FileBase DT2_rPPC_rCCG_2016um_290um_20160214_160214_105540 ElecNo 6 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, 31.37 GB. Expected memory usage by array (largest first): Array LogP will use between 0.25 and 0.38 GB. - 8 bytes per element (scalar), 16866400 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.12 and 0.18 GB. - 8 bytes per element (scalar), 8095872 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.03 and 0.05 GB. - 2 bytes per element (data_int), 8095872 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.02 GB. - 1 bytes per element (char), 8095872 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.02 GB. - 1 bytes per element (char), 8095872 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=337328, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.43 and 0.65 GB. RAM limit is set at 31.37 GB. ---------------------------------------------------------- Loaded 337328 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 337328 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 3 (312 points): Lose 213.350818 but Gain 2068.431792 Iteration 0F (6.031515 sec): 19 clusters Score: Raw -38337880.286416 + Penalty 37231.772262 = -38300648.514154 nChanged 319545 Deleting Class 2 (356 points): Lose 428.731501 but Gain 2068.431792 Iteration 1F (9.164234 sec): 18 clusters Score: Raw -40146162.340569 + Penalty 35163.340470 = -40110999.000099 nChanged 63673 Deleting Class 10 (839 points): Lose 1062.865666 but Gain 2068.431792 Iteration 2F (12.417309 sec): 17 clusters Score: Raw -40258941.830474 + Penalty 33094.908677 = -40225846.921796 nChanged 23843 Deleting Class 16 (929 points): Lose 1593.308504 but Gain 2068.431792 Iteration 3F (15.449859 sec): 16 clusters Score: Raw -40296100.737341 + Penalty 31026.476885 = -40265074.260456 nChanged 13855 Iteration 4Q (17.303429 sec): 16 clusters Score: Raw -40321393.086551 + Penalty 31026.476885 = -40290366.609666 nChanged 10060 Iteration 5Q (19.161492 sec): 16 clusters Score: Raw -40334305.959969 + Penalty 31026.476885 = -40303279.483084 nChanged 8892 Iteration 6Q (20.954053 sec): 16 clusters Score: Raw -40344627.011496 + Penalty 31026.476885 = -40313600.534611 nChanged 8176 Iteration 7Q (22.721159 sec): 16 clusters Score: Raw -40352478.735524 + Penalty 31026.476885 = -40321452.258639 nChanged 7585 Iteration 8Q (24.501441 sec): 16 clusters Score: Raw -40358839.020997 + Penalty 31026.476885 = -40327812.544112 nChanged 6994 Iteration 9Q (26.271097 sec): 16 clusters Score: Raw -40366677.326433 + Penalty 31026.476885 = -40335650.849548 nChanged 6129 Iteration 10Q (28.096245 sec): 16 clusters Score: Raw -40371584.551992 + Penalty 31026.476885 = -40340558.075107 nChanged 5564 Iteration 11Q (29.825253 sec): 16 clusters Score: Raw -40374263.588220 + Penalty 31026.476885 = -40343237.111335 nChanged 4898 Iteration 12Q (31.624925 sec): 16 clusters Score: Raw -40376402.625943 + Penalty 31026.476885 = -40345376.149058 nChanged 4520 Iteration 13Q (33.351534 sec): 16 clusters Score: Raw -40378320.994045 + Penalty 31026.476885 = -40347294.517160 nChanged 4398 Iteration 14Q (35.071587 sec): 16 clusters Score: Raw -40380176.177021 + Penalty 31026.476885 = -40349149.700136 nChanged 4253 Iteration 15Q (36.721639 sec): 16 clusters Score: Raw -40382201.816520 + Penalty 31026.476885 = -40351175.339635 nChanged 4192 Iteration 16Q (38.433285 sec): 16 clusters Score: Raw -40385308.881579 + Penalty 31026.476885 = -40354282.404694 nChanged 4229 Unmasked E-step: Deleting class 18 (151 points): covariance matrix is singular Iteration 17Q (40.048536 sec): 15 clusters Score: Raw -40386778.820144 + Penalty 28958.045093 = -40357820.775052 nChanged 4393 Iteration 18Q (41.596892 sec): 15 clusters Score: Raw -40375945.928572 + Penalty 28958.045093 = -40346987.883480 nChanged 4602 Iteration 19F (44.005076 sec): 15 clusters Score: Raw -40382073.567855 + Penalty 28958.045093 = -40353115.522763 nChanged 5211 Writing temp clu file Because OldScore, -40346987.883480, is greater than current (better) Score,-40353115.522763 Compute initial score before splitting: Score: Raw -40382073.567855 + Penalty 28958.045093 = -40353115.522763 Trying to split cluster 1 (8612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44.542863 sec): 2 clusters Score: Raw -1013220.614709 + Penalty 1472.398177 = -1011748.216532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44.598834 sec): 3 clusters Score: Raw -1008432.625227 + Penalty 2944.796354 = -1005487.828873 nChanged 3661 SP:Iteration 1F (44.655056 sec): 3 clusters Score: Raw -1010414.564699 + Penalty 2944.796354 = -1007469.768345 nChanged 594 SP:Iteration 2F (44.710311 sec): 3 clusters Score: Raw -1010742.851604 + Penalty 2944.796354 = -1007798.055250 nChanged 528 SP:Iteration 3F (44.766605 sec): 3 clusters Score: Raw -1011035.687822 + Penalty 2944.796354 = -1008090.891468 nChanged 494 SP:Iteration 4F (44.811147 sec): 3 clusters Score: Raw -1011364.750562 + Penalty 2944.796354 = -1008419.954208 nChanged 507 SP:Iteration 5F (44.876624 sec): 3 clusters Score: Raw -1011731.975545 + Penalty 2944.796354 = -1008787.179191 nChanged 486 SP:Iteration 6F (44.932193 sec): 3 clusters Score: Raw -1012073.177540 + Penalty 2944.796354 = -1009128.381186 nChanged 426 SP:Iteration 7Q (44.980317 sec): 3 clusters Score: Raw -1012363.165902 + Penalty 2944.796354 = -1009418.369548 nChanged 361 SP:Iteration 8Q (45.045850 sec): 3 clusters Score: Raw -1012586.750688 + Penalty 2944.796354 = -1009641.954334 nChanged 299 SP:Iteration 9Q (45.106591 sec): 3 clusters Score: Raw -1012733.949317 + Penalty 2944.796354 = -1009789.152963 nChanged 231 SP:Iteration 10Q (45.156055 sec): 3 clusters Score: Raw -1012848.375677 + Penalty 2944.796354 = -1009903.579323 nChanged 178 SP:Iteration 11Q (45.196253 sec): 3 clusters Score: Raw -1012918.459523 + Penalty 2944.796354 = -1009973.663169 nChanged 139 SP:Iteration 12Q (45.252989 sec): 3 clusters Score: Raw -1012964.279562 + Penalty 2944.796354 = -1010019.483208 nChanged 114 SP:Iteration 13Q (45.307986 sec): 3 clusters Score: Raw -1012993.121127 + Penalty 2944.796354 = -1010048.324773 nChanged 79 SP:Iteration 14Q (45.358791 sec): 3 clusters Score: Raw -1013015.010316 + Penalty 2944.796354 = -1010070.213962 nChanged 72 SP:Iteration 15Q (45.405576 sec): 3 clusters Score: Raw -1013035.063780 + Penalty 2944.796354 = -1010090.267426 nChanged 65 SP:Iteration 16Q (45.452250 sec): 3 clusters Score: Raw -1013053.660439 + Penalty 2944.796354 = -1010108.864085 nChanged 60 SP:Iteration 17Q (45.503037 sec): 3 clusters Score: Raw -1013066.341869 + Penalty 2944.796354 = -1010121.545515 nChanged 45 SP:Iteration 18Q (45.552202 sec): 3 clusters Score: Raw -1013075.813907 + Penalty 2944.796354 = -1010131.017553 nChanged 30 SP:Iteration 19Q (45.604792 sec): 3 clusters Score: Raw -1013080.881160 + Penalty 2944.796354 = -1010136.084806 nChanged 34 SP:Iteration 20F (45.650401 sec): 3 clusters Score: Raw -1013088.040407 + Penalty 2944.796354 = -1010143.244053 nChanged 40 SP:Iteration 21Q (45.697422 sec): 3 clusters Score: Raw -1013095.998167 + Penalty 2944.796354 = -1010151.201813 nChanged 27 SP:Iteration 22Q (45.744234 sec): 3 clusters Score: Raw -1013101.411626 + Penalty 2944.796354 = -1010156.615272 nChanged 28 SP:Iteration 23Q (45.790523 sec): 3 clusters Score: Raw -1013107.004750 + Penalty 2944.796354 = -1010162.208396 nChanged 26 SP:Iteration 24Q (45.836968 sec): 3 clusters Score: Raw -1013113.618530 + Penalty 2944.796354 = -1010168.822176 nChanged 27 SP:Iteration 25Q (45.875636 sec): 3 clusters Score: Raw -1013118.472902 + Penalty 2944.796354 = -1010173.676548 nChanged 22 SP:Iteration 26Q (45.931358 sec): 3 clusters Score: Raw -1013121.997570 + Penalty 2944.796354 = -1010177.201216 nChanged 14 SP:Iteration 27Q (45.977146 sec): 3 clusters Score: Raw -1013123.937493 + Penalty 2944.796354 = -1010179.141139 nChanged 14 SP:Iteration 28Q (46.023618 sec): 3 clusters Score: Raw -1013125.993248 + Penalty 2944.796354 = -1010181.196894 nChanged 14 SP:Iteration 29Q (46.063792 sec): 3 clusters Score: Raw -1013128.607849 + Penalty 2944.796354 = -1010183.811495 nChanged 16 SP:Iteration 30Q (46.110106 sec): 3 clusters Score: Raw -1013131.992434 + Penalty 2944.796354 = -1010187.196080 nChanged 20 SP:Iteration 31Q (46.163718 sec): 3 clusters Score: Raw -1013135.793870 + Penalty 2944.796354 = -1010190.997516 nChanged 16 SP:Iteration 32Q (46.210682 sec): 3 clusters Score: Raw -1013140.169404 + Penalty 2944.796354 = -1010195.373050 nChanged 24 SP:Iteration 33Q (46.256670 sec): 3 clusters Score: Raw -1013146.758566 + Penalty 2944.796354 = -1010201.962212 nChanged 30 SP:Iteration 34Q (46.304698 sec): 3 clusters Score: Raw -1013155.250493 + Penalty 2944.796354 = -1010210.454139 nChanged 35 SP:Iteration 35Q (46.344681 sec): 3 clusters Score: Raw -1013162.833287 + Penalty 2944.796354 = -1010218.036933 nChanged 34 SP:Iteration 36Q (46.399639 sec): 3 clusters Score: Raw -1013171.777975 + Penalty 2944.796354 = -1010226.981621 nChanged 36 SP:Iteration 37Q (46.444277 sec): 3 clusters Score: Raw -1013179.575083 + Penalty 2944.796354 = -1010234.778729 nChanged 34 SP:Iteration 38Q (46.483258 sec): 3 clusters Score: Raw -1013187.209684 + Penalty 2944.796354 = -1010242.413330 nChanged 29 SP:Iteration 39Q (46.536127 sec): 3 clusters Score: Raw -1013192.758631 + Penalty 2944.796354 = -1010247.962277 nChanged 25 SP:Iteration 40F (46.581832 sec): 3 clusters Score: Raw -1013197.740001 + Penalty 2944.796354 = -1010252.943647 nChanged 17 SP:Iteration 41Q (46.627718 sec): 3 clusters Score: Raw -1013200.787498 + Penalty 2944.796354 = -1010255.991143 nChanged 12 SP:Iteration 42Q (46.668494 sec): 3 clusters Score: Raw -1013202.529077 + Penalty 2944.796354 = -1010257.732723 nChanged 8 SP:Iteration 43Q (46.714964 sec): 3 clusters Score: Raw -1013203.278045 + Penalty 2944.796354 = -1010258.481691 nChanged 4 SP:Iteration 44Q (46.771131 sec): 3 clusters Score: Raw -1013204.138222 + Penalty 2944.796354 = -1010259.341868 nChanged 2 SP:Iteration 45Q (46.810059 sec): 3 clusters Score: Raw -1013204.397543 + Penalty 2944.796354 = -1010259.601189 nChanged 2 SP:Iteration 46Q (46.857962 sec): 3 clusters Score: Raw -1013204.820186 + Penalty 2944.796354 = -1010260.023832 nChanged 5 SP:Iteration 47Q (46.905589 sec): 3 clusters Score: Raw -1013205.556100 + Penalty 2944.796354 = -1010260.759746 nChanged 6 SP:Iteration 48Q (46.956708 sec): 3 clusters Score: Raw -1013206.622636 + Penalty 2944.796354 = -1010261.826282 nChanged 14 SP:Iteration 49Q (47.003836 sec): 3 clusters Score: Raw -1013208.652750 + Penalty 2944.796354 = -1010263.856396 nChanged 4 SP:Iteration 50Q (47.050148 sec): 3 clusters Score: Raw -1013209.030605 + Penalty 2944.796354 = -1010264.234251 nChanged 4 SP:Iteration 51Q (47.095567 sec): 3 clusters Score: Raw -1013209.597315 + Penalty 2944.796354 = -1010264.800961 nChanged 5 SP:Iteration 52Q (47.143249 sec): 3 clusters Score: Raw -1013210.365035 + Penalty 2944.796354 = -1010265.568681 nChanged 1 SP:Iteration 53Q (47.182209 sec): 3 clusters Score: Raw -1013210.563918 + Penalty 2944.796354 = -1010265.767564 nChanged 2 SP:Iteration 54Q (47.234204 sec): 3 clusters Score: Raw -1013210.758593 + Penalty 2944.796354 = -1010265.962239 nChanged 2 SP:Iteration 55Q (47.279739 sec): 3 clusters Score: Raw -1013210.930109 + Penalty 2944.796354 = -1010266.133755 nChanged 1 SP:Iteration 56Q (47.321038 sec): 3 clusters Score: Raw -1013210.976160 + Penalty 2944.796354 = -1010266.179806 nChanged 1 SP:Iteration 57Q (47.368587 sec): 3 clusters Score: Raw -1013211.060941 + Penalty 2944.796354 = -1010266.264587 nChanged 2 SP:Iteration 58Q (47.415511 sec): 3 clusters Score: Raw -1013211.317393 + Penalty 2944.796354 = -1010266.521039 nChanged 2 SP:Iteration 59Q (47.467041 sec): 3 clusters Score: Raw -1013211.525715 + Penalty 2944.796354 = -1010266.729361 nChanged 1 SP:Iteration 60F (47.518753 sec): 3 clusters Score: Raw -1013211.817156 + Penalty 2944.796354 = -1010267.020802 nChanged 3 SP:Iteration 61Q (47.572193 sec): 3 clusters Score: Raw -1013212.617136 + Penalty 2944.796354 = -1010267.820782 nChanged 6 SP:Iteration 62Q (47.622207 sec): 3 clusters Score: Raw -1013213.650622 + Penalty 2944.796354 = -1010268.854268 nChanged 5 SP:Iteration 63Q (47.680869 sec): 3 clusters Score: Raw -1013214.813490 + Penalty 2944.796354 = -1010270.017136 nChanged 13 SP:Iteration 64Q (47.741155 sec): 3 clusters Score: Raw -1013216.845222 + Penalty 2944.796354 = -1010272.048868 nChanged 8 SP:Iteration 65Q (47.801067 sec): 3 clusters Score: Raw -1013217.854270 + Penalty 2944.796354 = -1010273.057916 nChanged 6 SP:Iteration 66Q (47.846529 sec): 3 clusters Score: Raw -1013218.591039 + Penalty 2944.796354 = -1010273.794685 nChanged 2 SP:Iteration 67Q (47.901499 sec): 3 clusters Score: Raw -1013218.733100 + Penalty 2944.796354 = -1010273.936746 nChanged 1 SP:Iteration 68Q (47.963643 sec): 3 clusters Score: Raw -1013219.029372 + Penalty 2944.796354 = -1010274.233018 nChanged 5 SP:Iteration 69Q (48.010513 sec): 3 clusters Score: Raw -1013219.727418 + Penalty 2944.796354 = -1010274.931064 nChanged 7 SP:Iteration 70Q (48.066997 sec): 3 clusters Score: Raw -1013220.694217 + Penalty 2944.796354 = -1010275.897863 nChanged 9 SP:Iteration 71Q (48.131323 sec): 3 clusters Score: Raw -1013222.113322 + Penalty 2944.796354 = -1010277.316968 nChanged 8 SP:Iteration 72Q (48.179095 sec): 3 clusters Score: Raw -1013223.229998 + Penalty 2944.796354 = -1010278.433644 nChanged 6 SP:Iteration 73Q (48.233583 sec): 3 clusters Score: Raw -1013224.309986 + Penalty 2944.796354 = -1010279.513632 nChanged 7 SP:Iteration 74Q (48.299659 sec): 3 clusters Score: Raw -1013224.920471 + Penalty 2944.796354 = -1010280.124117 nChanged 3 SP:Iteration 75Q (48.344444 sec): 3 clusters Score: Raw -1013225.124830 + Penalty 2944.796354 = -1010280.328476 nChanged 3 SP:Iteration 76Q (48.396384 sec): 3 clusters Score: Raw -1013225.466955 + Penalty 2944.796354 = -1010280.670601 nChanged 1 SP:Iteration 77Q (48.452782 sec): 3 clusters Score: Raw -1013225.546165 + Penalty 2944.796354 = -1010280.749811 nChanged 1 SP:Iteration 78Q (48.516062 sec): 3 clusters Score: Raw -1013225.648463 + Penalty 2944.796354 = -1010280.852109 nChanged 2 SP:Iteration 79Q (48.566342 sec): 3 clusters Score: Raw -1013225.995503 + Penalty 2944.796354 = -1010281.199149 nChanged 1 SP:Iteration 80F (48.617581 sec): 3 clusters Score: Raw -1013226.022187 + Penalty 2944.796354 = -1010281.225833 nChanged 0 Trying to split cluster 4 (41222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48.734278 sec): 2 clusters Score: Raw -5020052.464294 + Penalty 1726.843198 = -5018325.621096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48.831776 sec): 3 clusters Score: Raw -4994221.420944 + Penalty 3453.686396 = -4990767.734547 nChanged 19156 SP:Iteration 1F (48.929491 sec): 3 clusters Score: Raw -5005565.373803 + Penalty 3453.686396 = -5002111.687407 nChanged 2392 SP:Iteration 2F (49.019468 sec): 3 clusters Score: Raw -5006705.481045 + Penalty 3453.686396 = -5003251.794649 nChanged 2661 SP:Iteration 3F (49.104828 sec): 3 clusters Score: Raw -5008237.943974 + Penalty 3453.686396 = -5004784.257578 nChanged 3015 SP:Iteration 4F (49.200770 sec): 3 clusters Score: Raw -5010165.947784 + Penalty 3453.686396 = -5006712.261387 nChanged 3053 SP:Iteration 5F (49.294970 sec): 3 clusters Score: Raw -5012243.004989 + Penalty 3453.686396 = -5008789.318592 nChanged 2650 SP:Iteration 6F (49.391179 sec): 3 clusters Score: Raw -5014035.100432 + Penalty 3453.686396 = -5010581.414035 nChanged 2013 SP:Iteration 7Q (49.490935 sec): 3 clusters Score: Raw -5015414.336623 + Penalty 3453.686396 = -5011960.650227 nChanged 1510 SP:Iteration 8Q (49.593890 sec): 3 clusters Score: Raw -5016711.512002 + Penalty 3453.686396 = -5013257.825605 nChanged 1197 SP:Iteration 9Q (49.695331 sec): 3 clusters Score: Raw -5018102.685730 + Penalty 3453.686396 = -5014648.999334 nChanged 925 SP:Iteration 10Q (49.797615 sec): 3 clusters Score: Raw -5019353.599238 + Penalty 3453.686396 = -5015899.912841 nChanged 740 SP:Iteration 11Q (49.896678 sec): 3 clusters Score: Raw -5019900.397032 + Penalty 3453.686396 = -5016446.710636 nChanged 461 SP:Iteration 12Q (49.990229 sec): 3 clusters Score: Raw -5020090.011210 + Penalty 3453.686396 = -5016636.324814 nChanged 275 SP:Iteration 13Q (50.087765 sec): 3 clusters Score: Raw -5020178.037776 + Penalty 3453.686396 = -5016724.351379 nChanged 183 SP:Iteration 14Q (50.179149 sec): 3 clusters Score: Raw -5020234.089967 + Penalty 3453.686396 = -5016780.403570 nChanged 161 SP:Iteration 15Q (50.271290 sec): 3 clusters Score: Raw -5020276.904083 + Penalty 3453.686396 = -5016823.217687 nChanged 133 SP:Iteration 16Q (50.358346 sec): 3 clusters Score: Raw -5020307.194984 + Penalty 3453.686396 = -5016853.508587 nChanged 96 SP:Iteration 17Q (50.438294 sec): 3 clusters Score: Raw -5020325.220791 + Penalty 3453.686396 = -5016871.534395 nChanged 79 SP:Iteration 18Q (50.514082 sec): 3 clusters Score: Raw -5020339.724875 + Penalty 3453.686396 = -5016886.038478 nChanged 81 SP:Iteration 19Q (50.593988 sec): 3 clusters Score: Raw -5020354.463614 + Penalty 3453.686396 = -5016900.777218 nChanged 77 SP:Iteration 20F (50.671654 sec): 3 clusters Score: Raw -5020367.306141 + Penalty 3453.686396 = -5016913.619745 nChanged 64 SP:Iteration 21Q (50.750293 sec): 3 clusters Score: Raw -5020375.741633 + Penalty 3453.686396 = -5016922.055236 nChanged 51 SP:Iteration 22Q (50.824607 sec): 3 clusters Score: Raw -5020382.274358 + Penalty 3453.686396 = -5016928.587961 nChanged 40 SP:Iteration 23Q (50.905623 sec): 3 clusters Score: Raw -5020387.206737 + Penalty 3453.686396 = -5016933.520341 nChanged 33 SP:Iteration 24Q (50.980633 sec): 3 clusters Score: Raw -5020390.460894 + Penalty 3453.686396 = -5016936.774498 nChanged 30 SP:Iteration 25Q (51.053715 sec): 3 clusters Score: Raw -5020393.531264 + Penalty 3453.686396 = -5016939.844868 nChanged 31 SP:Iteration 26Q (51.127008 sec): 3 clusters Score: Raw -5020397.381335 + Penalty 3453.686396 = -5016943.694939 nChanged 26 SP:Iteration 27Q (51.204394 sec): 3 clusters Score: Raw -5020400.174050 + Penalty 3453.686396 = -5016946.487653 nChanged 23 SP:Iteration 28Q (51.279601 sec): 3 clusters Score: Raw -5020402.407866 + Penalty 3453.686396 = -5016948.721470 nChanged 19 SP:Iteration 29Q (51.353636 sec): 3 clusters Score: Raw -5020404.648326 + Penalty 3453.686396 = -5016950.961930 nChanged 27 SP:Iteration 30Q (51.442944 sec): 3 clusters Score: Raw -5020408.617912 + Penalty 3453.686396 = -5016954.931515 nChanged 32 SP:Iteration 31Q (51.537577 sec): 3 clusters Score: Raw -5020412.563473 + Penalty 3453.686396 = -5016958.877077 nChanged 23 SP:Iteration 32Q (51.629414 sec): 3 clusters Score: Raw -5020415.876833 + Penalty 3453.686396 = -5016962.190436 nChanged 22 SP:Iteration 33Q (51.726183 sec): 3 clusters Score: Raw -5020418.984345 + Penalty 3453.686396 = -5016965.297948 nChanged 23 SP:Iteration 34Q (51.820442 sec): 3 clusters Score: Raw -5020421.411099 + Penalty 3453.686396 = -5016967.724703 nChanged 19 SP:Iteration 35Q (51.902523 sec): 3 clusters Score: Raw -5020423.474920 + Penalty 3453.686396 = -5016969.788524 nChanged 19 SP:Iteration 36Q (51.988341 sec): 3 clusters Score: Raw -5020426.001528 + Penalty 3453.686396 = -5016972.315132 nChanged 23 SP:Iteration 37Q (52.075143 sec): 3 clusters Score: Raw -5020429.108401 + Penalty 3453.686396 = -5016975.422005 nChanged 25 SP:Iteration 38Q (52.144667 sec): 3 clusters Score: Raw -5020432.270526 + Penalty 3453.686396 = -5016978.584130 nChanged 17 SP:Iteration 39Q (52.226339 sec): 3 clusters Score: Raw -5020434.087299 + Penalty 3453.686396 = -5016980.400902 nChanged 16 SP:Iteration 40F (52.313126 sec): 3 clusters Score: Raw -5020436.744616 + Penalty 3453.686396 = -5016983.058220 nChanged 18 SP:Iteration 41Q (52.406548 sec): 3 clusters Score: Raw -5020438.971036 + Penalty 3453.686396 = -5016985.284640 nChanged 21 SP:Iteration 42Q (52.485702 sec): 3 clusters Score: Raw -5020440.960193 + Penalty 3453.686396 = -5016987.273797 nChanged 17 SP:Iteration 43Q (52.561950 sec): 3 clusters Score: Raw -5020442.899062 + Penalty 3453.686396 = -5016989.212666 nChanged 16 SP:Iteration 44Q (52.633995 sec): 3 clusters Score: Raw -5020444.701041 + Penalty 3453.686396 = -5016991.014644 nChanged 14 SP:Iteration 45Q (52.721069 sec): 3 clusters Score: Raw -5020445.896263 + Penalty 3453.686396 = -5016992.209867 nChanged 10 SP:Iteration 46Q (52.807216 sec): 3 clusters Score: Raw -5020446.957831 + Penalty 3453.686396 = -5016993.271435 nChanged 4 SP:Iteration 47Q (52.885092 sec): 3 clusters Score: Raw -5020447.317927 + Penalty 3453.686396 = -5016993.631530 nChanged 2 SP:Iteration 48Q (52.969170 sec): 3 clusters Score: Raw -5020447.531106 + Penalty 3453.686396 = -5016993.844709 nChanged 5 SP:Iteration 49Q (53.047285 sec): 3 clusters Score: Raw -5020448.039681 + Penalty 3453.686396 = -5016994.353284 nChanged 5 SP:Iteration 50Q (53.118982 sec): 3 clusters Score: Raw -5020448.368148 + Penalty 3453.686396 = -5016994.681752 nChanged 7 SP:Iteration 51Q (53.205762 sec): 3 clusters Score: Raw -5020449.436378 + Penalty 3453.686396 = -5016995.749982 nChanged 10 SP:Iteration 52Q (53.282015 sec): 3 clusters Score: Raw -5020450.607546 + Penalty 3453.686396 = -5016996.921150 nChanged 8 SP:Iteration 53Q (53.354139 sec): 3 clusters Score: Raw -5020451.551680 + Penalty 3453.686396 = -5016997.865284 nChanged 9 SP:Iteration 54Q (53.436857 sec): 3 clusters Score: Raw -5020452.377663 + Penalty 3453.686396 = -5016998.691267 nChanged 5 SP:Iteration 55Q (53.519494 sec): 3 clusters Score: Raw -5020453.180553 + Penalty 3453.686396 = -5016999.494157 nChanged 11 SP:Iteration 56Q (53.598013 sec): 3 clusters Score: Raw -5020453.994225 + Penalty 3453.686396 = -5017000.307829 nChanged 9 SP:Iteration 57Q (53.676010 sec): 3 clusters Score: Raw -5020454.545851 + Penalty 3453.686396 = -5017000.859455 nChanged 5 SP:Iteration 58Q (53.764416 sec): 3 clusters Score: Raw -5020454.915459 + Penalty 3453.686396 = -5017001.229063 nChanged 6 SP:Iteration 59Q (53.843834 sec): 3 clusters Score: Raw -5020455.313276 + Penalty 3453.686396 = -5017001.626879 nChanged 5 SP:Iteration 60F (53.935924 sec): 3 clusters Score: Raw -5020455.827813 + Penalty 3453.686396 = -5017002.141417 nChanged 5 SP:Iteration 61Q (54.024450 sec): 3 clusters Score: Raw -5020456.438881 + Penalty 3453.686396 = -5017002.752485 nChanged 4 SP:Iteration 62Q (54.119052 sec): 3 clusters Score: Raw -5020456.843029 + Penalty 3453.686396 = -5017003.156633 nChanged 6 SP:Iteration 63Q (54.206103 sec): 3 clusters Score: Raw -5020457.287165 + Penalty 3453.686396 = -5017003.600769 nChanged 6 SP:Iteration 64Q (54.288605 sec): 3 clusters Score: Raw -5020457.756053 + Penalty 3453.686396 = -5017004.069657 nChanged 7 SP:Iteration 65Q (54.368876 sec): 3 clusters Score: Raw -5020458.225746 + Penalty 3453.686396 = -5017004.539350 nChanged 6 SP:Iteration 66Q (54.455052 sec): 3 clusters Score: Raw -5020458.698567 + Penalty 3453.686396 = -5017005.012171 nChanged 5 SP:Iteration 67Q (54.532161 sec): 3 clusters Score: Raw -5020459.195454 + Penalty 3453.686396 = -5017005.509058 nChanged 1 SP:Iteration 68Q (54.612691 sec): 3 clusters Score: Raw -5020459.216802 + Penalty 3453.686396 = -5017005.530405 nChanged 1 SP:Iteration 69Q (54.694436 sec): 3 clusters Score: Raw -5020459.255897 + Penalty 3453.686396 = -5017005.569501 nChanged 0 SP:Iteration 70F (54.776269 sec): 3 clusters Score: Raw -5020459.255897 + Penalty 3453.686396 = -5017005.569501 nChanged 0 Trying to split cluster 5 (5685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.799353 sec): 2 clusters Score: Raw -630706.460480 + Penalty 1404.907791 = -629301.552689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.840294 sec): 3 clusters Score: Raw -627730.089754 + Penalty 2809.815582 = -624920.274172 nChanged 2323 SP:Iteration 1F (54.879772 sec): 3 clusters Score: Raw -629014.397977 + Penalty 2809.815582 = -626204.582395 nChanged 432 SP:Iteration 2F (54.925673 sec): 3 clusters Score: Raw -629303.955370 + Penalty 2809.815582 = -626494.139788 nChanged 366 SP:Iteration 3F (54.962352 sec): 3 clusters Score: Raw -629548.827763 + Penalty 2809.815582 = -626739.012181 nChanged 342 SP:Iteration 4F (55.002773 sec): 3 clusters Score: Raw -629761.536914 + Penalty 2809.815582 = -626951.721332 nChanged 259 SP:Iteration 5Q (55.042456 sec): 3 clusters Score: Raw -629873.281310 + Penalty 2809.815582 = -627063.465728 nChanged 175 SP:Iteration 6Q (55.082669 sec): 3 clusters Score: Raw -629958.378778 + Penalty 2809.815582 = -627148.563196 nChanged 167 SP:Iteration 7Q (55.124299 sec): 3 clusters Score: Raw -630028.470430 + Penalty 2809.815582 = -627218.654847 nChanged 139 SP:Iteration 8Q (55.165277 sec): 3 clusters Score: Raw -630084.059559 + Penalty 2809.815582 = -627274.243977 nChanged 132 SP:Iteration 9Q (55.206174 sec): 3 clusters Score: Raw -630130.761302 + Penalty 2809.815582 = -627320.945720 nChanged 106 SP:Iteration 10Q (55.249707 sec): 3 clusters Score: Raw -630174.656970 + Penalty 2809.815582 = -627364.841388 nChanged 102 SP:Iteration 11Q (55.292380 sec): 3 clusters Score: Raw -630209.555907 + Penalty 2809.815582 = -627399.740325 nChanged 93 SP:Iteration 12Q (55.336966 sec): 3 clusters Score: Raw -630240.210165 + Penalty 2809.815582 = -627430.394583 nChanged 81 SP:Iteration 13Q (55.386789 sec): 3 clusters Score: Raw -630265.751570 + Penalty 2809.815582 = -627455.935988 nChanged 68 SP:Iteration 14Q (55.429766 sec): 3 clusters Score: Raw -630286.600691 + Penalty 2809.815582 = -627476.785109 nChanged 67 SP:Iteration 15Q (55.469227 sec): 3 clusters Score: Raw -630306.003907 + Penalty 2809.815582 = -627496.188325 nChanged 55 SP:Iteration 16Q (55.513036 sec): 3 clusters Score: Raw -630323.460503 + Penalty 2809.815582 = -627513.644921 nChanged 62 SP:Iteration 17Q (55.547370 sec): 3 clusters Score: Raw -630344.002460 + Penalty 2809.815582 = -627534.186878 nChanged 56 SP:Iteration 18Q (55.587322 sec): 3 clusters Score: Raw -630363.306494 + Penalty 2809.815582 = -627553.490912 nChanged 54 SP:Iteration 19Q (55.628409 sec): 3 clusters Score: Raw -630379.705718 + Penalty 2809.815582 = -627569.890136 nChanged 47 SP:Iteration 20F (55.676231 sec): 3 clusters Score: Raw -630395.538838 + Penalty 2809.815582 = -627585.723256 nChanged 46 SP:Iteration 21Q (55.712478 sec): 3 clusters Score: Raw -630410.087800 + Penalty 2809.815582 = -627600.272218 nChanged 51 SP:Iteration 22Q (55.759613 sec): 3 clusters Score: Raw -630425.987914 + Penalty 2809.815582 = -627616.172332 nChanged 58 SP:Iteration 23Q (55.796021 sec): 3 clusters Score: Raw -630449.486084 + Penalty 2809.815582 = -627639.670502 nChanged 66 SP:Iteration 24Q (55.838985 sec): 3 clusters Score: Raw -630481.833877 + Penalty 2809.815582 = -627672.018295 nChanged 75 SP:Iteration 25Q (55.888622 sec): 3 clusters Score: Raw -630510.217344 + Penalty 2809.815582 = -627700.401762 nChanged 72 SP:Iteration 26Q (55.937962 sec): 3 clusters Score: Raw -630538.701116 + Penalty 2809.815582 = -627728.885533 nChanged 76 SP:Iteration 27Q (55.981998 sec): 3 clusters Score: Raw -630567.023154 + Penalty 2809.815582 = -627757.207572 nChanged 56 SP:Iteration 28Q (56.037110 sec): 3 clusters Score: Raw -630587.133352 + Penalty 2809.815582 = -627777.317770 nChanged 48 SP:Iteration 29Q (56.080733 sec): 3 clusters Score: Raw -630602.502039 + Penalty 2809.815582 = -627792.686457 nChanged 49 SP:Iteration 30Q (56.140589 sec): 3 clusters Score: Raw -630618.700609 + Penalty 2809.815582 = -627808.885027 nChanged 53 SP:Iteration 31Q (56.182098 sec): 3 clusters Score: Raw -630635.507948 + Penalty 2809.815582 = -627825.692366 nChanged 38 SP:Iteration 32Q (56.237054 sec): 3 clusters Score: Raw -630647.580942 + Penalty 2809.815582 = -627837.765360 nChanged 31 SP:Iteration 33Q (56.281326 sec): 3 clusters Score: Raw -630656.601068 + Penalty 2809.815582 = -627846.785486 nChanged 41 SP:Iteration 34Q (56.334954 sec): 3 clusters Score: Raw -630668.376908 + Penalty 2809.815582 = -627858.561326 nChanged 30 SP:Iteration 35Q (56.382904 sec): 3 clusters Score: Raw -630676.082707 + Penalty 2809.815582 = -627866.267125 nChanged 22 SP:Iteration 36Q (56.429910 sec): 3 clusters Score: Raw -630681.387823 + Penalty 2809.815582 = -627871.572241 nChanged 21 SP:Iteration 37Q (56.491127 sec): 3 clusters Score: Raw -630687.523446 + Penalty 2809.815582 = -627877.707864 nChanged 32 SP:Iteration 38Q (56.532820 sec): 3 clusters Score: Raw -630696.178302 + Penalty 2809.815582 = -627886.362720 nChanged 26 SP:Iteration 39Q (56.584405 sec): 3 clusters Score: Raw -630702.175121 + Penalty 2809.815582 = -627892.359539 nChanged 18 SP:Iteration 40F (56.636693 sec): 3 clusters Score: Raw -630705.779842 + Penalty 2809.815582 = -627895.964260 nChanged 14 SP:Iteration 41Q (56.688841 sec): 3 clusters Score: Raw -630709.457761 + Penalty 2809.815582 = -627899.642179 nChanged 13 SP:Iteration 42Q (56.746122 sec): 3 clusters Score: Raw -630712.535780 + Penalty 2809.815582 = -627902.720198 nChanged 13 SP:Iteration 43Q (56.784213 sec): 3 clusters Score: Raw -630715.182163 + Penalty 2809.815582 = -627905.366581 nChanged 12 SP:Iteration 44Q (56.837509 sec): 3 clusters Score: Raw -630718.594029 + Penalty 2809.815582 = -627908.778447 nChanged 11 SP:Iteration 45Q (56.877407 sec): 3 clusters Score: Raw -630721.822516 + Penalty 2809.815582 = -627912.006934 nChanged 12 SP:Iteration 46Q (56.916941 sec): 3 clusters Score: Raw -630724.369491 + Penalty 2809.815582 = -627914.553909 nChanged 8 SP:Iteration 47Q (56.956889 sec): 3 clusters Score: Raw -630725.430140 + Penalty 2809.815582 = -627915.614558 nChanged 6 SP:Iteration 48Q (57.003069 sec): 3 clusters Score: Raw -630726.209090 + Penalty 2809.815582 = -627916.393508 nChanged 5 SP:Iteration 49Q (57.049495 sec): 3 clusters Score: Raw -630727.012382 + Penalty 2809.815582 = -627917.196800 nChanged 6 SP:Iteration 50Q (57.096159 sec): 3 clusters Score: Raw -630728.127926 + Penalty 2809.815582 = -627918.312344 nChanged 5 SP:Iteration 51Q (57.144142 sec): 3 clusters Score: Raw -630728.787039 + Penalty 2809.815582 = -627918.971457 nChanged 4 SP:Iteration 52Q (57.189327 sec): 3 clusters Score: Raw -630729.278720 + Penalty 2809.815582 = -627919.463138 nChanged 4 SP:Iteration 53Q (57.235374 sec): 3 clusters Score: Raw -630730.020984 + Penalty 2809.815582 = -627920.205402 nChanged 5 SP:Iteration 54Q (57.289224 sec): 3 clusters Score: Raw -630730.895975 + Penalty 2809.815582 = -627921.080393 nChanged 5 SP:Iteration 55Q (57.334334 sec): 3 clusters Score: Raw -630731.788149 + Penalty 2809.815582 = -627921.972567 nChanged 5 SP:Iteration 56Q (57.382113 sec): 3 clusters Score: Raw -630733.527983 + Penalty 2809.815582 = -627923.712401 nChanged 10 SP:Iteration 57Q (57.419818 sec): 3 clusters Score: Raw -630735.243299 + Penalty 2809.815582 = -627925.427717 nChanged 8 SP:Iteration 58Q (57.463922 sec): 3 clusters Score: Raw -630736.344478 + Penalty 2809.815582 = -627926.528896 nChanged 3 SP:Iteration 59Q (57.508172 sec): 3 clusters Score: Raw -630736.679370 + Penalty 2809.815582 = -627926.863788 nChanged 4 SP:Iteration 60F (57.553564 sec): 3 clusters Score: Raw -630737.642320 + Penalty 2809.815582 = -627927.826738 nChanged 4 SP:Iteration 61Q (57.606138 sec): 3 clusters Score: Raw -630738.132292 + Penalty 2809.815582 = -627928.316710 nChanged 0 SP:Iteration 62F (57.644823 sec): 3 clusters Score: Raw -630738.132292 + Penalty 2809.815582 = -627928.316710 nChanged 0 Trying to split cluster 6 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.663660 sec): 2 clusters Score: Raw -38267.695935 + Penalty 984.607519 = -37283.088416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.710168 sec): 3 clusters Score: Raw -38614.350690 + Penalty 1969.215039 = -36645.135651 nChanged 148 SP:Iteration 1F (57.749132 sec): 3 clusters Score: Raw -39720.684404 + Penalty 1969.215039 = -37751.469365 nChanged 34 SP:Iteration 2F (57.786439 sec): 3 clusters Score: Raw -40115.096346 + Penalty 1969.215039 = -38145.881307 nChanged 12 SP:Iteration 3Q (57.815690 sec): 3 clusters Score: Raw -40350.546842 + Penalty 1969.215039 = -38381.331804 nChanged 9 SP:Iteration 4Q (57.854713 sec): 3 clusters Score: Raw -40488.147172 + Penalty 1969.215039 = -38518.932133 nChanged 11 SP:Iteration 5Q (57.893602 sec): 3 clusters Score: Raw -40579.060020 + Penalty 1969.215039 = -38609.844982 nChanged 9 SP:Iteration 6Q (57.934097 sec): 3 clusters Score: Raw -40647.931721 + Penalty 1969.215039 = -38678.716682 nChanged 9 SP:Iteration 7Q (57.972709 sec): 3 clusters Score: Raw -40752.348734 + Penalty 1969.215039 = -38783.133695 nChanged 4 SP:Iteration 8Q (58.012902 sec): 3 clusters Score: Raw -40933.368706 + Penalty 1969.215039 = -38964.153668 nChanged 10 SP:Iteration 9Q (58.059639 sec): 3 clusters Score: Raw -41283.199171 + Penalty 1969.215039 = -39313.984132 nChanged 6 SP:Iteration 10Q (58.098762 sec): 3 clusters Score: Raw -41508.026555 + Penalty 1969.215039 = -39538.811516 nChanged 5 SP:Iteration 11Q (58.128756 sec): 3 clusters Score: Raw -41849.373017 + Penalty 1969.215039 = -39880.157978 nChanged 8 SP:Iteration 12Q (58.166825 sec): 3 clusters Score: Raw -42068.525794 + Penalty 1969.215039 = -40099.310755 nChanged 7 SP:Iteration 13Q (58.205596 sec): 3 clusters Score: Raw -42417.721413 + Penalty 1969.215039 = -40448.506374 nChanged 7 SP:Iteration 14Q (58.244907 sec): 3 clusters Score: Raw -42778.093106 + Penalty 1969.215039 = -40808.878068 nChanged 6 SP:Iteration 15Q (58.283719 sec): 3 clusters Score: Raw -43383.152286 + Penalty 1969.215039 = -41413.937247 nChanged 5 SP:Iteration 16Q (58.322128 sec): 3 clusters Score: Raw -43781.164453 + Penalty 1969.215039 = -41811.949415 nChanged 4 SP:Iteration 17Q (58.361310 sec): 3 clusters Score: Raw -44742.271678 + Penalty 1969.215039 = -42773.056639 nChanged 5 SP:Iteration 18Q (58.407633 sec): 3 clusters Score: Raw -45019.033868 + Penalty 1969.215039 = -43049.818829 nChanged 1 SP:Iteration 19Q (58.437355 sec): 3 clusters Score: Raw -45322.006912 + Penalty 1969.215039 = -43352.791874 nChanged 2 SP:Iteration 20F (58.476408 sec): 3 clusters Score: Raw -45736.969962 + Penalty 1969.215039 = -43767.754924 nChanged 2 SP:Iteration 21Q (58.515313 sec): 3 clusters Score: Raw -45921.428342 + Penalty 1969.215039 = -43952.213303 nChanged 1 SP:Iteration 22Q (58.554487 sec): 3 clusters Score: Raw -45955.431195 + Penalty 1969.215039 = -43986.216156 nChanged 0 SP:Iteration 23F (58.602445 sec): 3 clusters Score: Raw -45955.431195 + Penalty 1969.215039 = -43986.216156 nChanged 0 Score: Raw -40395187.288556 + Penalty 31026.476885 = -40364160.811671 Splitting cluster 6 changes total score from -40353115.522763 to -40364160.811671 So it's getting split into cluster 2. Trying to split cluster 7 (6055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.381555 sec): 2 clusters Score: Raw -713040.149514 + Penalty 1415.153944 = -711624.995570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.435554 sec): 3 clusters Score: Raw -709837.982627 + Penalty 2830.307888 = -707007.674739 nChanged 2457 SP:Iteration 1F (61.479328 sec): 3 clusters Score: Raw -711303.099190 + Penalty 2830.307888 = -708472.791302 nChanged 515 SP:Iteration 2F (61.522377 sec): 3 clusters Score: Raw -711821.432859 + Penalty 2830.307888 = -708991.124971 nChanged 575 SP:Iteration 3F (61.565019 sec): 3 clusters Score: Raw -712756.024499 + Penalty 2830.307888 = -709925.716610 nChanged 639 SP:Iteration 4F (61.600744 sec): 3 clusters Score: Raw -714201.499170 + Penalty 2830.307888 = -711371.191281 nChanged 563 SP:Iteration 5F (61.651717 sec): 3 clusters Score: Raw -715095.432342 + Penalty 2830.307888 = -712265.124454 nChanged 340 SP:Iteration 6F (61.695084 sec): 3 clusters Score: Raw -715397.680462 + Penalty 2830.307888 = -712567.372574 nChanged 144 SP:Iteration 7Q (61.736739 sec): 3 clusters Score: Raw -715473.078298 + Penalty 2830.307888 = -712642.770409 nChanged 79 SP:Iteration 8Q (61.780500 sec): 3 clusters Score: Raw -715511.313125 + Penalty 2830.307888 = -712681.005237 nChanged 48 SP:Iteration 9Q (61.815475 sec): 3 clusters Score: Raw -715529.804791 + Penalty 2830.307888 = -712699.496903 nChanged 32 SP:Iteration 10Q (61.866292 sec): 3 clusters Score: Raw -715540.152976 + Penalty 2830.307888 = -712709.845088 nChanged 17 SP:Iteration 11Q (61.901480 sec): 3 clusters Score: Raw -715544.809839 + Penalty 2830.307888 = -712714.501951 nChanged 12 SP:Iteration 12Q (61.952438 sec): 3 clusters Score: Raw -715546.595696 + Penalty 2830.307888 = -712716.287808 nChanged 7 SP:Iteration 13Q (61.995076 sec): 3 clusters Score: Raw -715547.312201 + Penalty 2830.307888 = -712717.004313 nChanged 2 SP:Iteration 14Q (62.030945 sec): 3 clusters Score: Raw -715547.916267 + Penalty 2830.307888 = -712717.608379 nChanged 4 SP:Iteration 15Q (62.077984 sec): 3 clusters Score: Raw -715548.751090 + Penalty 2830.307888 = -712718.443202 nChanged 5 SP:Iteration 16Q (62.121732 sec): 3 clusters Score: Raw -715550.193459 + Penalty 2830.307888 = -712719.885571 nChanged 4 SP:Iteration 17Q (62.164115 sec): 3 clusters Score: Raw -715551.322630 + Penalty 2830.307888 = -712721.014742 nChanged 3 SP:Iteration 18Q (62.198192 sec): 3 clusters Score: Raw -715551.868923 + Penalty 2830.307888 = -712721.561035 nChanged 4 SP:Iteration 19Q (62.248917 sec): 3 clusters Score: Raw -715552.635353 + Penalty 2830.307888 = -712722.327465 nChanged 1 SP:Iteration 20F (62.291228 sec): 3 clusters Score: Raw -715552.872058 + Penalty 2830.307888 = -712722.564169 nChanged 0 Score: Raw -40397700.011100 + Penalty 33094.908677 = -40364605.102422 Splitting cluster 7 changes total score from -40353115.522763 to -40364605.102422 So it's getting split into cluster 3. Trying to split cluster 8 (20499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (65.167508 sec): 2 clusters Score: Raw -2386289.327400 + Penalty 1613.321350 = -2384676.006050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (65.238561 sec): 3 clusters Score: Raw -2373914.914661 + Penalty 3226.642700 = -2370688.271962 nChanged 9298 SP:Iteration 1F (65.307644 sec): 3 clusters Score: Raw -2379354.136603 + Penalty 3226.642700 = -2376127.493904 nChanged 1244 SP:Iteration 2F (65.373870 sec): 3 clusters Score: Raw -2379980.952205 + Penalty 3226.642700 = -2376754.309505 nChanged 1214 SP:Iteration 3F (65.450022 sec): 3 clusters Score: Raw -2380665.139241 + Penalty 3226.642700 = -2377438.496541 nChanged 1173 SP:Iteration 4F (65.520804 sec): 3 clusters Score: Raw -2381393.629664 + Penalty 3226.642700 = -2378166.986964 nChanged 1131 SP:Iteration 5F (65.589727 sec): 3 clusters Score: Raw -2382158.938200 + Penalty 3226.642700 = -2378932.295501 nChanged 1090 SP:Iteration 6F (65.645474 sec): 3 clusters Score: Raw -2382941.548545 + Penalty 3226.642700 = -2379714.905845 nChanged 1029 SP:Iteration 7F (65.718181 sec): 3 clusters Score: Raw -2383746.170245 + Penalty 3226.642700 = -2380519.527545 nChanged 886 SP:Iteration 8Q (65.783317 sec): 3 clusters Score: Raw -2384382.169883 + Penalty 3226.642700 = -2381155.527183 nChanged 684 SP:Iteration 9Q (65.849887 sec): 3 clusters Score: Raw -2384824.668582 + Penalty 3226.642700 = -2381598.025882 nChanged 560 SP:Iteration 10Q (65.929437 sec): 3 clusters Score: Raw -2385161.837863 + Penalty 3226.642700 = -2381935.195164 nChanged 461 SP:Iteration 11Q (66.000272 sec): 3 clusters Score: Raw -2385458.649915 + Penalty 3226.642700 = -2382232.007216 nChanged 411 SP:Iteration 12Q (66.070972 sec): 3 clusters Score: Raw -2385710.474869 + Penalty 3226.642700 = -2382483.832169 nChanged 332 SP:Iteration 13Q (66.137396 sec): 3 clusters Score: Raw -2385914.763808 + Penalty 3226.642700 = -2382688.121109 nChanged 264 SP:Iteration 14Q (66.211286 sec): 3 clusters Score: Raw -2386076.667325 + Penalty 3226.642700 = -2382850.024625 nChanged 230 SP:Iteration 15Q (66.282774 sec): 3 clusters Score: Raw -2386206.227644 + Penalty 3226.642700 = -2382979.584944 nChanged 177 SP:Iteration 16Q (66.352555 sec): 3 clusters Score: Raw -2386315.177211 + Penalty 3226.642700 = -2383088.534512 nChanged 145 SP:Iteration 17Q (66.421227 sec): 3 clusters Score: Raw -2386404.555712 + Penalty 3226.642700 = -2383177.913013 nChanged 124 SP:Iteration 18Q (66.493495 sec): 3 clusters Score: Raw -2386483.761267 + Penalty 3226.642700 = -2383257.118567 nChanged 91 SP:Iteration 19Q (66.563259 sec): 3 clusters Score: Raw -2386528.244858 + Penalty 3226.642700 = -2383301.602158 nChanged 59 SP:Iteration 20F (66.620971 sec): 3 clusters Score: Raw -2386559.316856 + Penalty 3226.642700 = -2383332.674156 nChanged 63 SP:Iteration 21Q (66.680815 sec): 3 clusters Score: Raw -2386586.485908 + Penalty 3226.642700 = -2383359.843209 nChanged 46 SP:Iteration 22Q (66.737194 sec): 3 clusters Score: Raw -2386607.204527 + Penalty 3226.642700 = -2383380.561828 nChanged 47 SP:Iteration 23Q (66.799330 sec): 3 clusters Score: Raw -2386628.807576 + Penalty 3226.642700 = -2383402.164877 nChanged 44 SP:Iteration 24Q (66.859044 sec): 3 clusters Score: Raw -2386643.340400 + Penalty 3226.642700 = -2383416.697701 nChanged 33 SP:Iteration 25Q (66.920655 sec): 3 clusters Score: Raw -2386655.786377 + Penalty 3226.642700 = -2383429.143677 nChanged 27 SP:Iteration 26Q (66.982501 sec): 3 clusters Score: Raw -2386666.205800 + Penalty 3226.642700 = -2383439.563100 nChanged 26 SP:Iteration 27Q (67.040602 sec): 3 clusters Score: Raw -2386674.540417 + Penalty 3226.642700 = -2383447.897718 nChanged 21 SP:Iteration 28Q (67.097298 sec): 3 clusters Score: Raw -2386681.187801 + Penalty 3226.642700 = -2383454.545102 nChanged 13 SP:Iteration 29Q (67.149651 sec): 3 clusters Score: Raw -2386685.424097 + Penalty 3226.642700 = -2383458.781397 nChanged 11 SP:Iteration 30Q (67.210543 sec): 3 clusters Score: Raw -2386688.381747 + Penalty 3226.642700 = -2383461.739047 nChanged 9 SP:Iteration 31Q (67.259226 sec): 3 clusters Score: Raw -2386691.358873 + Penalty 3226.642700 = -2383464.716173 nChanged 6 SP:Iteration 32Q (67.314229 sec): 3 clusters Score: Raw -2386692.642169 + Penalty 3226.642700 = -2383465.999470 nChanged 5 SP:Iteration 33Q (67.371061 sec): 3 clusters Score: Raw -2386694.018370 + Penalty 3226.642700 = -2383467.375671 nChanged 4 SP:Iteration 34Q (67.432403 sec): 3 clusters Score: Raw -2386694.887483 + Penalty 3226.642700 = -2383468.244783 nChanged 2 SP:Iteration 35Q (67.488852 sec): 3 clusters Score: Raw -2386695.219416 + Penalty 3226.642700 = -2383468.576716 nChanged 2 SP:Iteration 36Q (67.544812 sec): 3 clusters Score: Raw -2386696.131994 + Penalty 3226.642700 = -2383469.489294 nChanged 5 SP:Iteration 37Q (67.598975 sec): 3 clusters Score: Raw -2386698.482376 + Penalty 3226.642700 = -2383471.839676 nChanged 6 SP:Iteration 38Q (67.659913 sec): 3 clusters Score: Raw -2386700.753259 + Penalty 3226.642700 = -2383474.110559 nChanged 6 SP:Iteration 39Q (67.716379 sec): 3 clusters Score: Raw -2386703.118368 + Penalty 3226.642700 = -2383476.475669 nChanged 6 SP:Iteration 40F (67.778968 sec): 3 clusters Score: Raw -2386705.458411 + Penalty 3226.642700 = -2383478.815712 nChanged 2 SP:Iteration 41Q (67.839913 sec): 3 clusters Score: Raw -2386705.859489 + Penalty 3226.642700 = -2383479.216790 nChanged 2 SP:Iteration 42Q (67.895158 sec): 3 clusters Score: Raw -2386706.178108 + Penalty 3226.642700 = -2383479.535408 nChanged 1 SP:Iteration 43Q (67.956626 sec): 3 clusters Score: Raw -2386706.289873 + Penalty 3226.642700 = -2383479.647174 nChanged 0 SP:Iteration 44F (68.014687 sec): 3 clusters Score: Raw -2386706.289873 + Penalty 3226.642700 = -2383479.647174 nChanged 0 Trying to split cluster 9 (3704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.035870 sec): 2 clusters Score: Raw -448387.354809 + Penalty 1335.289897 = -447052.064912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.070945 sec): 3 clusters Score: Raw -446541.365360 + Penalty 2670.579794 = -443870.785566 nChanged 1451 SP:Iteration 1F (68.106202 sec): 3 clusters Score: Raw -447386.746057 + Penalty 2670.579794 = -444716.166264 nChanged 268 SP:Iteration 2F (68.141492 sec): 3 clusters Score: Raw -447545.927019 + Penalty 2670.579794 = -444875.347226 nChanged 180 SP:Iteration 3Q (68.175773 sec): 3 clusters Score: Raw -447643.262927 + Penalty 2670.579794 = -444972.683133 nChanged 131 SP:Iteration 4Q (68.212066 sec): 3 clusters Score: Raw -447711.159924 + Penalty 2670.579794 = -445040.580130 nChanged 117 SP:Iteration 5Q (68.246424 sec): 3 clusters Score: Raw -447769.775639 + Penalty 2670.579794 = -445099.195845 nChanged 110 SP:Iteration 6Q (68.281737 sec): 3 clusters Score: Raw -447818.928628 + Penalty 2670.579794 = -445148.348834 nChanged 86 SP:Iteration 7Q (68.316806 sec): 3 clusters Score: Raw -447859.689118 + Penalty 2670.579794 = -445189.109324 nChanged 78 SP:Iteration 8Q (68.351396 sec): 3 clusters Score: Raw -447895.820293 + Penalty 2670.579794 = -445225.240499 nChanged 70 SP:Iteration 9Q (68.385584 sec): 3 clusters Score: Raw -447936.352336 + Penalty 2670.579794 = -445265.772542 nChanged 83 SP:Iteration 10Q (68.420045 sec): 3 clusters Score: Raw -447985.555513 + Penalty 2670.579794 = -445314.975720 nChanged 97 SP:Iteration 11Q (68.468523 sec): 3 clusters Score: Raw -448055.609404 + Penalty 2670.579794 = -445385.029611 nChanged 111 SP:Iteration 12Q (68.508633 sec): 3 clusters Score: Raw -448140.514059 + Penalty 2670.579794 = -445469.934266 nChanged 105 SP:Iteration 13Q (68.546741 sec): 3 clusters Score: Raw -448221.646369 + Penalty 2670.579794 = -445551.066576 nChanged 102 SP:Iteration 14Q (68.581081 sec): 3 clusters Score: Raw -448290.509556 + Penalty 2670.579794 = -445619.929763 nChanged 95 SP:Iteration 15Q (68.617595 sec): 3 clusters Score: Raw -448344.774561 + Penalty 2670.579794 = -445674.194768 nChanged 87 SP:Iteration 16Q (68.654736 sec): 3 clusters Score: Raw -448408.967087 + Penalty 2670.579794 = -445738.387294 nChanged 98 SP:Iteration 17Q (68.694494 sec): 3 clusters Score: Raw -448482.212315 + Penalty 2670.579794 = -445811.632522 nChanged 73 SP:Iteration 18Q (68.736486 sec): 3 clusters Score: Raw -448538.893234 + Penalty 2670.579794 = -445868.313441 nChanged 70 SP:Iteration 19Q (68.780448 sec): 3 clusters Score: Raw -448590.750825 + Penalty 2670.579794 = -445920.171032 nChanged 53 SP:Iteration 20F (68.812237 sec): 3 clusters Score: Raw -448638.802920 + Penalty 2670.579794 = -445968.223126 nChanged 56 SP:Iteration 21Q (68.850718 sec): 3 clusters Score: Raw -448685.659115 + Penalty 2670.579794 = -446015.079321 nChanged 58 SP:Iteration 22Q (68.894163 sec): 3 clusters Score: Raw -448739.925965 + Penalty 2670.579794 = -446069.346171 nChanged 45 SP:Iteration 23Q (68.929963 sec): 3 clusters Score: Raw -448784.152644 + Penalty 2670.579794 = -446113.572850 nChanged 39 SP:Iteration 24Q (68.961281 sec): 3 clusters Score: Raw -448821.259492 + Penalty 2670.579794 = -446150.679698 nChanged 50 SP:Iteration 25Q (68.997201 sec): 3 clusters Score: Raw -448878.197102 + Penalty 2670.579794 = -446207.617309 nChanged 57 SP:Iteration 26Q (69.035412 sec): 3 clusters Score: Raw -448931.738634 + Penalty 2670.579794 = -446261.158841 nChanged 49 SP:Iteration 27Q (69.081662 sec): 3 clusters Score: Raw -448972.897098 + Penalty 2670.579794 = -446302.317304 nChanged 42 SP:Iteration 28Q (69.111866 sec): 3 clusters Score: Raw -449005.066981 + Penalty 2670.579794 = -446334.487188 nChanged 38 SP:Iteration 29Q (69.151334 sec): 3 clusters Score: Raw -449032.952115 + Penalty 2670.579794 = -446362.372322 nChanged 30 SP:Iteration 30Q (69.191078 sec): 3 clusters Score: Raw -449053.347442 + Penalty 2670.579794 = -446382.767649 nChanged 21 SP:Iteration 31Q (69.229728 sec): 3 clusters Score: Raw -449065.997018 + Penalty 2670.579794 = -446395.417225 nChanged 14 SP:Iteration 32Q (69.282265 sec): 3 clusters Score: Raw -449074.953488 + Penalty 2670.579794 = -446404.373695 nChanged 17 SP:Iteration 33Q (69.316047 sec): 3 clusters Score: Raw -449085.060400 + Penalty 2670.579794 = -446414.480606 nChanged 18 SP:Iteration 34Q (69.350821 sec): 3 clusters Score: Raw -449098.430917 + Penalty 2670.579794 = -446427.851123 nChanged 21 SP:Iteration 35Q (69.387470 sec): 3 clusters Score: Raw -449113.968406 + Penalty 2670.579794 = -446443.388612 nChanged 23 SP:Iteration 36Q (69.436729 sec): 3 clusters Score: Raw -449126.968662 + Penalty 2670.579794 = -446456.388869 nChanged 22 SP:Iteration 37Q (69.473629 sec): 3 clusters Score: Raw -449137.552232 + Penalty 2670.579794 = -446466.972439 nChanged 12 SP:Iteration 38Q (69.528993 sec): 3 clusters Score: Raw -449142.687725 + Penalty 2670.579794 = -446472.107932 nChanged 13 SP:Iteration 39Q (69.571093 sec): 3 clusters Score: Raw -449149.868355 + Penalty 2670.579794 = -446479.288561 nChanged 17 SP:Iteration 40F (69.620268 sec): 3 clusters Score: Raw -449162.877014 + Penalty 2670.579794 = -446492.297221 nChanged 17 SP:Iteration 41Q (69.676049 sec): 3 clusters Score: Raw -449172.680446 + Penalty 2670.579794 = -446502.100653 nChanged 9 SP:Iteration 42Q (69.715945 sec): 3 clusters Score: Raw -449177.081698 + Penalty 2670.579794 = -446506.501904 nChanged 9 SP:Iteration 43Q (69.748561 sec): 3 clusters Score: Raw -449180.054973 + Penalty 2670.579794 = -446509.475179 nChanged 10 SP:Iteration 44Q (69.793818 sec): 3 clusters Score: Raw -449183.565018 + Penalty 2670.579794 = -446512.985224 nChanged 3 SP:Iteration 45Q (69.847686 sec): 3 clusters Score: Raw -449186.517775 + Penalty 2670.579794 = -446515.937981 nChanged 1 SP:Iteration 46Q (69.895730 sec): 3 clusters Score: Raw -449187.141033 + Penalty 2670.579794 = -446516.561240 nChanged 1 SP:Iteration 47Q (69.933354 sec): 3 clusters Score: Raw -449187.541006 + Penalty 2670.579794 = -446516.961212 nChanged 1 SP:Iteration 48Q (69.982435 sec): 3 clusters Score: Raw -449187.677129 + Penalty 2670.579794 = -446517.097335 nChanged 0 SP:Iteration 49F (70.033038 sec): 3 clusters Score: Raw -449187.677129 + Penalty 2670.579794 = -446517.097335 nChanged 0 Trying to split cluster 11 (2099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (70.047847 sec): 2 clusters Score: Raw -226149.388596 + Penalty 1242.997652 = -224906.390944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (70.091792 sec): 3 clusters Score: Raw -225229.555727 + Penalty 2485.995304 = -222743.560423 nChanged 773 SP:Iteration 1F (70.127893 sec): 3 clusters Score: Raw -225741.507586 + Penalty 2485.995304 = -223255.512283 nChanged 195 SP:Iteration 2F (70.171110 sec): 3 clusters Score: Raw -225905.997823 + Penalty 2485.995304 = -223420.002519 nChanged 122 SP:Iteration 3F (70.218498 sec): 3 clusters Score: Raw -225988.779820 + Penalty 2485.995304 = -223502.784516 nChanged 79 SP:Iteration 4Q (70.254255 sec): 3 clusters Score: Raw -226039.572103 + Penalty 2485.995304 = -223553.576799 nChanged 52 SP:Iteration 5Q (70.301395 sec): 3 clusters Score: Raw -226078.372976 + Penalty 2485.995304 = -223592.377672 nChanged 48 SP:Iteration 6Q (70.341431 sec): 3 clusters Score: Raw -226110.885290 + Penalty 2485.995304 = -223624.889986 nChanged 50 SP:Iteration 7Q (70.384451 sec): 3 clusters Score: Raw -226153.129820 + Penalty 2485.995304 = -223667.134516 nChanged 55 SP:Iteration 8Q (70.433767 sec): 3 clusters Score: Raw -226216.116224 + Penalty 2485.995304 = -223730.120920 nChanged 77 SP:Iteration 9Q (70.465878 sec): 3 clusters Score: Raw -226283.800087 + Penalty 2485.995304 = -223797.804783 nChanged 73 SP:Iteration 10Q (70.512952 sec): 3 clusters Score: Raw -226357.744863 + Penalty 2485.995304 = -223871.749559 nChanged 75 SP:Iteration 11Q (70.542750 sec): 3 clusters Score: Raw -226436.334406 + Penalty 2485.995304 = -223950.339102 nChanged 65 SP:Iteration 12Q (70.578848 sec): 3 clusters Score: Raw -226494.044691 + Penalty 2485.995304 = -224008.049387 nChanged 57 SP:Iteration 13Q (70.621194 sec): 3 clusters Score: Raw -226546.284310 + Penalty 2485.995304 = -224060.289006 nChanged 52 SP:Iteration 14Q (70.657814 sec): 3 clusters Score: Raw -226600.387748 + Penalty 2485.995304 = -224114.392444 nChanged 55 SP:Iteration 15Q (70.708079 sec): 3 clusters Score: Raw -226658.766081 + Penalty 2485.995304 = -224172.770777 nChanged 45 SP:Iteration 16Q (70.745901 sec): 3 clusters Score: Raw -226699.107282 + Penalty 2485.995304 = -224213.111978 nChanged 36 SP:Iteration 17Q (70.791609 sec): 3 clusters Score: Raw -226726.577957 + Penalty 2485.995304 = -224240.582653 nChanged 22 SP:Iteration 18Q (70.820135 sec): 3 clusters Score: Raw -226741.685021 + Penalty 2485.995304 = -224255.689717 nChanged 12 SP:Iteration 19Q (70.867045 sec): 3 clusters Score: Raw -226753.887058 + Penalty 2485.995304 = -224267.891754 nChanged 15 SP:Iteration 20F (70.902599 sec): 3 clusters Score: Raw -226766.343041 + Penalty 2485.995304 = -224280.347737 nChanged 12 SP:Iteration 21Q (70.940174 sec): 3 clusters Score: Raw -226780.716218 + Penalty 2485.995304 = -224294.720914 nChanged 23 SP:Iteration 22Q (70.975983 sec): 3 clusters Score: Raw -226802.666107 + Penalty 2485.995304 = -224316.670803 nChanged 16 SP:Iteration 23Q (71.012824 sec): 3 clusters Score: Raw -226819.989545 + Penalty 2485.995304 = -224333.994241 nChanged 13 SP:Iteration 24Q (71.049210 sec): 3 clusters Score: Raw -226829.558348 + Penalty 2485.995304 = -224343.563044 nChanged 9 SP:Iteration 25Q (71.084816 sec): 3 clusters Score: Raw -226835.634828 + Penalty 2485.995304 = -224349.639525 nChanged 10 SP:Iteration 26Q (71.121065 sec): 3 clusters Score: Raw -226841.370023 + Penalty 2485.995304 = -224355.374719 nChanged 5 SP:Iteration 27Q (71.156881 sec): 3 clusters Score: Raw -226843.939911 + Penalty 2485.995304 = -224357.944607 nChanged 2 SP:Iteration 28Q (71.193311 sec): 3 clusters Score: Raw -226845.514091 + Penalty 2485.995304 = -224359.518787 nChanged 2 SP:Iteration 29Q (71.230107 sec): 3 clusters Score: Raw -226846.341398 + Penalty 2485.995304 = -224360.346094 nChanged 5 SP:Iteration 30Q (71.266225 sec): 3 clusters Score: Raw -226849.321849 + Penalty 2485.995304 = -224363.326545 nChanged 5 SP:Iteration 31Q (71.302458 sec): 3 clusters Score: Raw -226850.631936 + Penalty 2485.995304 = -224364.636632 nChanged 1 SP:Iteration 32Q (71.339754 sec): 3 clusters Score: Raw -226850.844001 + Penalty 2485.995304 = -224364.848697 nChanged 1 SP:Iteration 33Q (71.375970 sec): 3 clusters Score: Raw -226851.008987 + Penalty 2485.995304 = -224365.013683 nChanged 0 SP:Iteration 34F (71.412282 sec): 3 clusters Score: Raw -226851.008987 + Penalty 2485.995304 = -224365.013683 nChanged 0 Trying to split cluster 12 (5798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.430349 sec): 2 clusters Score: Raw -729656.883043 + Penalty 1408.106100 = -728248.776943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.470230 sec): 3 clusters Score: Raw -726604.355698 + Penalty 2816.212201 = -723788.143497 nChanged 2355 SP:Iteration 1F (71.517433 sec): 3 clusters Score: Raw -727963.330334 + Penalty 2816.212201 = -725147.118133 nChanged 435 SP:Iteration 2F (71.562291 sec): 3 clusters Score: Raw -728233.721871 + Penalty 2816.212201 = -725417.509671 nChanged 388 SP:Iteration 3F (71.595757 sec): 3 clusters Score: Raw -728552.704751 + Penalty 2816.212201 = -725736.492550 nChanged 410 SP:Iteration 4F (71.643707 sec): 3 clusters Score: Raw -729001.128678 + Penalty 2816.212201 = -726184.916477 nChanged 418 SP:Iteration 5F (71.685039 sec): 3 clusters Score: Raw -729572.957797 + Penalty 2816.212201 = -726756.745597 nChanged 397 SP:Iteration 6F (71.727123 sec): 3 clusters Score: Raw -730137.391234 + Penalty 2816.212201 = -727321.179034 nChanged 340 SP:Iteration 7F (71.777086 sec): 3 clusters Score: Raw -730545.784427 + Penalty 2816.212201 = -727729.572227 nChanged 248 SP:Iteration 8Q (71.824555 sec): 3 clusters Score: Raw -730824.750713 + Penalty 2816.212201 = -728008.538513 nChanged 156 SP:Iteration 9Q (71.859582 sec): 3 clusters Score: Raw -730998.890791 + Penalty 2816.212201 = -728182.678590 nChanged 110 SP:Iteration 10Q (71.909544 sec): 3 clusters Score: Raw -731128.263539 + Penalty 2816.212201 = -728312.051338 nChanged 95 SP:Iteration 11Q (71.942683 sec): 3 clusters Score: Raw -731241.784923 + Penalty 2816.212201 = -728425.572722 nChanged 74 SP:Iteration 12Q (71.985320 sec): 3 clusters Score: Raw -731338.787711 + Penalty 2816.212201 = -728522.575511 nChanged 57 SP:Iteration 13Q (72.038187 sec): 3 clusters Score: Raw -731399.741416 + Penalty 2816.212201 = -728583.529216 nChanged 40 SP:Iteration 14Q (72.079575 sec): 3 clusters Score: Raw -731432.722681 + Penalty 2816.212201 = -728616.510480 nChanged 32 SP:Iteration 15Q (72.129452 sec): 3 clusters Score: Raw -731459.263137 + Penalty 2816.212201 = -728643.050937 nChanged 27 SP:Iteration 16Q (72.189728 sec): 3 clusters Score: Raw -731475.658773 + Penalty 2816.212201 = -728659.446573 nChanged 17 SP:Iteration 17Q (72.229262 sec): 3 clusters Score: Raw -731484.075036 + Penalty 2816.212201 = -728667.862835 nChanged 12 SP:Iteration 18Q (72.288282 sec): 3 clusters Score: Raw -731488.453761 + Penalty 2816.212201 = -728672.241560 nChanged 6 SP:Iteration 19Q (72.328425 sec): 3 clusters Score: Raw -731489.851860 + Penalty 2816.212201 = -728673.639659 nChanged 4 SP:Iteration 20F (72.377978 sec): 3 clusters Score: Raw -731491.179187 + Penalty 2816.212201 = -728674.966987 nChanged 1 SP:Iteration 21Q (72.428469 sec): 3 clusters Score: Raw -731491.327823 + Penalty 2816.212201 = -728675.115623 nChanged 0 SP:Iteration 22F (72.479087 sec): 3 clusters Score: Raw -731491.327823 + Penalty 2816.212201 = -728675.115623 nChanged 0 Score: Raw -40399534.455880 + Penalty 35163.340470 = -40364371.115410 Splitting cluster 12 changes total score from -40353115.522763 to -40364371.115410 So it's getting split into cluster 10. Trying to split cluster 13 (2010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (75.513090 sec): 2 clusters Score: Raw -248862.926988 + Penalty 1235.957125 = -247626.969863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (75.553337 sec): 3 clusters Score: Raw -248066.784682 + Penalty 2471.914250 = -245594.870431 nChanged 705 SP:Iteration 1F (75.601449 sec): 3 clusters Score: Raw -248662.673945 + Penalty 2471.914250 = -246190.759695 nChanged 241 SP:Iteration 2F (75.637395 sec): 3 clusters Score: Raw -249040.107985 + Penalty 2471.914250 = -246568.193735 nChanged 181 SP:Iteration 3F (75.679084 sec): 3 clusters Score: Raw -249309.130223 + Penalty 2471.914250 = -246837.215972 nChanged 123 SP:Iteration 4F (75.711177 sec): 3 clusters Score: Raw -249455.042685 + Penalty 2471.914250 = -246983.128435 nChanged 84 SP:Iteration 5Q (75.759323 sec): 3 clusters Score: Raw -249535.008812 + Penalty 2471.914250 = -247063.094562 nChanged 45 SP:Iteration 6Q (75.790742 sec): 3 clusters Score: Raw -249568.184599 + Penalty 2471.914250 = -247096.270348 nChanged 30 SP:Iteration 7Q (75.839415 sec): 3 clusters Score: Raw -249589.705030 + Penalty 2471.914250 = -247117.790780 nChanged 19 SP:Iteration 8Q (75.879074 sec): 3 clusters Score: Raw -249601.866765 + Penalty 2471.914250 = -247129.952514 nChanged 6 SP:Iteration 9Q (75.921636 sec): 3 clusters Score: Raw -249605.373063 + Penalty 2471.914250 = -247133.458813 nChanged 4 SP:Iteration 10Q (75.963557 sec): 3 clusters Score: Raw -249606.857939 + Penalty 2471.914250 = -247134.943689 nChanged 2 SP:Iteration 11Q (76.005786 sec): 3 clusters Score: Raw -249608.576034 + Penalty 2471.914250 = -247136.661784 nChanged 1 SP:Iteration 12Q (76.038614 sec): 3 clusters Score: Raw -249609.278660 + Penalty 2471.914250 = -247137.364410 nChanged 0 SP:Iteration 13F (76.078795 sec): 3 clusters Score: Raw -249609.278660 + Penalty 2471.914250 = -247137.364410 nChanged 0 Trying to split cluster 14 (3003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (76.102128 sec): 2 clusters Score: Raw -327685.396255 + Penalty 1301.197149 = -326384.199106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (76.142569 sec): 3 clusters Score: Raw -326263.035785 + Penalty 2602.394297 = -323660.641487 nChanged 1166 SP:Iteration 1F (76.185123 sec): 3 clusters Score: Raw -327055.680875 + Penalty 2602.394297 = -324453.286578 nChanged 283 SP:Iteration 2F (76.224760 sec): 3 clusters Score: Raw -327247.801055 + Penalty 2602.394297 = -324645.406758 nChanged 153 SP:Iteration 3F (76.266099 sec): 3 clusters Score: Raw -327338.068698 + Penalty 2602.394297 = -324735.674401 nChanged 109 SP:Iteration 4Q (76.305387 sec): 3 clusters Score: Raw -327414.216201 + Penalty 2602.394297 = -324811.821904 nChanged 116 SP:Iteration 5Q (76.355372 sec): 3 clusters Score: Raw -327486.339927 + Penalty 2602.394297 = -324883.945629 nChanged 103 SP:Iteration 6Q (76.388345 sec): 3 clusters Score: Raw -327549.887336 + Penalty 2602.394297 = -324947.493039 nChanged 81 SP:Iteration 7Q (76.432091 sec): 3 clusters Score: Raw -327595.656564 + Penalty 2602.394297 = -324993.262267 nChanged 68 SP:Iteration 8Q (76.473579 sec): 3 clusters Score: Raw -327630.668835 + Penalty 2602.394297 = -325028.274538 nChanged 54 SP:Iteration 9Q (76.515252 sec): 3 clusters Score: Raw -327662.374943 + Penalty 2602.394297 = -325059.980646 nChanged 61 SP:Iteration 10Q (76.558844 sec): 3 clusters Score: Raw -327698.802827 + Penalty 2602.394297 = -325096.408530 nChanged 60 SP:Iteration 11Q (76.599740 sec): 3 clusters Score: Raw -327742.872583 + Penalty 2602.394297 = -325140.478286 nChanged 69 SP:Iteration 12Q (76.648647 sec): 3 clusters Score: Raw -327781.837809 + Penalty 2602.394297 = -325179.443511 nChanged 64 SP:Iteration 13Q (76.682375 sec): 3 clusters Score: Raw -327820.619977 + Penalty 2602.394297 = -325218.225680 nChanged 61 SP:Iteration 14Q (76.722791 sec): 3 clusters Score: Raw -327859.262092 + Penalty 2602.394297 = -325256.867795 nChanged 68 SP:Iteration 15Q (76.773301 sec): 3 clusters Score: Raw -327907.484110 + Penalty 2602.394297 = -325305.089813 nChanged 59 SP:Iteration 16Q (76.807469 sec): 3 clusters Score: Raw -327953.191191 + Penalty 2602.394297 = -325350.796894 nChanged 68 SP:Iteration 17Q (76.849515 sec): 3 clusters Score: Raw -328001.191786 + Penalty 2602.394297 = -325398.797489 nChanged 76 SP:Iteration 18Q (76.890740 sec): 3 clusters Score: Raw -328066.965880 + Penalty 2602.394297 = -325464.571583 nChanged 73 SP:Iteration 19Q (76.933566 sec): 3 clusters Score: Raw -328134.986943 + Penalty 2602.394297 = -325532.592646 nChanged 75 SP:Iteration 20F (76.974348 sec): 3 clusters Score: Raw -328224.680904 + Penalty 2602.394297 = -325622.286607 nChanged 63 SP:Iteration 21Q (77.023775 sec): 3 clusters Score: Raw -328307.797774 + Penalty 2602.394297 = -325705.403477 nChanged 64 SP:Iteration 22Q (77.057114 sec): 3 clusters Score: Raw -328403.088845 + Penalty 2602.394297 = -325800.694548 nChanged 57 SP:Iteration 23Q (77.098649 sec): 3 clusters Score: Raw -328479.237172 + Penalty 2602.394297 = -325876.842875 nChanged 46 SP:Iteration 24Q (77.137676 sec): 3 clusters Score: Raw -328525.031778 + Penalty 2602.394297 = -325922.637481 nChanged 35 SP:Iteration 25Q (77.177572 sec): 3 clusters Score: Raw -328556.554533 + Penalty 2602.394297 = -325954.160236 nChanged 25 SP:Iteration 26Q (77.219332 sec): 3 clusters Score: Raw -328579.719361 + Penalty 2602.394297 = -325977.325063 nChanged 25 SP:Iteration 27Q (77.259804 sec): 3 clusters Score: Raw -328597.558629 + Penalty 2602.394297 = -325995.164332 nChanged 25 SP:Iteration 28Q (77.304480 sec): 3 clusters Score: Raw -328628.371786 + Penalty 2602.394297 = -326025.977489 nChanged 19 SP:Iteration 29Q (77.344058 sec): 3 clusters Score: Raw -328656.014476 + Penalty 2602.394297 = -326053.620179 nChanged 21 SP:Iteration 30Q (77.383283 sec): 3 clusters Score: Raw -328680.768899 + Penalty 2602.394297 = -326078.374602 nChanged 22 SP:Iteration 31Q (77.423984 sec): 3 clusters Score: Raw -328709.065626 + Penalty 2602.394297 = -326106.671329 nChanged 15 SP:Iteration 32Q (77.465258 sec): 3 clusters Score: Raw -328729.561041 + Penalty 2602.394297 = -326127.166744 nChanged 22 SP:Iteration 33Q (77.514559 sec): 3 clusters Score: Raw -328763.959493 + Penalty 2602.394297 = -326161.565196 nChanged 19 SP:Iteration 34Q (77.547077 sec): 3 clusters Score: Raw -328791.908223 + Penalty 2602.394297 = -326189.513926 nChanged 15 SP:Iteration 35Q (77.598771 sec): 3 clusters Score: Raw -328806.094895 + Penalty 2602.394297 = -326203.700598 nChanged 6 SP:Iteration 36Q (77.632368 sec): 3 clusters Score: Raw -328813.557403 + Penalty 2602.394297 = -326211.163106 nChanged 3 SP:Iteration 37Q (77.672335 sec): 3 clusters Score: Raw -328819.017801 + Penalty 2602.394297 = -326216.623504 nChanged 3 SP:Iteration 38Q (77.713415 sec): 3 clusters Score: Raw -328821.681605 + Penalty 2602.394297 = -326219.287308 nChanged 2 SP:Iteration 39Q (77.753258 sec): 3 clusters Score: Raw -328823.226431 + Penalty 2602.394297 = -326220.832134 nChanged 3 SP:Iteration 40F (77.796406 sec): 3 clusters Score: Raw -328825.390630 + Penalty 2602.394297 = -326222.996333 nChanged 1 SP:Iteration 41Q (77.835181 sec): 3 clusters Score: Raw -328826.021179 + Penalty 2602.394297 = -326223.626882 nChanged 1 SP:Iteration 42Q (77.875572 sec): 3 clusters Score: Raw -328827.321659 + Penalty 2602.394297 = -326224.927362 nChanged 1 SP:Iteration 43Q (77.919263 sec): 3 clusters Score: Raw -328829.677129 + Penalty 2602.394297 = -326227.282832 nChanged 2 SP:Iteration 44Q (77.960292 sec): 3 clusters Score: Raw -328830.891881 + Penalty 2602.394297 = -326228.497584 nChanged 2 SP:Iteration 45Q (77.998101 sec): 3 clusters Score: Raw -328833.341671 + Penalty 2602.394297 = -326230.947374 nChanged 1 SP:Iteration 46Q (78.039146 sec): 3 clusters Score: Raw -328833.590103 + Penalty 2602.394297 = -326231.195806 nChanged 0 SP:Iteration 47F (78.079598 sec): 3 clusters Score: Raw -328833.590103 + Penalty 2602.394297 = -326231.195806 nChanged 0 Trying to split cluster 15 (235360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.703460 sec): 2 clusters Score: Raw -28737413.601498 + Penalty 2009.941625 = -28735403.659873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.056695 sec): 3 clusters Score: Raw -28580840.126956 + Penalty 4019.883249 = -28576820.243706 nChanged 114438 SP:Iteration 1F (79.375894 sec): 3 clusters Score: Raw -28665204.714211 + Penalty 4019.883249 = -28661184.830962 nChanged 17638 SP:Iteration 2F (79.694867 sec): 3 clusters Score: Raw -28674406.381386 + Penalty 4019.883249 = -28670386.498137 nChanged 16102 SP:Iteration 3F (80.020127 sec): 3 clusters Score: Raw -28684463.596454 + Penalty 4019.883249 = -28680443.713205 nChanged 16711 SP:Iteration 4F (80.335266 sec): 3 clusters Score: Raw -28697975.365235 + Penalty 4019.883249 = -28693955.481986 nChanged 18788 SP:Iteration 5F (80.679037 sec): 3 clusters Score: Raw -28716573.209351 + Penalty 4019.883249 = -28712553.326102 nChanged 20064 SP:Iteration 6F (80.995857 sec): 3 clusters Score: Raw -28740404.631711 + Penalty 4019.883249 = -28736384.748462 nChanged 18806 SP:Iteration 7F (81.313184 sec): 3 clusters Score: Raw -28768037.743293 + Penalty 4019.883249 = -28764017.860044 nChanged 14747 SP:Iteration 8F (81.646865 sec): 3 clusters Score: Raw -28799393.828698 + Penalty 4019.883249 = -28795373.945448 nChanged 8791 SP:Iteration 9Q (81.945183 sec): 3 clusters Score: Raw -28837492.774873 + Penalty 4019.883249 = -28833472.891624 nChanged 4729 SP:Iteration 10Q (82.221766 sec): 3 clusters Score: Raw -28896436.500993 + Penalty 4019.883249 = -28892416.617744 nChanged 1964 SP:Iteration 11Q (82.515668 sec): 3 clusters Score: Raw -29096745.081867 + Penalty 4019.883249 = -29092725.198618 nChanged 74 Unmasked E-step: Deleting class 2 (6071 points): covariance matrix is singular SP:Iteration 12Q (82.718062 sec): 3 clusters Score: Raw -29096860.158770 + Penalty 4019.883249 = -29092840.275521 nChanged 0 SP:Iteration 13F (82.907444 sec): 2 clusters Score: Raw -28716062.700564 + Penalty 2009.941625 = -28714052.758939 nChanged 6071 SP:Iteration 14F (83.137877 sec): 2 clusters Score: Raw -28737413.601498 + Penalty 2009.941625 = -28735403.659873 nChanged 0 Score: Raw -40399534.455880 + Penalty 35163.340470 = -40364371.115410 Splitting cluster 15 changes total score from -40353115.522763 to -40364371.115410 So it's getting split into cluster 16. Trying to split cluster 17 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.169715 sec): 2 clusters Score: Raw -40930.805386 + Penalty 953.301059 = -39977.504327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.203035 sec): 3 clusters Score: Raw -40935.484921 + Penalty 1906.602119 = -39028.882803 nChanged 70 SP:Iteration 1F (86.235515 sec): 3 clusters Score: Raw -41050.907669 + Penalty 1906.602119 = -39144.305551 nChanged 16 SP:Iteration 2Q (86.268816 sec): 3 clusters Score: Raw -41075.586469 + Penalty 1906.602119 = -39168.984351 nChanged 6 SP:Iteration 3Q (86.301857 sec): 3 clusters Score: Raw -41084.438583 + Penalty 1906.602119 = -39177.836464 nChanged 2 SP:Iteration 4Q (86.333479 sec): 3 clusters Score: Raw -41088.326078 + Penalty 1906.602119 = -39181.723960 nChanged 1 SP:Iteration 5Q (86.360771 sec): 3 clusters Score: Raw -41090.176213 + Penalty 1906.602119 = -39183.574094 nChanged 0 SP:Iteration 6F (86.395827 sec): 3 clusters Score: Raw -41090.176213 + Penalty 1906.602119 = -39183.574094 nChanged 0 Trying to split cluster 19 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.415958 sec): 2 clusters Score: Raw -228969.316113 + Penalty 1233.595520 = -227735.720593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.446692 sec): 3 clusters Score: Raw -228281.275773 + Penalty 2467.191040 = -225814.084732 nChanged 712 SP:Iteration 1F (86.496211 sec): 3 clusters Score: Raw -229455.221224 + Penalty 2467.191040 = -226988.030184 nChanged 267 SP:Iteration 2F (86.544919 sec): 3 clusters Score: Raw -229913.337543 + Penalty 2467.191040 = -227446.146503 nChanged 172 SP:Iteration 3F (86.585834 sec): 3 clusters Score: Raw -230209.434647 + Penalty 2467.191040 = -227742.243607 nChanged 108 SP:Iteration 4F (86.638068 sec): 3 clusters Score: Raw -230391.598684 + Penalty 2467.191040 = -227924.407644 nChanged 93 SP:Iteration 5Q (86.674008 sec): 3 clusters Score: Raw -230577.562186 + Penalty 2467.191040 = -228110.371145 nChanged 85 SP:Iteration 6Q (86.707826 sec): 3 clusters Score: Raw -230761.055445 + Penalty 2467.191040 = -228293.864404 nChanged 69 SP:Iteration 7Q (86.739782 sec): 3 clusters Score: Raw -230935.271005 + Penalty 2467.191040 = -228468.079965 nChanged 68 SP:Iteration 8Q (86.770077 sec): 3 clusters Score: Raw -231080.610510 + Penalty 2467.191040 = -228613.419470 nChanged 57 SP:Iteration 9Q (86.802805 sec): 3 clusters Score: Raw -231179.393631 + Penalty 2467.191040 = -228712.202591 nChanged 42 SP:Iteration 10Q (86.835263 sec): 3 clusters Score: Raw -231250.198137 + Penalty 2467.191040 = -228783.007097 nChanged 36 SP:Iteration 11Q (86.868196 sec): 3 clusters Score: Raw -231327.916034 + Penalty 2467.191040 = -228860.724994 nChanged 40 SP:Iteration 12Q (86.899264 sec): 3 clusters Score: Raw -231521.940537 + Penalty 2467.191040 = -229054.749496 nChanged 35 SP:Iteration 13Q (86.935380 sec): 3 clusters Score: Raw -231691.283854 + Penalty 2467.191040 = -229224.092814 nChanged 17 SP:Iteration 14Q (86.973349 sec): 3 clusters Score: Raw -231714.542790 + Penalty 2467.191040 = -229247.351750 nChanged 7 SP:Iteration 15Q (87.003617 sec): 3 clusters Score: Raw -231722.037559 + Penalty 2467.191040 = -229254.846519 nChanged 5 SP:Iteration 16Q (87.028520 sec): 3 clusters Score: Raw -231726.273067 + Penalty 2467.191040 = -229259.082027 nChanged 3 SP:Iteration 17Q (87.066797 sec): 3 clusters Score: Raw -231728.956525 + Penalty 2467.191040 = -229261.765485 nChanged 6 SP:Iteration 18Q (87.101538 sec): 3 clusters Score: Raw -231732.567378 + Penalty 2467.191040 = -229265.376338 nChanged 4 SP:Iteration 19Q (87.132084 sec): 3 clusters Score: Raw -231734.983074 + Penalty 2467.191040 = -229267.792034 nChanged 3 SP:Iteration 20F (87.156795 sec): 3 clusters Score: Raw -231737.962019 + Penalty 2467.191040 = -229270.770979 nChanged 2 SP:Iteration 21Q (87.187453 sec): 3 clusters Score: Raw -231739.372060 + Penalty 2467.191040 = -229272.181020 nChanged 0 SP:Iteration 22F (87.224748 sec): 3 clusters Score: Raw -231739.372060 + Penalty 2467.191040 = -229272.181020 nChanged 0 Score: Raw -40402304.511826 + Penalty 37231.772262 = -40365072.739564 Splitting cluster 19 changes total score from -40353115.522763 to -40365072.739564 So it's getting split into cluster 16. Iteration 20F (93.425015 sec): 19 clusters Score: Raw -40418406.359170 + Penalty 37231.772262 = -40381174.586908 nChanged 13783 Iteration 21Q (95.456754 sec): 19 clusters Score: Raw -40671167.910655 + Penalty 37231.772262 = -40633936.138393 nChanged 6987 Unmasked E-step: Deleting class 2 (6273 points): covariance matrix is singular Iteration 22Q (97.397037 sec): 18 clusters Score: Raw -40674813.419619 + Penalty 35163.340470 = -40639650.079150 nChanged 6397 Iteration 23Q (99.453526 sec): 18 clusters Score: Raw -40384550.132424 + Penalty 35163.340470 = -40349386.791954 nChanged 12983 Iteration 24F (102.484637 sec): 18 clusters Score: Raw -40413254.032944 + Penalty 35163.340470 = -40378090.692474 nChanged 10427 Iteration 25Q (104.517607 sec): 18 clusters Score: Raw -40418384.166105 + Penalty 35163.340470 = -40383220.825635 nChanged 10245 Iteration 26Q (106.679781 sec): 18 clusters Score: Raw -40423420.850699 + Penalty 35163.340470 = -40388257.510229 nChanged 11412 Iteration 27Q (108.797806 sec): 18 clusters Score: Raw -40429267.661182 + Penalty 35163.340470 = -40394104.320713 nChanged 13110 Iteration 28Q (110.990308 sec): 18 clusters Score: Raw -40436368.890966 + Penalty 35163.340470 = -40401205.550496 nChanged 14808 Iteration 29Q (113.289144 sec): 18 clusters Score: Raw -40444825.752560 + Penalty 35163.340470 = -40409662.412090 nChanged 16752 Iteration 30Q (115.505634 sec): 18 clusters Score: Raw -40455109.915891 + Penalty 35163.340470 = -40419946.575421 nChanged 18716 Iteration 31F (118.551110 sec): 18 clusters Score: Raw -40467690.118326 + Penalty 35163.340470 = -40432526.777856 nChanged 20658 Iteration 32F (121.679806 sec): 18 clusters Score: Raw -40483405.674406 + Penalty 35163.340470 = -40448242.333936 nChanged 22192 Iteration 33F (124.759489 sec): 18 clusters Score: Raw -40501137.077987 + Penalty 35163.340470 = -40465973.737518 nChanged 23369 Iteration 34F (127.837807 sec): 18 clusters Score: Raw -40522079.537836 + Penalty 35163.340470 = -40486916.197366 nChanged 23481 Iteration 35F (130.870492 sec): 18 clusters Score: Raw -40546891.209275 + Penalty 35163.340470 = -40511727.868805 nChanged 23088 Iteration 36F (133.854197 sec): 18 clusters Score: Raw -40577205.964242 + Penalty 35163.340470 = -40542042.623772 nChanged 20648 Iteration 37F (136.904260 sec): 18 clusters Score: Raw -40612795.253368 + Penalty 35163.340470 = -40577631.912899 nChanged 14746 Iteration 38Q (138.985759 sec): 18 clusters Score: Raw -40656822.626466 + Penalty 35163.340470 = -40621659.285996 nChanged 9200 Iteration 39Q (141.059690 sec): 18 clusters Score: Raw -40743564.548932 + Penalty 35163.340470 = -40708401.208462 nChanged 4751 Unmasked E-step: Deleting class 15 (6094 points): covariance matrix is singular Iteration 40F (143.917264 sec): 17 clusters Score: Raw -40745876.959854 + Penalty 33094.908677 = -40712782.051177 nChanged 2924 Iteration 41Q (145.882197 sec): 17 clusters Score: Raw -40541527.254999 + Penalty 33094.908677 = -40508432.346322 nChanged 8676 Iteration 42F (148.776044 sec): 17 clusters Score: Raw -40579468.078340 + Penalty 33094.908677 = -40546373.169662 nChanged 5371 Iteration 43Q (150.767656 sec): 17 clusters Score: Raw -40580629.495316 + Penalty 33094.908677 = -40547534.586638 nChanged 3177 Iteration 44Q (152.771298 sec): 17 clusters Score: Raw -40581397.876773 + Penalty 33094.908677 = -40548302.968096 nChanged 2815 Iteration 45Q (154.777792 sec): 17 clusters Score: Raw -40582064.772511 + Penalty 33094.908677 = -40548969.863834 nChanged 2628 Iteration 46Q (156.736569 sec): 17 clusters Score: Raw -40582649.237433 + Penalty 33094.908677 = -40549554.328756 nChanged 2458 Iteration 47Q (158.711021 sec): 17 clusters Score: Raw -40583187.968600 + Penalty 33094.908677 = -40550093.059923 nChanged 2296 Iteration 48Q (160.668436 sec): 17 clusters Score: Raw -40583677.846374 + Penalty 33094.908677 = -40550582.937697 nChanged 2124 Iteration 49Q (162.672715 sec): 17 clusters Score: Raw -40584140.267620 + Penalty 33094.908677 = -40551045.358943 nChanged 2009 Iteration 50Q (164.554763 sec): 17 clusters Score: Raw -40584604.615179 + Penalty 33094.908677 = -40551509.706502 nChanged 1937 Iteration 51Q (166.535377 sec): 17 clusters Score: Raw -40585031.876583 + Penalty 33094.908677 = -40551936.967906 nChanged 1888 Iteration 52Q (168.590301 sec): 17 clusters Score: Raw -40585514.675046 + Penalty 33094.908677 = -40552419.766369 nChanged 1879 Iteration 53Q (170.494146 sec): 17 clusters Score: Raw -40586282.840751 + Penalty 33094.908677 = -40553187.932073 nChanged 1933 Iteration 54Q (172.515503 sec): 17 clusters Score: Raw -40587931.427560 + Penalty 33094.908677 = -40554836.518883 nChanged 2132 Iteration 55Q (174.558086 sec): 17 clusters Score: Raw -40589723.925121 + Penalty 33094.908677 = -40556629.016443 nChanged 2104 Iteration 56Q (176.629160 sec): 17 clusters Score: Raw -40590545.360313 + Penalty 33094.908677 = -40557450.451636 nChanged 1998 Iteration 57Q (178.693882 sec): 17 clusters Score: Raw -40591174.041346 + Penalty 33094.908677 = -40558079.132669 nChanged 1818 Iteration 58Q (180.770989 sec): 17 clusters Score: Raw -40591665.153846 + Penalty 33094.908677 = -40558570.245169 nChanged 1666 Writing temp clu file Because OldScore, -40558079.132669, is greater than current (better) Score,-40558570.245169 Compute initial score before splitting: Score: Raw -40591665.153846 + Penalty 33094.908677 = -40558570.245169 Trying to split cluster 1 (4867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.866351 sec): 2 clusters Score: Raw -574796.599147 + Penalty 1379.662864 = -573416.936283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.928639 sec): 3 clusters Score: Raw -572278.488032 + Penalty 2759.325728 = -569519.162304 nChanged 1933 SP:Iteration 1F (180.971526 sec): 3 clusters Score: Raw -573329.625642 + Penalty 2759.325728 = -570570.299914 nChanged 358 SP:Iteration 2F (181.005289 sec): 3 clusters Score: Raw -573527.439255 + Penalty 2759.325728 = -570768.113527 nChanged 256 SP:Iteration 3F (181.046165 sec): 3 clusters Score: Raw -573656.906929 + Penalty 2759.325728 = -570897.581201 nChanged 218 SP:Iteration 4Q (181.085364 sec): 3 clusters Score: Raw -573757.343249 + Penalty 2759.325728 = -570998.017520 nChanged 164 SP:Iteration 5Q (181.124252 sec): 3 clusters Score: Raw -573831.162743 + Penalty 2759.325728 = -571071.837015 nChanged 149 SP:Iteration 6Q (181.164563 sec): 3 clusters Score: Raw -573908.729382 + Penalty 2759.325728 = -571149.403654 nChanged 148 SP:Iteration 7Q (181.203507 sec): 3 clusters Score: Raw -573993.653729 + Penalty 2759.325728 = -571234.328001 nChanged 153 SP:Iteration 8Q (181.243467 sec): 3 clusters Score: Raw -574067.398758 + Penalty 2759.325728 = -571308.073030 nChanged 127 SP:Iteration 9Q (181.281722 sec): 3 clusters Score: Raw -574129.356276 + Penalty 2759.325728 = -571370.030548 nChanged 123 SP:Iteration 10Q (181.323033 sec): 3 clusters Score: Raw -574193.046548 + Penalty 2759.325728 = -571433.720819 nChanged 140 SP:Iteration 11Q (181.362723 sec): 3 clusters Score: Raw -574260.070167 + Penalty 2759.325728 = -571500.744439 nChanged 126 SP:Iteration 12Q (181.402913 sec): 3 clusters Score: Raw -574322.802462 + Penalty 2759.325728 = -571563.476734 nChanged 112 SP:Iteration 13Q (181.450180 sec): 3 clusters Score: Raw -574376.804567 + Penalty 2759.325728 = -571617.478838 nChanged 111 SP:Iteration 14Q (181.490367 sec): 3 clusters Score: Raw -574443.057658 + Penalty 2759.325728 = -571683.731930 nChanged 109 SP:Iteration 15Q (181.535133 sec): 3 clusters Score: Raw -574502.928485 + Penalty 2759.325728 = -571743.602756 nChanged 91 SP:Iteration 16Q (181.571974 sec): 3 clusters Score: Raw -574551.501665 + Penalty 2759.325728 = -571792.175937 nChanged 96 SP:Iteration 17Q (181.610845 sec): 3 clusters Score: Raw -574606.272253 + Penalty 2759.325728 = -571846.946525 nChanged 93 SP:Iteration 18Q (181.650178 sec): 3 clusters Score: Raw -574656.322889 + Penalty 2759.325728 = -571896.997161 nChanged 80 SP:Iteration 19Q (181.687399 sec): 3 clusters Score: Raw -574694.433876 + Penalty 2759.325728 = -571935.108147 nChanged 69 SP:Iteration 20F (181.726834 sec): 3 clusters Score: Raw -574729.874431 + Penalty 2759.325728 = -571970.548703 nChanged 53 SP:Iteration 21Q (181.764294 sec): 3 clusters Score: Raw -574754.590301 + Penalty 2759.325728 = -571995.264573 nChanged 46 SP:Iteration 22Q (181.805366 sec): 3 clusters Score: Raw -574772.915910 + Penalty 2759.325728 = -572013.590181 nChanged 52 SP:Iteration 23Q (181.848781 sec): 3 clusters Score: Raw -574791.148775 + Penalty 2759.325728 = -572031.823047 nChanged 32 SP:Iteration 24Q (181.886323 sec): 3 clusters Score: Raw -574806.463739 + Penalty 2759.325728 = -572047.138010 nChanged 27 SP:Iteration 25Q (181.924637 sec): 3 clusters Score: Raw -574817.423955 + Penalty 2759.325728 = -572058.098227 nChanged 17 SP:Iteration 26Q (181.983180 sec): 3 clusters Score: Raw -574824.896512 + Penalty 2759.325728 = -572065.570783 nChanged 21 SP:Iteration 27Q (182.025804 sec): 3 clusters Score: Raw -574831.945411 + Penalty 2759.325728 = -572072.619683 nChanged 21 SP:Iteration 28Q (182.069172 sec): 3 clusters Score: Raw -574841.001972 + Penalty 2759.325728 = -572081.676244 nChanged 22 SP:Iteration 29Q (182.110657 sec): 3 clusters Score: Raw -574855.293030 + Penalty 2759.325728 = -572095.967301 nChanged 27 SP:Iteration 30Q (182.149409 sec): 3 clusters Score: Raw -574868.959454 + Penalty 2759.325728 = -572109.633726 nChanged 30 SP:Iteration 31Q (182.193374 sec): 3 clusters Score: Raw -574882.065510 + Penalty 2759.325728 = -572122.739782 nChanged 23 SP:Iteration 32Q (182.233453 sec): 3 clusters Score: Raw -574893.907845 + Penalty 2759.325728 = -572134.582117 nChanged 22 SP:Iteration 33Q (182.267231 sec): 3 clusters Score: Raw -574904.440290 + Penalty 2759.325728 = -572145.114562 nChanged 13 SP:Iteration 34Q (182.313419 sec): 3 clusters Score: Raw -574909.799690 + Penalty 2759.325728 = -572150.473962 nChanged 12 SP:Iteration 35Q (182.352979 sec): 3 clusters Score: Raw -574914.969006 + Penalty 2759.325728 = -572155.643278 nChanged 10 SP:Iteration 36Q (182.399775 sec): 3 clusters Score: Raw -574918.795506 + Penalty 2759.325728 = -572159.469778 nChanged 10 SP:Iteration 37Q (182.447741 sec): 3 clusters Score: Raw -574922.449367 + Penalty 2759.325728 = -572163.123639 nChanged 13 SP:Iteration 38Q (182.487606 sec): 3 clusters Score: Raw -574926.864517 + Penalty 2759.325728 = -572167.538789 nChanged 11 SP:Iteration 39Q (182.528456 sec): 3 clusters Score: Raw -574933.730704 + Penalty 2759.325728 = -572174.404976 nChanged 12 SP:Iteration 40F (182.571042 sec): 3 clusters Score: Raw -574939.312603 + Penalty 2759.325728 = -572179.986875 nChanged 13 SP:Iteration 41Q (182.603289 sec): 3 clusters Score: Raw -574944.031019 + Penalty 2759.325728 = -572184.705291 nChanged 9 SP:Iteration 42Q (182.642825 sec): 3 clusters Score: Raw -574948.171286 + Penalty 2759.325728 = -572188.845558 nChanged 6 SP:Iteration 43Q (182.684508 sec): 3 clusters Score: Raw -574950.698900 + Penalty 2759.325728 = -572191.373172 nChanged 5 SP:Iteration 44Q (182.728806 sec): 3 clusters Score: Raw -574952.565656 + Penalty 2759.325728 = -572193.239928 nChanged 6 SP:Iteration 45Q (182.762892 sec): 3 clusters Score: Raw -574955.355394 + Penalty 2759.325728 = -572196.029666 nChanged 6 SP:Iteration 46Q (182.802002 sec): 3 clusters Score: Raw -574957.407519 + Penalty 2759.325728 = -572198.081791 nChanged 3 SP:Iteration 47Q (182.845908 sec): 3 clusters Score: Raw -574958.212953 + Penalty 2759.325728 = -572198.887225 nChanged 5 SP:Iteration 48Q (182.884702 sec): 3 clusters Score: Raw -574959.866047 + Penalty 2759.325728 = -572200.540319 nChanged 5 SP:Iteration 49Q (182.938772 sec): 3 clusters Score: Raw -574961.465345 + Penalty 2759.325728 = -572202.139617 nChanged 3 SP:Iteration 50Q (182.977198 sec): 3 clusters Score: Raw -574963.003584 + Penalty 2759.325728 = -572203.677856 nChanged 5 SP:Iteration 51Q (183.024094 sec): 3 clusters Score: Raw -574964.716017 + Penalty 2759.325728 = -572205.390288 nChanged 5 SP:Iteration 52Q (183.077555 sec): 3 clusters Score: Raw -574966.055965 + Penalty 2759.325728 = -572206.730237 nChanged 3 SP:Iteration 53Q (183.118925 sec): 3 clusters Score: Raw -574966.860680 + Penalty 2759.325728 = -572207.534951 nChanged 2 SP:Iteration 54Q (183.164344 sec): 3 clusters Score: Raw -574967.957820 + Penalty 2759.325728 = -572208.632092 nChanged 5 SP:Iteration 55Q (183.200696 sec): 3 clusters Score: Raw -574970.658918 + Penalty 2759.325728 = -572211.333189 nChanged 4 SP:Iteration 56Q (183.236539 sec): 3 clusters Score: Raw -574971.636342 + Penalty 2759.325728 = -572212.310614 nChanged 5 SP:Iteration 57Q (183.287063 sec): 3 clusters Score: Raw -574974.837620 + Penalty 2759.325728 = -572215.511892 nChanged 9 SP:Iteration 58Q (183.336168 sec): 3 clusters Score: Raw -574979.301008 + Penalty 2759.325728 = -572219.975280 nChanged 10 SP:Iteration 59Q (183.384529 sec): 3 clusters Score: Raw -574982.409591 + Penalty 2759.325728 = -572223.083863 nChanged 4 SP:Iteration 60F (183.429659 sec): 3 clusters Score: Raw -574985.746581 + Penalty 2759.325728 = -572226.420853 nChanged 4 SP:Iteration 61Q (183.475215 sec): 3 clusters Score: Raw -574986.968698 + Penalty 2759.325728 = -572227.642970 nChanged 4 SP:Iteration 62Q (183.518340 sec): 3 clusters Score: Raw -574988.633286 + Penalty 2759.325728 = -572229.307557 nChanged 4 SP:Iteration 63Q (183.563328 sec): 3 clusters Score: Raw -574990.300463 + Penalty 2759.325728 = -572230.974735 nChanged 6 SP:Iteration 64Q (183.606143 sec): 3 clusters Score: Raw -574993.456765 + Penalty 2759.325728 = -572234.131036 nChanged 5 SP:Iteration 65Q (183.650002 sec): 3 clusters Score: Raw -574995.265270 + Penalty 2759.325728 = -572235.939542 nChanged 6 SP:Iteration 66Q (183.695525 sec): 3 clusters Score: Raw -574998.116707 + Penalty 2759.325728 = -572238.790979 nChanged 6 SP:Iteration 67Q (183.745476 sec): 3 clusters Score: Raw -575000.350856 + Penalty 2759.325728 = -572241.025128 nChanged 4 SP:Iteration 68Q (183.797370 sec): 3 clusters Score: Raw -575002.649970 + Penalty 2759.325728 = -572243.324242 nChanged 1 SP:Iteration 69Q (183.834960 sec): 3 clusters Score: Raw -575002.947469 + Penalty 2759.325728 = -572243.621740 nChanged 0 SP:Iteration 70F (183.887499 sec): 3 clusters Score: Raw -575002.947469 + Penalty 2759.325728 = -572243.621740 nChanged 0 Trying to split cluster 3 (8631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.912238 sec): 2 clusters Score: Raw -1037274.850999 + Penalty 1472.756293 = -1035802.094706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.967751 sec): 3 clusters Score: Raw -1032448.186672 + Penalty 2945.512587 = -1029502.674085 nChanged 3685 SP:Iteration 1F (184.021933 sec): 3 clusters Score: Raw -1034401.300240 + Penalty 2945.512587 = -1031455.787653 nChanged 532 SP:Iteration 2F (184.064230 sec): 3 clusters Score: Raw -1034637.369576 + Penalty 2945.512587 = -1031691.856989 nChanged 456 SP:Iteration 3F (184.117322 sec): 3 clusters Score: Raw -1034871.916460 + Penalty 2945.512587 = -1031926.403873 nChanged 480 SP:Iteration 4F (184.159613 sec): 3 clusters Score: Raw -1035176.096018 + Penalty 2945.512587 = -1032230.583431 nChanged 538 SP:Iteration 5F (184.215158 sec): 3 clusters Score: Raw -1035595.029854 + Penalty 2945.512587 = -1032649.517267 nChanged 571 SP:Iteration 6F (184.261869 sec): 3 clusters Score: Raw -1036088.909662 + Penalty 2945.512587 = -1033143.397075 nChanged 598 SP:Iteration 7F (184.310520 sec): 3 clusters Score: Raw -1036643.935012 + Penalty 2945.512587 = -1033698.422425 nChanged 557 SP:Iteration 8F (184.349997 sec): 3 clusters Score: Raw -1037131.690409 + Penalty 2945.512587 = -1034186.177822 nChanged 375 SP:Iteration 9Q (184.401707 sec): 3 clusters Score: Raw -1037438.239463 + Penalty 2945.512587 = -1034492.726876 nChanged 241 SP:Iteration 10Q (184.451371 sec): 3 clusters Score: Raw -1037625.595264 + Penalty 2945.512587 = -1034680.082677 nChanged 160 SP:Iteration 11Q (184.503466 sec): 3 clusters Score: Raw -1037755.363163 + Penalty 2945.512587 = -1034809.850576 nChanged 103 SP:Iteration 12Q (184.550010 sec): 3 clusters Score: Raw -1037840.577970 + Penalty 2945.512587 = -1034895.065383 nChanged 72 SP:Iteration 13Q (184.608341 sec): 3 clusters Score: Raw -1037936.892899 + Penalty 2945.512587 = -1034991.380312 nChanged 62 SP:Iteration 14Q (184.657422 sec): 3 clusters Score: Raw -1038013.487504 + Penalty 2945.512587 = -1035067.974917 nChanged 55 SP:Iteration 15Q (184.704044 sec): 3 clusters Score: Raw -1038057.297800 + Penalty 2945.512587 = -1035111.785213 nChanged 26 SP:Iteration 16Q (184.748446 sec): 3 clusters Score: Raw -1038072.239265 + Penalty 2945.512587 = -1035126.726678 nChanged 15 SP:Iteration 17Q (184.785448 sec): 3 clusters Score: Raw -1038080.883607 + Penalty 2945.512587 = -1035135.371020 nChanged 6 SP:Iteration 18Q (184.835548 sec): 3 clusters Score: Raw -1038084.182018 + Penalty 2945.512587 = -1035138.669431 nChanged 5 SP:Iteration 19Q (184.878553 sec): 3 clusters Score: Raw -1038087.697161 + Penalty 2945.512587 = -1035142.184574 nChanged 5 SP:Iteration 20F (184.940601 sec): 3 clusters Score: Raw -1038092.803519 + Penalty 2945.512587 = -1035147.290932 nChanged 9 SP:Iteration 21Q (184.997056 sec): 3 clusters Score: Raw -1038096.115720 + Penalty 2945.512587 = -1035150.603133 nChanged 2 SP:Iteration 22Q (185.038971 sec): 3 clusters Score: Raw -1038097.002866 + Penalty 2945.512587 = -1035151.490279 nChanged 1 SP:Iteration 23Q (185.097713 sec): 3 clusters Score: Raw -1038097.223475 + Penalty 2945.512587 = -1035151.710888 nChanged 0 SP:Iteration 24F (185.130393 sec): 3 clusters Score: Raw -1038097.223475 + Penalty 2945.512587 = -1035151.710888 nChanged 0 Trying to split cluster 4 (132877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.297702 sec): 2 clusters Score: Raw -16492361.465966 + Penalty 1917.041615 = -16490444.424351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.506204 sec): 3 clusters Score: Raw -16405457.655307 + Penalty 3834.083229 = -16401623.572078 nChanged 63931 SP:Iteration 1F (185.713302 sec): 3 clusters Score: Raw -16462218.831385 + Penalty 3834.083229 = -16458384.748156 nChanged 14598 SP:Iteration 2F (185.909865 sec): 3 clusters Score: Raw -16477267.574742 + Penalty 3834.083229 = -16473433.491512 nChanged 14815 SP:Iteration 3F (186.129747 sec): 3 clusters Score: Raw -16496399.426187 + Penalty 3834.083229 = -16492565.342958 nChanged 14408 SP:Iteration 4F (186.329489 sec): 3 clusters Score: Raw -16520456.643942 + Penalty 3834.083229 = -16516622.560712 nChanged 12068 SP:Iteration 5F (186.526472 sec): 3 clusters Score: Raw -16547490.587927 + Penalty 3834.083229 = -16543656.504698 nChanged 8832 SP:Iteration 6F (186.742164 sec): 3 clusters Score: Raw -16584981.887397 + Penalty 3834.083229 = -16581147.804168 nChanged 5196 SP:Iteration 7Q (186.925679 sec): 3 clusters Score: Raw -16666003.084390 + Penalty 3834.083229 = -16662169.001161 nChanged 1252 Unmasked E-step: Deleting class 2 (6036 points): covariance matrix is singular SP:Iteration 8Q (187.062348 sec): 3 clusters Score: Raw -16667343.798878 + Penalty 3834.083229 = -16663509.715649 nChanged 1 SP:Iteration 9Q (187.190995 sec): 2 clusters Score: Raw -16446856.876962 + Penalty 1917.041615 = -16444939.835347 nChanged 6035 SP:Iteration 10F (187.308444 sec): 2 clusters Score: Raw -16492361.465966 + Penalty 1917.041615 = -16490444.424351 nChanged 0 Trying to split cluster 5 (17597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.356574 sec): 2 clusters Score: Raw -1988249.845168 + Penalty 1588.516103 = -1986661.329065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.406147 sec): 3 clusters Score: Raw -1977814.192836 + Penalty 3177.032206 = -1974637.160630 nChanged 7843 SP:Iteration 1F (187.463710 sec): 3 clusters Score: Raw -1982329.505615 + Penalty 3177.032206 = -1979152.473409 nChanged 1224 SP:Iteration 2F (187.530494 sec): 3 clusters Score: Raw -1983026.411275 + Penalty 3177.032206 = -1979849.379069 nChanged 1259 SP:Iteration 3F (187.598688 sec): 3 clusters Score: Raw -1983875.463151 + Penalty 3177.032206 = -1980698.430945 nChanged 1329 SP:Iteration 4F (187.648309 sec): 3 clusters Score: Raw -1984932.102312 + Penalty 3177.032206 = -1981755.070106 nChanged 1297 SP:Iteration 5F (187.705200 sec): 3 clusters Score: Raw -1985885.454799 + Penalty 3177.032206 = -1982708.422593 nChanged 1068 SP:Iteration 6F (187.778595 sec): 3 clusters Score: Raw -1986527.316808 + Penalty 3177.032206 = -1983350.284601 nChanged 802 SP:Iteration 7Q (187.839867 sec): 3 clusters Score: Raw -1986901.747687 + Penalty 3177.032206 = -1983724.715481 nChanged 530 SP:Iteration 8Q (187.914245 sec): 3 clusters Score: Raw -1987088.291553 + Penalty 3177.032206 = -1983911.259346 nChanged 393 SP:Iteration 9Q (187.972281 sec): 3 clusters Score: Raw -1987219.006496 + Penalty 3177.032206 = -1984041.974290 nChanged 314 SP:Iteration 10Q (188.026737 sec): 3 clusters Score: Raw -1987332.472887 + Penalty 3177.032206 = -1984155.440681 nChanged 279 SP:Iteration 11Q (188.097285 sec): 3 clusters Score: Raw -1987432.460923 + Penalty 3177.032206 = -1984255.428717 nChanged 284 SP:Iteration 12Q (188.167854 sec): 3 clusters Score: Raw -1987537.040798 + Penalty 3177.032206 = -1984360.008592 nChanged 281 SP:Iteration 13Q (188.245122 sec): 3 clusters Score: Raw -1987637.651306 + Penalty 3177.032206 = -1984460.619100 nChanged 265 SP:Iteration 14Q (188.312381 sec): 3 clusters Score: Raw -1987730.647803 + Penalty 3177.032206 = -1984553.615596 nChanged 261 SP:Iteration 15Q (188.381607 sec): 3 clusters Score: Raw -1987828.244868 + Penalty 3177.032206 = -1984651.212661 nChanged 273 SP:Iteration 16Q (188.439552 sec): 3 clusters Score: Raw -1987945.631504 + Penalty 3177.032206 = -1984768.599298 nChanged 289 SP:Iteration 17Q (188.487495 sec): 3 clusters Score: Raw -1988067.000211 + Penalty 3177.032206 = -1984889.968005 nChanged 280 SP:Iteration 18Q (188.549454 sec): 3 clusters Score: Raw -1988187.846987 + Penalty 3177.032206 = -1985010.814781 nChanged 294 SP:Iteration 19Q (188.604910 sec): 3 clusters Score: Raw -1988329.382668 + Penalty 3177.032206 = -1985152.350461 nChanged 261 SP:Iteration 20F (188.664406 sec): 3 clusters Score: Raw -1988468.536930 + Penalty 3177.032206 = -1985291.504723 nChanged 241 SP:Iteration 21Q (188.715493 sec): 3 clusters Score: Raw -1988606.670373 + Penalty 3177.032206 = -1985429.638166 nChanged 229 SP:Iteration 22Q (188.769573 sec): 3 clusters Score: Raw -1988754.025962 + Penalty 3177.032206 = -1985576.993756 nChanged 204 SP:Iteration 23Q (188.815699 sec): 3 clusters Score: Raw -1988879.875913 + Penalty 3177.032206 = -1985702.843707 nChanged 168 SP:Iteration 24Q (188.871992 sec): 3 clusters Score: Raw -1988996.640326 + Penalty 3177.032206 = -1985819.608119 nChanged 149 SP:Iteration 25Q (188.927136 sec): 3 clusters Score: Raw -1989094.766682 + Penalty 3177.032206 = -1985917.734476 nChanged 119 SP:Iteration 26Q (188.981029 sec): 3 clusters Score: Raw -1989169.930434 + Penalty 3177.032206 = -1985992.898228 nChanged 90 SP:Iteration 27Q (189.039695 sec): 3 clusters Score: Raw -1989219.321196 + Penalty 3177.032206 = -1986042.288990 nChanged 80 SP:Iteration 28Q (189.088431 sec): 3 clusters Score: Raw -1989253.370487 + Penalty 3177.032206 = -1986076.338281 nChanged 53 SP:Iteration 29Q (189.149872 sec): 3 clusters Score: Raw -1989272.453044 + Penalty 3177.032206 = -1986095.420837 nChanged 31 SP:Iteration 30Q (189.199849 sec): 3 clusters Score: Raw -1989281.836153 + Penalty 3177.032206 = -1986104.803946 nChanged 28 SP:Iteration 31Q (189.250313 sec): 3 clusters Score: Raw -1989291.229243 + Penalty 3177.032206 = -1986114.197036 nChanged 31 SP:Iteration 32Q (189.306909 sec): 3 clusters Score: Raw -1989300.654459 + Penalty 3177.032206 = -1986123.622252 nChanged 21 SP:Iteration 33Q (189.371300 sec): 3 clusters Score: Raw -1989306.826550 + Penalty 3177.032206 = -1986129.794344 nChanged 27 SP:Iteration 34Q (189.424700 sec): 3 clusters Score: Raw -1989313.826604 + Penalty 3177.032206 = -1986136.794397 nChanged 28 SP:Iteration 35Q (189.486324 sec): 3 clusters Score: Raw -1989322.229854 + Penalty 3177.032206 = -1986145.197648 nChanged 24 SP:Iteration 36Q (189.547849 sec): 3 clusters Score: Raw -1989329.241327 + Penalty 3177.032206 = -1986152.209121 nChanged 16 SP:Iteration 37Q (189.609384 sec): 3 clusters Score: Raw -1989334.250740 + Penalty 3177.032206 = -1986157.218534 nChanged 15 SP:Iteration 38Q (189.652869 sec): 3 clusters Score: Raw -1989338.283974 + Penalty 3177.032206 = -1986161.251767 nChanged 8 SP:Iteration 39Q (189.725167 sec): 3 clusters Score: Raw -1989339.664762 + Penalty 3177.032206 = -1986162.632556 nChanged 9 SP:Iteration 40F (189.787388 sec): 3 clusters Score: Raw -1989341.297598 + Penalty 3177.032206 = -1986164.265391 nChanged 4 SP:Iteration 41Q (189.839731 sec): 3 clusters Score: Raw -1989341.973145 + Penalty 3177.032206 = -1986164.940939 nChanged 1 SP:Iteration 42Q (189.906302 sec): 3 clusters Score: Raw -1989342.326428 + Penalty 3177.032206 = -1986165.294222 nChanged 0 SP:Iteration 43F (189.955959 sec): 3 clusters Score: Raw -1989342.326428 + Penalty 3177.032206 = -1986165.294222 nChanged 0 Trying to split cluster 6 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (189.977621 sec): 2 clusters Score: Raw -37223.812276 + Penalty 993.113443 = -36230.698833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (190.020230 sec): 3 clusters Score: Raw -37656.229702 + Penalty 1986.226885 = -35670.002817 nChanged 162 SP:Iteration 1F (190.047703 sec): 3 clusters Score: Raw -38854.559302 + Penalty 1986.226885 = -36868.332416 nChanged 44 SP:Iteration 2F (190.074587 sec): 3 clusters Score: Raw -39552.260788 + Penalty 1986.226885 = -37566.033903 nChanged 16 SP:Iteration 3Q (190.102667 sec): 3 clusters Score: Raw -40192.399468 + Penalty 1986.226885 = -38206.172583 nChanged 13 SP:Iteration 4Q (190.129193 sec): 3 clusters Score: Raw -40525.880245 + Penalty 1986.226885 = -38539.653360 nChanged 11 SP:Iteration 5Q (190.175207 sec): 3 clusters Score: Raw -40803.971764 + Penalty 1986.226885 = -38817.744878 nChanged 6 SP:Iteration 6Q (190.220682 sec): 3 clusters Score: Raw -40889.644931 + Penalty 1986.226885 = -38903.418046 nChanged 5 SP:Iteration 7Q (190.265010 sec): 3 clusters Score: Raw -40915.925357 + Penalty 1986.226885 = -38929.698471 nChanged 2 SP:Iteration 8Q (190.298379 sec): 3 clusters Score: Raw -40937.371594 + Penalty 1986.226885 = -38951.144709 nChanged 3 SP:Iteration 9Q (190.347469 sec): 3 clusters Score: Raw -40951.868559 + Penalty 1986.226885 = -38965.641674 nChanged 3 SP:Iteration 10Q (190.375586 sec): 3 clusters Score: Raw -40969.635834 + Penalty 1986.226885 = -38983.408949 nChanged 3 SP:Iteration 11Q (190.418757 sec): 3 clusters Score: Raw -40987.702342 + Penalty 1986.226885 = -39001.475456 nChanged 3 SP:Iteration 12Q (190.462449 sec): 3 clusters Score: Raw -41010.284795 + Penalty 1986.226885 = -39024.057910 nChanged 3 SP:Iteration 13Q (190.489279 sec): 3 clusters Score: Raw -41039.572605 + Penalty 1986.226885 = -39053.345720 nChanged 4 SP:Iteration 14Q (190.516857 sec): 3 clusters Score: Raw -41115.314151 + Penalty 1986.226885 = -39129.087266 nChanged 3 SP:Iteration 15Q (190.543530 sec): 3 clusters Score: Raw -41212.812159 + Penalty 1986.226885 = -39226.585273 nChanged 1 SP:Iteration 16Q (190.570690 sec): 3 clusters Score: Raw -41216.943332 + Penalty 1986.226885 = -39230.716447 nChanged 0 SP:Iteration 17F (190.596931 sec): 3 clusters Score: Raw -41275.100048 + Penalty 1986.226885 = -39288.873163 nChanged 8 SP:Iteration 18Q (190.640812 sec): 3 clusters Score: Raw -42289.615947 + Penalty 1986.226885 = -40303.389062 nChanged 8 SP:Iteration 19Q (190.686536 sec): 3 clusters Score: Raw -42503.883345 + Penalty 1986.226885 = -40517.656459 nChanged 9 SP:Iteration 20F (190.728638 sec): 3 clusters Score: Raw -42753.116860 + Penalty 1986.226885 = -40766.889974 nChanged 15 SP:Iteration 21Q (190.767403 sec): 3 clusters Score: Raw -44573.961391 + Penalty 1986.226885 = -42587.734506 nChanged 12 SP:Iteration 22Q (190.799091 sec): 3 clusters Score: Raw -46644.757231 + Penalty 1986.226885 = -44658.530345 nChanged 12 Unmasked E-step: Deleting class 1 (215 points): covariance matrix is singular SP:Iteration 23Q (190.822086 sec): 3 clusters Score: Raw -46661.237019 + Penalty 1986.226885 = -44675.010133 nChanged 0 SP:Iteration 24F (190.848342 sec): 2 clusters Score: Raw -30806.782578 + Penalty 993.113443 = -29813.669135 nChanged 215 SP:Iteration 25F (190.866031 sec): 2 clusters Score: Raw -37223.812276 + Penalty 993.113443 = -36230.698833 nChanged 0 Trying to split cluster 7 (80483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (190.979806 sec): 2 clusters Score: Raw -9963424.095813 + Penalty 1835.567705 = -9961588.528108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.129553 sec): 3 clusters Score: Raw -9911401.384571 + Penalty 3671.135410 = -9907730.249161 nChanged 38477 SP:Iteration 1F (191.278319 sec): 3 clusters Score: Raw -9935466.348682 + Penalty 3671.135410 = -9931795.213272 nChanged 5407 SP:Iteration 2F (191.429439 sec): 3 clusters Score: Raw -9940013.919224 + Penalty 3671.135410 = -9936342.783814 nChanged 7140 SP:Iteration 3F (191.571603 sec): 3 clusters Score: Raw -9948177.995102 + Penalty 3671.135410 = -9944506.859692 nChanged 7717 SP:Iteration 4F (191.714172 sec): 3 clusters Score: Raw -9957354.065850 + Penalty 3671.135410 = -9953682.930440 nChanged 6351 SP:Iteration 5F (191.853528 sec): 3 clusters Score: Raw -9962975.285875 + Penalty 3671.135410 = -9959304.150465 nChanged 4565 SP:Iteration 6F (191.995500 sec): 3 clusters Score: Raw -9965763.612441 + Penalty 3671.135410 = -9962092.477032 nChanged 3223 SP:Iteration 7Q (192.138842 sec): 3 clusters Score: Raw -9967405.554444 + Penalty 3671.135410 = -9963734.419034 nChanged 2528 SP:Iteration 8Q (192.278449 sec): 3 clusters Score: Raw -9968596.638484 + Penalty 3671.135410 = -9964925.503074 nChanged 2123 SP:Iteration 9Q (192.423036 sec): 3 clusters Score: Raw -9969661.225098 + Penalty 3671.135410 = -9965990.089688 nChanged 1741 SP:Iteration 10Q (192.572662 sec): 3 clusters Score: Raw -9970571.281612 + Penalty 3671.135410 = -9966900.146203 nChanged 1270 SP:Iteration 11Q (192.715274 sec): 3 clusters Score: Raw -9971149.986771 + Penalty 3671.135410 = -9967478.851361 nChanged 839 SP:Iteration 12Q (192.859305 sec): 3 clusters Score: Raw -9971386.986673 + Penalty 3671.135410 = -9967715.851263 nChanged 603 SP:Iteration 13Q (192.991014 sec): 3 clusters Score: Raw -9971489.547037 + Penalty 3671.135410 = -9967818.411627 nChanged 374 SP:Iteration 14Q (193.125940 sec): 3 clusters Score: Raw -9971530.078236 + Penalty 3671.135410 = -9967858.942827 nChanged 261 SP:Iteration 15Q (193.267667 sec): 3 clusters Score: Raw -9971553.048313 + Penalty 3671.135410 = -9967881.912903 nChanged 212 SP:Iteration 16Q (193.406915 sec): 3 clusters Score: Raw -9971570.020066 + Penalty 3671.135410 = -9967898.884657 nChanged 163 SP:Iteration 17Q (193.551871 sec): 3 clusters Score: Raw -9971579.813861 + Penalty 3671.135410 = -9967908.678451 nChanged 125 SP:Iteration 18Q (193.702077 sec): 3 clusters Score: Raw -9971586.865976 + Penalty 3671.135410 = -9967915.730566 nChanged 106 SP:Iteration 19Q (193.844453 sec): 3 clusters Score: Raw -9971591.649700 + Penalty 3671.135410 = -9967920.514290 nChanged 85 SP:Iteration 20F (193.982763 sec): 3 clusters Score: Raw -9971595.398794 + Penalty 3671.135410 = -9967924.263385 nChanged 88 SP:Iteration 21Q (194.129670 sec): 3 clusters Score: Raw -9971599.285523 + Penalty 3671.135410 = -9967928.150113 nChanged 80 SP:Iteration 22Q (194.277107 sec): 3 clusters Score: Raw -9971603.101193 + Penalty 3671.135410 = -9967931.965783 nChanged 77 SP:Iteration 23Q (194.415931 sec): 3 clusters Score: Raw -9971606.154889 + Penalty 3671.135410 = -9967935.019479 nChanged 71 SP:Iteration 24Q (194.562811 sec): 3 clusters Score: Raw -9971609.594726 + Penalty 3671.135410 = -9967938.459316 nChanged 74 SP:Iteration 25Q (194.695734 sec): 3 clusters Score: Raw -9971613.766337 + Penalty 3671.135410 = -9967942.630927 nChanged 100 SP:Iteration 26Q (194.840733 sec): 3 clusters Score: Raw -9971619.988778 + Penalty 3671.135410 = -9967948.853368 nChanged 117 SP:Iteration 27Q (194.982536 sec): 3 clusters Score: Raw -9971626.094660 + Penalty 3671.135410 = -9967954.959250 nChanged 105 SP:Iteration 28Q (195.122697 sec): 3 clusters Score: Raw -9971630.593195 + Penalty 3671.135410 = -9967959.457786 nChanged 83 SP:Iteration 29Q (195.270507 sec): 3 clusters Score: Raw -9971634.014834 + Penalty 3671.135410 = -9967962.879424 nChanged 76 SP:Iteration 30Q (195.413885 sec): 3 clusters Score: Raw -9971637.482889 + Penalty 3671.135410 = -9967966.347479 nChanged 85 SP:Iteration 31Q (195.557151 sec): 3 clusters Score: Raw -9971641.393754 + Penalty 3671.135410 = -9967970.258344 nChanged 87 SP:Iteration 32Q (195.696682 sec): 3 clusters Score: Raw -9971645.781614 + Penalty 3671.135410 = -9967974.646205 nChanged 86 SP:Iteration 33Q (195.842489 sec): 3 clusters Score: Raw -9971650.076259 + Penalty 3671.135410 = -9967978.940849 nChanged 94 SP:Iteration 34Q (195.992793 sec): 3 clusters Score: Raw -9971654.746465 + Penalty 3671.135410 = -9967983.611055 nChanged 95 SP:Iteration 35Q (196.128621 sec): 3 clusters Score: Raw -9971659.207474 + Penalty 3671.135410 = -9967988.072064 nChanged 93 SP:Iteration 36Q (196.271315 sec): 3 clusters Score: Raw -9971663.534171 + Penalty 3671.135410 = -9967992.398761 nChanged 90 SP:Iteration 37Q (196.411858 sec): 3 clusters Score: Raw -9971668.895815 + Penalty 3671.135410 = -9967997.760405 nChanged 104 SP:Iteration 38Q (196.548159 sec): 3 clusters Score: Raw -9971676.570964 + Penalty 3671.135410 = -9968005.435554 nChanged 109 SP:Iteration 39Q (196.689586 sec): 3 clusters Score: Raw -9971683.694572 + Penalty 3671.135410 = -9968012.559162 nChanged 119 SP:Iteration 40F (196.823480 sec): 3 clusters Score: Raw -9971692.597809 + Penalty 3671.135410 = -9968021.462399 nChanged 127 SP:Iteration 41Q (196.970651 sec): 3 clusters Score: Raw -9971702.097023 + Penalty 3671.135410 = -9968030.961614 nChanged 164 SP:Iteration 42Q (197.111732 sec): 3 clusters Score: Raw -9971715.031922 + Penalty 3671.135410 = -9968043.896512 nChanged 173 SP:Iteration 43Q (197.263111 sec): 3 clusters Score: Raw -9971731.002363 + Penalty 3671.135410 = -9968059.866953 nChanged 197 SP:Iteration 44Q (197.398872 sec): 3 clusters Score: Raw -9971753.744181 + Penalty 3671.135410 = -9968082.608771 nChanged 220 SP:Iteration 45Q (197.555726 sec): 3 clusters Score: Raw -9971785.216679 + Penalty 3671.135410 = -9968114.081270 nChanged 257 SP:Iteration 46Q (197.693382 sec): 3 clusters Score: Raw -9971828.869335 + Penalty 3671.135410 = -9968157.733926 nChanged 320 SP:Iteration 47Q (197.846298 sec): 3 clusters Score: Raw -9971883.620054 + Penalty 3671.135410 = -9968212.484644 nChanged 388 SP:Iteration 48Q (197.981471 sec): 3 clusters Score: Raw -9971957.635189 + Penalty 3671.135410 = -9968286.499779 nChanged 419 SP:Iteration 49Q (198.132609 sec): 3 clusters Score: Raw -9972055.222005 + Penalty 3671.135410 = -9968384.086595 nChanged 521 SP:Iteration 50Q (198.273372 sec): 3 clusters Score: Raw -9972206.612868 + Penalty 3671.135410 = -9968535.477459 nChanged 599 SP:Iteration 51Q (198.413237 sec): 3 clusters Score: Raw -9972404.269991 + Penalty 3671.135410 = -9968733.134581 nChanged 699 SP:Iteration 52Q (198.550301 sec): 3 clusters Score: Raw -9972686.098106 + Penalty 3671.135410 = -9969014.962696 nChanged 829 SP:Iteration 53Q (198.701349 sec): 3 clusters Score: Raw -9973045.376056 + Penalty 3671.135410 = -9969374.240646 nChanged 916 SP:Iteration 54Q (198.843340 sec): 3 clusters Score: Raw -9973502.777685 + Penalty 3671.135410 = -9969831.642275 nChanged 970 SP:Iteration 55Q (198.988912 sec): 3 clusters Score: Raw -9974008.121047 + Penalty 3671.135410 = -9970336.985637 nChanged 1015 SP:Iteration 56Q (199.134265 sec): 3 clusters Score: Raw -9974555.350736 + Penalty 3671.135410 = -9970884.215327 nChanged 1020 SP:Iteration 57Q (199.266937 sec): 3 clusters Score: Raw -9975093.139860 + Penalty 3671.135410 = -9971422.004450 nChanged 972 SP:Iteration 58Q (199.414790 sec): 3 clusters Score: Raw -9975591.799170 + Penalty 3671.135410 = -9971920.663760 nChanged 946 SP:Iteration 59Q (199.548664 sec): 3 clusters Score: Raw -9976069.158335 + Penalty 3671.135410 = -9972398.022925 nChanged 887 SP:Iteration 60F (199.692879 sec): 3 clusters Score: Raw -9976457.641419 + Penalty 3671.135410 = -9972786.506009 nChanged 800 SP:Iteration 61Q (199.836783 sec): 3 clusters Score: Raw -9976790.711986 + Penalty 3671.135410 = -9973119.576576 nChanged 735 SP:Iteration 62Q (199.983741 sec): 3 clusters Score: Raw -9977068.474626 + Penalty 3671.135410 = -9973397.339216 nChanged 672 SP:Iteration 63Q (200.129080 sec): 3 clusters Score: Raw -9977285.530010 + Penalty 3671.135410 = -9973614.394600 nChanged 574 SP:Iteration 64Q (200.279629 sec): 3 clusters Score: Raw -9977449.075843 + Penalty 3671.135410 = -9973777.940433 nChanged 449 SP:Iteration 65Q (200.429472 sec): 3 clusters Score: Raw -9977550.226371 + Penalty 3671.135410 = -9973879.090961 nChanged 413 SP:Iteration 66Q (200.577256 sec): 3 clusters Score: Raw -9977626.189694 + Penalty 3671.135410 = -9973955.054285 nChanged 344 SP:Iteration 67Q (200.733141 sec): 3 clusters Score: Raw -9977683.920934 + Penalty 3671.135410 = -9974012.785525 nChanged 288 SP:Iteration 68Q (200.880618 sec): 3 clusters Score: Raw -9977725.334584 + Penalty 3671.135410 = -9974054.199174 nChanged 254 SP:Iteration 69Q (201.015723 sec): 3 clusters Score: Raw -9977759.273013 + Penalty 3671.135410 = -9974088.137603 nChanged 248 SP:Iteration 70Q (201.154190 sec): 3 clusters Score: Raw -9977791.329703 + Penalty 3671.135410 = -9974120.194293 nChanged 202 SP:Iteration 71Q (201.295072 sec): 3 clusters Score: Raw -9977814.587260 + Penalty 3671.135410 = -9974143.451850 nChanged 172 SP:Iteration 72Q (201.442990 sec): 3 clusters Score: Raw -9977832.284662 + Penalty 3671.135410 = -9974161.149253 nChanged 152 SP:Iteration 73Q (201.580136 sec): 3 clusters Score: Raw -9977847.426121 + Penalty 3671.135410 = -9974176.290711 nChanged 143 SP:Iteration 74Q (201.717343 sec): 3 clusters Score: Raw -9977858.887731 + Penalty 3671.135410 = -9974187.752321 nChanged 111 SP:Iteration 75Q (201.859970 sec): 3 clusters Score: Raw -9977866.602179 + Penalty 3671.135410 = -9974195.466770 nChanged 103 SP:Iteration 76Q (201.995625 sec): 3 clusters Score: Raw -9977872.102881 + Penalty 3671.135410 = -9974200.967471 nChanged 72 SP:Iteration 77Q (202.133315 sec): 3 clusters Score: Raw -9977874.926228 + Penalty 3671.135410 = -9974203.790818 nChanged 47 SP:Iteration 78Q (202.264965 sec): 3 clusters Score: Raw -9977876.312552 + Penalty 3671.135410 = -9974205.177142 nChanged 39 SP:Iteration 79Q (202.400776 sec): 3 clusters Score: Raw -9977877.424144 + Penalty 3671.135410 = -9974206.288734 nChanged 32 SP:Iteration 80F (202.546481 sec): 3 clusters Score: Raw -9977878.559525 + Penalty 3671.135410 = -9974207.424115 nChanged 32 SP:Iteration 81Q (202.679925 sec): 3 clusters Score: Raw -9977879.434711 + Penalty 3671.135410 = -9974208.299301 nChanged 19 SP:Iteration 82Q (202.826841 sec): 3 clusters Score: Raw -9977879.814977 + Penalty 3671.135410 = -9974208.679567 nChanged 10 SP:Iteration 83Q (202.971039 sec): 3 clusters Score: Raw -9977880.039962 + Penalty 3671.135410 = -9974208.904552 nChanged 7 SP:Iteration 84Q (203.106483 sec): 3 clusters Score: Raw -9977880.161189 + Penalty 3671.135410 = -9974209.025779 nChanged 4 SP:Iteration 85Q (203.245637 sec): 3 clusters Score: Raw -9977880.263240 + Penalty 3671.135410 = -9974209.127830 nChanged 5 SP:Iteration 86Q (203.397935 sec): 3 clusters Score: Raw -9977880.345189 + Penalty 3671.135410 = -9974209.209779 nChanged 6 SP:Iteration 87Q (203.535110 sec): 3 clusters Score: Raw -9977880.418262 + Penalty 3671.135410 = -9974209.282852 nChanged 2 SP:Iteration 88Q (203.670601 sec): 3 clusters Score: Raw -9977880.439106 + Penalty 3671.135410 = -9974209.303696 nChanged 0 SP:Iteration 89F (203.813437 sec): 3 clusters Score: Raw -9977880.439106 + Penalty 3671.135410 = -9974209.303696 nChanged 0 Score: Raw -40606327.898151 + Penalty 35163.340470 = -40571164.557681 Splitting cluster 7 changes total score from -40558570.245169 to -40571164.557681 So it's getting split into cluster 2. Trying to split cluster 8 (50677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (207.010413 sec): 2 clusters Score: Raw -6053846.974997 + Penalty 1760.399459 = -6052086.575538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (207.101139 sec): 3 clusters Score: Raw -6021780.460027 + Penalty 3520.798917 = -6018259.661110 nChanged 23785 SP:Iteration 1F (207.203524 sec): 3 clusters Score: Raw -6035794.484270 + Penalty 3520.798917 = -6032273.685352 nChanged 2519 SP:Iteration 2Q (207.314050 sec): 3 clusters Score: Raw -6036805.331814 + Penalty 3520.798917 = -6033284.532897 nChanged 2676 SP:Iteration 3F (207.411488 sec): 3 clusters Score: Raw -6037988.647540 + Penalty 3520.798917 = -6034467.848622 nChanged 2779 SP:Iteration 4F (207.517529 sec): 3 clusters Score: Raw -6039389.510450 + Penalty 3520.798917 = -6035868.711533 nChanged 2856 SP:Iteration 5F (207.627913 sec): 3 clusters Score: Raw -6040965.686255 + Penalty 3520.798917 = -6037444.887337 nChanged 2946 SP:Iteration 6F (207.726925 sec): 3 clusters Score: Raw -6042751.028578 + Penalty 3520.798917 = -6039230.229661 nChanged 2834 SP:Iteration 7F (207.842836 sec): 3 clusters Score: Raw -6044620.794971 + Penalty 3520.798917 = -6041099.996053 nChanged 2568 SP:Iteration 8F (207.936584 sec): 3 clusters Score: Raw -6046280.233897 + Penalty 3520.798917 = -6042759.434980 nChanged 2129 SP:Iteration 9Q (208.060344 sec): 3 clusters Score: Raw -6047413.504448 + Penalty 3520.798917 = -6043892.705530 nChanged 1544 SP:Iteration 10Q (208.179482 sec): 3 clusters Score: Raw -6047991.781845 + Penalty 3520.798917 = -6044470.982928 nChanged 1097 SP:Iteration 11Q (208.297746 sec): 3 clusters Score: Raw -6048313.757431 + Penalty 3520.798917 = -6044792.958514 nChanged 766 SP:Iteration 12Q (208.404547 sec): 3 clusters Score: Raw -6048505.185688 + Penalty 3520.798917 = -6044984.386771 nChanged 641 SP:Iteration 13Q (208.507404 sec): 3 clusters Score: Raw -6048656.438954 + Penalty 3520.798917 = -6045135.640036 nChanged 615 SP:Iteration 14Q (208.610909 sec): 3 clusters Score: Raw -6048818.740527 + Penalty 3520.798917 = -6045297.941610 nChanged 643 SP:Iteration 15Q (208.718939 sec): 3 clusters Score: Raw -6048975.512412 + Penalty 3520.798917 = -6045454.713494 nChanged 643 SP:Iteration 16Q (208.833300 sec): 3 clusters Score: Raw -6049138.128301 + Penalty 3520.798917 = -6045617.329384 nChanged 614 SP:Iteration 17Q (208.941172 sec): 3 clusters Score: Raw -6049296.509702 + Penalty 3520.798917 = -6045775.710784 nChanged 633 SP:Iteration 18Q (209.047530 sec): 3 clusters Score: Raw -6049461.514746 + Penalty 3520.798917 = -6045940.715829 nChanged 661 SP:Iteration 19Q (209.152191 sec): 3 clusters Score: Raw -6049648.669371 + Penalty 3520.798917 = -6046127.870454 nChanged 669 SP:Iteration 20F (209.251738 sec): 3 clusters Score: Raw -6049849.301088 + Penalty 3520.798917 = -6046328.502171 nChanged 715 SP:Iteration 21Q (209.355358 sec): 3 clusters Score: Raw -6050113.688390 + Penalty 3520.798917 = -6046592.889472 nChanged 718 SP:Iteration 22Q (209.462053 sec): 3 clusters Score: Raw -6050422.335095 + Penalty 3520.798917 = -6046901.536178 nChanged 783 SP:Iteration 23Q (209.566435 sec): 3 clusters Score: Raw -6050810.823987 + Penalty 3520.798917 = -6047290.025070 nChanged 813 SP:Iteration 24Q (209.671249 sec): 3 clusters Score: Raw -6051240.730344 + Penalty 3520.798917 = -6047719.931427 nChanged 781 SP:Iteration 25Q (209.780972 sec): 3 clusters Score: Raw -6051670.794175 + Penalty 3520.798917 = -6048149.995258 nChanged 788 SP:Iteration 26Q (209.897398 sec): 3 clusters Score: Raw -6052140.539842 + Penalty 3520.798917 = -6048619.740924 nChanged 727 SP:Iteration 27Q (210.004408 sec): 3 clusters Score: Raw -6052584.565289 + Penalty 3520.798917 = -6049063.766372 nChanged 670 SP:Iteration 28Q (210.116104 sec): 3 clusters Score: Raw -6052931.834893 + Penalty 3520.798917 = -6049411.035976 nChanged 534 SP:Iteration 29Q (210.226730 sec): 3 clusters Score: Raw -6053177.641943 + Penalty 3520.798917 = -6049656.843025 nChanged 447 SP:Iteration 30Q (210.329555 sec): 3 clusters Score: Raw -6053369.068829 + Penalty 3520.798917 = -6049848.269912 nChanged 391 SP:Iteration 31Q (210.440180 sec): 3 clusters Score: Raw -6053528.937046 + Penalty 3520.798917 = -6050008.138129 nChanged 364 SP:Iteration 32Q (210.549917 sec): 3 clusters Score: Raw -6053666.898930 + Penalty 3520.798917 = -6050146.100013 nChanged 305 SP:Iteration 33Q (210.646960 sec): 3 clusters Score: Raw -6053771.460392 + Penalty 3520.798917 = -6050250.661475 nChanged 306 SP:Iteration 34Q (210.748493 sec): 3 clusters Score: Raw -6053869.320108 + Penalty 3520.798917 = -6050348.521190 nChanged 273 SP:Iteration 35Q (210.855703 sec): 3 clusters Score: Raw -6053949.884705 + Penalty 3520.798917 = -6050429.085788 nChanged 243 SP:Iteration 36Q (210.970012 sec): 3 clusters Score: Raw -6054017.905021 + Penalty 3520.798917 = -6050497.106103 nChanged 224 SP:Iteration 37Q (211.080335 sec): 3 clusters Score: Raw -6054084.039392 + Penalty 3520.798917 = -6050563.240475 nChanged 192 SP:Iteration 38Q (211.189885 sec): 3 clusters Score: Raw -6054133.667119 + Penalty 3520.798917 = -6050612.868202 nChanged 159 SP:Iteration 39Q (211.294071 sec): 3 clusters Score: Raw -6054172.959733 + Penalty 3520.798917 = -6050652.160816 nChanged 146 SP:Iteration 40F (211.405801 sec): 3 clusters Score: Raw -6054204.013213 + Penalty 3520.798917 = -6050683.214296 nChanged 134 SP:Iteration 41Q (211.511940 sec): 3 clusters Score: Raw -6054232.940637 + Penalty 3520.798917 = -6050712.141719 nChanged 116 SP:Iteration 42Q (211.622470 sec): 3 clusters Score: Raw -6054257.184746 + Penalty 3520.798917 = -6050736.385829 nChanged 113 SP:Iteration 43Q (211.724645 sec): 3 clusters Score: Raw -6054280.200741 + Penalty 3520.798917 = -6050759.401824 nChanged 88 SP:Iteration 44Q (211.834151 sec): 3 clusters Score: Raw -6054295.875976 + Penalty 3520.798917 = -6050775.077059 nChanged 76 SP:Iteration 45Q (211.933077 sec): 3 clusters Score: Raw -6054308.723743 + Penalty 3520.798917 = -6050787.924826 nChanged 62 SP:Iteration 46Q (212.030036 sec): 3 clusters Score: Raw -6054318.007557 + Penalty 3520.798917 = -6050797.208640 nChanged 53 SP:Iteration 47Q (212.131449 sec): 3 clusters Score: Raw -6054325.204638 + Penalty 3520.798917 = -6050804.405721 nChanged 55 SP:Iteration 48Q (212.231365 sec): 3 clusters Score: Raw -6054335.176493 + Penalty 3520.798917 = -6050814.377576 nChanged 67 SP:Iteration 49Q (212.341167 sec): 3 clusters Score: Raw -6054347.723418 + Penalty 3520.798917 = -6050826.924501 nChanged 68 SP:Iteration 50Q (212.445205 sec): 3 clusters Score: Raw -6054361.198245 + Penalty 3520.798917 = -6050840.399328 nChanged 66 SP:Iteration 51Q (212.548234 sec): 3 clusters Score: Raw -6054372.675579 + Penalty 3520.798917 = -6050851.876662 nChanged 62 SP:Iteration 52Q (212.646799 sec): 3 clusters Score: Raw -6054384.258127 + Penalty 3520.798917 = -6050863.459209 nChanged 69 SP:Iteration 53Q (212.747061 sec): 3 clusters Score: Raw -6054396.984553 + Penalty 3520.798917 = -6050876.185636 nChanged 59 SP:Iteration 54Q (212.843819 sec): 3 clusters Score: Raw -6054408.483557 + Penalty 3520.798917 = -6050887.684640 nChanged 59 SP:Iteration 55Q (212.946898 sec): 3 clusters Score: Raw -6054419.728756 + Penalty 3520.798917 = -6050898.929839 nChanged 53 SP:Iteration 56Q (213.052792 sec): 3 clusters Score: Raw -6054429.770492 + Penalty 3520.798917 = -6050908.971575 nChanged 35 SP:Iteration 57Q (213.156427 sec): 3 clusters Score: Raw -6054435.622959 + Penalty 3520.798917 = -6050914.824042 nChanged 31 SP:Iteration 58Q (213.257807 sec): 3 clusters Score: Raw -6054439.730240 + Penalty 3520.798917 = -6050918.931322 nChanged 30 SP:Iteration 59Q (213.348189 sec): 3 clusters Score: Raw -6054443.413519 + Penalty 3520.798917 = -6050922.614602 nChanged 17 SP:Iteration 60F (213.445914 sec): 3 clusters Score: Raw -6054445.560924 + Penalty 3520.798917 = -6050924.762007 nChanged 21 SP:Iteration 61Q (213.540762 sec): 3 clusters Score: Raw -6054447.855300 + Penalty 3520.798917 = -6050927.056383 nChanged 17 SP:Iteration 62Q (213.636382 sec): 3 clusters Score: Raw -6054449.540917 + Penalty 3520.798917 = -6050928.742000 nChanged 17 SP:Iteration 63Q (213.731003 sec): 3 clusters Score: Raw -6054451.371143 + Penalty 3520.798917 = -6050930.572226 nChanged 16 SP:Iteration 64Q (213.823586 sec): 3 clusters Score: Raw -6054453.537779 + Penalty 3520.798917 = -6050932.738861 nChanged 23 SP:Iteration 65Q (213.920505 sec): 3 clusters Score: Raw -6054456.906587 + Penalty 3520.798917 = -6050936.107670 nChanged 23 SP:Iteration 66Q (214.014345 sec): 3 clusters Score: Raw -6054459.444660 + Penalty 3520.798917 = -6050938.645743 nChanged 14 SP:Iteration 67Q (214.113602 sec): 3 clusters Score: Raw -6054460.952148 + Penalty 3520.798917 = -6050940.153231 nChanged 13 SP:Iteration 68Q (214.207068 sec): 3 clusters Score: Raw -6054462.047799 + Penalty 3520.798917 = -6050941.248882 nChanged 15 SP:Iteration 69Q (214.298806 sec): 3 clusters Score: Raw -6054464.151327 + Penalty 3520.798917 = -6050943.352410 nChanged 11 SP:Iteration 70Q (214.392571 sec): 3 clusters Score: Raw -6054465.628501 + Penalty 3520.798917 = -6050944.829584 nChanged 22 SP:Iteration 71Q (214.486901 sec): 3 clusters Score: Raw -6054469.188628 + Penalty 3520.798917 = -6050948.389711 nChanged 15 SP:Iteration 72Q (214.582213 sec): 3 clusters Score: Raw -6054471.290755 + Penalty 3520.798917 = -6050950.491837 nChanged 16 SP:Iteration 73Q (214.683983 sec): 3 clusters Score: Raw -6054473.224194 + Penalty 3520.798917 = -6050952.425277 nChanged 13 SP:Iteration 74Q (214.779625 sec): 3 clusters Score: Raw -6054474.821099 + Penalty 3520.798917 = -6050954.022182 nChanged 7 SP:Iteration 75Q (214.895015 sec): 3 clusters Score: Raw -6054475.548835 + Penalty 3520.798917 = -6050954.749918 nChanged 4 SP:Iteration 76Q (214.994665 sec): 3 clusters Score: Raw -6054475.929512 + Penalty 3520.798917 = -6050955.130595 nChanged 8 SP:Iteration 77Q (215.092913 sec): 3 clusters Score: Raw -6054476.783784 + Penalty 3520.798917 = -6050955.984867 nChanged 10 SP:Iteration 78Q (215.204829 sec): 3 clusters Score: Raw -6054478.189068 + Penalty 3520.798917 = -6050957.390151 nChanged 12 SP:Iteration 79Q (215.308158 sec): 3 clusters Score: Raw -6054479.468999 + Penalty 3520.798917 = -6050958.670082 nChanged 9 SP:Iteration 80F (215.411651 sec): 3 clusters Score: Raw -6054481.048522 + Penalty 3520.798917 = -6050960.249604 nChanged 14 SP:Iteration 81Q (215.532651 sec): 3 clusters Score: Raw -6054483.096829 + Penalty 3520.798917 = -6050962.297912 nChanged 14 SP:Iteration 82Q (215.642822 sec): 3 clusters Score: Raw -6054484.927905 + Penalty 3520.798917 = -6050964.128988 nChanged 14 SP:Iteration 83Q (215.737747 sec): 3 clusters Score: Raw -6054486.394264 + Penalty 3520.798917 = -6050965.595346 nChanged 11 SP:Iteration 84Q (215.845551 sec): 3 clusters Score: Raw -6054487.503021 + Penalty 3520.798917 = -6050966.704103 nChanged 8 SP:Iteration 85Q (215.941600 sec): 3 clusters Score: Raw -6054488.286208 + Penalty 3520.798917 = -6050967.487291 nChanged 4 SP:Iteration 86Q (216.054063 sec): 3 clusters Score: Raw -6054488.751024 + Penalty 3520.798917 = -6050967.952106 nChanged 3 SP:Iteration 87Q (216.163013 sec): 3 clusters Score: Raw -6054489.123039 + Penalty 3520.798917 = -6050968.324122 nChanged 3 SP:Iteration 88Q (216.264006 sec): 3 clusters Score: Raw -6054489.329004 + Penalty 3520.798917 = -6050968.530087 nChanged 2 SP:Iteration 89Q (216.373791 sec): 3 clusters Score: Raw -6054489.478459 + Penalty 3520.798917 = -6050968.679542 nChanged 2 SP:Iteration 90Q (216.477827 sec): 3 clusters Score: Raw -6054489.721088 + Penalty 3520.798917 = -6050968.922170 nChanged 2 SP:Iteration 91Q (216.582366 sec): 3 clusters Score: Raw -6054489.890446 + Penalty 3520.798917 = -6050969.091529 nChanged 3 SP:Iteration 92Q (216.688355 sec): 3 clusters Score: Raw -6054490.124651 + Penalty 3520.798917 = -6050969.325734 nChanged 2 SP:Iteration 93Q (216.793194 sec): 3 clusters Score: Raw -6054490.243122 + Penalty 3520.798917 = -6050969.444204 nChanged 1 SP:Iteration 94Q (216.900161 sec): 3 clusters Score: Raw -6054490.266832 + Penalty 3520.798917 = -6050969.467915 nChanged 1 SP:Iteration 95Q (217.005502 sec): 3 clusters Score: Raw -6054490.370788 + Penalty 3520.798917 = -6050969.571871 nChanged 2 SP:Iteration 96Q (217.105893 sec): 3 clusters Score: Raw -6054490.535384 + Penalty 3520.798917 = -6050969.736467 nChanged 2 SP:Iteration 97Q (217.218968 sec): 3 clusters Score: Raw -6054490.744816 + Penalty 3520.798917 = -6050969.945899 nChanged 0 SP:Iteration 98F (217.336432 sec): 3 clusters Score: Raw -6054490.744816 + Penalty 3520.798917 = -6050969.945899 nChanged 0 Trying to split cluster 9 (18650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (217.380906 sec): 2 clusters Score: Raw -2317687.416817 + Penalty 1597.960232 = -2316089.456585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.445395 sec): 3 clusters Score: Raw -2306493.219707 + Penalty 3195.920463 = -2303297.299244 nChanged 8509 SP:Iteration 1F (217.506395 sec): 3 clusters Score: Raw -2311194.305308 + Penalty 3195.920463 = -2307998.384845 nChanged 1070 SP:Iteration 2F (217.586913 sec): 3 clusters Score: Raw -2311710.463517 + Penalty 3195.920463 = -2308514.543054 nChanged 1067 SP:Iteration 3F (217.658496 sec): 3 clusters Score: Raw -2312278.475644 + Penalty 3195.920463 = -2309082.555181 nChanged 1048 SP:Iteration 4F (217.731354 sec): 3 clusters Score: Raw -2312936.136282 + Penalty 3195.920463 = -2309740.215819 nChanged 1103 SP:Iteration 5F (217.803485 sec): 3 clusters Score: Raw -2313734.173841 + Penalty 3195.920463 = -2310538.253377 nChanged 1161 SP:Iteration 6F (217.872267 sec): 3 clusters Score: Raw -2314590.438990 + Penalty 3195.920463 = -2311394.518527 nChanged 1097 SP:Iteration 7F (217.940523 sec): 3 clusters Score: Raw -2315330.670207 + Penalty 3195.920463 = -2312134.749744 nChanged 883 SP:Iteration 8Q (218.010536 sec): 3 clusters Score: Raw -2315816.343167 + Penalty 3195.920463 = -2312620.422704 nChanged 681 SP:Iteration 9Q (218.082151 sec): 3 clusters Score: Raw -2316092.360168 + Penalty 3195.920463 = -2312896.439705 nChanged 461 SP:Iteration 10Q (218.157021 sec): 3 clusters Score: Raw -2316237.290388 + Penalty 3195.920463 = -2313041.369925 nChanged 320 SP:Iteration 11Q (218.226465 sec): 3 clusters Score: Raw -2316330.277741 + Penalty 3195.920463 = -2313134.357278 nChanged 265 SP:Iteration 12Q (218.291076 sec): 3 clusters Score: Raw -2316405.573634 + Penalty 3195.920463 = -2313209.653171 nChanged 246 SP:Iteration 13Q (218.362629 sec): 3 clusters Score: Raw -2316464.782801 + Penalty 3195.920463 = -2313268.862338 nChanged 220 SP:Iteration 14Q (218.428402 sec): 3 clusters Score: Raw -2316508.059888 + Penalty 3195.920463 = -2313312.139425 nChanged 148 SP:Iteration 15Q (218.500290 sec): 3 clusters Score: Raw -2316535.731258 + Penalty 3195.920463 = -2313339.810795 nChanged 143 SP:Iteration 16Q (218.569665 sec): 3 clusters Score: Raw -2316565.300422 + Penalty 3195.920463 = -2313369.379959 nChanged 137 SP:Iteration 17Q (218.619633 sec): 3 clusters Score: Raw -2316590.940187 + Penalty 3195.920463 = -2313395.019724 nChanged 130 SP:Iteration 18Q (218.684858 sec): 3 clusters Score: Raw -2316615.121186 + Penalty 3195.920463 = -2313419.200722 nChanged 136 SP:Iteration 19Q (218.756742 sec): 3 clusters Score: Raw -2316642.803006 + Penalty 3195.920463 = -2313446.882543 nChanged 138 SP:Iteration 20F (218.819538 sec): 3 clusters Score: Raw -2316670.251434 + Penalty 3195.920463 = -2313474.330971 nChanged 125 SP:Iteration 21Q (218.892042 sec): 3 clusters Score: Raw -2316692.093207 + Penalty 3195.920463 = -2313496.172744 nChanged 110 SP:Iteration 22Q (218.955914 sec): 3 clusters Score: Raw -2316708.943475 + Penalty 3195.920463 = -2313513.023012 nChanged 102 SP:Iteration 23Q (219.015179 sec): 3 clusters Score: Raw -2316724.519344 + Penalty 3195.920463 = -2313528.598881 nChanged 87 SP:Iteration 24Q (219.082862 sec): 3 clusters Score: Raw -2316737.989314 + Penalty 3195.920463 = -2313542.068851 nChanged 84 SP:Iteration 25Q (219.146739 sec): 3 clusters Score: Raw -2316747.825293 + Penalty 3195.920463 = -2313551.904830 nChanged 67 SP:Iteration 26Q (219.204719 sec): 3 clusters Score: Raw -2316755.668934 + Penalty 3195.920463 = -2313559.748471 nChanged 61 SP:Iteration 27Q (219.271279 sec): 3 clusters Score: Raw -2316763.541441 + Penalty 3195.920463 = -2313567.620978 nChanged 75 SP:Iteration 28Q (219.342609 sec): 3 clusters Score: Raw -2316771.872271 + Penalty 3195.920463 = -2313575.951808 nChanged 58 SP:Iteration 29Q (219.400065 sec): 3 clusters Score: Raw -2316778.953856 + Penalty 3195.920463 = -2313583.033393 nChanged 63 SP:Iteration 30Q (219.459988 sec): 3 clusters Score: Raw -2316786.566872 + Penalty 3195.920463 = -2313590.646409 nChanged 56 SP:Iteration 31Q (219.526017 sec): 3 clusters Score: Raw -2316793.559943 + Penalty 3195.920463 = -2313597.639480 nChanged 53 SP:Iteration 32Q (219.597524 sec): 3 clusters Score: Raw -2316798.689247 + Penalty 3195.920463 = -2313602.768784 nChanged 58 SP:Iteration 33Q (219.659875 sec): 3 clusters Score: Raw -2316805.388511 + Penalty 3195.920463 = -2313609.468047 nChanged 57 SP:Iteration 34Q (219.725518 sec): 3 clusters Score: Raw -2316811.722715 + Penalty 3195.920463 = -2313615.802252 nChanged 50 SP:Iteration 35Q (219.790125 sec): 3 clusters Score: Raw -2316817.545678 + Penalty 3195.920463 = -2313621.625215 nChanged 49 SP:Iteration 36Q (219.849984 sec): 3 clusters Score: Raw -2316824.406562 + Penalty 3195.920463 = -2313628.486099 nChanged 62 SP:Iteration 37Q (219.916128 sec): 3 clusters Score: Raw -2316832.879667 + Penalty 3195.920463 = -2313636.959204 nChanged 68 SP:Iteration 38Q (219.984600 sec): 3 clusters Score: Raw -2316841.861291 + Penalty 3195.920463 = -2313645.940828 nChanged 63 SP:Iteration 39Q (220.057049 sec): 3 clusters Score: Raw -2316849.197936 + Penalty 3195.920463 = -2313653.277472 nChanged 61 SP:Iteration 40F (220.118641 sec): 3 clusters Score: Raw -2316856.025624 + Penalty 3195.920463 = -2313660.105161 nChanged 56 SP:Iteration 41Q (220.187512 sec): 3 clusters Score: Raw -2316861.863775 + Penalty 3195.920463 = -2313665.943312 nChanged 52 SP:Iteration 42Q (220.249865 sec): 3 clusters Score: Raw -2316867.648873 + Penalty 3195.920463 = -2313671.728410 nChanged 43 SP:Iteration 43Q (220.314056 sec): 3 clusters Score: Raw -2316872.602818 + Penalty 3195.920463 = -2313676.682355 nChanged 50 SP:Iteration 44Q (220.374287 sec): 3 clusters Score: Raw -2316878.597676 + Penalty 3195.920463 = -2313682.677212 nChanged 47 SP:Iteration 45Q (220.442346 sec): 3 clusters Score: Raw -2316884.600108 + Penalty 3195.920463 = -2313688.679645 nChanged 57 SP:Iteration 46Q (220.517100 sec): 3 clusters Score: Raw -2316890.893385 + Penalty 3195.920463 = -2313694.972922 nChanged 54 SP:Iteration 47Q (220.577676 sec): 3 clusters Score: Raw -2316897.061745 + Penalty 3195.920463 = -2313701.141282 nChanged 53 SP:Iteration 48Q (220.649308 sec): 3 clusters Score: Raw -2316903.282475 + Penalty 3195.920463 = -2313707.362012 nChanged 43 SP:Iteration 49Q (220.714338 sec): 3 clusters Score: Raw -2316907.688983 + Penalty 3195.920463 = -2313711.768520 nChanged 41 SP:Iteration 50Q (220.776414 sec): 3 clusters Score: Raw -2316912.434892 + Penalty 3195.920463 = -2313716.514429 nChanged 48 SP:Iteration 51Q (220.841471 sec): 3 clusters Score: Raw -2316918.169462 + Penalty 3195.920463 = -2313722.248999 nChanged 58 SP:Iteration 52Q (220.900025 sec): 3 clusters Score: Raw -2316924.621426 + Penalty 3195.920463 = -2313728.700963 nChanged 58 SP:Iteration 53Q (220.966063 sec): 3 clusters Score: Raw -2316931.374571 + Penalty 3195.920463 = -2313735.454108 nChanged 55 SP:Iteration 54Q (221.035421 sec): 3 clusters Score: Raw -2316938.010855 + Penalty 3195.920463 = -2313742.090392 nChanged 46 SP:Iteration 55Q (221.105094 sec): 3 clusters Score: Raw -2316943.270545 + Penalty 3195.920463 = -2313747.350082 nChanged 52 SP:Iteration 56Q (221.166664 sec): 3 clusters Score: Raw -2316949.339017 + Penalty 3195.920463 = -2313753.418554 nChanged 50 SP:Iteration 57Q (221.232860 sec): 3 clusters Score: Raw -2316954.762339 + Penalty 3195.920463 = -2313758.841876 nChanged 47 SP:Iteration 58Q (221.296054 sec): 3 clusters Score: Raw -2316960.809427 + Penalty 3195.920463 = -2313764.888964 nChanged 38 SP:Iteration 59Q (221.364589 sec): 3 clusters Score: Raw -2316964.148811 + Penalty 3195.920463 = -2313768.228348 nChanged 29 SP:Iteration 60F (221.427415 sec): 3 clusters Score: Raw -2316966.319343 + Penalty 3195.920463 = -2313770.398880 nChanged 27 SP:Iteration 61Q (221.510367 sec): 3 clusters Score: Raw -2316968.139263 + Penalty 3195.920463 = -2313772.218800 nChanged 18 SP:Iteration 62Q (221.574045 sec): 3 clusters Score: Raw -2316969.398183 + Penalty 3195.920463 = -2313773.477720 nChanged 15 SP:Iteration 63Q (221.646102 sec): 3 clusters Score: Raw -2316970.684507 + Penalty 3195.920463 = -2313774.764044 nChanged 10 SP:Iteration 64Q (221.721550 sec): 3 clusters Score: Raw -2316971.193496 + Penalty 3195.920463 = -2313775.273033 nChanged 12 SP:Iteration 65Q (221.791740 sec): 3 clusters Score: Raw -2316972.122060 + Penalty 3195.920463 = -2313776.201597 nChanged 17 SP:Iteration 66Q (221.865698 sec): 3 clusters Score: Raw -2316974.321914 + Penalty 3195.920463 = -2313778.401451 nChanged 18 SP:Iteration 67Q (221.938323 sec): 3 clusters Score: Raw -2316975.992010 + Penalty 3195.920463 = -2313780.071547 nChanged 13 SP:Iteration 68Q (222.008848 sec): 3 clusters Score: Raw -2316977.849335 + Penalty 3195.920463 = -2313781.928872 nChanged 16 SP:Iteration 69Q (222.079373 sec): 3 clusters Score: Raw -2316980.603605 + Penalty 3195.920463 = -2313784.683142 nChanged 21 SP:Iteration 70Q (222.150647 sec): 3 clusters Score: Raw -2316983.347484 + Penalty 3195.920463 = -2313787.427021 nChanged 25 SP:Iteration 71Q (222.220352 sec): 3 clusters Score: Raw -2316986.489536 + Penalty 3195.920463 = -2313790.569073 nChanged 25 SP:Iteration 72Q (222.288286 sec): 3 clusters Score: Raw -2316988.967243 + Penalty 3195.920463 = -2313793.046780 nChanged 18 SP:Iteration 73Q (222.353681 sec): 3 clusters Score: Raw -2316991.034839 + Penalty 3195.920463 = -2313795.114376 nChanged 22 SP:Iteration 74Q (222.415062 sec): 3 clusters Score: Raw -2316993.316502 + Penalty 3195.920463 = -2313797.396039 nChanged 24 SP:Iteration 75Q (222.489655 sec): 3 clusters Score: Raw -2316995.829930 + Penalty 3195.920463 = -2313799.909467 nChanged 21 SP:Iteration 76Q (222.551861 sec): 3 clusters Score: Raw -2316997.726894 + Penalty 3195.920463 = -2313801.806431 nChanged 23 SP:Iteration 77Q (222.619898 sec): 3 clusters Score: Raw -2317000.318446 + Penalty 3195.920463 = -2313804.397983 nChanged 33 SP:Iteration 78Q (222.688547 sec): 3 clusters Score: Raw -2317003.930049 + Penalty 3195.920463 = -2313808.009586 nChanged 32 SP:Iteration 79Q (222.750105 sec): 3 clusters Score: Raw -2317007.132944 + Penalty 3195.920463 = -2313811.212481 nChanged 28 SP:Iteration 80F (222.808361 sec): 3 clusters Score: Raw -2317010.082398 + Penalty 3195.920463 = -2313814.161935 nChanged 25 SP:Iteration 81Q (222.876086 sec): 3 clusters Score: Raw -2317012.688126 + Penalty 3195.920463 = -2313816.767663 nChanged 19 SP:Iteration 82Q (222.943023 sec): 3 clusters Score: Raw -2317013.855962 + Penalty 3195.920463 = -2313817.935499 nChanged 15 SP:Iteration 83Q (223.010096 sec): 3 clusters Score: Raw -2317015.015874 + Penalty 3195.920463 = -2313819.095411 nChanged 16 SP:Iteration 84Q (223.075546 sec): 3 clusters Score: Raw -2317016.535802 + Penalty 3195.920463 = -2313820.615339 nChanged 19 SP:Iteration 85Q (223.133814 sec): 3 clusters Score: Raw -2317018.516655 + Penalty 3195.920463 = -2313822.596192 nChanged 14 SP:Iteration 86Q (223.196804 sec): 3 clusters Score: Raw -2317019.492008 + Penalty 3195.920463 = -2313823.571545 nChanged 12 SP:Iteration 87Q (223.262370 sec): 3 clusters Score: Raw -2317020.480133 + Penalty 3195.920463 = -2313824.559670 nChanged 15 SP:Iteration 88Q (223.319762 sec): 3 clusters Score: Raw -2317021.731853 + Penalty 3195.920463 = -2313825.811390 nChanged 15 SP:Iteration 89Q (223.380440 sec): 3 clusters Score: Raw -2317023.004344 + Penalty 3195.920463 = -2313827.083881 nChanged 16 SP:Iteration 90Q (223.449595 sec): 3 clusters Score: Raw -2317024.236855 + Penalty 3195.920463 = -2313828.316391 nChanged 16 SP:Iteration 91Q (223.503681 sec): 3 clusters Score: Raw -2317025.360321 + Penalty 3195.920463 = -2313829.439858 nChanged 16 SP:Iteration 92Q (223.567307 sec): 3 clusters Score: Raw -2317026.918360 + Penalty 3195.920463 = -2313830.997897 nChanged 16 SP:Iteration 93Q (223.630170 sec): 3 clusters Score: Raw -2317027.942697 + Penalty 3195.920463 = -2313832.022233 nChanged 16 SP:Iteration 94Q (223.691003 sec): 3 clusters Score: Raw -2317029.274642 + Penalty 3195.920463 = -2313833.354178 nChanged 17 SP:Iteration 95Q (223.753346 sec): 3 clusters Score: Raw -2317030.699165 + Penalty 3195.920463 = -2313834.778702 nChanged 22 SP:Iteration 96Q (223.822716 sec): 3 clusters Score: Raw -2317033.012289 + Penalty 3195.920463 = -2313837.091826 nChanged 30 SP:Iteration 97Q (223.889340 sec): 3 clusters Score: Raw -2317035.673388 + Penalty 3195.920463 = -2313839.752924 nChanged 31 SP:Iteration 98Q (223.948165 sec): 3 clusters Score: Raw -2317039.212442 + Penalty 3195.920463 = -2313843.291979 nChanged 38 SP:Iteration 99Q (224.009893 sec): 3 clusters Score: Raw -2317043.218034 + Penalty 3195.920463 = -2313847.297571 nChanged 28 SP:Iteration 100F (224.064706 sec): 3 clusters Score: Raw -2317045.503101 + Penalty 3195.920463 = -2313849.582638 nChanged 29 SP:Iteration 101Q (224.128047 sec): 3 clusters Score: Raw -2317048.234023 + Penalty 3195.920463 = -2313852.313560 nChanged 32 SP:Iteration 102Q (224.203695 sec): 3 clusters Score: Raw -2317051.026587 + Penalty 3195.920463 = -2313855.106123 nChanged 31 SP:Iteration 103Q (224.262068 sec): 3 clusters Score: Raw -2317053.894678 + Penalty 3195.920463 = -2313857.974215 nChanged 25 SP:Iteration 104Q (224.327628 sec): 3 clusters Score: Raw -2317056.281730 + Penalty 3195.920463 = -2313860.361267 nChanged 25 SP:Iteration 105Q (224.402377 sec): 3 clusters Score: Raw -2317058.262844 + Penalty 3195.920463 = -2313862.342381 nChanged 24 SP:Iteration 106Q (224.457494 sec): 3 clusters Score: Raw -2317059.895709 + Penalty 3195.920463 = -2313863.975245 nChanged 18 SP:Iteration 107Q (224.517721 sec): 3 clusters Score: Raw -2317061.271905 + Penalty 3195.920463 = -2313865.351442 nChanged 18 SP:Iteration 108Q (224.574967 sec): 3 clusters Score: Raw -2317062.438332 + Penalty 3195.920463 = -2313866.517869 nChanged 14 SP:Iteration 109Q (224.632063 sec): 3 clusters Score: Raw -2317063.398807 + Penalty 3195.920463 = -2313867.478344 nChanged 16 SP:Iteration 110Q (224.694495 sec): 3 clusters Score: Raw -2317064.805993 + Penalty 3195.920463 = -2313868.885530 nChanged 20 SP:Iteration 111Q (224.760784 sec): 3 clusters Score: Raw -2317066.563734 + Penalty 3195.920463 = -2313870.643271 nChanged 19 SP:Iteration 112Q (224.826499 sec): 3 clusters Score: Raw -2317067.791190 + Penalty 3195.920463 = -2313871.870727 nChanged 10 SP:Iteration 113Q (224.904906 sec): 3 clusters Score: Raw -2317068.471718 + Penalty 3195.920463 = -2313872.551255 nChanged 8 SP:Iteration 114Q (224.964155 sec): 3 clusters Score: Raw -2317069.113180 + Penalty 3195.920463 = -2313873.192717 nChanged 7 SP:Iteration 115Q (225.037282 sec): 3 clusters Score: Raw -2317069.737323 + Penalty 3195.920463 = -2313873.816860 nChanged 3 SP:Iteration 116Q (225.100224 sec): 3 clusters Score: Raw -2317069.981410 + Penalty 3195.920463 = -2313874.060947 nChanged 3 SP:Iteration 117Q (225.179124 sec): 3 clusters Score: Raw -2317070.285446 + Penalty 3195.920463 = -2313874.364982 nChanged 5 SP:Iteration 118Q (225.243460 sec): 3 clusters Score: Raw -2317070.614641 + Penalty 3195.920463 = -2313874.694178 nChanged 5 SP:Iteration 119Q (225.310495 sec): 3 clusters Score: Raw -2317070.884268 + Penalty 3195.920463 = -2313874.963805 nChanged 2 SP:Iteration 120F (225.377288 sec): 3 clusters Score: Raw -2317070.993127 + Penalty 3195.920463 = -2313875.072664 nChanged 1 SP:Iteration 121Q (225.454157 sec): 3 clusters Score: Raw -2317071.087945 + Penalty 3195.920463 = -2313875.167482 nChanged 1 SP:Iteration 122Q (225.522141 sec): 3 clusters Score: Raw -2317071.140263 + Penalty 3195.920463 = -2313875.219800 nChanged 0 SP:Iteration 123F (225.581129 sec): 3 clusters Score: Raw -2317071.140263 + Penalty 3195.920463 = -2313875.219800 nChanged 0 Trying to split cluster 10 (5455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.619192 sec): 2 clusters Score: Raw -682474.782709 + Penalty 1398.196783 = -681076.585925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.660206 sec): 3 clusters Score: Raw -679591.500928 + Penalty 2796.393567 = -676795.107361 nChanged 2234 SP:Iteration 1F (225.711385 sec): 3 clusters Score: Raw -680763.986534 + Penalty 2796.393567 = -677967.592968 nChanged 359 SP:Iteration 2F (225.759597 sec): 3 clusters Score: Raw -680945.341287 + Penalty 2796.393567 = -678148.947720 nChanged 276 SP:Iteration 3F (225.808866 sec): 3 clusters Score: Raw -681063.328744 + Penalty 2796.393567 = -678266.935177 nChanged 217 SP:Iteration 4Q (225.859730 sec): 3 clusters Score: Raw -681163.746882 + Penalty 2796.393567 = -678367.353315 nChanged 200 SP:Iteration 5Q (225.921658 sec): 3 clusters Score: Raw -681279.889695 + Penalty 2796.393567 = -678483.496128 nChanged 222 SP:Iteration 6Q (225.973651 sec): 3 clusters Score: Raw -681458.123701 + Penalty 2796.393567 = -678661.730134 nChanged 299 SP:Iteration 7F (226.023412 sec): 3 clusters Score: Raw -681779.308566 + Penalty 2796.393567 = -678982.914999 nChanged 415 SP:Iteration 8F (226.076609 sec): 3 clusters Score: Raw -682405.810000 + Penalty 2796.393567 = -679609.416433 nChanged 518 SP:Iteration 9F (226.116182 sec): 3 clusters Score: Raw -683164.998293 + Penalty 2796.393567 = -680368.604727 nChanged 459 SP:Iteration 10F (226.167280 sec): 3 clusters Score: Raw -683634.763527 + Penalty 2796.393567 = -680838.369960 nChanged 280 SP:Iteration 11F (226.228656 sec): 3 clusters Score: Raw -683843.655380 + Penalty 2796.393567 = -681047.261813 nChanged 170 SP:Iteration 12Q (226.274393 sec): 3 clusters Score: Raw -683936.527606 + Penalty 2796.393567 = -681140.134039 nChanged 90 SP:Iteration 13Q (226.325429 sec): 3 clusters Score: Raw -683972.844608 + Penalty 2796.393567 = -681176.451041 nChanged 45 SP:Iteration 14Q (226.375600 sec): 3 clusters Score: Raw -683986.712314 + Penalty 2796.393567 = -681190.318747 nChanged 24 SP:Iteration 15Q (226.424726 sec): 3 clusters Score: Raw -683992.903797 + Penalty 2796.393567 = -681196.510230 nChanged 16 SP:Iteration 16Q (226.470678 sec): 3 clusters Score: Raw -683995.892732 + Penalty 2796.393567 = -681199.499165 nChanged 6 SP:Iteration 17Q (226.520257 sec): 3 clusters Score: Raw -683996.971641 + Penalty 2796.393567 = -681200.578074 nChanged 3 SP:Iteration 18Q (226.569239 sec): 3 clusters Score: Raw -683997.651170 + Penalty 2796.393567 = -681201.257604 nChanged 4 SP:Iteration 19Q (226.618004 sec): 3 clusters Score: Raw -683998.454033 + Penalty 2796.393567 = -681202.060466 nChanged 2 SP:Iteration 20F (226.670060 sec): 3 clusters Score: Raw -683999.029273 + Penalty 2796.393567 = -681202.635706 nChanged 2 SP:Iteration 21Q (226.713484 sec): 3 clusters Score: Raw -683999.422449 + Penalty 2796.393567 = -681203.028882 nChanged 1 SP:Iteration 22Q (226.770825 sec): 3 clusters Score: Raw -684000.114555 + Penalty 2796.393567 = -681203.720989 nChanged 2 SP:Iteration 23Q (226.810586 sec): 3 clusters Score: Raw -684000.432458 + Penalty 2796.393567 = -681204.038891 nChanged 0 SP:Iteration 24F (226.857024 sec): 3 clusters Score: Raw -684000.432458 + Penalty 2796.393567 = -681204.038891 nChanged 0 Score: Raw -40607853.547900 + Penalty 37231.772262 = -40570621.775638 Splitting cluster 10 changes total score from -40558570.245169 to -40570621.775638 So it's getting split into cluster 15. Trying to split cluster 11 (2838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (229.995207 sec): 2 clusters Score: Raw -303593.570485 + Penalty 1292.013914 = -302301.556571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (230.032487 sec): 3 clusters Score: Raw -302326.011450 + Penalty 2584.027829 = -299741.983621 nChanged 1071 SP:Iteration 1F (230.066338 sec): 3 clusters Score: Raw -303080.169223 + Penalty 2584.027829 = -300496.141394 nChanged 260 SP:Iteration 2F (230.100482 sec): 3 clusters Score: Raw -303349.439782 + Penalty 2584.027829 = -300765.411953 nChanged 215 SP:Iteration 3F (230.134626 sec): 3 clusters Score: Raw -303610.028246 + Penalty 2584.027829 = -301026.000417 nChanged 181 SP:Iteration 4F (230.177459 sec): 3 clusters Score: Raw -303837.027881 + Penalty 2584.027829 = -301253.000052 nChanged 142 SP:Iteration 5F (230.214525 sec): 3 clusters Score: Raw -303971.124265 + Penalty 2584.027829 = -301387.096436 nChanged 124 SP:Iteration 6Q (230.251038 sec): 3 clusters Score: Raw -304102.856810 + Penalty 2584.027829 = -301518.828982 nChanged 94 SP:Iteration 7Q (230.287680 sec): 3 clusters Score: Raw -304206.422782 + Penalty 2584.027829 = -301622.394953 nChanged 92 SP:Iteration 8Q (230.316624 sec): 3 clusters Score: Raw -304295.512256 + Penalty 2584.027829 = -301711.484427 nChanged 75 SP:Iteration 9Q (230.355360 sec): 3 clusters Score: Raw -304362.475478 + Penalty 2584.027829 = -301778.447649 nChanged 71 SP:Iteration 10Q (230.392656 sec): 3 clusters Score: Raw -304431.105838 + Penalty 2584.027829 = -301847.078009 nChanged 67 SP:Iteration 11Q (230.436680 sec): 3 clusters Score: Raw -304479.097741 + Penalty 2584.027829 = -301895.069912 nChanged 46 SP:Iteration 12Q (230.473381 sec): 3 clusters Score: Raw -304516.085569 + Penalty 2584.027829 = -301932.057740 nChanged 48 SP:Iteration 13Q (230.509880 sec): 3 clusters Score: Raw -304552.208435 + Penalty 2584.027829 = -301968.180607 nChanged 34 SP:Iteration 14Q (230.537591 sec): 3 clusters Score: Raw -304573.285713 + Penalty 2584.027829 = -301989.257884 nChanged 30 SP:Iteration 15Q (230.574742 sec): 3 clusters Score: Raw -304595.596456 + Penalty 2584.027829 = -302011.568627 nChanged 27 SP:Iteration 16Q (230.618512 sec): 3 clusters Score: Raw -304613.872932 + Penalty 2584.027829 = -302029.845103 nChanged 18 SP:Iteration 17Q (230.647994 sec): 3 clusters Score: Raw -304626.172199 + Penalty 2584.027829 = -302042.144371 nChanged 22 SP:Iteration 18Q (230.684769 sec): 3 clusters Score: Raw -304636.758742 + Penalty 2584.027829 = -302052.730914 nChanged 14 SP:Iteration 19Q (230.721072 sec): 3 clusters Score: Raw -304647.355817 + Penalty 2584.027829 = -302063.327988 nChanged 18 SP:Iteration 20F (230.765392 sec): 3 clusters Score: Raw -304666.239219 + Penalty 2584.027829 = -302082.211390 nChanged 28 SP:Iteration 21Q (230.794056 sec): 3 clusters Score: Raw -304692.881152 + Penalty 2584.027829 = -302108.853323 nChanged 30 SP:Iteration 22Q (230.830538 sec): 3 clusters Score: Raw -304739.950241 + Penalty 2584.027829 = -302155.922413 nChanged 38 SP:Iteration 23Q (230.866916 sec): 3 clusters Score: Raw -304791.743205 + Penalty 2584.027829 = -302207.715376 nChanged 35 SP:Iteration 24Q (230.903901 sec): 3 clusters Score: Raw -304831.918182 + Penalty 2584.027829 = -302247.890353 nChanged 18 SP:Iteration 25Q (230.940341 sec): 3 clusters Score: Raw -304848.225306 + Penalty 2584.027829 = -302264.197477 nChanged 14 SP:Iteration 26Q (230.976757 sec): 3 clusters Score: Raw -304859.689108 + Penalty 2584.027829 = -302275.661279 nChanged 8 SP:Iteration 27Q (231.012805 sec): 3 clusters Score: Raw -304863.275403 + Penalty 2584.027829 = -302279.247574 nChanged 5 SP:Iteration 28Q (231.049260 sec): 3 clusters Score: Raw -304865.440446 + Penalty 2584.027829 = -302281.412617 nChanged 4 SP:Iteration 29Q (231.093578 sec): 3 clusters Score: Raw -304869.159404 + Penalty 2584.027829 = -302285.131575 nChanged 3 SP:Iteration 30Q (231.122089 sec): 3 clusters Score: Raw -304871.274284 + Penalty 2584.027829 = -302287.246455 nChanged 5 SP:Iteration 31Q (231.158613 sec): 3 clusters Score: Raw -304875.047551 + Penalty 2584.027829 = -302291.019722 nChanged 6 SP:Iteration 32Q (231.202394 sec): 3 clusters Score: Raw -304883.141113 + Penalty 2584.027829 = -302299.113284 nChanged 10 SP:Iteration 33Q (231.230549 sec): 3 clusters Score: Raw -304891.676519 + Penalty 2584.027829 = -302307.648690 nChanged 7 SP:Iteration 34Q (231.266919 sec): 3 clusters Score: Raw -304895.781868 + Penalty 2584.027829 = -302311.754040 nChanged 6 SP:Iteration 35Q (231.303221 sec): 3 clusters Score: Raw -304899.353450 + Penalty 2584.027829 = -302315.325621 nChanged 4 SP:Iteration 36Q (231.339441 sec): 3 clusters Score: Raw -304901.074340 + Penalty 2584.027829 = -302317.046511 nChanged 2 SP:Iteration 37Q (231.383168 sec): 3 clusters Score: Raw -304901.942442 + Penalty 2584.027829 = -302317.914613 nChanged 4 SP:Iteration 38Q (231.419756 sec): 3 clusters Score: Raw -304903.399116 + Penalty 2584.027829 = -302319.371287 nChanged 0 SP:Iteration 39F (231.456519 sec): 3 clusters Score: Raw -304903.399116 + Penalty 2584.027829 = -302319.371287 nChanged 0 Score: Raw -40609163.376531 + Penalty 39300.204054 = -40569863.172477 Splitting cluster 11 changes total score from -40558570.245169 to -40569863.172477 So it's getting split into cluster 18. Trying to split cluster 12 (1764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.844272 sec): 2 clusters Score: Raw -220880.646902 + Penalty 1214.742626 = -219665.904276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.878527 sec): 3 clusters Score: Raw -220154.308438 + Penalty 2429.485252 = -217724.823187 nChanged 614 SP:Iteration 1F (234.913148 sec): 3 clusters Score: Raw -220628.590389 + Penalty 2429.485252 = -218199.105137 nChanged 158 SP:Iteration 2F (234.940348 sec): 3 clusters Score: Raw -220811.233666 + Penalty 2429.485252 = -218381.748414 nChanged 102 SP:Iteration 3F (234.973042 sec): 3 clusters Score: Raw -220983.333238 + Penalty 2429.485252 = -218553.847986 nChanged 117 SP:Iteration 4F (235.006029 sec): 3 clusters Score: Raw -221138.950558 + Penalty 2429.485252 = -218709.465306 nChanged 84 SP:Iteration 5Q (235.040475 sec): 3 clusters Score: Raw -221248.461400 + Penalty 2429.485252 = -218818.976148 nChanged 61 SP:Iteration 6Q (235.082968 sec): 3 clusters Score: Raw -221321.221553 + Penalty 2429.485252 = -218891.736301 nChanged 61 SP:Iteration 7Q (235.109463 sec): 3 clusters Score: Raw -221380.107616 + Penalty 2429.485252 = -218950.622364 nChanged 43 SP:Iteration 8Q (235.149905 sec): 3 clusters Score: Raw -221415.833575 + Penalty 2429.485252 = -218986.348323 nChanged 30 SP:Iteration 9Q (235.176755 sec): 3 clusters Score: Raw -221433.902399 + Penalty 2429.485252 = -219004.417147 nChanged 21 SP:Iteration 10Q (235.209300 sec): 3 clusters Score: Raw -221450.464463 + Penalty 2429.485252 = -219020.979211 nChanged 20 SP:Iteration 11Q (235.242078 sec): 3 clusters Score: Raw -221462.693604 + Penalty 2429.485252 = -219033.208352 nChanged 12 SP:Iteration 12Q (235.276117 sec): 3 clusters Score: Raw -221470.541373 + Penalty 2429.485252 = -219041.056121 nChanged 5 SP:Iteration 13Q (235.308135 sec): 3 clusters Score: Raw -221472.686642 + Penalty 2429.485252 = -219043.201390 nChanged 3 SP:Iteration 14Q (235.340826 sec): 3 clusters Score: Raw -221476.605165 + Penalty 2429.485252 = -219047.119913 nChanged 5 SP:Iteration 15Q (235.373601 sec): 3 clusters Score: Raw -221481.392514 + Penalty 2429.485252 = -219051.907262 nChanged 5 SP:Iteration 16Q (235.407962 sec): 3 clusters Score: Raw -221485.664824 + Penalty 2429.485252 = -219056.179572 nChanged 2 SP:Iteration 17Q (235.451472 sec): 3 clusters Score: Raw -221486.458068 + Penalty 2429.485252 = -219056.972816 nChanged 0 SP:Iteration 18F (235.484562 sec): 3 clusters Score: Raw -221486.458068 + Penalty 2429.485252 = -219056.972816 nChanged 0 Trying to split cluster 13 (1884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (235.499582 sec): 2 clusters Score: Raw -234500.889834 + Penalty 1225.437274 = -233275.452560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (235.531924 sec): 3 clusters Score: Raw -233736.522675 + Penalty 2450.874548 = -231285.648127 nChanged 656 SP:Iteration 1F (235.568018 sec): 3 clusters Score: Raw -234228.915044 + Penalty 2450.874548 = -231778.040496 nChanged 139 SP:Iteration 2F (235.603185 sec): 3 clusters Score: Raw -234332.231993 + Penalty 2450.874548 = -231881.357445 nChanged 77 SP:Iteration 3Q (235.638451 sec): 3 clusters Score: Raw -234391.670190 + Penalty 2450.874548 = -231940.795642 nChanged 63 SP:Iteration 4Q (235.671041 sec): 3 clusters Score: Raw -234446.836580 + Penalty 2450.874548 = -231995.962033 nChanged 43 SP:Iteration 5Q (235.716083 sec): 3 clusters Score: Raw -234479.885967 + Penalty 2450.874548 = -232029.011419 nChanged 48 SP:Iteration 6Q (235.751467 sec): 3 clusters Score: Raw -234518.580766 + Penalty 2450.874548 = -232067.706218 nChanged 47 SP:Iteration 7Q (235.786355 sec): 3 clusters Score: Raw -234559.549974 + Penalty 2450.874548 = -232108.675426 nChanged 42 SP:Iteration 8Q (235.815915 sec): 3 clusters Score: Raw -234589.352043 + Penalty 2450.874548 = -232138.477495 nChanged 45 SP:Iteration 9Q (235.851246 sec): 3 clusters Score: Raw -234626.308958 + Penalty 2450.874548 = -232175.434410 nChanged 48 SP:Iteration 10Q (235.887241 sec): 3 clusters Score: Raw -234672.846266 + Penalty 2450.874548 = -232221.971719 nChanged 59 SP:Iteration 11Q (235.923347 sec): 3 clusters Score: Raw -234728.092070 + Penalty 2450.874548 = -232277.217522 nChanged 67 SP:Iteration 12Q (235.957754 sec): 3 clusters Score: Raw -234789.661028 + Penalty 2450.874548 = -232338.786480 nChanged 65 SP:Iteration 13Q (235.993018 sec): 3 clusters Score: Raw -234860.397669 + Penalty 2450.874548 = -232409.523121 nChanged 66 SP:Iteration 14Q (236.027639 sec): 3 clusters Score: Raw -234954.836050 + Penalty 2450.874548 = -232503.961502 nChanged 75 SP:Iteration 15Q (236.061501 sec): 3 clusters Score: Raw -235039.411257 + Penalty 2450.874548 = -232588.536710 nChanged 58 SP:Iteration 16Q (236.099761 sec): 3 clusters Score: Raw -235099.757730 + Penalty 2450.874548 = -232648.883182 nChanged 41 SP:Iteration 17Q (236.135364 sec): 3 clusters Score: Raw -235139.507493 + Penalty 2450.874548 = -232688.632945 nChanged 28 SP:Iteration 18Q (236.168412 sec): 3 clusters Score: Raw -235167.619071 + Penalty 2450.874548 = -232716.744523 nChanged 24 SP:Iteration 19Q (236.203249 sec): 3 clusters Score: Raw -235186.867432 + Penalty 2450.874548 = -232735.992884 nChanged 8 SP:Iteration 20F (236.239269 sec): 3 clusters Score: Raw -235192.255092 + Penalty 2450.874548 = -232741.380544 nChanged 5 SP:Iteration 21Q (236.271956 sec): 3 clusters Score: Raw -235195.783955 + Penalty 2450.874548 = -232744.909407 nChanged 8 SP:Iteration 22Q (236.304563 sec): 3 clusters Score: Raw -235201.559723 + Penalty 2450.874548 = -232750.685175 nChanged 9 SP:Iteration 23Q (236.337231 sec): 3 clusters Score: Raw -235207.212784 + Penalty 2450.874548 = -232756.338236 nChanged 6 SP:Iteration 24Q (236.372398 sec): 3 clusters Score: Raw -235211.823107 + Penalty 2450.874548 = -232760.948559 nChanged 7 SP:Iteration 25Q (236.404622 sec): 3 clusters Score: Raw -235218.777437 + Penalty 2450.874548 = -232767.902889 nChanged 7 SP:Iteration 26Q (236.439925 sec): 3 clusters Score: Raw -235222.557561 + Penalty 2450.874548 = -232771.683013 nChanged 6 SP:Iteration 27Q (236.473855 sec): 3 clusters Score: Raw -235226.758040 + Penalty 2450.874548 = -232775.883492 nChanged 1 SP:Iteration 28Q (236.507697 sec): 3 clusters Score: Raw -235227.325016 + Penalty 2450.874548 = -232776.450468 nChanged 0 SP:Iteration 29F (236.542103 sec): 3 clusters Score: Raw -235227.325016 + Penalty 2450.874548 = -232776.450468 nChanged 0 Trying to split cluster 14 (1341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (236.565846 sec): 2 clusters Score: Raw -142243.285654 + Penalty 1170.190269 = -141073.095386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (236.593975 sec): 3 clusters Score: Raw -141749.403473 + Penalty 2340.380537 = -139409.022936 nChanged 452 SP:Iteration 1F (236.623415 sec): 3 clusters Score: Raw -142261.119894 + Penalty 2340.380537 = -139920.739357 nChanged 137 SP:Iteration 2F (236.655928 sec): 3 clusters Score: Raw -142400.283550 + Penalty 2340.380537 = -140059.903013 nChanged 64 SP:Iteration 3Q (236.696100 sec): 3 clusters Score: Raw -142469.708724 + Penalty 2340.380537 = -140129.328187 nChanged 53 SP:Iteration 4Q (236.721840 sec): 3 clusters Score: Raw -142529.506786 + Penalty 2340.380537 = -140189.126249 nChanged 46 SP:Iteration 5Q (236.762059 sec): 3 clusters Score: Raw -142576.910625 + Penalty 2340.380537 = -140236.530088 nChanged 30 SP:Iteration 6Q (236.797768 sec): 3 clusters Score: Raw -142617.348741 + Penalty 2340.380537 = -140276.968203 nChanged 36 SP:Iteration 7Q (236.832156 sec): 3 clusters Score: Raw -142662.858754 + Penalty 2340.380537 = -140322.478217 nChanged 34 SP:Iteration 8Q (236.856634 sec): 3 clusters Score: Raw -142708.438233 + Penalty 2340.380537 = -140368.057696 nChanged 39 SP:Iteration 9Q (236.913316 sec): 3 clusters Score: Raw -142752.344567 + Penalty 2340.380537 = -140411.964030 nChanged 24 SP:Iteration 10Q (236.957484 sec): 3 clusters Score: Raw -142788.105879 + Penalty 2340.380537 = -140447.725342 nChanged 22 SP:Iteration 11Q (237.003220 sec): 3 clusters Score: Raw -142823.921506 + Penalty 2340.380537 = -140483.540969 nChanged 28 SP:Iteration 12Q (237.042308 sec): 3 clusters Score: Raw -142854.542829 + Penalty 2340.380537 = -140514.162292 nChanged 21 SP:Iteration 13Q (237.079939 sec): 3 clusters Score: Raw -142878.656664 + Penalty 2340.380537 = -140538.276127 nChanged 19 SP:Iteration 14Q (237.125637 sec): 3 clusters Score: Raw -142898.996391 + Penalty 2340.380537 = -140558.615854 nChanged 11 SP:Iteration 15Q (237.171327 sec): 3 clusters Score: Raw -142911.856114 + Penalty 2340.380537 = -140571.475577 nChanged 14 SP:Iteration 16Q (237.215307 sec): 3 clusters Score: Raw -142925.470998 + Penalty 2340.380537 = -140585.090461 nChanged 9 SP:Iteration 17Q (237.260276 sec): 3 clusters Score: Raw -142936.732181 + Penalty 2340.380537 = -140596.351644 nChanged 6 SP:Iteration 18Q (237.305876 sec): 3 clusters Score: Raw -142944.842808 + Penalty 2340.380537 = -140604.462271 nChanged 7 SP:Iteration 19Q (237.354995 sec): 3 clusters Score: Raw -142951.133772 + Penalty 2340.380537 = -140610.753235 nChanged 5 SP:Iteration 20F (237.401076 sec): 3 clusters Score: Raw -142959.159059 + Penalty 2340.380537 = -140618.778522 nChanged 7 SP:Iteration 21Q (237.441657 sec): 3 clusters Score: Raw -142964.919754 + Penalty 2340.380537 = -140624.539217 nChanged 5 SP:Iteration 22Q (237.484609 sec): 3 clusters Score: Raw -142975.929791 + Penalty 2340.380537 = -140635.549254 nChanged 14 SP:Iteration 23Q (237.528739 sec): 3 clusters Score: Raw -143003.035315 + Penalty 2340.380537 = -140662.654778 nChanged 14 SP:Iteration 24Q (237.568666 sec): 3 clusters Score: Raw -143029.942348 + Penalty 2340.380537 = -140689.561811 nChanged 13 SP:Iteration 25Q (237.611803 sec): 3 clusters Score: Raw -143055.272197 + Penalty 2340.380537 = -140714.891660 nChanged 15 SP:Iteration 26Q (237.655808 sec): 3 clusters Score: Raw -143088.172922 + Penalty 2340.380537 = -140747.792385 nChanged 18 SP:Iteration 27Q (237.694573 sec): 3 clusters Score: Raw -143113.638338 + Penalty 2340.380537 = -140773.257801 nChanged 13 SP:Iteration 28Q (237.738408 sec): 3 clusters Score: Raw -143130.369952 + Penalty 2340.380537 = -140789.989415 nChanged 14 SP:Iteration 29Q (237.778182 sec): 3 clusters Score: Raw -143150.602615 + Penalty 2340.380537 = -140810.222078 nChanged 8 SP:Iteration 30Q (237.820773 sec): 3 clusters Score: Raw -143164.429032 + Penalty 2340.380537 = -140824.048495 nChanged 6 SP:Iteration 31Q (237.855999 sec): 3 clusters Score: Raw -143179.862848 + Penalty 2340.380537 = -140839.482311 nChanged 5 SP:Iteration 32Q (237.911170 sec): 3 clusters Score: Raw -143187.702550 + Penalty 2340.380537 = -140847.322013 nChanged 5 SP:Iteration 33Q (237.953499 sec): 3 clusters Score: Raw -143194.244850 + Penalty 2340.380537 = -140853.864313 nChanged 5 SP:Iteration 34Q (237.988978 sec): 3 clusters Score: Raw -143202.513063 + Penalty 2340.380537 = -140862.132526 nChanged 3 SP:Iteration 35Q (238.025080 sec): 3 clusters Score: Raw -143206.403814 + Penalty 2340.380537 = -140866.023277 nChanged 1 SP:Iteration 36Q (238.057559 sec): 3 clusters Score: Raw -143207.453403 + Penalty 2340.380537 = -140867.072866 nChanged 0 SP:Iteration 37F (238.097110 sec): 3 clusters Score: Raw -143207.453403 + Penalty 2340.380537 = -140867.072866 nChanged 0 Trying to split cluster 16 (7413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.125026 sec): 2 clusters Score: Raw -918667.155453 + Penalty 1448.035955 = -917219.119498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (238.175777 sec): 3 clusters Score: Raw -914659.787954 + Penalty 2896.071911 = -911763.716043 nChanged 3101 SP:Iteration 1F (238.211503 sec): 3 clusters Score: Raw -916583.137527 + Penalty 2896.071911 = -913687.065617 nChanged 672 SP:Iteration 2F (238.261871 sec): 3 clusters Score: Raw -917194.753716 + Penalty 2896.071911 = -914298.681806 nChanged 631 SP:Iteration 3F (238.298141 sec): 3 clusters Score: Raw -917802.564744 + Penalty 2896.071911 = -914906.492833 nChanged 599 SP:Iteration 4F (238.349568 sec): 3 clusters Score: Raw -918394.305407 + Penalty 2896.071911 = -915498.233497 nChanged 533 SP:Iteration 5F (238.389051 sec): 3 clusters Score: Raw -918881.574979 + Penalty 2896.071911 = -915985.503068 nChanged 417 SP:Iteration 6F (238.432954 sec): 3 clusters Score: Raw -919236.857545 + Penalty 2896.071911 = -916340.785635 nChanged 269 SP:Iteration 7Q (238.478309 sec): 3 clusters Score: Raw -919423.875902 + Penalty 2896.071911 = -916527.803992 nChanged 199 SP:Iteration 8Q (238.513115 sec): 3 clusters Score: Raw -919565.401120 + Penalty 2896.071911 = -916669.329210 nChanged 145 SP:Iteration 9Q (238.555374 sec): 3 clusters Score: Raw -919650.290653 + Penalty 2896.071911 = -916754.218742 nChanged 91 SP:Iteration 10Q (238.597886 sec): 3 clusters Score: Raw -919695.629857 + Penalty 2896.071911 = -916799.557946 nChanged 93 SP:Iteration 11Q (238.640183 sec): 3 clusters Score: Raw -919740.707884 + Penalty 2896.071911 = -916844.635974 nChanged 72 SP:Iteration 12Q (238.682158 sec): 3 clusters Score: Raw -919773.767008 + Penalty 2896.071911 = -916877.695097 nChanged 55 SP:Iteration 13Q (238.732748 sec): 3 clusters Score: Raw -919796.270314 + Penalty 2896.071911 = -916900.198404 nChanged 38 SP:Iteration 14Q (238.767645 sec): 3 clusters Score: Raw -919812.163472 + Penalty 2896.071911 = -916916.091561 nChanged 48 SP:Iteration 15Q (238.804809 sec): 3 clusters Score: Raw -919832.449923 + Penalty 2896.071911 = -916936.378013 nChanged 39 SP:Iteration 16Q (238.845260 sec): 3 clusters Score: Raw -919849.461304 + Penalty 2896.071911 = -916953.389393 nChanged 36 SP:Iteration 17Q (238.897530 sec): 3 clusters Score: Raw -919865.122501 + Penalty 2896.071911 = -916969.050590 nChanged 29 SP:Iteration 18Q (238.939685 sec): 3 clusters Score: Raw -919873.373085 + Penalty 2896.071911 = -916977.301174 nChanged 20 SP:Iteration 19Q (238.981623 sec): 3 clusters Score: Raw -919878.579718 + Penalty 2896.071911 = -916982.507807 nChanged 14 SP:Iteration 20F (239.017134 sec): 3 clusters Score: Raw -919883.521400 + Penalty 2896.071911 = -916987.449490 nChanged 17 SP:Iteration 21Q (239.059865 sec): 3 clusters Score: Raw -919890.838270 + Penalty 2896.071911 = -916994.766359 nChanged 21 SP:Iteration 22Q (239.101270 sec): 3 clusters Score: Raw -919901.294754 + Penalty 2896.071911 = -917005.222843 nChanged 18 SP:Iteration 23Q (239.150384 sec): 3 clusters Score: Raw -919910.791514 + Penalty 2896.071911 = -917014.719603 nChanged 18 SP:Iteration 24Q (239.184662 sec): 3 clusters Score: Raw -919924.467008 + Penalty 2896.071911 = -917028.395097 nChanged 21 SP:Iteration 25Q (239.224776 sec): 3 clusters Score: Raw -919936.316004 + Penalty 2896.071911 = -917040.244093 nChanged 20 SP:Iteration 26Q (239.265791 sec): 3 clusters Score: Raw -919944.122832 + Penalty 2896.071911 = -917048.050921 nChanged 15 SP:Iteration 27Q (239.307100 sec): 3 clusters Score: Raw -919949.187752 + Penalty 2896.071911 = -917053.115841 nChanged 13 SP:Iteration 28Q (239.347821 sec): 3 clusters Score: Raw -919953.618318 + Penalty 2896.071911 = -917057.546407 nChanged 11 SP:Iteration 29Q (239.390895 sec): 3 clusters Score: Raw -919957.321773 + Penalty 2896.071911 = -917061.249862 nChanged 10 SP:Iteration 30Q (239.434558 sec): 3 clusters Score: Raw -919959.920050 + Penalty 2896.071911 = -917063.848139 nChanged 4 SP:Iteration 31Q (239.475265 sec): 3 clusters Score: Raw -919960.919283 + Penalty 2896.071911 = -917064.847372 nChanged 3 SP:Iteration 32Q (239.524555 sec): 3 clusters Score: Raw -919961.441334 + Penalty 2896.071911 = -917065.369423 nChanged 1 SP:Iteration 33Q (239.560667 sec): 3 clusters Score: Raw -919961.899557 + Penalty 2896.071911 = -917065.827646 nChanged 0 SP:Iteration 34F (239.603687 sec): 3 clusters Score: Raw -919961.899557 + Penalty 2896.071911 = -917065.827646 nChanged 0 Trying to split cluster 17 (443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.618519 sec): 2 clusters Score: Raw -51293.323055 + Penalty 990.205088 = -50303.117967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.659285 sec): 3 clusters Score: Raw -51247.337563 + Penalty 1980.410175 = -49266.927388 nChanged 125 SP:Iteration 1F (239.692838 sec): 3 clusters Score: Raw -51484.885402 + Penalty 1980.410175 = -49504.475227 nChanged 36 SP:Iteration 2F (239.726467 sec): 3 clusters Score: Raw -51560.881395 + Penalty 1980.410175 = -49580.471220 nChanged 12 SP:Iteration 3Q (239.761588 sec): 3 clusters Score: Raw -51588.513293 + Penalty 1980.410175 = -49608.103117 nChanged 10 SP:Iteration 4Q (239.786861 sec): 3 clusters Score: Raw -51617.145328 + Penalty 1980.410175 = -49636.735153 nChanged 10 SP:Iteration 5Q (239.827068 sec): 3 clusters Score: Raw -51650.972203 + Penalty 1980.410175 = -49670.562028 nChanged 6 SP:Iteration 6Q (239.860151 sec): 3 clusters Score: Raw -51675.651177 + Penalty 1980.410175 = -49695.241002 nChanged 8 SP:Iteration 7Q (239.892990 sec): 3 clusters Score: Raw -51703.180777 + Penalty 1980.410175 = -49722.770601 nChanged 6 SP:Iteration 8Q (239.925260 sec): 3 clusters Score: Raw -51724.004649 + Penalty 1980.410175 = -49743.594474 nChanged 7 SP:Iteration 9Q (239.956458 sec): 3 clusters Score: Raw -51740.345162 + Penalty 1980.410175 = -49759.934986 nChanged 3 SP:Iteration 10Q (239.981706 sec): 3 clusters Score: Raw -51750.005310 + Penalty 1980.410175 = -49769.595135 nChanged 4 SP:Iteration 11Q (240.021656 sec): 3 clusters Score: Raw -51759.360473 + Penalty 1980.410175 = -49778.950297 nChanged 4 SP:Iteration 12Q (240.046630 sec): 3 clusters Score: Raw -51765.837468 + Penalty 1980.410175 = -49785.427293 nChanged 1 SP:Iteration 13Q (240.079709 sec): 3 clusters Score: Raw -51766.964565 + Penalty 1980.410175 = -49786.554390 nChanged 1 SP:Iteration 14Q (240.120597 sec): 3 clusters Score: Raw -51767.537253 + Penalty 1980.410175 = -49787.127077 nChanged 0 SP:Iteration 15F (240.144639 sec): 3 clusters Score: Raw -51767.537253 + Penalty 1980.410175 = -49787.127077 nChanged 0 Trying to split cluster 19 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.161369 sec): 2 clusters Score: Raw -174600.043037 + Penalty 1191.616240 = -173408.426797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.196451 sec): 3 clusters Score: Raw -174012.297298 + Penalty 2383.232480 = -171629.064819 nChanged 529 SP:Iteration 1F (240.239104 sec): 3 clusters Score: Raw -174701.335724 + Penalty 2383.232480 = -172318.103244 nChanged 163 SP:Iteration 2F (240.266120 sec): 3 clusters Score: Raw -175011.444707 + Penalty 2383.232480 = -172628.212227 nChanged 126 SP:Iteration 3F (240.301498 sec): 3 clusters Score: Raw -175166.673164 + Penalty 2383.232480 = -172783.440684 nChanged 73 SP:Iteration 4Q (240.347141 sec): 3 clusters Score: Raw -175259.929356 + Penalty 2383.232480 = -172876.696876 nChanged 62 SP:Iteration 5Q (240.374198 sec): 3 clusters Score: Raw -175348.060638 + Penalty 2383.232480 = -172964.828158 nChanged 52 SP:Iteration 6Q (240.407849 sec): 3 clusters Score: Raw -175416.799388 + Penalty 2383.232480 = -173033.566908 nChanged 43 SP:Iteration 7Q (240.441918 sec): 3 clusters Score: Raw -175470.535018 + Penalty 2383.232480 = -173087.302538 nChanged 38 SP:Iteration 8Q (240.483598 sec): 3 clusters Score: Raw -175519.271482 + Penalty 2383.232480 = -173136.039003 nChanged 30 SP:Iteration 9Q (240.509413 sec): 3 clusters Score: Raw -175560.830428 + Penalty 2383.232480 = -173177.597948 nChanged 26 SP:Iteration 10Q (240.543968 sec): 3 clusters Score: Raw -175601.075324 + Penalty 2383.232480 = -173217.842844 nChanged 24 SP:Iteration 11Q (240.585638 sec): 3 clusters Score: Raw -175631.906433 + Penalty 2383.232480 = -173248.673953 nChanged 15 SP:Iteration 12Q (240.617439 sec): 3 clusters Score: Raw -175649.227340 + Penalty 2383.232480 = -173265.994860 nChanged 10 SP:Iteration 13Q (240.649797 sec): 3 clusters Score: Raw -175659.993146 + Penalty 2383.232480 = -173276.760666 nChanged 5 SP:Iteration 14Q (240.684822 sec): 3 clusters Score: Raw -175665.879857 + Penalty 2383.232480 = -173282.647378 nChanged 7 SP:Iteration 15Q (240.719518 sec): 3 clusters Score: Raw -175679.013716 + Penalty 2383.232480 = -173295.781236 nChanged 4 SP:Iteration 16Q (240.756118 sec): 3 clusters Score: Raw -175688.486577 + Penalty 2383.232480 = -173305.254097 nChanged 9 SP:Iteration 17Q (240.790578 sec): 3 clusters Score: Raw -175708.320051 + Penalty 2383.232480 = -173325.087572 nChanged 9 SP:Iteration 18Q (240.834162 sec): 3 clusters Score: Raw -175723.014146 + Penalty 2383.232480 = -173339.781666 nChanged 5 SP:Iteration 19Q (240.860663 sec): 3 clusters Score: Raw -175731.852649 + Penalty 2383.232480 = -173348.620170 nChanged 6 SP:Iteration 20F (240.902221 sec): 3 clusters Score: Raw -175737.802885 + Penalty 2383.232480 = -173354.570405 nChanged 4 SP:Iteration 21Q (240.937047 sec): 3 clusters Score: Raw -175741.950454 + Penalty 2383.232480 = -173358.717975 nChanged 4 SP:Iteration 22Q (240.972221 sec): 3 clusters Score: Raw -175747.482472 + Penalty 2383.232480 = -173364.249992 nChanged 4 SP:Iteration 23Q (241.022826 sec): 3 clusters Score: Raw -175754.188026 + Penalty 2383.232480 = -173370.955546 nChanged 5 SP:Iteration 24Q (241.058538 sec): 3 clusters Score: Raw -175760.340353 + Penalty 2383.232480 = -173377.107873 nChanged 2 SP:Iteration 25Q (241.097004 sec): 3 clusters Score: Raw -175761.683133 + Penalty 2383.232480 = -173378.450653 nChanged 0 SP:Iteration 26F (241.142415 sec): 3 clusters Score: Raw -175761.683133 + Penalty 2383.232480 = -173378.450653 nChanged 0 Iteration 59Q (243.334537 sec): 20 clusters Score: Raw -40610857.741795 + Penalty 39300.204054 = -40571557.537741 nChanged 3440 Iteration 60F (246.606616 sec): 20 clusters Score: Raw -40612335.000368 + Penalty 39300.204054 = -40573034.796314 nChanged 2477 Iteration 61Q (248.481355 sec): 20 clusters Score: Raw -40613129.254545 + Penalty 39300.204054 = -40573829.050491 nChanged 1894 Iteration 62Q (250.355133 sec): 20 clusters Score: Raw -40613665.498916 + Penalty 39300.204054 = -40574365.294862 nChanged 1708 Iteration 63Q (252.210694 sec): 20 clusters Score: Raw -40614142.384460 + Penalty 39300.204054 = -40574842.180405 nChanged 1571 Iteration 64Q (254.277672 sec): 20 clusters Score: Raw -40614545.726742 + Penalty 39300.204054 = -40575245.522688 nChanged 1425 Iteration 65Q (256.242698 sec): 20 clusters Score: Raw -40614847.151205 + Penalty 39300.204054 = -40575546.947150 nChanged 1331 Iteration 66Q (258.043128 sec): 20 clusters Score: Raw -40615119.465857 + Penalty 39300.204054 = -40575819.261803 nChanged 1231 Iteration 67Q (260.176509 sec): 20 clusters Score: Raw -40615353.118255 + Penalty 39300.204054 = -40576052.914200 nChanged 1170 Iteration 68Q (262.212343 sec): 20 clusters Score: Raw -40615563.004852 + Penalty 39300.204054 = -40576262.800798 nChanged 1092 Iteration 69Q (264.032607 sec): 20 clusters Score: Raw -40615788.489052 + Penalty 39300.204054 = -40576488.284998 nChanged 1106 Iteration 70Q (266.099303 sec): 20 clusters Score: Raw -40616011.055628 + Penalty 39300.204054 = -40576710.851574 nChanged 973 Iteration 71Q (268.081024 sec): 20 clusters Score: Raw -40616183.970246 + Penalty 39300.204054 = -40576883.766192 nChanged 962 Iteration 72Q (269.889481 sec): 20 clusters Score: Raw -40616326.301756 + Penalty 39300.204054 = -40577026.097702 nChanged 862 Iteration 73Q (272.046839 sec): 20 clusters Score: Raw -40616448.604702 + Penalty 39300.204054 = -40577148.400647 nChanged 841 Iteration 74Q (274.010860 sec): 20 clusters Score: Raw -40616561.516206 + Penalty 39300.204054 = -40577261.312152 nChanged 802 Iteration 75Q (275.963472 sec): 20 clusters Score: Raw -40616671.395858 + Penalty 39300.204054 = -40577371.191804 nChanged 781 Iteration 76Q (278.079581 sec): 20 clusters Score: Raw -40616772.336818 + Penalty 39300.204054 = -40577472.132763 nChanged 750 Iteration 77Q (280.109767 sec): 20 clusters Score: Raw -40616864.711633 + Penalty 39300.204054 = -40577564.507578 nChanged 756 Iteration 78Q (282.110662 sec): 20 clusters Score: Raw -40616946.725653 + Penalty 39300.204054 = -40577646.521598 nChanged 656 Iteration 79Q (284.059802 sec): 20 clusters Score: Raw -40617014.296440 + Penalty 39300.204054 = -40577714.092386 nChanged 628 Iteration 80F (287.394233 sec): 20 clusters Score: Raw -40617086.695563 + Penalty 39300.204054 = -40577786.491509 nChanged 683 Iteration 81Q (289.553017 sec): 20 clusters Score: Raw -40617301.101951 + Penalty 39300.204054 = -40578000.897897 nChanged 659 Iteration 82Q (291.749379 sec): 20 clusters Score: Raw -40617385.013487 + Penalty 39300.204054 = -40578084.809433 nChanged 583 Iteration 83Q (293.691093 sec): 20 clusters Score: Raw -40617440.170983 + Penalty 39300.204054 = -40578139.966928 nChanged 577 Iteration 84Q (295.835388 sec): 20 clusters Score: Raw -40617491.727966 + Penalty 39300.204054 = -40578191.523911 nChanged 524 Iteration 85Q (297.990781 sec): 20 clusters Score: Raw -40617532.444268 + Penalty 39300.204054 = -40578232.240213 nChanged 499 Iteration 86Q (300.225468 sec): 20 clusters Score: Raw -40617567.311461 + Penalty 39300.204054 = -40578267.107407 nChanged 462 Iteration 87Q (302.286540 sec): 20 clusters Score: Raw -40617597.626624 + Penalty 39300.204054 = -40578297.422569 nChanged 430 Iteration 88Q (304.507737 sec): 20 clusters Score: Raw -40617634.373518 + Penalty 39300.204054 = -40578334.169464 nChanged 450 Iteration 89Q (306.685994 sec): 20 clusters Score: Raw -40617673.170469 + Penalty 39300.204054 = -40578372.966414 nChanged 443 Iteration 90Q (308.909974 sec): 20 clusters Score: Raw -40617705.192391 + Penalty 39300.204054 = -40578404.988337 nChanged 437 Iteration 91Q (310.942170 sec): 20 clusters Score: Raw -40617736.082739 + Penalty 39300.204054 = -40578435.878685 nChanged 428 Iteration 92Q (313.160172 sec): 20 clusters Score: Raw -40617766.147220 + Penalty 39300.204054 = -40578465.943166 nChanged 419 Iteration 93Q (315.367359 sec): 20 clusters Score: Raw -40617790.369201 + Penalty 39300.204054 = -40578490.165146 nChanged 389 Iteration 94Q (317.548675 sec): 20 clusters Score: Raw -40617811.186897 + Penalty 39300.204054 = -40578510.982843 nChanged 361 Iteration 95Q (319.715768 sec): 20 clusters Score: Raw -40617831.366753 + Penalty 39300.204054 = -40578531.162699 nChanged 379 Iteration 96Q (321.901760 sec): 20 clusters Score: Raw -40617852.196862 + Penalty 39300.204054 = -40578551.992807 nChanged 348 Iteration 97Q (324.036223 sec): 20 clusters Score: Raw -40617870.086073 + Penalty 39300.204054 = -40578569.882019 nChanged 312 Iteration 98Q (326.313752 sec): 20 clusters Score: Raw -40617885.158009 + Penalty 39300.204054 = -40578584.953954 nChanged 304 Writing temp clu file Because OldScore, -40578569.882019, is greater than current (better) Score,-40578584.953954 Compute initial score before splitting: Score: Raw -40617885.158009 + Penalty 39300.204054 = -40578584.953954 Trying to split cluster 1 (3093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.410478 sec): 2 clusters Score: Raw -366964.566380 + Penalty 1305.995726 = -365658.570654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.453111 sec): 3 clusters Score: Raw -365524.836318 + Penalty 2611.991451 = -362912.844867 nChanged 1158 SP:Iteration 1F (326.494309 sec): 3 clusters Score: Raw -366260.804230 + Penalty 2611.991451 = -363648.812779 nChanged 240 SP:Iteration 2F (326.522794 sec): 3 clusters Score: Raw -366401.000939 + Penalty 2611.991451 = -363789.009488 nChanged 150 SP:Iteration 3Q (326.557324 sec): 3 clusters Score: Raw -366478.446513 + Penalty 2611.991451 = -363866.455062 nChanged 122 SP:Iteration 4Q (326.599336 sec): 3 clusters Score: Raw -366544.189226 + Penalty 2611.991451 = -363932.197775 nChanged 81 SP:Iteration 5Q (326.628334 sec): 3 clusters Score: Raw -366596.322098 + Penalty 2611.991451 = -363984.330647 nChanged 75 SP:Iteration 6Q (326.671300 sec): 3 clusters Score: Raw -366632.054206 + Penalty 2611.991451 = -364020.062754 nChanged 60 SP:Iteration 7Q (326.701055 sec): 3 clusters Score: Raw -366661.342522 + Penalty 2611.991451 = -364049.351071 nChanged 52 SP:Iteration 8Q (326.739239 sec): 3 clusters Score: Raw -366690.061644 + Penalty 2611.991451 = -364078.070193 nChanged 49 SP:Iteration 9Q (326.776867 sec): 3 clusters Score: Raw -366715.377532 + Penalty 2611.991451 = -364103.386081 nChanged 40 SP:Iteration 10Q (326.813598 sec): 3 clusters Score: Raw -366731.952409 + Penalty 2611.991451 = -364119.960958 nChanged 30 SP:Iteration 11Q (326.853773 sec): 3 clusters Score: Raw -366743.742029 + Penalty 2611.991451 = -364131.750578 nChanged 36 SP:Iteration 12Q (326.896063 sec): 3 clusters Score: Raw -366761.828024 + Penalty 2611.991451 = -364149.836572 nChanged 38 SP:Iteration 13Q (326.947788 sec): 3 clusters Score: Raw -366776.933064 + Penalty 2611.991451 = -364164.941613 nChanged 29 SP:Iteration 14Q (326.986957 sec): 3 clusters Score: Raw -366787.915508 + Penalty 2611.991451 = -364175.924057 nChanged 19 SP:Iteration 15Q (327.042539 sec): 3 clusters Score: Raw -366794.531944 + Penalty 2611.991451 = -364182.540493 nChanged 17 SP:Iteration 16Q (327.089440 sec): 3 clusters Score: Raw -366801.872443 + Penalty 2611.991451 = -364189.880992 nChanged 22 SP:Iteration 17Q (327.138558 sec): 3 clusters Score: Raw -366808.471293 + Penalty 2611.991451 = -364196.479842 nChanged 14 SP:Iteration 18Q (327.185822 sec): 3 clusters Score: Raw -366812.173163 + Penalty 2611.991451 = -364200.181712 nChanged 15 SP:Iteration 19Q (327.220580 sec): 3 clusters Score: Raw -366818.114319 + Penalty 2611.991451 = -364206.122868 nChanged 10 SP:Iteration 20F (327.269748 sec): 3 clusters Score: Raw -366822.295801 + Penalty 2611.991451 = -364210.304350 nChanged 10 SP:Iteration 21Q (327.322929 sec): 3 clusters Score: Raw -366825.875142 + Penalty 2611.991451 = -364213.883691 nChanged 13 SP:Iteration 22Q (327.370800 sec): 3 clusters Score: Raw -366831.536358 + Penalty 2611.991451 = -364219.544906 nChanged 16 SP:Iteration 23Q (327.416933 sec): 3 clusters Score: Raw -366836.452970 + Penalty 2611.991451 = -364224.461518 nChanged 13 SP:Iteration 24Q (327.457461 sec): 3 clusters Score: Raw -366842.345923 + Penalty 2611.991451 = -364230.354472 nChanged 14 SP:Iteration 25Q (327.514378 sec): 3 clusters Score: Raw -366848.804882 + Penalty 2611.991451 = -364236.813431 nChanged 19 SP:Iteration 26Q (327.558213 sec): 3 clusters Score: Raw -366857.551654 + Penalty 2611.991451 = -364245.560203 nChanged 16 SP:Iteration 27Q (327.605797 sec): 3 clusters Score: Raw -366864.490484 + Penalty 2611.991451 = -364252.499033 nChanged 18 SP:Iteration 28Q (327.651945 sec): 3 clusters Score: Raw -366875.459903 + Penalty 2611.991451 = -364263.468451 nChanged 22 SP:Iteration 29Q (327.699946 sec): 3 clusters Score: Raw -366886.623198 + Penalty 2611.991451 = -364274.631747 nChanged 22 SP:Iteration 30Q (327.736176 sec): 3 clusters Score: Raw -366898.249610 + Penalty 2611.991451 = -364286.258159 nChanged 16 SP:Iteration 31Q (327.775977 sec): 3 clusters Score: Raw -366906.420471 + Penalty 2611.991451 = -364294.429019 nChanged 27 SP:Iteration 32Q (327.820041 sec): 3 clusters Score: Raw -366921.546330 + Penalty 2611.991451 = -364309.554878 nChanged 33 SP:Iteration 33Q (327.855022 sec): 3 clusters Score: Raw -366941.659011 + Penalty 2611.991451 = -364329.667560 nChanged 32 SP:Iteration 34Q (327.896777 sec): 3 clusters Score: Raw -366959.351424 + Penalty 2611.991451 = -364347.359973 nChanged 25 SP:Iteration 35Q (327.928662 sec): 3 clusters Score: Raw -366976.911042 + Penalty 2611.991451 = -364364.919590 nChanged 28 SP:Iteration 36Q (327.963122 sec): 3 clusters Score: Raw -366990.181900 + Penalty 2611.991451 = -364378.190449 nChanged 20 SP:Iteration 37Q (328.001156 sec): 3 clusters Score: Raw -367000.288842 + Penalty 2611.991451 = -364388.297390 nChanged 19 SP:Iteration 38Q (328.036375 sec): 3 clusters Score: Raw -367010.029497 + Penalty 2611.991451 = -364398.038046 nChanged 22 SP:Iteration 39Q (328.081434 sec): 3 clusters Score: Raw -367021.941166 + Penalty 2611.991451 = -364409.949715 nChanged 15 SP:Iteration 40F (328.119268 sec): 3 clusters Score: Raw -367030.163750 + Penalty 2611.991451 = -364418.172299 nChanged 17 SP:Iteration 41Q (328.152102 sec): 3 clusters Score: Raw -367040.308921 + Penalty 2611.991451 = -364428.317470 nChanged 18 SP:Iteration 42Q (328.198698 sec): 3 clusters Score: Raw -367048.942871 + Penalty 2611.991451 = -364436.951420 nChanged 17 SP:Iteration 43Q (328.236795 sec): 3 clusters Score: Raw -367064.126940 + Penalty 2611.991451 = -364452.135489 nChanged 21 SP:Iteration 44Q (328.276228 sec): 3 clusters Score: Raw -367082.194747 + Penalty 2611.991451 = -364470.203296 nChanged 23 SP:Iteration 45Q (328.314844 sec): 3 clusters Score: Raw -367095.024547 + Penalty 2611.991451 = -364483.033095 nChanged 18 SP:Iteration 46Q (328.344817 sec): 3 clusters Score: Raw -367108.552714 + Penalty 2611.991451 = -364496.561263 nChanged 14 SP:Iteration 47Q (328.382296 sec): 3 clusters Score: Raw -367116.846284 + Penalty 2611.991451 = -364504.854833 nChanged 8 SP:Iteration 48Q (328.415011 sec): 3 clusters Score: Raw -367123.509006 + Penalty 2611.991451 = -364511.517555 nChanged 14 SP:Iteration 49Q (328.449835 sec): 3 clusters Score: Raw -367133.932716 + Penalty 2611.991451 = -364521.941264 nChanged 11 SP:Iteration 50Q (328.485555 sec): 3 clusters Score: Raw -367140.725539 + Penalty 2611.991451 = -364528.734088 nChanged 11 SP:Iteration 51Q (328.528684 sec): 3 clusters Score: Raw -367146.786252 + Penalty 2611.991451 = -364534.794801 nChanged 12 SP:Iteration 52Q (328.557480 sec): 3 clusters Score: Raw -367154.303789 + Penalty 2611.991451 = -364542.312338 nChanged 10 SP:Iteration 53Q (328.591560 sec): 3 clusters Score: Raw -367160.513418 + Penalty 2611.991451 = -364548.521966 nChanged 10 SP:Iteration 54Q (328.628898 sec): 3 clusters Score: Raw -367165.931959 + Penalty 2611.991451 = -364553.940508 nChanged 9 SP:Iteration 55Q (328.666410 sec): 3 clusters Score: Raw -367171.492478 + Penalty 2611.991451 = -364559.501027 nChanged 10 SP:Iteration 56Q (328.702240 sec): 3 clusters Score: Raw -367176.638531 + Penalty 2611.991451 = -364564.647080 nChanged 4 SP:Iteration 57Q (328.738845 sec): 3 clusters Score: Raw -367178.215806 + Penalty 2611.991451 = -364566.224355 nChanged 2 SP:Iteration 58Q (328.773496 sec): 3 clusters Score: Raw -367178.765955 + Penalty 2611.991451 = -364566.774504 nChanged 2 SP:Iteration 59Q (328.810669 sec): 3 clusters Score: Raw -367179.307853 + Penalty 2611.991451 = -364567.316402 nChanged 2 SP:Iteration 60F (328.845575 sec): 3 clusters Score: Raw -367179.876683 + Penalty 2611.991451 = -364567.885232 nChanged 1 SP:Iteration 61Q (328.879620 sec): 3 clusters Score: Raw -367180.480564 + Penalty 2611.991451 = -364568.489113 nChanged 0 SP:Iteration 62F (328.911549 sec): 3 clusters Score: Raw -367180.480564 + Penalty 2611.991451 = -364568.489113 nChanged 0 Trying to split cluster 2 (27273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (328.963192 sec): 2 clusters Score: Raw -3442047.219058 + Penalty 1659.718528 = -3440387.500530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.034742 sec): 3 clusters Score: Raw -3425162.861422 + Penalty 3319.437056 = -3421843.424366 nChanged 12580 SP:Iteration 1F (329.097838 sec): 3 clusters Score: Raw -3432433.365077 + Penalty 3319.437056 = -3429113.928021 nChanged 1480 SP:Iteration 2F (329.170672 sec): 3 clusters Score: Raw -3433249.418145 + Penalty 3319.437056 = -3429929.981089 nChanged 1645 SP:Iteration 3F (329.233863 sec): 3 clusters Score: Raw -3434337.278463 + Penalty 3319.437056 = -3431017.841407 nChanged 1794 SP:Iteration 4F (329.304368 sec): 3 clusters Score: Raw -3435517.091287 + Penalty 3319.437056 = -3432197.654231 nChanged 1856 SP:Iteration 5F (329.368874 sec): 3 clusters Score: Raw -3436731.290350 + Penalty 3319.437056 = -3433411.853294 nChanged 1861 SP:Iteration 6F (329.433983 sec): 3 clusters Score: Raw -3438024.173313 + Penalty 3319.437056 = -3434704.736257 nChanged 1784 SP:Iteration 7F (329.506771 sec): 3 clusters Score: Raw -3439440.441304 + Penalty 3319.437056 = -3436121.004248 nChanged 1524 SP:Iteration 8F (329.571598 sec): 3 clusters Score: Raw -3440627.572702 + Penalty 3319.437056 = -3437308.135645 nChanged 1077 SP:Iteration 9Q (329.643295 sec): 3 clusters Score: Raw -3441309.255624 + Penalty 3319.437056 = -3437989.818568 nChanged 659 SP:Iteration 10Q (329.711803 sec): 3 clusters Score: Raw -3441643.052279 + Penalty 3319.437056 = -3438323.615223 nChanged 504 SP:Iteration 11Q (329.779130 sec): 3 clusters Score: Raw -3441877.338404 + Penalty 3319.437056 = -3438557.901348 nChanged 424 SP:Iteration 12Q (329.849812 sec): 3 clusters Score: Raw -3442084.678794 + Penalty 3319.437056 = -3438765.241738 nChanged 333 SP:Iteration 13Q (329.921068 sec): 3 clusters Score: Raw -3442246.058889 + Penalty 3319.437056 = -3438926.621833 nChanged 311 SP:Iteration 14Q (329.993664 sec): 3 clusters Score: Raw -3442387.557683 + Penalty 3319.437056 = -3439068.120627 nChanged 289 SP:Iteration 15Q (330.059934 sec): 3 clusters Score: Raw -3442515.642257 + Penalty 3319.437056 = -3439196.205201 nChanged 235 SP:Iteration 16Q (330.133619 sec): 3 clusters Score: Raw -3442603.806791 + Penalty 3319.437056 = -3439284.369735 nChanged 210 SP:Iteration 17Q (330.211625 sec): 3 clusters Score: Raw -3442670.202560 + Penalty 3319.437056 = -3439350.765504 nChanged 190 SP:Iteration 18Q (330.289856 sec): 3 clusters Score: Raw -3442728.018350 + Penalty 3319.437056 = -3439408.581294 nChanged 161 SP:Iteration 19Q (330.364567 sec): 3 clusters Score: Raw -3442778.776496 + Penalty 3319.437056 = -3439459.339439 nChanged 148 SP:Iteration 20F (330.450898 sec): 3 clusters Score: Raw -3442817.585278 + Penalty 3319.437056 = -3439498.148222 nChanged 135 SP:Iteration 21Q (330.526070 sec): 3 clusters Score: Raw -3442847.705148 + Penalty 3319.437056 = -3439528.268092 nChanged 132 SP:Iteration 22Q (330.612704 sec): 3 clusters Score: Raw -3442876.736053 + Penalty 3319.437056 = -3439557.298997 nChanged 131 SP:Iteration 23Q (330.693905 sec): 3 clusters Score: Raw -3442909.170611 + Penalty 3319.437056 = -3439589.733555 nChanged 146 SP:Iteration 24Q (330.766017 sec): 3 clusters Score: Raw -3442944.824173 + Penalty 3319.437056 = -3439625.387117 nChanged 157 SP:Iteration 25Q (330.847997 sec): 3 clusters Score: Raw -3442980.901584 + Penalty 3319.437056 = -3439661.464527 nChanged 127 SP:Iteration 26Q (330.928631 sec): 3 clusters Score: Raw -3443008.200834 + Penalty 3319.437056 = -3439688.763778 nChanged 132 SP:Iteration 27Q (331.008175 sec): 3 clusters Score: Raw -3443033.499612 + Penalty 3319.437056 = -3439714.062555 nChanged 96 SP:Iteration 28Q (331.088909 sec): 3 clusters Score: Raw -3443050.315868 + Penalty 3319.437056 = -3439730.878812 nChanged 81 SP:Iteration 29Q (331.165413 sec): 3 clusters Score: Raw -3443062.995513 + Penalty 3319.437056 = -3439743.558457 nChanged 72 SP:Iteration 30Q (331.246304 sec): 3 clusters Score: Raw -3443073.572590 + Penalty 3319.437056 = -3439754.135534 nChanged 65 SP:Iteration 31Q (331.313626 sec): 3 clusters Score: Raw -3443081.751560 + Penalty 3319.437056 = -3439762.314504 nChanged 59 SP:Iteration 32Q (331.387777 sec): 3 clusters Score: Raw -3443089.549747 + Penalty 3319.437056 = -3439770.112690 nChanged 56 SP:Iteration 33Q (331.455754 sec): 3 clusters Score: Raw -3443096.908181 + Penalty 3319.437056 = -3439777.471125 nChanged 40 SP:Iteration 34Q (331.535359 sec): 3 clusters Score: Raw -3443101.733384 + Penalty 3319.437056 = -3439782.296328 nChanged 32 SP:Iteration 35Q (331.610689 sec): 3 clusters Score: Raw -3443105.579391 + Penalty 3319.437056 = -3439786.142335 nChanged 31 SP:Iteration 36Q (331.682180 sec): 3 clusters Score: Raw -3443108.833183 + Penalty 3319.437056 = -3439789.396127 nChanged 24 SP:Iteration 37Q (331.755265 sec): 3 clusters Score: Raw -3443111.224391 + Penalty 3319.437056 = -3439791.787335 nChanged 23 SP:Iteration 38Q (331.825483 sec): 3 clusters Score: Raw -3443114.112759 + Penalty 3319.437056 = -3439794.675703 nChanged 27 SP:Iteration 39Q (331.896042 sec): 3 clusters Score: Raw -3443117.197926 + Penalty 3319.437056 = -3439797.760870 nChanged 28 SP:Iteration 40F (331.963767 sec): 3 clusters Score: Raw -3443120.053691 + Penalty 3319.437056 = -3439800.616635 nChanged 26 SP:Iteration 41Q (332.033590 sec): 3 clusters Score: Raw -3443122.358324 + Penalty 3319.437056 = -3439802.921268 nChanged 18 SP:Iteration 42Q (332.101118 sec): 3 clusters Score: Raw -3443124.314423 + Penalty 3319.437056 = -3439804.877366 nChanged 20 SP:Iteration 43Q (332.170284 sec): 3 clusters Score: Raw -3443125.844274 + Penalty 3319.437056 = -3439806.407217 nChanged 18 SP:Iteration 44Q (332.239541 sec): 3 clusters Score: Raw -3443127.580027 + Penalty 3319.437056 = -3439808.142971 nChanged 21 SP:Iteration 45Q (332.309482 sec): 3 clusters Score: Raw -3443129.728560 + Penalty 3319.437056 = -3439810.291503 nChanged 25 SP:Iteration 46Q (332.378145 sec): 3 clusters Score: Raw -3443132.751654 + Penalty 3319.437056 = -3439813.314598 nChanged 27 SP:Iteration 47Q (332.446579 sec): 3 clusters Score: Raw -3443135.173010 + Penalty 3319.437056 = -3439815.735953 nChanged 19 SP:Iteration 48Q (332.515445 sec): 3 clusters Score: Raw -3443137.147228 + Penalty 3319.437056 = -3439817.710172 nChanged 27 SP:Iteration 49Q (332.584487 sec): 3 clusters Score: Raw -3443139.542186 + Penalty 3319.437056 = -3439820.105129 nChanged 18 SP:Iteration 50Q (332.653379 sec): 3 clusters Score: Raw -3443141.484921 + Penalty 3319.437056 = -3439822.047865 nChanged 20 SP:Iteration 51Q (332.721894 sec): 3 clusters Score: Raw -3443143.464714 + Penalty 3319.437056 = -3439824.027658 nChanged 20 SP:Iteration 52Q (332.790056 sec): 3 clusters Score: Raw -3443145.339654 + Penalty 3319.437056 = -3439825.902598 nChanged 19 SP:Iteration 53Q (332.858220 sec): 3 clusters Score: Raw -3443147.453805 + Penalty 3319.437056 = -3439828.016749 nChanged 21 SP:Iteration 54Q (332.926152 sec): 3 clusters Score: Raw -3443150.104634 + Penalty 3319.437056 = -3439830.667578 nChanged 27 SP:Iteration 55Q (332.994931 sec): 3 clusters Score: Raw -3443153.122033 + Penalty 3319.437056 = -3439833.684977 nChanged 22 SP:Iteration 56Q (333.065087 sec): 3 clusters Score: Raw -3443155.587403 + Penalty 3319.437056 = -3439836.150347 nChanged 24 SP:Iteration 57Q (333.132882 sec): 3 clusters Score: Raw -3443157.777487 + Penalty 3319.437056 = -3439838.340431 nChanged 18 SP:Iteration 58Q (333.202672 sec): 3 clusters Score: Raw -3443159.502047 + Penalty 3319.437056 = -3439840.064990 nChanged 15 SP:Iteration 59Q (333.277217 sec): 3 clusters Score: Raw -3443160.970386 + Penalty 3319.437056 = -3439841.533330 nChanged 13 SP:Iteration 60F (333.346806 sec): 3 clusters Score: Raw -3443162.120552 + Penalty 3319.437056 = -3439842.683496 nChanged 16 SP:Iteration 61Q (333.420033 sec): 3 clusters Score: Raw -3443163.442129 + Penalty 3319.437056 = -3439844.005073 nChanged 12 SP:Iteration 62Q (333.493003 sec): 3 clusters Score: Raw -3443164.577552 + Penalty 3319.437056 = -3439845.140495 nChanged 9 SP:Iteration 63Q (333.564921 sec): 3 clusters Score: Raw -3443165.484521 + Penalty 3319.437056 = -3439846.047465 nChanged 9 SP:Iteration 64Q (333.640430 sec): 3 clusters Score: Raw -3443166.254768 + Penalty 3319.437056 = -3439846.817712 nChanged 10 SP:Iteration 65Q (333.713649 sec): 3 clusters Score: Raw -3443167.242971 + Penalty 3319.437056 = -3439847.805915 nChanged 12 SP:Iteration 66Q (333.796009 sec): 3 clusters Score: Raw -3443168.513692 + Penalty 3319.437056 = -3439849.076636 nChanged 10 SP:Iteration 67Q (333.870325 sec): 3 clusters Score: Raw -3443169.651067 + Penalty 3319.437056 = -3439850.214011 nChanged 15 SP:Iteration 68Q (333.942530 sec): 3 clusters Score: Raw -3443170.911193 + Penalty 3319.437056 = -3439851.474137 nChanged 9 SP:Iteration 69Q (334.020516 sec): 3 clusters Score: Raw -3443171.546545 + Penalty 3319.437056 = -3439852.109489 nChanged 10 SP:Iteration 70Q (334.087153 sec): 3 clusters Score: Raw -3443172.619197 + Penalty 3319.437056 = -3439853.182140 nChanged 10 SP:Iteration 71Q (334.167966 sec): 3 clusters Score: Raw -3443173.811919 + Penalty 3319.437056 = -3439854.374863 nChanged 15 SP:Iteration 72Q (334.245342 sec): 3 clusters Score: Raw -3443175.541625 + Penalty 3319.437056 = -3439856.104569 nChanged 16 SP:Iteration 73Q (334.321681 sec): 3 clusters Score: Raw -3443177.107891 + Penalty 3319.437056 = -3439857.670835 nChanged 12 SP:Iteration 74Q (334.391034 sec): 3 clusters Score: Raw -3443178.715426 + Penalty 3319.437056 = -3439859.278370 nChanged 17 SP:Iteration 75Q (334.462799 sec): 3 clusters Score: Raw -3443180.579516 + Penalty 3319.437056 = -3439861.142460 nChanged 19 SP:Iteration 76Q (334.536544 sec): 3 clusters Score: Raw -3443182.913059 + Penalty 3319.437056 = -3439863.476003 nChanged 14 SP:Iteration 77Q (334.613034 sec): 3 clusters Score: Raw -3443184.111349 + Penalty 3319.437056 = -3439864.674293 nChanged 10 SP:Iteration 78Q (334.677966 sec): 3 clusters Score: Raw -3443185.115827 + Penalty 3319.437056 = -3439865.678771 nChanged 11 SP:Iteration 79Q (334.751751 sec): 3 clusters Score: Raw -3443186.225861 + Penalty 3319.437056 = -3439866.788804 nChanged 14 SP:Iteration 80F (334.820337 sec): 3 clusters Score: Raw -3443187.533750 + Penalty 3319.437056 = -3439868.096693 nChanged 11 SP:Iteration 81Q (334.899556 sec): 3 clusters Score: Raw -3443188.730779 + Penalty 3319.437056 = -3439869.293723 nChanged 15 SP:Iteration 82Q (334.974430 sec): 3 clusters Score: Raw -3443190.179810 + Penalty 3319.437056 = -3439870.742754 nChanged 15 SP:Iteration 83Q (335.048577 sec): 3 clusters Score: Raw -3443191.732373 + Penalty 3319.437056 = -3439872.295317 nChanged 21 SP:Iteration 84Q (335.122608 sec): 3 clusters Score: Raw -3443194.236397 + Penalty 3319.437056 = -3439874.799341 nChanged 15 SP:Iteration 85Q (335.192032 sec): 3 clusters Score: Raw -3443195.889261 + Penalty 3319.437056 = -3439876.452205 nChanged 12 SP:Iteration 86Q (335.258588 sec): 3 clusters Score: Raw -3443197.360758 + Penalty 3319.437056 = -3439877.923702 nChanged 13 SP:Iteration 87Q (335.328443 sec): 3 clusters Score: Raw -3443199.252562 + Penalty 3319.437056 = -3439879.815505 nChanged 17 SP:Iteration 88Q (335.397828 sec): 3 clusters Score: Raw -3443201.524441 + Penalty 3319.437056 = -3439882.087385 nChanged 14 SP:Iteration 89Q (335.462126 sec): 3 clusters Score: Raw -3443202.824750 + Penalty 3319.437056 = -3439883.387693 nChanged 9 SP:Iteration 90Q (335.531050 sec): 3 clusters Score: Raw -3443204.072100 + Penalty 3319.437056 = -3439884.635044 nChanged 11 SP:Iteration 91Q (335.598797 sec): 3 clusters Score: Raw -3443205.225558 + Penalty 3319.437056 = -3439885.788502 nChanged 7 SP:Iteration 92Q (335.672817 sec): 3 clusters Score: Raw -3443205.691366 + Penalty 3319.437056 = -3439886.254310 nChanged 4 SP:Iteration 93Q (335.739233 sec): 3 clusters Score: Raw -3443205.982664 + Penalty 3319.437056 = -3439886.545607 nChanged 6 SP:Iteration 94Q (335.807113 sec): 3 clusters Score: Raw -3443206.551784 + Penalty 3319.437056 = -3439887.114728 nChanged 3 SP:Iteration 95Q (335.880418 sec): 3 clusters Score: Raw -3443206.808565 + Penalty 3319.437056 = -3439887.371508 nChanged 4 SP:Iteration 96Q (335.943180 sec): 3 clusters Score: Raw -3443207.056237 + Penalty 3319.437056 = -3439887.619180 nChanged 1 SP:Iteration 97Q (336.012950 sec): 3 clusters Score: Raw -3443207.155715 + Penalty 3319.437056 = -3439887.718659 nChanged 2 SP:Iteration 98Q (336.085848 sec): 3 clusters Score: Raw -3443207.269260 + Penalty 3319.437056 = -3439887.832204 nChanged 0 SP:Iteration 99F (336.153117 sec): 3 clusters Score: Raw -3443207.269260 + Penalty 3319.437056 = -3439887.832204 nChanged 0 Trying to split cluster 3 (10488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.190071 sec): 2 clusters Score: Raw -1261462.697175 + Penalty 1504.422892 = -1259958.274283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.235976 sec): 3 clusters Score: Raw -1255516.555466 + Penalty 3008.845783 = -1252507.709683 nChanged 4565 SP:Iteration 1F (336.294724 sec): 3 clusters Score: Raw -1258100.739986 + Penalty 3008.845783 = -1255091.894202 nChanged 731 SP:Iteration 2F (336.344773 sec): 3 clusters Score: Raw -1258581.405056 + Penalty 3008.845783 = -1255572.559272 nChanged 716 SP:Iteration 3F (336.388640 sec): 3 clusters Score: Raw -1259097.148329 + Penalty 3008.845783 = -1256088.302546 nChanged 676 SP:Iteration 4F (336.448715 sec): 3 clusters Score: Raw -1259590.230790 + Penalty 3008.845783 = -1256581.385007 nChanged 648 SP:Iteration 5F (336.491528 sec): 3 clusters Score: Raw -1260014.132761 + Penalty 3008.845783 = -1257005.286978 nChanged 542 SP:Iteration 6F (336.545537 sec): 3 clusters Score: Raw -1260364.442308 + Penalty 3008.845783 = -1257355.596525 nChanged 448 SP:Iteration 7Q (336.600233 sec): 3 clusters Score: Raw -1260594.949298 + Penalty 3008.845783 = -1257586.103515 nChanged 334 SP:Iteration 8Q (336.650381 sec): 3 clusters Score: Raw -1260741.622021 + Penalty 3008.845783 = -1257732.776238 nChanged 263 SP:Iteration 9Q (336.705693 sec): 3 clusters Score: Raw -1260827.721517 + Penalty 3008.845783 = -1257818.875734 nChanged 184 SP:Iteration 10Q (336.750249 sec): 3 clusters Score: Raw -1260882.645892 + Penalty 3008.845783 = -1257873.800109 nChanged 142 SP:Iteration 11Q (336.797817 sec): 3 clusters Score: Raw -1260923.183414 + Penalty 3008.845783 = -1257914.337631 nChanged 108 SP:Iteration 12Q (336.851085 sec): 3 clusters Score: Raw -1260948.031396 + Penalty 3008.845783 = -1257939.185613 nChanged 76 SP:Iteration 13Q (336.913568 sec): 3 clusters Score: Raw -1260962.230803 + Penalty 3008.845783 = -1257953.385020 nChanged 49 SP:Iteration 14Q (336.956314 sec): 3 clusters Score: Raw -1260971.483894 + Penalty 3008.845783 = -1257962.638111 nChanged 59 SP:Iteration 15Q (337.009136 sec): 3 clusters Score: Raw -1260983.239635 + Penalty 3008.845783 = -1257974.393851 nChanged 57 SP:Iteration 16Q (337.063271 sec): 3 clusters Score: Raw -1260993.312480 + Penalty 3008.845783 = -1257984.466697 nChanged 42 SP:Iteration 17Q (337.116681 sec): 3 clusters Score: Raw -1261000.585295 + Penalty 3008.845783 = -1257991.739511 nChanged 47 SP:Iteration 18Q (337.169964 sec): 3 clusters Score: Raw -1261009.193222 + Penalty 3008.845783 = -1258000.347438 nChanged 51 SP:Iteration 19Q (337.225986 sec): 3 clusters Score: Raw -1261019.629304 + Penalty 3008.845783 = -1258010.783521 nChanged 54 SP:Iteration 20F (337.283300 sec): 3 clusters Score: Raw -1261030.020469 + Penalty 3008.845783 = -1258021.174686 nChanged 51 SP:Iteration 21Q (337.339130 sec): 3 clusters Score: Raw -1261038.961863 + Penalty 3008.845783 = -1258030.116080 nChanged 54 SP:Iteration 22Q (337.397520 sec): 3 clusters Score: Raw -1261048.757623 + Penalty 3008.845783 = -1258039.911840 nChanged 54 SP:Iteration 23Q (337.455794 sec): 3 clusters Score: Raw -1261060.591910 + Penalty 3008.845783 = -1258051.746127 nChanged 64 SP:Iteration 24Q (337.511772 sec): 3 clusters Score: Raw -1261074.009769 + Penalty 3008.845783 = -1258065.163986 nChanged 57 SP:Iteration 25Q (337.577762 sec): 3 clusters Score: Raw -1261085.829829 + Penalty 3008.845783 = -1258076.984046 nChanged 58 SP:Iteration 26Q (337.630187 sec): 3 clusters Score: Raw -1261098.259654 + Penalty 3008.845783 = -1258089.413870 nChanged 62 SP:Iteration 27Q (337.689210 sec): 3 clusters Score: Raw -1261115.698924 + Penalty 3008.845783 = -1258106.853140 nChanged 71 SP:Iteration 28Q (337.754627 sec): 3 clusters Score: Raw -1261136.020079 + Penalty 3008.845783 = -1258127.174296 nChanged 72 SP:Iteration 29Q (337.812053 sec): 3 clusters Score: Raw -1261154.699616 + Penalty 3008.845783 = -1258145.853833 nChanged 82 SP:Iteration 30Q (337.867738 sec): 3 clusters Score: Raw -1261171.267629 + Penalty 3008.845783 = -1258162.421846 nChanged 59 SP:Iteration 31Q (337.924853 sec): 3 clusters Score: Raw -1261183.147204 + Penalty 3008.845783 = -1258174.301421 nChanged 63 SP:Iteration 32Q (337.973686 sec): 3 clusters Score: Raw -1261195.930512 + Penalty 3008.845783 = -1258187.084729 nChanged 60 SP:Iteration 33Q (338.038350 sec): 3 clusters Score: Raw -1261207.950567 + Penalty 3008.845783 = -1258199.104784 nChanged 53 SP:Iteration 34Q (338.094887 sec): 3 clusters Score: Raw -1261219.551821 + Penalty 3008.845783 = -1258210.706038 nChanged 63 SP:Iteration 35Q (338.152339 sec): 3 clusters Score: Raw -1261234.247632 + Penalty 3008.845783 = -1258225.401849 nChanged 66 SP:Iteration 36Q (338.200484 sec): 3 clusters Score: Raw -1261250.744936 + Penalty 3008.845783 = -1258241.899153 nChanged 64 SP:Iteration 37Q (338.252753 sec): 3 clusters Score: Raw -1261269.429092 + Penalty 3008.845783 = -1258260.583309 nChanged 73 SP:Iteration 38Q (338.314880 sec): 3 clusters Score: Raw -1261286.259195 + Penalty 3008.845783 = -1258277.413412 nChanged 70 SP:Iteration 39Q (338.364963 sec): 3 clusters Score: Raw -1261305.236444 + Penalty 3008.845783 = -1258296.390661 nChanged 86 SP:Iteration 40F (338.413049 sec): 3 clusters Score: Raw -1261328.078034 + Penalty 3008.845783 = -1258319.232251 nChanged 80 SP:Iteration 41Q (338.464657 sec): 3 clusters Score: Raw -1261348.167151 + Penalty 3008.845783 = -1258339.321368 nChanged 68 SP:Iteration 42Q (338.508218 sec): 3 clusters Score: Raw -1261366.352204 + Penalty 3008.845783 = -1258357.506421 nChanged 75 SP:Iteration 43Q (338.559645 sec): 3 clusters Score: Raw -1261381.743791 + Penalty 3008.845783 = -1258372.898008 nChanged 57 SP:Iteration 44Q (338.617374 sec): 3 clusters Score: Raw -1261394.532064 + Penalty 3008.845783 = -1258385.686280 nChanged 52 SP:Iteration 45Q (338.658576 sec): 3 clusters Score: Raw -1261406.282008 + Penalty 3008.845783 = -1258397.436225 nChanged 61 SP:Iteration 46Q (338.705163 sec): 3 clusters Score: Raw -1261419.926345 + Penalty 3008.845783 = -1258411.080562 nChanged 49 SP:Iteration 47Q (338.754324 sec): 3 clusters Score: Raw -1261430.172922 + Penalty 3008.845783 = -1258421.327138 nChanged 42 SP:Iteration 48Q (338.801659 sec): 3 clusters Score: Raw -1261439.122250 + Penalty 3008.845783 = -1258430.276467 nChanged 44 SP:Iteration 49Q (338.851810 sec): 3 clusters Score: Raw -1261448.503866 + Penalty 3008.845783 = -1258439.658083 nChanged 46 SP:Iteration 50Q (338.906432 sec): 3 clusters Score: Raw -1261459.712053 + Penalty 3008.845783 = -1258450.866269 nChanged 49 SP:Iteration 51Q (338.954351 sec): 3 clusters Score: Raw -1261468.368456 + Penalty 3008.845783 = -1258459.522672 nChanged 40 SP:Iteration 52Q (338.993879 sec): 3 clusters Score: Raw -1261474.921024 + Penalty 3008.845783 = -1258466.075241 nChanged 28 SP:Iteration 53Q (339.043352 sec): 3 clusters Score: Raw -1261479.466573 + Penalty 3008.845783 = -1258470.620789 nChanged 23 SP:Iteration 54Q (339.094055 sec): 3 clusters Score: Raw -1261482.964537 + Penalty 3008.845783 = -1258474.118754 nChanged 26 SP:Iteration 55Q (339.147167 sec): 3 clusters Score: Raw -1261488.260807 + Penalty 3008.845783 = -1258479.415023 nChanged 21 SP:Iteration 56Q (339.201934 sec): 3 clusters Score: Raw -1261491.605145 + Penalty 3008.845783 = -1258482.759362 nChanged 22 SP:Iteration 57Q (339.251460 sec): 3 clusters Score: Raw -1261494.887048 + Penalty 3008.845783 = -1258486.041265 nChanged 21 SP:Iteration 58Q (339.302111 sec): 3 clusters Score: Raw -1261498.751092 + Penalty 3008.845783 = -1258489.905309 nChanged 20 SP:Iteration 59Q (339.349511 sec): 3 clusters Score: Raw -1261502.010475 + Penalty 3008.845783 = -1258493.164692 nChanged 17 SP:Iteration 60F (339.396487 sec): 3 clusters Score: Raw -1261505.045072 + Penalty 3008.845783 = -1258496.199289 nChanged 12 SP:Iteration 61Q (339.445444 sec): 3 clusters Score: Raw -1261506.991646 + Penalty 3008.845783 = -1258498.145863 nChanged 10 SP:Iteration 62Q (339.498696 sec): 3 clusters Score: Raw -1261508.328116 + Penalty 3008.845783 = -1258499.482333 nChanged 10 SP:Iteration 63Q (339.538739 sec): 3 clusters Score: Raw -1261509.506215 + Penalty 3008.845783 = -1258500.660431 nChanged 9 SP:Iteration 64Q (339.585086 sec): 3 clusters Score: Raw -1261511.380078 + Penalty 3008.845783 = -1258502.534295 nChanged 16 SP:Iteration 65Q (339.633323 sec): 3 clusters Score: Raw -1261514.574600 + Penalty 3008.845783 = -1258505.728817 nChanged 21 SP:Iteration 66Q (339.682029 sec): 3 clusters Score: Raw -1261518.508499 + Penalty 3008.845783 = -1258509.662716 nChanged 30 SP:Iteration 67Q (339.738516 sec): 3 clusters Score: Raw -1261527.596366 + Penalty 3008.845783 = -1258518.750583 nChanged 27 SP:Iteration 68Q (339.785827 sec): 3 clusters Score: Raw -1261536.570373 + Penalty 3008.845783 = -1258527.724590 nChanged 46 SP:Iteration 69Q (339.826119 sec): 3 clusters Score: Raw -1261554.632897 + Penalty 3008.845783 = -1258545.787114 nChanged 59 SP:Iteration 70Q (339.874492 sec): 3 clusters Score: Raw -1261578.439620 + Penalty 3008.845783 = -1258569.593837 nChanged 58 SP:Iteration 71Q (339.921908 sec): 3 clusters Score: Raw -1261603.492557 + Penalty 3008.845783 = -1258594.646774 nChanged 58 SP:Iteration 72Q (339.976354 sec): 3 clusters Score: Raw -1261637.866916 + Penalty 3008.845783 = -1258629.021133 nChanged 79 SP:Iteration 73Q (340.017088 sec): 3 clusters Score: Raw -1261683.672203 + Penalty 3008.845783 = -1258674.826420 nChanged 83 SP:Iteration 74Q (340.071375 sec): 3 clusters Score: Raw -1261729.748469 + Penalty 3008.845783 = -1258720.902686 nChanged 92 SP:Iteration 75Q (340.112129 sec): 3 clusters Score: Raw -1261779.513581 + Penalty 3008.845783 = -1258770.667798 nChanged 85 SP:Iteration 76Q (340.160120 sec): 3 clusters Score: Raw -1261819.039565 + Penalty 3008.845783 = -1258810.193782 nChanged 71 SP:Iteration 77Q (340.206803 sec): 3 clusters Score: Raw -1261851.940260 + Penalty 3008.845783 = -1258843.094477 nChanged 74 SP:Iteration 78Q (340.255011 sec): 3 clusters Score: Raw -1261878.517219 + Penalty 3008.845783 = -1258869.671436 nChanged 59 SP:Iteration 79Q (340.302532 sec): 3 clusters Score: Raw -1261901.889874 + Penalty 3008.845783 = -1258893.044091 nChanged 51 SP:Iteration 80F (340.351378 sec): 3 clusters Score: Raw -1261922.733159 + Penalty 3008.845783 = -1258913.887375 nChanged 56 SP:Iteration 81Q (340.399121 sec): 3 clusters Score: Raw -1261942.326549 + Penalty 3008.845783 = -1258933.480766 nChanged 47 SP:Iteration 82Q (340.450083 sec): 3 clusters Score: Raw -1261956.950751 + Penalty 3008.845783 = -1258948.104967 nChanged 52 SP:Iteration 83Q (340.501691 sec): 3 clusters Score: Raw -1261971.455918 + Penalty 3008.845783 = -1258962.610135 nChanged 40 SP:Iteration 84Q (340.553093 sec): 3 clusters Score: Raw -1261983.513480 + Penalty 3008.845783 = -1258974.667697 nChanged 47 SP:Iteration 85Q (340.604473 sec): 3 clusters Score: Raw -1261997.428991 + Penalty 3008.845783 = -1258988.583208 nChanged 47 SP:Iteration 86Q (340.657591 sec): 3 clusters Score: Raw -1262008.883042 + Penalty 3008.845783 = -1259000.037258 nChanged 37 SP:Iteration 87Q (340.711420 sec): 3 clusters Score: Raw -1262016.415038 + Penalty 3008.845783 = -1259007.569254 nChanged 40 SP:Iteration 88Q (340.764734 sec): 3 clusters Score: Raw -1262025.008564 + Penalty 3008.845783 = -1259016.162780 nChanged 35 SP:Iteration 89Q (340.817766 sec): 3 clusters Score: Raw -1262034.737970 + Penalty 3008.845783 = -1259025.892187 nChanged 33 SP:Iteration 90Q (340.873698 sec): 3 clusters Score: Raw -1262042.925002 + Penalty 3008.845783 = -1259034.079219 nChanged 27 SP:Iteration 91Q (340.928997 sec): 3 clusters Score: Raw -1262049.223802 + Penalty 3008.845783 = -1259040.378018 nChanged 27 SP:Iteration 92Q (340.982708 sec): 3 clusters Score: Raw -1262056.121740 + Penalty 3008.845783 = -1259047.275957 nChanged 31 SP:Iteration 93Q (341.036557 sec): 3 clusters Score: Raw -1262065.431156 + Penalty 3008.845783 = -1259056.585373 nChanged 26 SP:Iteration 94Q (341.096163 sec): 3 clusters Score: Raw -1262070.541409 + Penalty 3008.845783 = -1259061.695625 nChanged 25 SP:Iteration 95Q (341.152253 sec): 3 clusters Score: Raw -1262076.589053 + Penalty 3008.845783 = -1259067.743270 nChanged 22 SP:Iteration 96Q (341.201887 sec): 3 clusters Score: Raw -1262081.002129 + Penalty 3008.845783 = -1259072.156346 nChanged 19 SP:Iteration 97Q (341.258162 sec): 3 clusters Score: Raw -1262085.097634 + Penalty 3008.845783 = -1259076.251850 nChanged 16 SP:Iteration 98Q (341.305506 sec): 3 clusters Score: Raw -1262088.079184 + Penalty 3008.845783 = -1259079.233400 nChanged 12 SP:Iteration 99Q (341.359968 sec): 3 clusters Score: Raw -1262090.419683 + Penalty 3008.845783 = -1259081.573900 nChanged 13 SP:Iteration 100F (341.421870 sec): 3 clusters Score: Raw -1262093.143136 + Penalty 3008.845783 = -1259084.297353 nChanged 16 SP:Iteration 101Q (341.468008 sec): 3 clusters Score: Raw -1262096.108444 + Penalty 3008.845783 = -1259087.262661 nChanged 11 SP:Iteration 102Q (341.522917 sec): 3 clusters Score: Raw -1262097.912079 + Penalty 3008.845783 = -1259089.066296 nChanged 10 SP:Iteration 103Q (341.587952 sec): 3 clusters Score: Raw -1262099.205731 + Penalty 3008.845783 = -1259090.359947 nChanged 9 SP:Iteration 104Q (341.641342 sec): 3 clusters Score: Raw -1262100.717677 + Penalty 3008.845783 = -1259091.871894 nChanged 9 SP:Iteration 105Q (341.699748 sec): 3 clusters Score: Raw -1262102.565994 + Penalty 3008.845783 = -1259093.720211 nChanged 14 SP:Iteration 106Q (341.757317 sec): 3 clusters Score: Raw -1262104.575970 + Penalty 3008.845783 = -1259095.730187 nChanged 9 SP:Iteration 107Q (341.802813 sec): 3 clusters Score: Raw -1262105.558412 + Penalty 3008.845783 = -1259096.712629 nChanged 4 SP:Iteration 108Q (341.860202 sec): 3 clusters Score: Raw -1262105.937860 + Penalty 3008.845783 = -1259097.092076 nChanged 3 SP:Iteration 109Q (341.905033 sec): 3 clusters Score: Raw -1262106.232981 + Penalty 3008.845783 = -1259097.387198 nChanged 3 SP:Iteration 110Q (341.956433 sec): 3 clusters Score: Raw -1262106.472041 + Penalty 3008.845783 = -1259097.626258 nChanged 2 SP:Iteration 111Q (342.005567 sec): 3 clusters Score: Raw -1262106.693930 + Penalty 3008.845783 = -1259097.848146 nChanged 1 SP:Iteration 112Q (342.050374 sec): 3 clusters Score: Raw -1262106.789945 + Penalty 3008.845783 = -1259097.944162 nChanged 1 SP:Iteration 113Q (342.110413 sec): 3 clusters Score: Raw -1262106.832491 + Penalty 3008.845783 = -1259097.986708 nChanged 0 SP:Iteration 114F (342.158268 sec): 3 clusters Score: Raw -1262106.832491 + Penalty 3008.845783 = -1259097.986708 nChanged 0 Trying to split cluster 4 (122650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (342.317396 sec): 2 clusters Score: Raw -15256312.103180 + Penalty 1904.027133 = -15254408.076047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (342.503862 sec): 3 clusters Score: Raw -15176079.245582 + Penalty 3808.054266 = -15172271.191316 nChanged 59006 SP:Iteration 1F (342.684937 sec): 3 clusters Score: Raw -15230129.464200 + Penalty 3808.054266 = -15226321.409934 nChanged 13042 SP:Iteration 2F (342.865811 sec): 3 clusters Score: Raw -15242863.669996 + Penalty 3808.054266 = -15239055.615729 nChanged 13012 SP:Iteration 3F (343.052833 sec): 3 clusters Score: Raw -15258499.978472 + Penalty 3808.054266 = -15254691.924206 nChanged 13152 SP:Iteration 4F (343.239912 sec): 3 clusters Score: Raw -15280051.675696 + Penalty 3808.054266 = -15276243.621430 nChanged 11736 SP:Iteration 5F (343.415658 sec): 3 clusters Score: Raw -15309776.005848 + Penalty 3808.054266 = -15305967.951582 nChanged 7964 SP:Iteration 6F (343.605589 sec): 3 clusters Score: Raw -15359862.223281 + Penalty 3808.054266 = -15356054.169015 nChanged 3659 SP:Iteration 7Q (343.791027 sec): 3 clusters Score: Raw -15492511.843004 + Penalty 3808.054266 = -15488703.788738 nChanged 342 Unmasked E-step: Deleting class 1 (6085 points): covariance matrix is singular SP:Iteration 8Q (343.928243 sec): 3 clusters Score: Raw -15492862.450467 + Penalty 3808.054266 = -15489054.396201 nChanged 0 SP:Iteration 9F (344.052580 sec): 2 clusters Score: Raw -15217269.078786 + Penalty 1904.027133 = -15215365.051652 nChanged 6085 SP:Iteration 10F (344.171772 sec): 2 clusters Score: Raw -15256312.103180 + Penalty 1904.027133 = -15254408.076047 nChanged 0 Trying to split cluster 5 (20809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (344.226361 sec): 2 clusters Score: Raw -2389651.526146 + Penalty 1615.760390 = -2388035.765755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (344.298425 sec): 3 clusters Score: Raw -2377061.251653 + Penalty 3231.520781 = -2373829.730872 nChanged 9408 SP:Iteration 1F (344.368943 sec): 3 clusters Score: Raw -2382196.737398 + Penalty 3231.520781 = -2378965.216617 nChanged 1226 SP:Iteration 2F (344.439685 sec): 3 clusters Score: Raw -2382782.854424 + Penalty 3231.520781 = -2379551.333643 nChanged 1298 SP:Iteration 3F (344.511464 sec): 3 clusters Score: Raw -2383506.632053 + Penalty 3231.520781 = -2380275.111272 nChanged 1352 SP:Iteration 4F (344.576474 sec): 3 clusters Score: Raw -2384421.100259 + Penalty 3231.520781 = -2381189.579478 nChanged 1515 SP:Iteration 5F (344.642720 sec): 3 clusters Score: Raw -2385508.509605 + Penalty 3231.520781 = -2382276.988824 nChanged 1463 SP:Iteration 6F (344.712846 sec): 3 clusters Score: Raw -2386500.693977 + Penalty 3231.520781 = -2383269.173196 nChanged 1172 SP:Iteration 7F (344.784905 sec): 3 clusters Score: Raw -2387198.912055 + Penalty 3231.520781 = -2383967.391274 nChanged 877 SP:Iteration 8Q (344.860860 sec): 3 clusters Score: Raw -2387613.430653 + Penalty 3231.520781 = -2384381.909872 nChanged 604 SP:Iteration 9Q (344.934708 sec): 3 clusters Score: Raw -2387879.022500 + Penalty 3231.520781 = -2384647.501719 nChanged 479 SP:Iteration 10Q (345.010430 sec): 3 clusters Score: Raw -2388117.728483 + Penalty 3231.520781 = -2384886.207702 nChanged 410 SP:Iteration 11Q (345.077033 sec): 3 clusters Score: Raw -2388333.211605 + Penalty 3231.520781 = -2385101.690824 nChanged 400 SP:Iteration 12Q (345.146790 sec): 3 clusters Score: Raw -2388573.227046 + Penalty 3231.520781 = -2385341.706265 nChanged 395 SP:Iteration 13Q (345.221268 sec): 3 clusters Score: Raw -2388783.914913 + Penalty 3231.520781 = -2385552.394132 nChanged 332 SP:Iteration 14Q (345.294899 sec): 3 clusters Score: Raw -2388950.863036 + Penalty 3231.520781 = -2385719.342255 nChanged 291 SP:Iteration 15Q (345.368986 sec): 3 clusters Score: Raw -2389089.567714 + Penalty 3231.520781 = -2385858.046933 nChanged 248 SP:Iteration 16Q (345.443141 sec): 3 clusters Score: Raw -2389196.194738 + Penalty 3231.520781 = -2385964.673957 nChanged 218 SP:Iteration 17Q (345.516566 sec): 3 clusters Score: Raw -2389283.954158 + Penalty 3231.520781 = -2386052.433377 nChanged 221 SP:Iteration 18Q (345.589558 sec): 3 clusters Score: Raw -2389366.476817 + Penalty 3231.520781 = -2386134.956036 nChanged 203 SP:Iteration 19Q (345.661288 sec): 3 clusters Score: Raw -2389433.991941 + Penalty 3231.520781 = -2386202.471160 nChanged 188 SP:Iteration 20F (345.728225 sec): 3 clusters Score: Raw -2389490.425509 + Penalty 3231.520781 = -2386258.904728 nChanged 170 SP:Iteration 21Q (345.786697 sec): 3 clusters Score: Raw -2389540.563774 + Penalty 3231.520781 = -2386309.042993 nChanged 180 SP:Iteration 22Q (345.849443 sec): 3 clusters Score: Raw -2389594.248926 + Penalty 3231.520781 = -2386362.728146 nChanged 183 SP:Iteration 23Q (345.920771 sec): 3 clusters Score: Raw -2389647.898838 + Penalty 3231.520781 = -2386416.378057 nChanged 173 SP:Iteration 24Q (345.987918 sec): 3 clusters Score: Raw -2389695.460514 + Penalty 3231.520781 = -2386463.939733 nChanged 153 SP:Iteration 25Q (346.058515 sec): 3 clusters Score: Raw -2389736.969597 + Penalty 3231.520781 = -2386505.448816 nChanged 129 SP:Iteration 26Q (346.125266 sec): 3 clusters Score: Raw -2389770.126867 + Penalty 3231.520781 = -2386538.606086 nChanged 140 SP:Iteration 27Q (346.183199 sec): 3 clusters Score: Raw -2389801.742245 + Penalty 3231.520781 = -2386570.221464 nChanged 143 SP:Iteration 28Q (346.245971 sec): 3 clusters Score: Raw -2389834.881317 + Penalty 3231.520781 = -2386603.360536 nChanged 125 SP:Iteration 29Q (346.308873 sec): 3 clusters Score: Raw -2389861.230189 + Penalty 3231.520781 = -2386629.709408 nChanged 117 SP:Iteration 30Q (346.372573 sec): 3 clusters Score: Raw -2389886.505583 + Penalty 3231.520781 = -2386654.984802 nChanged 116 SP:Iteration 31Q (346.435550 sec): 3 clusters Score: Raw -2389911.021669 + Penalty 3231.520781 = -2386679.500889 nChanged 98 SP:Iteration 32Q (346.498853 sec): 3 clusters Score: Raw -2389929.025249 + Penalty 3231.520781 = -2386697.504469 nChanged 79 SP:Iteration 33Q (346.569968 sec): 3 clusters Score: Raw -2389942.958790 + Penalty 3231.520781 = -2386711.438009 nChanged 82 SP:Iteration 34Q (346.626036 sec): 3 clusters Score: Raw -2389960.732573 + Penalty 3231.520781 = -2386729.211792 nChanged 87 SP:Iteration 35Q (346.688297 sec): 3 clusters Score: Raw -2389977.178415 + Penalty 3231.520781 = -2386745.657634 nChanged 74 SP:Iteration 36Q (346.751327 sec): 3 clusters Score: Raw -2389991.575348 + Penalty 3231.520781 = -2386760.054567 nChanged 80 SP:Iteration 37Q (346.816412 sec): 3 clusters Score: Raw -2390006.656426 + Penalty 3231.520781 = -2386775.135645 nChanged 80 SP:Iteration 38Q (346.879125 sec): 3 clusters Score: Raw -2390022.165855 + Penalty 3231.520781 = -2386790.645074 nChanged 78 SP:Iteration 39Q (346.941068 sec): 3 clusters Score: Raw -2390035.961945 + Penalty 3231.520781 = -2386804.441164 nChanged 68 SP:Iteration 40F (347.001498 sec): 3 clusters Score: Raw -2390049.885625 + Penalty 3231.520781 = -2386818.364844 nChanged 78 SP:Iteration 41Q (347.063865 sec): 3 clusters Score: Raw -2390062.890609 + Penalty 3231.520781 = -2386831.369828 nChanged 78 SP:Iteration 42Q (347.133343 sec): 3 clusters Score: Raw -2390077.251952 + Penalty 3231.520781 = -2386845.731171 nChanged 72 SP:Iteration 43Q (347.189323 sec): 3 clusters Score: Raw -2390091.064192 + Penalty 3231.520781 = -2386859.543412 nChanged 69 SP:Iteration 44Q (347.250934 sec): 3 clusters Score: Raw -2390104.431628 + Penalty 3231.520781 = -2386872.910847 nChanged 71 SP:Iteration 45Q (347.313683 sec): 3 clusters Score: Raw -2390117.712080 + Penalty 3231.520781 = -2386886.191300 nChanged 69 SP:Iteration 46Q (347.384064 sec): 3 clusters Score: Raw -2390128.833641 + Penalty 3231.520781 = -2386897.312860 nChanged 56 SP:Iteration 47Q (347.445543 sec): 3 clusters Score: Raw -2390137.436312 + Penalty 3231.520781 = -2386905.915531 nChanged 40 SP:Iteration 48Q (347.504423 sec): 3 clusters Score: Raw -2390143.807274 + Penalty 3231.520781 = -2386912.286493 nChanged 33 SP:Iteration 49Q (347.566965 sec): 3 clusters Score: Raw -2390149.103063 + Penalty 3231.520781 = -2386917.582282 nChanged 31 SP:Iteration 50Q (347.625990 sec): 3 clusters Score: Raw -2390153.491376 + Penalty 3231.520781 = -2386921.970595 nChanged 22 SP:Iteration 51Q (347.688626 sec): 3 clusters Score: Raw -2390156.766642 + Penalty 3231.520781 = -2386925.245861 nChanged 28 SP:Iteration 52Q (347.751923 sec): 3 clusters Score: Raw -2390160.551985 + Penalty 3231.520781 = -2386929.031204 nChanged 30 SP:Iteration 53Q (347.815353 sec): 3 clusters Score: Raw -2390165.257577 + Penalty 3231.520781 = -2386933.736796 nChanged 30 SP:Iteration 54Q (347.878743 sec): 3 clusters Score: Raw -2390169.240880 + Penalty 3231.520781 = -2386937.720099 nChanged 23 SP:Iteration 55Q (347.941659 sec): 3 clusters Score: Raw -2390172.337796 + Penalty 3231.520781 = -2386940.817015 nChanged 18 SP:Iteration 56Q (348.004356 sec): 3 clusters Score: Raw -2390174.870411 + Penalty 3231.520781 = -2386943.349630 nChanged 21 SP:Iteration 57Q (348.067806 sec): 3 clusters Score: Raw -2390177.789660 + Penalty 3231.520781 = -2386946.268879 nChanged 21 SP:Iteration 58Q (348.130318 sec): 3 clusters Score: Raw -2390180.177936 + Penalty 3231.520781 = -2386948.657155 nChanged 19 SP:Iteration 59Q (348.193359 sec): 3 clusters Score: Raw -2390182.331100 + Penalty 3231.520781 = -2386950.810319 nChanged 13 SP:Iteration 60F (348.259750 sec): 3 clusters Score: Raw -2390183.610277 + Penalty 3231.520781 = -2386952.089496 nChanged 13 SP:Iteration 61Q (348.324550 sec): 3 clusters Score: Raw -2390185.076796 + Penalty 3231.520781 = -2386953.556015 nChanged 13 SP:Iteration 62Q (348.395199 sec): 3 clusters Score: Raw -2390186.358912 + Penalty 3231.520781 = -2386954.838131 nChanged 13 SP:Iteration 63Q (348.466035 sec): 3 clusters Score: Raw -2390188.114964 + Penalty 3231.520781 = -2386956.594183 nChanged 13 SP:Iteration 64Q (348.537722 sec): 3 clusters Score: Raw -2390189.955836 + Penalty 3231.520781 = -2386958.435056 nChanged 9 SP:Iteration 65Q (348.606872 sec): 3 clusters Score: Raw -2390191.205127 + Penalty 3231.520781 = -2386959.684346 nChanged 8 SP:Iteration 66Q (348.675233 sec): 3 clusters Score: Raw -2390192.045128 + Penalty 3231.520781 = -2386960.524347 nChanged 7 SP:Iteration 67Q (348.746418 sec): 3 clusters Score: Raw -2390192.672182 + Penalty 3231.520781 = -2386961.151401 nChanged 4 SP:Iteration 68Q (348.818069 sec): 3 clusters Score: Raw -2390193.039662 + Penalty 3231.520781 = -2386961.518881 nChanged 1 SP:Iteration 69Q (348.889551 sec): 3 clusters Score: Raw -2390193.177062 + Penalty 3231.520781 = -2386961.656281 nChanged 4 SP:Iteration 70Q (348.957659 sec): 3 clusters Score: Raw -2390193.809681 + Penalty 3231.520781 = -2386962.288900 nChanged 6 SP:Iteration 71Q (349.029941 sec): 3 clusters Score: Raw -2390194.249360 + Penalty 3231.520781 = -2386962.728579 nChanged 4 SP:Iteration 72Q (349.096962 sec): 3 clusters Score: Raw -2390194.602616 + Penalty 3231.520781 = -2386963.081835 nChanged 3 SP:Iteration 73Q (349.166587 sec): 3 clusters Score: Raw -2390194.922786 + Penalty 3231.520781 = -2386963.402005 nChanged 9 SP:Iteration 74Q (349.238289 sec): 3 clusters Score: Raw -2390196.079653 + Penalty 3231.520781 = -2386964.558872 nChanged 8 SP:Iteration 75Q (349.306943 sec): 3 clusters Score: Raw -2390197.024376 + Penalty 3231.520781 = -2386965.503595 nChanged 9 SP:Iteration 76Q (349.374795 sec): 3 clusters Score: Raw -2390197.894223 + Penalty 3231.520781 = -2386966.373442 nChanged 10 SP:Iteration 77Q (349.441483 sec): 3 clusters Score: Raw -2390198.949092 + Penalty 3231.520781 = -2386967.428311 nChanged 13 SP:Iteration 78Q (349.507728 sec): 3 clusters Score: Raw -2390200.117312 + Penalty 3231.520781 = -2386968.596531 nChanged 10 SP:Iteration 79Q (349.568600 sec): 3 clusters Score: Raw -2390201.763747 + Penalty 3231.520781 = -2386970.242966 nChanged 15 SP:Iteration 80F (349.631115 sec): 3 clusters Score: Raw -2390204.308731 + Penalty 3231.520781 = -2386972.787950 nChanged 14 SP:Iteration 81Q (349.694974 sec): 3 clusters Score: Raw -2390206.386651 + Penalty 3231.520781 = -2386974.865871 nChanged 10 SP:Iteration 82Q (349.762485 sec): 3 clusters Score: Raw -2390207.638321 + Penalty 3231.520781 = -2386976.117540 nChanged 14 SP:Iteration 83Q (349.828411 sec): 3 clusters Score: Raw -2390210.015312 + Penalty 3231.520781 = -2386978.494531 nChanged 16 SP:Iteration 84Q (349.887912 sec): 3 clusters Score: Raw -2390212.519655 + Penalty 3231.520781 = -2386980.998874 nChanged 20 SP:Iteration 85Q (349.941143 sec): 3 clusters Score: Raw -2390215.979487 + Penalty 3231.520781 = -2386984.458706 nChanged 28 SP:Iteration 86Q (350.009285 sec): 3 clusters Score: Raw -2390220.891171 + Penalty 3231.520781 = -2386989.370391 nChanged 17 SP:Iteration 87Q (350.062496 sec): 3 clusters Score: Raw -2390223.821052 + Penalty 3231.520781 = -2386992.300271 nChanged 18 SP:Iteration 88Q (350.132070 sec): 3 clusters Score: Raw -2390226.761975 + Penalty 3231.520781 = -2386995.241194 nChanged 18 SP:Iteration 89Q (350.193263 sec): 3 clusters Score: Raw -2390229.506375 + Penalty 3231.520781 = -2386997.985594 nChanged 24 SP:Iteration 90Q (350.256529 sec): 3 clusters Score: Raw -2390233.085836 + Penalty 3231.520781 = -2387001.565055 nChanged 17 SP:Iteration 91Q (350.312507 sec): 3 clusters Score: Raw -2390235.412093 + Penalty 3231.520781 = -2387003.891313 nChanged 15 SP:Iteration 92Q (350.380465 sec): 3 clusters Score: Raw -2390238.585068 + Penalty 3231.520781 = -2387007.064287 nChanged 17 SP:Iteration 93Q (350.432649 sec): 3 clusters Score: Raw -2390241.075975 + Penalty 3231.520781 = -2387009.555194 nChanged 15 SP:Iteration 94Q (350.490160 sec): 3 clusters Score: Raw -2390242.861823 + Penalty 3231.520781 = -2387011.341042 nChanged 13 SP:Iteration 95Q (350.554081 sec): 3 clusters Score: Raw -2390245.103131 + Penalty 3231.520781 = -2387013.582351 nChanged 9 SP:Iteration 96Q (350.608021 sec): 3 clusters Score: Raw -2390246.875766 + Penalty 3231.520781 = -2387015.354986 nChanged 10 SP:Iteration 97Q (350.666663 sec): 3 clusters Score: Raw -2390247.819348 + Penalty 3231.520781 = -2387016.298567 nChanged 3 SP:Iteration 98Q (350.730232 sec): 3 clusters Score: Raw -2390248.200506 + Penalty 3231.520781 = -2387016.679725 nChanged 3 SP:Iteration 99Q (350.783284 sec): 3 clusters Score: Raw -2390248.415786 + Penalty 3231.520781 = -2387016.895005 nChanged 1 SP:Iteration 100F (350.850382 sec): 3 clusters Score: Raw -2390248.525361 + Penalty 3231.520781 = -2387017.004580 nChanged 1 SP:Iteration 101Q (350.903199 sec): 3 clusters Score: Raw -2390248.577727 + Penalty 3231.520781 = -2387017.056946 nChanged 2 SP:Iteration 102Q (350.961047 sec): 3 clusters Score: Raw -2390249.021097 + Penalty 3231.520781 = -2387017.500316 nChanged 6 SP:Iteration 103Q (351.022033 sec): 3 clusters Score: Raw -2390249.925564 + Penalty 3231.520781 = -2387018.404784 nChanged 4 SP:Iteration 104Q (351.077309 sec): 3 clusters Score: Raw -2390250.467992 + Penalty 3231.520781 = -2387018.947211 nChanged 4 SP:Iteration 105Q (351.134669 sec): 3 clusters Score: Raw -2390251.194832 + Penalty 3231.520781 = -2387019.674051 nChanged 8 SP:Iteration 106Q (351.202044 sec): 3 clusters Score: Raw -2390252.219490 + Penalty 3231.520781 = -2387020.698709 nChanged 6 SP:Iteration 107Q (351.256716 sec): 3 clusters Score: Raw -2390253.074326 + Penalty 3231.520781 = -2387021.553545 nChanged 3 SP:Iteration 108Q (351.328257 sec): 3 clusters Score: Raw -2390253.369008 + Penalty 3231.520781 = -2387021.848227 nChanged 3 SP:Iteration 109Q (351.392539 sec): 3 clusters Score: Raw -2390253.803101 + Penalty 3231.520781 = -2387022.282320 nChanged 2 SP:Iteration 110Q (351.459765 sec): 3 clusters Score: Raw -2390253.969265 + Penalty 3231.520781 = -2387022.448484 nChanged 2 SP:Iteration 111Q (351.536298 sec): 3 clusters Score: Raw -2390254.071297 + Penalty 3231.520781 = -2387022.550516 nChanged 0 SP:Iteration 112F (351.608704 sec): 3 clusters Score: Raw -2390254.071297 + Penalty 3231.520781 = -2387022.550516 nChanged 0 Trying to split cluster 6 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.631211 sec): 2 clusters Score: Raw -36902.158219 + Penalty 991.665772 = -35910.492447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.672779 sec): 3 clusters Score: Raw -37620.587459 + Penalty 1983.331543 = -35637.255915 nChanged 177 SP:Iteration 1F (351.704566 sec): 3 clusters Score: Raw -40246.872875 + Penalty 1983.331543 = -38263.541332 nChanged 46 SP:Iteration 2F (351.745752 sec): 3 clusters Score: Raw -43872.091606 + Penalty 1983.331543 = -41888.760062 nChanged 20 SP:Iteration 3Q (351.798773 sec): 3 clusters Score: Raw -45938.909830 + Penalty 1983.331543 = -43955.578287 nChanged 13 SP:Iteration 4Q (351.841548 sec): 3 clusters Score: Raw -46452.556113 + Penalty 1983.331543 = -44469.224570 nChanged 13 SP:Iteration 5Q (351.881968 sec): 3 clusters Score: Raw -47378.023445 + Penalty 1983.331543 = -45394.691902 nChanged 10 SP:Iteration 6Q (351.920463 sec): 3 clusters Score: Raw -49277.111263 + Penalty 1983.331543 = -47293.779720 nChanged 9 Unmasked E-step: Deleting class 1 (228 points): covariance matrix is singular SP:Iteration 7Q (351.941188 sec): 3 clusters Score: Raw -49300.751528 + Penalty 1983.331543 = -47317.419985 nChanged 0 SP:Iteration 8F (351.963604 sec): 2 clusters Score: Raw -14953.647685 + Penalty 991.665772 = -13961.981913 nChanged 228 SP:Iteration 9F (351.985208 sec): 2 clusters Score: Raw -36902.158219 + Penalty 991.665772 = -35910.492447 nChanged 0 Trying to split cluster 7 (50944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.065227 sec): 2 clusters Score: Raw -6314404.284435 + Penalty 1761.253369 = -6312643.031067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.172033 sec): 3 clusters Score: Raw -6281976.954313 + Penalty 3522.506737 = -6278454.447575 nChanged 23924 SP:Iteration 1F (352.276308 sec): 3 clusters Score: Raw -6297211.929332 + Penalty 3522.506737 = -6293689.422594 nChanged 3270 SP:Iteration 2F (352.380107 sec): 3 clusters Score: Raw -6300215.578629 + Penalty 3522.506737 = -6296693.071892 nChanged 4128 SP:Iteration 3F (352.478203 sec): 3 clusters Score: Raw -6305360.874985 + Penalty 3522.506737 = -6301838.368248 nChanged 5130 SP:Iteration 4F (352.584059 sec): 3 clusters Score: Raw -6312687.417909 + Penalty 3522.506737 = -6309164.911171 nChanged 5061 SP:Iteration 5F (352.683439 sec): 3 clusters Score: Raw -6319122.529474 + Penalty 3522.506737 = -6315600.022737 nChanged 3678 SP:Iteration 6F (352.785265 sec): 3 clusters Score: Raw -6322525.708573 + Penalty 3522.506737 = -6319003.201836 nChanged 2248 SP:Iteration 7Q (352.892115 sec): 3 clusters Score: Raw -6324085.062549 + Penalty 3522.506737 = -6320562.555811 nChanged 1434 SP:Iteration 8Q (352.994491 sec): 3 clusters Score: Raw -6324809.148009 + Penalty 3522.506737 = -6321286.641272 nChanged 908 SP:Iteration 9Q (353.091915 sec): 3 clusters Score: Raw -6325111.418785 + Penalty 3522.506737 = -6321588.912047 nChanged 547 SP:Iteration 10Q (353.196393 sec): 3 clusters Score: Raw -6325232.996950 + Penalty 3522.506737 = -6321710.490212 nChanged 346 SP:Iteration 11Q (353.291749 sec): 3 clusters Score: Raw -6325289.546051 + Penalty 3522.506737 = -6321767.039314 nChanged 231 SP:Iteration 12Q (353.386308 sec): 3 clusters Score: Raw -6325312.778497 + Penalty 3522.506737 = -6321790.271760 nChanged 138 SP:Iteration 13Q (353.490316 sec): 3 clusters Score: Raw -6325322.743752 + Penalty 3522.506737 = -6321800.237014 nChanged 91 SP:Iteration 14Q (353.585930 sec): 3 clusters Score: Raw -6325328.271715 + Penalty 3522.506737 = -6321805.764978 nChanged 61 SP:Iteration 15Q (353.678181 sec): 3 clusters Score: Raw -6325331.314824 + Penalty 3522.506737 = -6321808.808086 nChanged 50 SP:Iteration 16Q (353.781443 sec): 3 clusters Score: Raw -6325333.471478 + Penalty 3522.506737 = -6321810.964741 nChanged 36 SP:Iteration 17Q (353.879294 sec): 3 clusters Score: Raw -6325334.936020 + Penalty 3522.506737 = -6321812.429283 nChanged 36 SP:Iteration 18Q (353.973741 sec): 3 clusters Score: Raw -6325336.325012 + Penalty 3522.506737 = -6321813.818274 nChanged 28 SP:Iteration 19Q (354.073403 sec): 3 clusters Score: Raw -6325337.195468 + Penalty 3522.506737 = -6321814.688730 nChanged 24 SP:Iteration 20F (354.170526 sec): 3 clusters Score: Raw -6325337.913708 + Penalty 3522.506737 = -6321815.406971 nChanged 26 SP:Iteration 21Q (354.280457 sec): 3 clusters Score: Raw -6325338.790844 + Penalty 3522.506737 = -6321816.284106 nChanged 37 SP:Iteration 22Q (354.399960 sec): 3 clusters Score: Raw -6325340.051801 + Penalty 3522.506737 = -6321817.545064 nChanged 32 SP:Iteration 23Q (354.511159 sec): 3 clusters Score: Raw -6325341.164981 + Penalty 3522.506737 = -6321818.658244 nChanged 30 SP:Iteration 24Q (354.622014 sec): 3 clusters Score: Raw -6325342.162668 + Penalty 3522.506737 = -6321819.655930 nChanged 22 SP:Iteration 25Q (354.734694 sec): 3 clusters Score: Raw -6325342.816318 + Penalty 3522.506737 = -6321820.309580 nChanged 19 SP:Iteration 26Q (354.845148 sec): 3 clusters Score: Raw -6325343.375464 + Penalty 3522.506737 = -6321820.868726 nChanged 18 SP:Iteration 27Q (354.952229 sec): 3 clusters Score: Raw -6325343.968549 + Penalty 3522.506737 = -6321821.461812 nChanged 16 SP:Iteration 28Q (355.066179 sec): 3 clusters Score: Raw -6325344.443514 + Penalty 3522.506737 = -6321821.936777 nChanged 11 SP:Iteration 29Q (355.178670 sec): 3 clusters Score: Raw -6325344.755423 + Penalty 3522.506737 = -6321822.248685 nChanged 16 SP:Iteration 30Q (355.274042 sec): 3 clusters Score: Raw -6325345.042195 + Penalty 3522.506737 = -6321822.535458 nChanged 15 SP:Iteration 31Q (355.383451 sec): 3 clusters Score: Raw -6325345.356984 + Penalty 3522.506737 = -6321822.850247 nChanged 15 SP:Iteration 32Q (355.501069 sec): 3 clusters Score: Raw -6325345.740572 + Penalty 3522.506737 = -6321823.233835 nChanged 11 SP:Iteration 33Q (355.605857 sec): 3 clusters Score: Raw -6325346.042823 + Penalty 3522.506737 = -6321823.536085 nChanged 8 SP:Iteration 34Q (355.709536 sec): 3 clusters Score: Raw -6325346.203039 + Penalty 3522.506737 = -6321823.696301 nChanged 5 SP:Iteration 35Q (355.817127 sec): 3 clusters Score: Raw -6325346.331352 + Penalty 3522.506737 = -6321823.824615 nChanged 8 SP:Iteration 36Q (355.921441 sec): 3 clusters Score: Raw -6325346.504424 + Penalty 3522.506737 = -6321823.997686 nChanged 5 SP:Iteration 37Q (356.016808 sec): 3 clusters Score: Raw -6325346.693041 + Penalty 3522.506737 = -6321824.186304 nChanged 5 SP:Iteration 38Q (356.115191 sec): 3 clusters Score: Raw -6325346.815512 + Penalty 3522.506737 = -6321824.308774 nChanged 9 SP:Iteration 39Q (356.212870 sec): 3 clusters Score: Raw -6325347.026347 + Penalty 3522.506737 = -6321824.519609 nChanged 9 SP:Iteration 40F (356.308238 sec): 3 clusters Score: Raw -6325347.263063 + Penalty 3522.506737 = -6321824.756325 nChanged 9 SP:Iteration 41Q (356.406306 sec): 3 clusters Score: Raw -6325347.530644 + Penalty 3522.506737 = -6321825.023907 nChanged 11 SP:Iteration 42Q (356.504266 sec): 3 clusters Score: Raw -6325347.724880 + Penalty 3522.506737 = -6321825.218142 nChanged 5 SP:Iteration 43Q (356.601003 sec): 3 clusters Score: Raw -6325347.786142 + Penalty 3522.506737 = -6321825.279405 nChanged 0 SP:Iteration 44F (356.694131 sec): 3 clusters Score: Raw -6325347.786142 + Penalty 3522.506737 = -6321825.279405 nChanged 0 Score: Raw -40628838.279810 + Penalty 41368.635847 = -40587469.643963 Splitting cluster 7 changes total score from -40578584.953954 to -40587469.643963 So it's getting split into cluster 20. Trying to split cluster 8 (54883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.332100 sec): 2 clusters Score: Raw -6610082.632872 + Penalty 1773.355825 = -6608309.277046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.439458 sec): 3 clusters Score: Raw -6575243.480082 + Penalty 3546.711651 = -6571696.768431 nChanged 25717 SP:Iteration 1F (360.544710 sec): 3 clusters Score: Raw -6590193.947140 + Penalty 3546.711651 = -6586647.235490 nChanged 2808 SP:Iteration 2F (360.652975 sec): 3 clusters Score: Raw -6591467.267071 + Penalty 3546.711651 = -6587920.555420 nChanged 3169 SP:Iteration 3F (360.759849 sec): 3 clusters Score: Raw -6593219.895691 + Penalty 3546.711651 = -6589673.184041 nChanged 3635 SP:Iteration 4F (360.864642 sec): 3 clusters Score: Raw -6595644.931913 + Penalty 3546.711651 = -6592098.220262 nChanged 3946 SP:Iteration 5F (360.969790 sec): 3 clusters Score: Raw -6598654.984214 + Penalty 3546.711651 = -6595108.272563 nChanged 3753 SP:Iteration 6F (361.085510 sec): 3 clusters Score: Raw -6601748.599061 + Penalty 3546.711651 = -6598201.887411 nChanged 3286 SP:Iteration 7F (361.203308 sec): 3 clusters Score: Raw -6604133.335563 + Penalty 3546.711651 = -6600586.623913 nChanged 2348 SP:Iteration 8Q (361.322133 sec): 3 clusters Score: Raw -6605367.609983 + Penalty 3546.711651 = -6601820.898332 nChanged 1521 SP:Iteration 9Q (361.449216 sec): 3 clusters Score: Raw -6605943.655275 + Penalty 3546.711651 = -6602396.943624 nChanged 1031 SP:Iteration 10Q (361.570102 sec): 3 clusters Score: Raw -6606288.694403 + Penalty 3546.711651 = -6602741.982752 nChanged 830 SP:Iteration 11Q (361.684423 sec): 3 clusters Score: Raw -6606561.213704 + Penalty 3546.711651 = -6603014.502053 nChanged 761 SP:Iteration 12Q (361.807348 sec): 3 clusters Score: Raw -6606806.560949 + Penalty 3546.711651 = -6603259.849299 nChanged 749 SP:Iteration 13Q (361.919122 sec): 3 clusters Score: Raw -6607037.680061 + Penalty 3546.711651 = -6603490.968410 nChanged 702 SP:Iteration 14Q (362.029516 sec): 3 clusters Score: Raw -6607257.522732 + Penalty 3546.711651 = -6603710.811081 nChanged 738 SP:Iteration 15Q (362.141541 sec): 3 clusters Score: Raw -6607490.525391 + Penalty 3546.711651 = -6603943.813740 nChanged 703 SP:Iteration 16Q (362.253754 sec): 3 clusters Score: Raw -6607702.344725 + Penalty 3546.711651 = -6604155.633074 nChanged 621 SP:Iteration 17Q (362.358996 sec): 3 clusters Score: Raw -6607874.164448 + Penalty 3546.711651 = -6604327.452797 nChanged 599 SP:Iteration 18Q (362.466138 sec): 3 clusters Score: Raw -6608043.237238 + Penalty 3546.711651 = -6604496.525588 nChanged 592 SP:Iteration 19Q (362.569331 sec): 3 clusters Score: Raw -6608214.215891 + Penalty 3546.711651 = -6604667.504240 nChanged 608 SP:Iteration 20F (362.669678 sec): 3 clusters Score: Raw -6608389.290032 + Penalty 3546.711651 = -6604842.578381 nChanged 583 SP:Iteration 21Q (362.775668 sec): 3 clusters Score: Raw -6608544.881130 + Penalty 3546.711651 = -6604998.169479 nChanged 556 SP:Iteration 22Q (362.876505 sec): 3 clusters Score: Raw -6608693.544872 + Penalty 3546.711651 = -6605146.833221 nChanged 547 SP:Iteration 23Q (362.981974 sec): 3 clusters Score: Raw -6608833.450641 + Penalty 3546.711651 = -6605286.738990 nChanged 491 SP:Iteration 24Q (363.089297 sec): 3 clusters Score: Raw -6608960.679764 + Penalty 3546.711651 = -6605413.968113 nChanged 500 SP:Iteration 25Q (363.205990 sec): 3 clusters Score: Raw -6609092.319840 + Penalty 3546.711651 = -6605545.608189 nChanged 478 SP:Iteration 26Q (363.294718 sec): 3 clusters Score: Raw -6609223.046882 + Penalty 3546.711651 = -6605676.335231 nChanged 464 SP:Iteration 27Q (363.398884 sec): 3 clusters Score: Raw -6609345.557346 + Penalty 3546.711651 = -6605798.845695 nChanged 445 SP:Iteration 28Q (363.498732 sec): 3 clusters Score: Raw -6609461.228778 + Penalty 3546.711651 = -6605914.517127 nChanged 426 SP:Iteration 29Q (363.594716 sec): 3 clusters Score: Raw -6609575.930553 + Penalty 3546.711651 = -6606029.218902 nChanged 402 SP:Iteration 30Q (363.695033 sec): 3 clusters Score: Raw -6609692.592768 + Penalty 3546.711651 = -6606145.881117 nChanged 430 SP:Iteration 31Q (363.805031 sec): 3 clusters Score: Raw -6609828.387324 + Penalty 3546.711651 = -6606281.675673 nChanged 424 SP:Iteration 32Q (363.926961 sec): 3 clusters Score: Raw -6609955.418259 + Penalty 3546.711651 = -6606408.706608 nChanged 372 SP:Iteration 33Q (364.039546 sec): 3 clusters Score: Raw -6610065.631466 + Penalty 3546.711651 = -6606518.919816 nChanged 331 SP:Iteration 34Q (364.148267 sec): 3 clusters Score: Raw -6610164.339451 + Penalty 3546.711651 = -6606617.627801 nChanged 340 SP:Iteration 35Q (364.255678 sec): 3 clusters Score: Raw -6610268.276559 + Penalty 3546.711651 = -6606721.564908 nChanged 295 SP:Iteration 36Q (364.366370 sec): 3 clusters Score: Raw -6610350.284957 + Penalty 3546.711651 = -6606803.573307 nChanged 252 SP:Iteration 37Q (364.476564 sec): 3 clusters Score: Raw -6610419.032886 + Penalty 3546.711651 = -6606872.321235 nChanged 216 SP:Iteration 38Q (364.587085 sec): 3 clusters Score: Raw -6610478.606684 + Penalty 3546.711651 = -6606931.895033 nChanged 185 SP:Iteration 39Q (364.692951 sec): 3 clusters Score: Raw -6610529.557910 + Penalty 3546.711651 = -6606982.846260 nChanged 163 SP:Iteration 40F (364.804146 sec): 3 clusters Score: Raw -6610571.126379 + Penalty 3546.711651 = -6607024.414728 nChanged 136 SP:Iteration 41Q (364.906918 sec): 3 clusters Score: Raw -6610603.307284 + Penalty 3546.711651 = -6607056.595633 nChanged 126 SP:Iteration 42Q (365.006482 sec): 3 clusters Score: Raw -6610634.671197 + Penalty 3546.711651 = -6607087.959547 nChanged 125 SP:Iteration 43Q (365.119523 sec): 3 clusters Score: Raw -6610662.438379 + Penalty 3546.711651 = -6607115.726728 nChanged 111 SP:Iteration 44Q (365.228347 sec): 3 clusters Score: Raw -6610688.468999 + Penalty 3546.711651 = -6607141.757348 nChanged 116 SP:Iteration 45Q (365.330239 sec): 3 clusters Score: Raw -6610717.061046 + Penalty 3546.711651 = -6607170.349395 nChanged 101 SP:Iteration 46Q (365.431143 sec): 3 clusters Score: Raw -6610740.044567 + Penalty 3546.711651 = -6607193.332916 nChanged 83 SP:Iteration 47Q (365.530544 sec): 3 clusters Score: Raw -6610758.231910 + Penalty 3546.711651 = -6607211.520259 nChanged 77 SP:Iteration 48Q (365.628864 sec): 3 clusters Score: Raw -6610777.053087 + Penalty 3546.711651 = -6607230.341436 nChanged 68 SP:Iteration 49Q (365.729955 sec): 3 clusters Score: Raw -6610791.105309 + Penalty 3546.711651 = -6607244.393658 nChanged 66 SP:Iteration 50Q (365.826465 sec): 3 clusters Score: Raw -6610807.322119 + Penalty 3546.711651 = -6607260.610468 nChanged 72 SP:Iteration 51Q (365.927275 sec): 3 clusters Score: Raw -6610826.560979 + Penalty 3546.711651 = -6607279.849329 nChanged 65 SP:Iteration 52Q (366.019026 sec): 3 clusters Score: Raw -6610842.445435 + Penalty 3546.711651 = -6607295.733784 nChanged 66 SP:Iteration 53Q (366.122865 sec): 3 clusters Score: Raw -6610859.827438 + Penalty 3546.711651 = -6607313.115787 nChanged 64 SP:Iteration 54Q (366.231673 sec): 3 clusters Score: Raw -6610876.004238 + Penalty 3546.711651 = -6607329.292587 nChanged 57 SP:Iteration 55Q (366.325067 sec): 3 clusters Score: Raw -6610891.113242 + Penalty 3546.711651 = -6607344.401591 nChanged 62 SP:Iteration 56Q (366.435659 sec): 3 clusters Score: Raw -6610907.277678 + Penalty 3546.711651 = -6607360.566027 nChanged 45 SP:Iteration 57Q (366.540555 sec): 3 clusters Score: Raw -6610921.189087 + Penalty 3546.711651 = -6607374.477436 nChanged 52 SP:Iteration 58Q (366.650306 sec): 3 clusters Score: Raw -6610938.788607 + Penalty 3546.711651 = -6607392.076956 nChanged 49 SP:Iteration 59Q (366.761170 sec): 3 clusters Score: Raw -6610956.790905 + Penalty 3546.711651 = -6607410.079254 nChanged 45 SP:Iteration 60F (366.878408 sec): 3 clusters Score: Raw -6610969.947773 + Penalty 3546.711651 = -6607423.236122 nChanged 34 SP:Iteration 61Q (366.990882 sec): 3 clusters Score: Raw -6610982.651744 + Penalty 3546.711651 = -6607435.940093 nChanged 36 SP:Iteration 62Q (367.098327 sec): 3 clusters Score: Raw -6610996.233735 + Penalty 3546.711651 = -6607449.522084 nChanged 47 SP:Iteration 63Q (367.199272 sec): 3 clusters Score: Raw -6611022.360241 + Penalty 3546.711651 = -6607475.648590 nChanged 56 SP:Iteration 64Q (367.314488 sec): 3 clusters Score: Raw -6611057.804043 + Penalty 3546.711651 = -6607511.092392 nChanged 53 SP:Iteration 65Q (367.419629 sec): 3 clusters Score: Raw -6611100.627892 + Penalty 3546.711651 = -6607553.916241 nChanged 69 SP:Iteration 66Q (367.525610 sec): 3 clusters Score: Raw -6611151.761322 + Penalty 3546.711651 = -6607605.049671 nChanged 79 SP:Iteration 67Q (367.629735 sec): 3 clusters Score: Raw -6611202.076086 + Penalty 3546.711651 = -6607655.364435 nChanged 69 SP:Iteration 68Q (367.733443 sec): 3 clusters Score: Raw -6611241.360875 + Penalty 3546.711651 = -6607694.649225 nChanged 56 SP:Iteration 69Q (367.846714 sec): 3 clusters Score: Raw -6611275.929798 + Penalty 3546.711651 = -6607729.218147 nChanged 59 SP:Iteration 70Q (367.954940 sec): 3 clusters Score: Raw -6611296.567181 + Penalty 3546.711651 = -6607749.855530 nChanged 42 SP:Iteration 71Q (368.047501 sec): 3 clusters Score: Raw -6611308.978032 + Penalty 3546.711651 = -6607762.266382 nChanged 33 SP:Iteration 72Q (368.152965 sec): 3 clusters Score: Raw -6611317.822101 + Penalty 3546.711651 = -6607771.110450 nChanged 32 SP:Iteration 73Q (368.256936 sec): 3 clusters Score: Raw -6611325.770905 + Penalty 3546.711651 = -6607779.059254 nChanged 26 SP:Iteration 74Q (368.366588 sec): 3 clusters Score: Raw -6611333.372939 + Penalty 3546.711651 = -6607786.661288 nChanged 22 SP:Iteration 75Q (368.475215 sec): 3 clusters Score: Raw -6611340.115728 + Penalty 3546.711651 = -6607793.404077 nChanged 32 SP:Iteration 76Q (368.578906 sec): 3 clusters Score: Raw -6611348.120988 + Penalty 3546.711651 = -6607801.409337 nChanged 22 SP:Iteration 77Q (368.690659 sec): 3 clusters Score: Raw -6611355.356643 + Penalty 3546.711651 = -6607808.644993 nChanged 18 SP:Iteration 78Q (368.795329 sec): 3 clusters Score: Raw -6611359.875984 + Penalty 3546.711651 = -6607813.164334 nChanged 11 SP:Iteration 79Q (368.896338 sec): 3 clusters Score: Raw -6611362.493633 + Penalty 3546.711651 = -6607815.781982 nChanged 10 SP:Iteration 80F (369.006069 sec): 3 clusters Score: Raw -6611363.543431 + Penalty 3546.711651 = -6607816.831781 nChanged 7 SP:Iteration 81Q (369.113023 sec): 3 clusters Score: Raw -6611364.730728 + Penalty 3546.711651 = -6607818.019077 nChanged 7 SP:Iteration 82Q (369.206196 sec): 3 clusters Score: Raw -6611365.761043 + Penalty 3546.711651 = -6607819.049393 nChanged 7 SP:Iteration 83Q (369.311323 sec): 3 clusters Score: Raw -6611367.159963 + Penalty 3546.711651 = -6607820.448312 nChanged 8 SP:Iteration 84Q (369.406117 sec): 3 clusters Score: Raw -6611368.918227 + Penalty 3546.711651 = -6607822.206577 nChanged 9 SP:Iteration 85Q (369.503366 sec): 3 clusters Score: Raw -6611370.378628 + Penalty 3546.711651 = -6607823.666977 nChanged 6 SP:Iteration 86Q (369.604007 sec): 3 clusters Score: Raw -6611371.585077 + Penalty 3546.711651 = -6607824.873426 nChanged 5 SP:Iteration 87Q (369.695227 sec): 3 clusters Score: Raw -6611372.669234 + Penalty 3546.711651 = -6607825.957583 nChanged 3 SP:Iteration 88Q (369.799504 sec): 3 clusters Score: Raw -6611372.956374 + Penalty 3546.711651 = -6607826.244723 nChanged 2 SP:Iteration 89Q (369.906925 sec): 3 clusters Score: Raw -6611373.199486 + Penalty 3546.711651 = -6607826.487835 nChanged 2 SP:Iteration 90Q (370.010401 sec): 3 clusters Score: Raw -6611373.463211 + Penalty 3546.711651 = -6607826.751560 nChanged 1 SP:Iteration 91Q (370.113972 sec): 3 clusters Score: Raw -6611373.512168 + Penalty 3546.711651 = -6607826.800517 nChanged 0 SP:Iteration 92F (370.222131 sec): 3 clusters Score: Raw -6611373.512168 + Penalty 3546.711651 = -6607826.800517 nChanged 0 Trying to split cluster 9 (17802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (370.255691 sec): 2 clusters Score: Raw -2218311.180769 + Penalty 1590.398240 = -2216720.782530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (370.319155 sec): 3 clusters Score: Raw -2207695.942161 + Penalty 3180.796479 = -2204515.145682 nChanged 7950 SP:Iteration 1F (370.380177 sec): 3 clusters Score: Raw -2212115.068800 + Penalty 3180.796479 = -2208934.272321 nChanged 948 SP:Iteration 2F (370.441459 sec): 3 clusters Score: Raw -2212481.849120 + Penalty 3180.796479 = -2209301.052641 nChanged 841 SP:Iteration 3Q (370.504396 sec): 3 clusters Score: Raw -2212768.191686 + Penalty 3180.796479 = -2209587.395207 nChanged 737 SP:Iteration 4Q (370.566987 sec): 3 clusters Score: Raw -2213030.981267 + Penalty 3180.796479 = -2209850.184788 nChanged 721 SP:Iteration 5Q (370.638447 sec): 3 clusters Score: Raw -2213319.440663 + Penalty 3180.796479 = -2210138.644184 nChanged 748 SP:Iteration 6Q (370.693393 sec): 3 clusters Score: Raw -2213664.354734 + Penalty 3180.796479 = -2210483.558255 nChanged 787 SP:Iteration 7Q (370.757126 sec): 3 clusters Score: Raw -2214055.464188 + Penalty 3180.796479 = -2210874.667709 nChanged 776 SP:Iteration 8Q (370.820490 sec): 3 clusters Score: Raw -2214458.977641 + Penalty 3180.796479 = -2211278.181161 nChanged 809 SP:Iteration 9Q (370.888811 sec): 3 clusters Score: Raw -2214885.005339 + Penalty 3180.796479 = -2211704.208860 nChanged 775 SP:Iteration 10Q (370.956486 sec): 3 clusters Score: Raw -2215345.909966 + Penalty 3180.796479 = -2212165.113487 nChanged 768 SP:Iteration 11Q (371.029810 sec): 3 clusters Score: Raw -2215788.695740 + Penalty 3180.796479 = -2212607.899261 nChanged 727 SP:Iteration 12Q (371.098451 sec): 3 clusters Score: Raw -2216189.202240 + Penalty 3180.796479 = -2213008.405761 nChanged 608 SP:Iteration 13Q (371.158992 sec): 3 clusters Score: Raw -2216479.344101 + Penalty 3180.796479 = -2213298.547622 nChanged 454 SP:Iteration 14Q (371.229427 sec): 3 clusters Score: Raw -2216661.130242 + Penalty 3180.796479 = -2213480.333763 nChanged 360 SP:Iteration 15Q (371.303765 sec): 3 clusters Score: Raw -2216795.109438 + Penalty 3180.796479 = -2213614.312959 nChanged 305 SP:Iteration 16Q (371.367909 sec): 3 clusters Score: Raw -2216895.482731 + Penalty 3180.796479 = -2213714.686252 nChanged 263 SP:Iteration 17Q (371.439039 sec): 3 clusters Score: Raw -2216986.470087 + Penalty 3180.796479 = -2213805.673608 nChanged 244 SP:Iteration 18Q (371.510922 sec): 3 clusters Score: Raw -2217061.290019 + Penalty 3180.796479 = -2213880.493540 nChanged 218 SP:Iteration 19Q (371.577638 sec): 3 clusters Score: Raw -2217125.739507 + Penalty 3180.796479 = -2213944.943028 nChanged 206 SP:Iteration 20F (371.644988 sec): 3 clusters Score: Raw -2217193.427670 + Penalty 3180.796479 = -2214012.631191 nChanged 214 SP:Iteration 21Q (371.711471 sec): 3 clusters Score: Raw -2217269.009302 + Penalty 3180.796479 = -2214088.212823 nChanged 223 SP:Iteration 22Q (371.782080 sec): 3 clusters Score: Raw -2217350.514165 + Penalty 3180.796479 = -2214169.717686 nChanged 220 SP:Iteration 23Q (371.849163 sec): 3 clusters Score: Raw -2217434.849958 + Penalty 3180.796479 = -2214254.053479 nChanged 256 SP:Iteration 24Q (371.919675 sec): 3 clusters Score: Raw -2217544.328148 + Penalty 3180.796479 = -2214363.531669 nChanged 266 SP:Iteration 25Q (371.986893 sec): 3 clusters Score: Raw -2217656.528776 + Penalty 3180.796479 = -2214475.732297 nChanged 259 SP:Iteration 26Q (372.041369 sec): 3 clusters Score: Raw -2217758.079088 + Penalty 3180.796479 = -2214577.282609 nChanged 248 SP:Iteration 27Q (372.101462 sec): 3 clusters Score: Raw -2217856.737090 + Penalty 3180.796479 = -2214675.940611 nChanged 254 SP:Iteration 28Q (372.154127 sec): 3 clusters Score: Raw -2217974.818005 + Penalty 3180.796479 = -2214794.021526 nChanged 265 SP:Iteration 29Q (372.215147 sec): 3 clusters Score: Raw -2218101.484573 + Penalty 3180.796479 = -2214920.688094 nChanged 245 SP:Iteration 30Q (372.280645 sec): 3 clusters Score: Raw -2218207.444523 + Penalty 3180.796479 = -2215026.648044 nChanged 205 SP:Iteration 31Q (372.337183 sec): 3 clusters Score: Raw -2218291.463547 + Penalty 3180.796479 = -2215110.667068 nChanged 184 SP:Iteration 32Q (372.397508 sec): 3 clusters Score: Raw -2218372.143877 + Penalty 3180.796479 = -2215191.347398 nChanged 181 SP:Iteration 33Q (372.458189 sec): 3 clusters Score: Raw -2218449.308639 + Penalty 3180.796479 = -2215268.512159 nChanged 166 SP:Iteration 34Q (372.521547 sec): 3 clusters Score: Raw -2218515.971415 + Penalty 3180.796479 = -2215335.174936 nChanged 133 SP:Iteration 35Q (372.574129 sec): 3 clusters Score: Raw -2218569.655233 + Penalty 3180.796479 = -2215388.858754 nChanged 110 SP:Iteration 36Q (372.634851 sec): 3 clusters Score: Raw -2218611.386163 + Penalty 3180.796479 = -2215430.589684 nChanged 92 SP:Iteration 37Q (372.694206 sec): 3 clusters Score: Raw -2218642.262758 + Penalty 3180.796479 = -2215461.466279 nChanged 81 SP:Iteration 38Q (372.753572 sec): 3 clusters Score: Raw -2218668.708745 + Penalty 3180.796479 = -2215487.912266 nChanged 64 SP:Iteration 39Q (372.813845 sec): 3 clusters Score: Raw -2218688.451968 + Penalty 3180.796479 = -2215507.655489 nChanged 55 SP:Iteration 40F (372.875253 sec): 3 clusters Score: Raw -2218702.760406 + Penalty 3180.796479 = -2215521.963927 nChanged 49 SP:Iteration 41Q (372.935460 sec): 3 clusters Score: Raw -2218714.341683 + Penalty 3180.796479 = -2215533.545204 nChanged 40 SP:Iteration 42Q (372.994431 sec): 3 clusters Score: Raw -2218724.794041 + Penalty 3180.796479 = -2215543.997562 nChanged 41 SP:Iteration 43Q (373.062998 sec): 3 clusters Score: Raw -2218736.493826 + Penalty 3180.796479 = -2215555.697347 nChanged 40 SP:Iteration 44Q (373.114414 sec): 3 clusters Score: Raw -2218747.189837 + Penalty 3180.796479 = -2215566.393358 nChanged 40 SP:Iteration 45Q (373.174701 sec): 3 clusters Score: Raw -2218755.552912 + Penalty 3180.796479 = -2215574.756432 nChanged 31 SP:Iteration 46Q (373.235584 sec): 3 clusters Score: Raw -2218762.073643 + Penalty 3180.796479 = -2215581.277164 nChanged 25 SP:Iteration 47Q (373.296859 sec): 3 clusters Score: Raw -2218768.174064 + Penalty 3180.796479 = -2215587.377584 nChanged 24 SP:Iteration 48Q (373.357117 sec): 3 clusters Score: Raw -2218774.250697 + Penalty 3180.796479 = -2215593.454218 nChanged 33 SP:Iteration 49Q (373.424322 sec): 3 clusters Score: Raw -2218783.425942 + Penalty 3180.796479 = -2215602.629463 nChanged 40 SP:Iteration 50Q (373.474416 sec): 3 clusters Score: Raw -2218793.530785 + Penalty 3180.796479 = -2215612.734306 nChanged 35 SP:Iteration 51Q (373.535255 sec): 3 clusters Score: Raw -2218802.855901 + Penalty 3180.796479 = -2215622.059422 nChanged 30 SP:Iteration 52Q (373.594578 sec): 3 clusters Score: Raw -2218808.883767 + Penalty 3180.796479 = -2215628.087288 nChanged 20 SP:Iteration 53Q (373.656399 sec): 3 clusters Score: Raw -2218813.853428 + Penalty 3180.796479 = -2215633.056949 nChanged 25 SP:Iteration 54Q (373.715995 sec): 3 clusters Score: Raw -2218819.364644 + Penalty 3180.796479 = -2215638.568165 nChanged 19 SP:Iteration 55Q (373.768989 sec): 3 clusters Score: Raw -2218822.041251 + Penalty 3180.796479 = -2215641.244772 nChanged 10 SP:Iteration 56Q (373.822743 sec): 3 clusters Score: Raw -2218823.701512 + Penalty 3180.796479 = -2215642.905032 nChanged 8 SP:Iteration 57Q (373.876347 sec): 3 clusters Score: Raw -2218825.654915 + Penalty 3180.796479 = -2215644.858436 nChanged 8 SP:Iteration 58Q (373.930336 sec): 3 clusters Score: Raw -2218827.158272 + Penalty 3180.796479 = -2215646.361793 nChanged 3 SP:Iteration 59Q (373.984650 sec): 3 clusters Score: Raw -2218828.074834 + Penalty 3180.796479 = -2215647.278355 nChanged 8 SP:Iteration 60F (374.039943 sec): 3 clusters Score: Raw -2218831.013943 + Penalty 3180.796479 = -2215650.217464 nChanged 14 SP:Iteration 61Q (374.096626 sec): 3 clusters Score: Raw -2218834.145790 + Penalty 3180.796479 = -2215653.349310 nChanged 11 SP:Iteration 62Q (374.150590 sec): 3 clusters Score: Raw -2218836.216932 + Penalty 3180.796479 = -2215655.420453 nChanged 13 SP:Iteration 63Q (374.216204 sec): 3 clusters Score: Raw -2218838.480255 + Penalty 3180.796479 = -2215657.683775 nChanged 9 SP:Iteration 64Q (374.265259 sec): 3 clusters Score: Raw -2218840.086326 + Penalty 3180.796479 = -2215659.289847 nChanged 5 SP:Iteration 65Q (374.324271 sec): 3 clusters Score: Raw -2218840.713422 + Penalty 3180.796479 = -2215659.916943 nChanged 3 SP:Iteration 66Q (374.371426 sec): 3 clusters Score: Raw -2218841.200015 + Penalty 3180.796479 = -2215660.403536 nChanged 3 SP:Iteration 67Q (374.428613 sec): 3 clusters Score: Raw -2218841.702557 + Penalty 3180.796479 = -2215660.906078 nChanged 3 SP:Iteration 68Q (374.488599 sec): 3 clusters Score: Raw -2218842.249311 + Penalty 3180.796479 = -2215661.452831 nChanged 3 SP:Iteration 69Q (374.548880 sec): 3 clusters Score: Raw -2218842.870248 + Penalty 3180.796479 = -2215662.073769 nChanged 3 SP:Iteration 70Q (374.598603 sec): 3 clusters Score: Raw -2218843.325200 + Penalty 3180.796479 = -2215662.528721 nChanged 3 SP:Iteration 71Q (374.667728 sec): 3 clusters Score: Raw -2218843.656560 + Penalty 3180.796479 = -2215662.860081 nChanged 2 SP:Iteration 72Q (374.726361 sec): 3 clusters Score: Raw -2218844.120333 + Penalty 3180.796479 = -2215663.323854 nChanged 2 SP:Iteration 73Q (374.787248 sec): 3 clusters Score: Raw -2218844.307952 + Penalty 3180.796479 = -2215663.511473 nChanged 3 SP:Iteration 74Q (374.857338 sec): 3 clusters Score: Raw -2218845.004460 + Penalty 3180.796479 = -2215664.207981 nChanged 3 SP:Iteration 75Q (374.922229 sec): 3 clusters Score: Raw -2218845.667726 + Penalty 3180.796479 = -2215664.871247 nChanged 6 SP:Iteration 76Q (374.991827 sec): 3 clusters Score: Raw -2218846.830224 + Penalty 3180.796479 = -2215666.033745 nChanged 9 SP:Iteration 77Q (375.056958 sec): 3 clusters Score: Raw -2218848.924511 + Penalty 3180.796479 = -2215668.128032 nChanged 6 SP:Iteration 78Q (375.123399 sec): 3 clusters Score: Raw -2218850.070962 + Penalty 3180.796479 = -2215669.274483 nChanged 7 SP:Iteration 79Q (375.185268 sec): 3 clusters Score: Raw -2218851.935581 + Penalty 3180.796479 = -2215671.139102 nChanged 7 SP:Iteration 80F (375.253552 sec): 3 clusters Score: Raw -2218853.203122 + Penalty 3180.796479 = -2215672.406643 nChanged 4 SP:Iteration 81Q (375.312728 sec): 3 clusters Score: Raw -2218853.904521 + Penalty 3180.796479 = -2215673.108042 nChanged 2 SP:Iteration 82Q (375.379088 sec): 3 clusters Score: Raw -2218854.440755 + Penalty 3180.796479 = -2215673.644276 nChanged 3 SP:Iteration 83Q (375.442819 sec): 3 clusters Score: Raw -2218855.432873 + Penalty 3180.796479 = -2215674.636394 nChanged 3 SP:Iteration 84Q (375.500515 sec): 3 clusters Score: Raw -2218855.830658 + Penalty 3180.796479 = -2215675.034179 nChanged 2 SP:Iteration 85Q (375.573780 sec): 3 clusters Score: Raw -2218856.227199 + Penalty 3180.796479 = -2215675.430720 nChanged 0 SP:Iteration 86F (375.630569 sec): 3 clusters Score: Raw -2218856.227199 + Penalty 3180.796479 = -2215675.430720 nChanged 0 Trying to split cluster 10 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.666922 sec): 2 clusters Score: Raw -209557.089986 + Penalty 1211.203804 = -208345.886182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.700727 sec): 3 clusters Score: Raw -208843.643810 + Penalty 2422.407608 = -206421.236202 nChanged 584 SP:Iteration 1F (375.748366 sec): 3 clusters Score: Raw -209248.196154 + Penalty 2422.407608 = -206825.788546 nChanged 138 SP:Iteration 2F (375.791091 sec): 3 clusters Score: Raw -209360.575291 + Penalty 2422.407608 = -206938.167682 nChanged 82 SP:Iteration 3Q (375.833469 sec): 3 clusters Score: Raw -209422.480917 + Penalty 2422.407608 = -207000.073309 nChanged 48 SP:Iteration 4Q (375.870088 sec): 3 clusters Score: Raw -209461.835227 + Penalty 2422.407608 = -207039.427619 nChanged 43 SP:Iteration 5Q (375.914302 sec): 3 clusters Score: Raw -209493.828602 + Penalty 2422.407608 = -207071.420993 nChanged 43 SP:Iteration 6Q (375.955801 sec): 3 clusters Score: Raw -209526.135981 + Penalty 2422.407608 = -207103.728373 nChanged 35 SP:Iteration 7Q (375.991348 sec): 3 clusters Score: Raw -209554.971084 + Penalty 2422.407608 = -207132.563475 nChanged 35 SP:Iteration 8Q (376.028174 sec): 3 clusters Score: Raw -209578.243496 + Penalty 2422.407608 = -207155.835887 nChanged 22 SP:Iteration 9Q (376.065436 sec): 3 clusters Score: Raw -209593.026161 + Penalty 2422.407608 = -207170.618553 nChanged 22 SP:Iteration 10Q (376.102304 sec): 3 clusters Score: Raw -209609.745406 + Penalty 2422.407608 = -207187.337797 nChanged 22 SP:Iteration 11Q (376.138052 sec): 3 clusters Score: Raw -209627.488077 + Penalty 2422.407608 = -207205.080468 nChanged 23 SP:Iteration 12Q (376.174781 sec): 3 clusters Score: Raw -209644.497055 + Penalty 2422.407608 = -207222.089446 nChanged 22 SP:Iteration 13Q (376.211263 sec): 3 clusters Score: Raw -209656.353367 + Penalty 2422.407608 = -207233.945759 nChanged 19 SP:Iteration 14Q (376.247745 sec): 3 clusters Score: Raw -209665.074671 + Penalty 2422.407608 = -207242.667063 nChanged 12 SP:Iteration 15Q (376.283517 sec): 3 clusters Score: Raw -209669.547661 + Penalty 2422.407608 = -207247.140053 nChanged 6 SP:Iteration 16Q (376.320531 sec): 3 clusters Score: Raw -209672.408013 + Penalty 2422.407608 = -207250.000404 nChanged 6 SP:Iteration 17Q (376.357176 sec): 3 clusters Score: Raw -209674.913853 + Penalty 2422.407608 = -207252.506245 nChanged 9 SP:Iteration 18Q (376.401963 sec): 3 clusters Score: Raw -209680.161092 + Penalty 2422.407608 = -207257.753484 nChanged 8 SP:Iteration 19Q (376.438351 sec): 3 clusters Score: Raw -209684.159907 + Penalty 2422.407608 = -207261.752299 nChanged 4 SP:Iteration 20F (376.467602 sec): 3 clusters Score: Raw -209685.439650 + Penalty 2422.407608 = -207263.032042 nChanged 2 SP:Iteration 21Q (376.504338 sec): 3 clusters Score: Raw -209686.100509 + Penalty 2422.407608 = -207263.692900 nChanged 1 SP:Iteration 22Q (376.540890 sec): 3 clusters Score: Raw -209686.414063 + Penalty 2422.407608 = -207264.006455 nChanged 1 SP:Iteration 23Q (376.577626 sec): 3 clusters Score: Raw -209687.181677 + Penalty 2422.407608 = -207264.774069 nChanged 1 SP:Iteration 24Q (376.614417 sec): 3 clusters Score: Raw -209687.508555 + Penalty 2422.407608 = -207265.100947 nChanged 0 SP:Iteration 25F (376.650772 sec): 3 clusters Score: Raw -209687.508555 + Penalty 2422.407608 = -207265.100947 nChanged 0 Trying to split cluster 11 (2666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.681576 sec): 2 clusters Score: Raw -295817.815493 + Penalty 1281.854356 = -294535.961137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.712934 sec): 3 clusters Score: Raw -294604.083217 + Penalty 2563.708713 = -292040.374505 nChanged 1006 SP:Iteration 1F (376.759628 sec): 3 clusters Score: Raw -295304.670253 + Penalty 2563.708713 = -292740.961540 nChanged 226 SP:Iteration 2F (376.790208 sec): 3 clusters Score: Raw -295504.995685 + Penalty 2563.708713 = -292941.286972 nChanged 177 SP:Iteration 3F (376.829050 sec): 3 clusters Score: Raw -295670.006515 + Penalty 2563.708713 = -293106.297803 nChanged 165 SP:Iteration 4F (376.869500 sec): 3 clusters Score: Raw -295857.024392 + Penalty 2563.708713 = -293293.315679 nChanged 170 SP:Iteration 5F (376.908661 sec): 3 clusters Score: Raw -296030.140876 + Penalty 2563.708713 = -293466.432164 nChanged 124 SP:Iteration 6Q (376.955739 sec): 3 clusters Score: Raw -296146.030731 + Penalty 2563.708713 = -293582.322019 nChanged 100 SP:Iteration 7Q (376.989002 sec): 3 clusters Score: Raw -296236.665534 + Penalty 2563.708713 = -293672.956821 nChanged 89 SP:Iteration 8Q (377.029376 sec): 3 clusters Score: Raw -296301.615269 + Penalty 2563.708713 = -293737.906556 nChanged 60 SP:Iteration 9Q (377.063052 sec): 3 clusters Score: Raw -296335.133178 + Penalty 2563.708713 = -293771.424465 nChanged 48 SP:Iteration 10Q (377.107549 sec): 3 clusters Score: Raw -296358.669543 + Penalty 2563.708713 = -293794.960830 nChanged 35 SP:Iteration 11Q (377.146402 sec): 3 clusters Score: Raw -296378.169128 + Penalty 2563.708713 = -293814.460415 nChanged 38 SP:Iteration 12Q (377.184750 sec): 3 clusters Score: Raw -296400.477483 + Penalty 2563.708713 = -293836.768770 nChanged 51 SP:Iteration 13Q (377.223516 sec): 3 clusters Score: Raw -296435.224374 + Penalty 2563.708713 = -293871.515661 nChanged 45 SP:Iteration 14Q (377.264793 sec): 3 clusters Score: Raw -296465.932287 + Penalty 2563.708713 = -293902.223575 nChanged 36 SP:Iteration 15Q (377.298582 sec): 3 clusters Score: Raw -296492.758251 + Penalty 2563.708713 = -293929.049538 nChanged 31 SP:Iteration 16Q (377.343164 sec): 3 clusters Score: Raw -296518.176860 + Penalty 2563.708713 = -293954.468147 nChanged 30 SP:Iteration 17Q (377.384980 sec): 3 clusters Score: Raw -296542.454820 + Penalty 2563.708713 = -293978.746108 nChanged 32 SP:Iteration 18Q (377.428732 sec): 3 clusters Score: Raw -296590.032976 + Penalty 2563.708713 = -294026.324264 nChanged 39 SP:Iteration 19Q (377.472862 sec): 3 clusters Score: Raw -296650.397588 + Penalty 2563.708713 = -294086.688875 nChanged 34 SP:Iteration 20F (377.515698 sec): 3 clusters Score: Raw -296675.592174 + Penalty 2563.708713 = -294111.883462 nChanged 12 SP:Iteration 21Q (377.558893 sec): 3 clusters Score: Raw -296680.868924 + Penalty 2563.708713 = -294117.160211 nChanged 9 SP:Iteration 22Q (377.601724 sec): 3 clusters Score: Raw -296684.827228 + Penalty 2563.708713 = -294121.118515 nChanged 7 SP:Iteration 23Q (377.643829 sec): 3 clusters Score: Raw -296687.427772 + Penalty 2563.708713 = -294123.719060 nChanged 2 SP:Iteration 24Q (377.687590 sec): 3 clusters Score: Raw -296688.438579 + Penalty 2563.708713 = -294124.729866 nChanged 3 SP:Iteration 25Q (377.730972 sec): 3 clusters Score: Raw -296689.713529 + Penalty 2563.708713 = -294126.004816 nChanged 2 SP:Iteration 26Q (377.783012 sec): 3 clusters Score: Raw -296690.185343 + Penalty 2563.708713 = -294126.476630 nChanged 2 SP:Iteration 27Q (377.817680 sec): 3 clusters Score: Raw -296690.651806 + Penalty 2563.708713 = -294126.943093 nChanged 1 SP:Iteration 28Q (377.860534 sec): 3 clusters Score: Raw -296690.815126 + Penalty 2563.708713 = -294127.106413 nChanged 0 SP:Iteration 29F (377.903862 sec): 3 clusters Score: Raw -296690.815126 + Penalty 2563.708713 = -294127.106413 nChanged 0 Trying to split cluster 12 (1673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.935920 sec): 2 clusters Score: Raw -210510.390612 + Penalty 1206.135726 = -209304.254886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.968659 sec): 3 clusters Score: Raw -209883.070399 + Penalty 2412.271453 = -207470.798946 nChanged 536 SP:Iteration 1F (378.008816 sec): 3 clusters Score: Raw -210216.523176 + Penalty 2412.271453 = -207804.251723 nChanged 117 SP:Iteration 2F (378.050233 sec): 3 clusters Score: Raw -210298.295823 + Penalty 2412.271453 = -207886.024370 nChanged 71 SP:Iteration 3Q (378.091728 sec): 3 clusters Score: Raw -210348.573720 + Penalty 2412.271453 = -207936.302267 nChanged 43 SP:Iteration 4Q (378.142625 sec): 3 clusters Score: Raw -210378.087888 + Penalty 2412.271453 = -207965.816435 nChanged 36 SP:Iteration 5Q (378.184027 sec): 3 clusters Score: Raw -210407.969724 + Penalty 2412.271453 = -207995.698272 nChanged 39 SP:Iteration 6Q (378.218050 sec): 3 clusters Score: Raw -210432.775043 + Penalty 2412.271453 = -208020.503590 nChanged 22 SP:Iteration 7Q (378.259480 sec): 3 clusters Score: Raw -210447.175188 + Penalty 2412.271453 = -208034.903735 nChanged 26 SP:Iteration 8Q (378.310902 sec): 3 clusters Score: Raw -210467.908616 + Penalty 2412.271453 = -208055.637163 nChanged 20 SP:Iteration 9Q (378.352752 sec): 3 clusters Score: Raw -210484.947896 + Penalty 2412.271453 = -208072.676443 nChanged 30 SP:Iteration 10Q (378.394829 sec): 3 clusters Score: Raw -210512.148075 + Penalty 2412.271453 = -208099.876622 nChanged 33 SP:Iteration 11Q (378.425863 sec): 3 clusters Score: Raw -210544.532086 + Penalty 2412.271453 = -208132.260633 nChanged 28 SP:Iteration 12Q (378.468007 sec): 3 clusters Score: Raw -210568.039182 + Penalty 2412.271453 = -208155.767729 nChanged 20 SP:Iteration 13Q (378.507716 sec): 3 clusters Score: Raw -210584.300354 + Penalty 2412.271453 = -208172.028901 nChanged 27 SP:Iteration 14Q (378.546942 sec): 3 clusters Score: Raw -210606.170902 + Penalty 2412.271453 = -208193.899450 nChanged 27 SP:Iteration 15Q (378.592804 sec): 3 clusters Score: Raw -210622.865658 + Penalty 2412.271453 = -208210.594205 nChanged 20 SP:Iteration 16Q (378.626603 sec): 3 clusters Score: Raw -210636.572512 + Penalty 2412.271453 = -208224.301060 nChanged 17 SP:Iteration 17Q (378.661909 sec): 3 clusters Score: Raw -210646.086454 + Penalty 2412.271453 = -208233.815001 nChanged 14 SP:Iteration 18Q (378.698237 sec): 3 clusters Score: Raw -210656.368995 + Penalty 2412.271453 = -208244.097542 nChanged 17 SP:Iteration 19Q (378.742979 sec): 3 clusters Score: Raw -210671.914743 + Penalty 2412.271453 = -208259.643290 nChanged 22 SP:Iteration 20F (378.794341 sec): 3 clusters Score: Raw -210687.790965 + Penalty 2412.271453 = -208275.519513 nChanged 24 SP:Iteration 21Q (378.832756 sec): 3 clusters Score: Raw -210705.904365 + Penalty 2412.271453 = -208293.632912 nChanged 28 SP:Iteration 22Q (378.875726 sec): 3 clusters Score: Raw -210727.702903 + Penalty 2412.271453 = -208315.431450 nChanged 27 SP:Iteration 23Q (378.919888 sec): 3 clusters Score: Raw -210748.194426 + Penalty 2412.271453 = -208335.922973 nChanged 24 SP:Iteration 24Q (378.959920 sec): 3 clusters Score: Raw -210769.645866 + Penalty 2412.271453 = -208357.374413 nChanged 18 SP:Iteration 25Q (379.007187 sec): 3 clusters Score: Raw -210786.145008 + Penalty 2412.271453 = -208373.873555 nChanged 18 SP:Iteration 26Q (379.057512 sec): 3 clusters Score: Raw -210796.484792 + Penalty 2412.271453 = -208384.213339 nChanged 17 SP:Iteration 27Q (379.099352 sec): 3 clusters Score: Raw -210808.315120 + Penalty 2412.271453 = -208396.043667 nChanged 19 SP:Iteration 28Q (379.140412 sec): 3 clusters Score: Raw -210823.151852 + Penalty 2412.271453 = -208410.880399 nChanged 10 SP:Iteration 29Q (379.180905 sec): 3 clusters Score: Raw -210830.446182 + Penalty 2412.271453 = -208418.174729 nChanged 8 SP:Iteration 30Q (379.229748 sec): 3 clusters Score: Raw -210834.552203 + Penalty 2412.271453 = -208422.280750 nChanged 6 SP:Iteration 31Q (379.264164 sec): 3 clusters Score: Raw -210838.211433 + Penalty 2412.271453 = -208425.939980 nChanged 2 SP:Iteration 32Q (379.306436 sec): 3 clusters Score: Raw -210839.441983 + Penalty 2412.271453 = -208427.170531 nChanged 4 SP:Iteration 33Q (379.356262 sec): 3 clusters Score: Raw -210841.847685 + Penalty 2412.271453 = -208429.576232 nChanged 2 SP:Iteration 34Q (379.401337 sec): 3 clusters Score: Raw -210842.420103 + Penalty 2412.271453 = -208430.148651 nChanged 0 SP:Iteration 35F (379.444063 sec): 3 clusters Score: Raw -210842.420103 + Penalty 2412.271453 = -208430.148651 nChanged 0 Trying to split cluster 13 (1738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.466318 sec): 2 clusters Score: Raw -217629.389718 + Penalty 1212.329675 = -216417.060043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.511299 sec): 3 clusters Score: Raw -216947.704052 + Penalty 2424.659349 = -214523.044703 nChanged 575 SP:Iteration 1F (379.551895 sec): 3 clusters Score: Raw -217303.565759 + Penalty 2424.659349 = -214878.906410 nChanged 103 SP:Iteration 2F (379.601420 sec): 3 clusters Score: Raw -217380.176734 + Penalty 2424.659349 = -214955.517385 nChanged 67 SP:Iteration 3Q (379.645090 sec): 3 clusters Score: Raw -217426.138883 + Penalty 2424.659349 = -215001.479533 nChanged 38 SP:Iteration 4Q (379.679422 sec): 3 clusters Score: Raw -217445.962948 + Penalty 2424.659349 = -215021.303598 nChanged 26 SP:Iteration 5Q (379.729812 sec): 3 clusters Score: Raw -217458.682757 + Penalty 2424.659349 = -215034.023407 nChanged 24 SP:Iteration 6Q (379.774408 sec): 3 clusters Score: Raw -217468.882298 + Penalty 2424.659349 = -215044.222949 nChanged 19 SP:Iteration 7Q (379.808847 sec): 3 clusters Score: Raw -217481.716809 + Penalty 2424.659349 = -215057.057460 nChanged 24 SP:Iteration 8Q (379.857005 sec): 3 clusters Score: Raw -217498.436893 + Penalty 2424.659349 = -215073.777543 nChanged 31 SP:Iteration 9Q (379.899996 sec): 3 clusters Score: Raw -217517.504383 + Penalty 2424.659349 = -215092.845033 nChanged 19 SP:Iteration 10Q (379.940131 sec): 3 clusters Score: Raw -217525.950115 + Penalty 2424.659349 = -215101.290766 nChanged 11 SP:Iteration 11Q (379.982471 sec): 3 clusters Score: Raw -217530.996283 + Penalty 2424.659349 = -215106.336934 nChanged 8 SP:Iteration 12Q (380.022901 sec): 3 clusters Score: Raw -217533.906898 + Penalty 2424.659349 = -215109.247548 nChanged 6 SP:Iteration 13Q (380.054488 sec): 3 clusters Score: Raw -217535.989841 + Penalty 2424.659349 = -215111.330492 nChanged 5 SP:Iteration 14Q (380.094655 sec): 3 clusters Score: Raw -217538.274154 + Penalty 2424.659349 = -215113.614805 nChanged 8 SP:Iteration 15Q (380.144991 sec): 3 clusters Score: Raw -217543.749052 + Penalty 2424.659349 = -215119.089703 nChanged 6 SP:Iteration 16Q (380.184666 sec): 3 clusters Score: Raw -217549.682742 + Penalty 2424.659349 = -215125.023393 nChanged 14 SP:Iteration 17Q (380.225652 sec): 3 clusters Score: Raw -217556.133565 + Penalty 2424.659349 = -215131.474215 nChanged 7 SP:Iteration 18Q (380.264612 sec): 3 clusters Score: Raw -217559.204353 + Penalty 2424.659349 = -215134.545003 nChanged 4 SP:Iteration 19Q (380.300939 sec): 3 clusters Score: Raw -217560.061960 + Penalty 2424.659349 = -215135.402611 nChanged 4 SP:Iteration 20F (380.338269 sec): 3 clusters Score: Raw -217561.552833 + Penalty 2424.659349 = -215136.893483 nChanged 5 SP:Iteration 21Q (380.371378 sec): 3 clusters Score: Raw -217563.153727 + Penalty 2424.659349 = -215138.494378 nChanged 3 SP:Iteration 22Q (380.419550 sec): 3 clusters Score: Raw -217565.353766 + Penalty 2424.659349 = -215140.694416 nChanged 4 SP:Iteration 23Q (380.454533 sec): 3 clusters Score: Raw -217566.246128 + Penalty 2424.659349 = -215141.586779 nChanged 4 SP:Iteration 24Q (380.499482 sec): 3 clusters Score: Raw -217567.371421 + Penalty 2424.659349 = -215142.712071 nChanged 7 SP:Iteration 25Q (380.542293 sec): 3 clusters Score: Raw -217570.778635 + Penalty 2424.659349 = -215146.119285 nChanged 6 SP:Iteration 26Q (380.588550 sec): 3 clusters Score: Raw -217573.142253 + Penalty 2424.659349 = -215148.482904 nChanged 3 SP:Iteration 27Q (380.633566 sec): 3 clusters Score: Raw -217573.937446 + Penalty 2424.659349 = -215149.278097 nChanged 1 SP:Iteration 28Q (380.677291 sec): 3 clusters Score: Raw -217574.200244 + Penalty 2424.659349 = -215149.540894 nChanged 0 SP:Iteration 29F (380.717792 sec): 3 clusters Score: Raw -217574.200244 + Penalty 2424.659349 = -215149.540894 nChanged 0 Trying to split cluster 14 (4289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (380.743755 sec): 2 clusters Score: Raw -460202.623326 + Penalty 1359.118944 = -458843.504382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (380.785450 sec): 3 clusters Score: Raw -458084.021978 + Penalty 2718.237887 = -455365.784091 nChanged 1706 SP:Iteration 1F (380.825357 sec): 3 clusters Score: Raw -459100.349223 + Penalty 2718.237887 = -456382.111335 nChanged 344 SP:Iteration 2F (380.865564 sec): 3 clusters Score: Raw -459353.290397 + Penalty 2718.237887 = -456635.052509 nChanged 287 SP:Iteration 3F (380.904655 sec): 3 clusters Score: Raw -459549.170200 + Penalty 2718.237887 = -456830.932313 nChanged 227 SP:Iteration 4F (380.944542 sec): 3 clusters Score: Raw -459694.908893 + Penalty 2718.237887 = -456976.671006 nChanged 198 SP:Iteration 5Q (380.985085 sec): 3 clusters Score: Raw -459823.616816 + Penalty 2718.237887 = -457105.378929 nChanged 163 SP:Iteration 6Q (381.031927 sec): 3 clusters Score: Raw -459934.214244 + Penalty 2718.237887 = -457215.976356 nChanged 176 SP:Iteration 7Q (381.063845 sec): 3 clusters Score: Raw -460046.036896 + Penalty 2718.237887 = -457327.799009 nChanged 157 SP:Iteration 8Q (381.110827 sec): 3 clusters Score: Raw -460141.408926 + Penalty 2718.237887 = -457423.171039 nChanged 133 SP:Iteration 9Q (381.159865 sec): 3 clusters Score: Raw -460238.769049 + Penalty 2718.237887 = -457520.531161 nChanged 133 SP:Iteration 10Q (381.207041 sec): 3 clusters Score: Raw -460334.463745 + Penalty 2718.237887 = -457616.225857 nChanged 118 SP:Iteration 11Q (381.256612 sec): 3 clusters Score: Raw -460402.412406 + Penalty 2718.237887 = -457684.174519 nChanged 88 SP:Iteration 12Q (381.297611 sec): 3 clusters Score: Raw -460472.251047 + Penalty 2718.237887 = -457754.013159 nChanged 82 SP:Iteration 13Q (381.345344 sec): 3 clusters Score: Raw -460537.919154 + Penalty 2718.237887 = -457819.681267 nChanged 72 SP:Iteration 14Q (381.393763 sec): 3 clusters Score: Raw -460578.693029 + Penalty 2718.237887 = -457860.455142 nChanged 62 SP:Iteration 15Q (381.443163 sec): 3 clusters Score: Raw -460602.765563 + Penalty 2718.237887 = -457884.527675 nChanged 42 SP:Iteration 16Q (381.490341 sec): 3 clusters Score: Raw -460616.710003 + Penalty 2718.237887 = -457898.472116 nChanged 29 SP:Iteration 17Q (381.536732 sec): 3 clusters Score: Raw -460623.498870 + Penalty 2718.237887 = -457905.260983 nChanged 17 SP:Iteration 18Q (381.578227 sec): 3 clusters Score: Raw -460628.085612 + Penalty 2718.237887 = -457909.847725 nChanged 12 SP:Iteration 19Q (381.618175 sec): 3 clusters Score: Raw -460631.998144 + Penalty 2718.237887 = -457913.760256 nChanged 5 SP:Iteration 20F (381.658610 sec): 3 clusters Score: Raw -460633.560033 + Penalty 2718.237887 = -457915.322145 nChanged 3 SP:Iteration 21Q (381.700889 sec): 3 clusters Score: Raw -460634.012680 + Penalty 2718.237887 = -457915.774792 nChanged 2 SP:Iteration 22Q (381.739500 sec): 3 clusters Score: Raw -460634.373526 + Penalty 2718.237887 = -457916.135639 nChanged 1 SP:Iteration 23Q (381.779507 sec): 3 clusters Score: Raw -460634.524098 + Penalty 2718.237887 = -457916.286211 nChanged 2 SP:Iteration 24Q (381.820026 sec): 3 clusters Score: Raw -460634.774442 + Penalty 2718.237887 = -457916.536555 nChanged 2 SP:Iteration 25Q (381.859673 sec): 3 clusters Score: Raw -460635.055925 + Penalty 2718.237887 = -457916.818037 nChanged 2 SP:Iteration 26Q (381.905327 sec): 3 clusters Score: Raw -460635.478656 + Penalty 2718.237887 = -457917.240769 nChanged 0 SP:Iteration 27F (381.956583 sec): 3 clusters Score: Raw -460635.478656 + Penalty 2718.237887 = -457917.240769 nChanged 0 Trying to split cluster 15 (4221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.986325 sec): 2 clusters Score: Raw -535634.328672 + Penalty 1356.521944 = -534277.806728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.034376 sec): 3 clusters Score: Raw -533520.258111 + Penalty 2713.043887 = -530807.214223 nChanged 1683 SP:Iteration 1F (382.082271 sec): 3 clusters Score: Raw -534432.458319 + Penalty 2713.043887 = -531719.414431 nChanged 302 SP:Iteration 2F (382.119527 sec): 3 clusters Score: Raw -534591.645084 + Penalty 2713.043887 = -531878.601197 nChanged 198 SP:Iteration 3Q (382.174422 sec): 3 clusters Score: Raw -534686.954265 + Penalty 2713.043887 = -531973.910378 nChanged 162 SP:Iteration 4Q (382.223777 sec): 3 clusters Score: Raw -534754.843868 + Penalty 2713.043887 = -532041.799980 nChanged 100 SP:Iteration 5Q (382.259385 sec): 3 clusters Score: Raw -534795.052709 + Penalty 2713.043887 = -532082.008822 nChanged 90 SP:Iteration 6Q (382.303291 sec): 3 clusters Score: Raw -534828.878293 + Penalty 2713.043887 = -532115.834405 nChanged 70 SP:Iteration 7Q (382.358706 sec): 3 clusters Score: Raw -534855.967113 + Penalty 2713.043887 = -532142.923226 nChanged 64 SP:Iteration 8Q (382.406144 sec): 3 clusters Score: Raw -534881.828694 + Penalty 2713.043887 = -532168.784807 nChanged 76 SP:Iteration 9Q (382.445099 sec): 3 clusters Score: Raw -534916.564586 + Penalty 2713.043887 = -532203.520699 nChanged 75 SP:Iteration 10Q (382.494718 sec): 3 clusters Score: Raw -534956.634198 + Penalty 2713.043887 = -532243.590311 nChanged 97 SP:Iteration 11Q (382.547968 sec): 3 clusters Score: Raw -535012.301581 + Penalty 2713.043887 = -532299.257693 nChanged 111 SP:Iteration 12Q (382.586342 sec): 3 clusters Score: Raw -535070.134197 + Penalty 2713.043887 = -532357.090310 nChanged 105 SP:Iteration 13Q (382.634358 sec): 3 clusters Score: Raw -535123.943988 + Penalty 2713.043887 = -532410.900101 nChanged 111 SP:Iteration 14Q (382.678410 sec): 3 clusters Score: Raw -535190.194123 + Penalty 2713.043887 = -532477.150235 nChanged 105 SP:Iteration 15Q (382.715127 sec): 3 clusters Score: Raw -535260.882335 + Penalty 2713.043887 = -532547.838448 nChanged 123 SP:Iteration 16Q (382.768649 sec): 3 clusters Score: Raw -535353.511345 + Penalty 2713.043887 = -532640.467458 nChanged 117 SP:Iteration 17Q (382.809365 sec): 3 clusters Score: Raw -535438.600462 + Penalty 2713.043887 = -532725.556574 nChanged 100 SP:Iteration 18Q (382.852790 sec): 3 clusters Score: Raw -535515.292449 + Penalty 2713.043887 = -532802.248561 nChanged 78 SP:Iteration 19Q (382.896161 sec): 3 clusters Score: Raw -535582.837145 + Penalty 2713.043887 = -532869.793257 nChanged 56 SP:Iteration 20F (382.926662 sec): 3 clusters Score: Raw -535627.505153 + Penalty 2713.043887 = -532914.461266 nChanged 47 SP:Iteration 21Q (382.968276 sec): 3 clusters Score: Raw -535670.093097 + Penalty 2713.043887 = -532957.049210 nChanged 27 SP:Iteration 22Q (383.008062 sec): 3 clusters Score: Raw -535693.616513 + Penalty 2713.043887 = -532980.572626 nChanged 22 SP:Iteration 23Q (383.042753 sec): 3 clusters Score: Raw -535712.031137 + Penalty 2713.043887 = -532998.987249 nChanged 21 SP:Iteration 24Q (383.094072 sec): 3 clusters Score: Raw -535731.618573 + Penalty 2713.043887 = -533018.574685 nChanged 16 SP:Iteration 25Q (383.143456 sec): 3 clusters Score: Raw -535745.326737 + Penalty 2713.043887 = -533032.282850 nChanged 8 SP:Iteration 26Q (383.177739 sec): 3 clusters Score: Raw -535752.205869 + Penalty 2713.043887 = -533039.161982 nChanged 6 SP:Iteration 27Q (383.235929 sec): 3 clusters Score: Raw -535756.565132 + Penalty 2713.043887 = -533043.521244 nChanged 6 SP:Iteration 28Q (383.283552 sec): 3 clusters Score: Raw -535760.142859 + Penalty 2713.043887 = -533047.098972 nChanged 5 SP:Iteration 29Q (383.330517 sec): 3 clusters Score: Raw -535762.596524 + Penalty 2713.043887 = -533049.552636 nChanged 3 SP:Iteration 30Q (383.368126 sec): 3 clusters Score: Raw -535765.411127 + Penalty 2713.043887 = -533052.367239 nChanged 6 SP:Iteration 31Q (383.422971 sec): 3 clusters Score: Raw -535771.060679 + Penalty 2713.043887 = -533058.016792 nChanged 6 SP:Iteration 32Q (383.471794 sec): 3 clusters Score: Raw -535774.665847 + Penalty 2713.043887 = -533061.621959 nChanged 0 SP:Iteration 33F (383.516721 sec): 3 clusters Score: Raw -535774.665847 + Penalty 2713.043887 = -533061.621959 nChanged 0 Trying to split cluster 16 (8565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (383.547227 sec): 2 clusters Score: Raw -1064654.029657 + Penalty 1471.508904 = -1063182.520753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.597925 sec): 3 clusters Score: Raw -1059842.381571 + Penalty 2943.017808 = -1056899.363762 nChanged 3674 SP:Iteration 1F (383.633887 sec): 3 clusters Score: Raw -1061770.008353 + Penalty 2943.017808 = -1058826.990545 nChanged 543 SP:Iteration 2F (383.682604 sec): 3 clusters Score: Raw -1062023.684151 + Penalty 2943.017808 = -1059080.666343 nChanged 471 SP:Iteration 3F (383.740771 sec): 3 clusters Score: Raw -1062267.794274 + Penalty 2943.017808 = -1059324.776466 nChanged 468 SP:Iteration 4F (383.789845 sec): 3 clusters Score: Raw -1062521.798508 + Penalty 2943.017808 = -1059578.780699 nChanged 437 SP:Iteration 5F (383.841158 sec): 3 clusters Score: Raw -1062803.803014 + Penalty 2943.017808 = -1059860.785206 nChanged 457 SP:Iteration 6F (383.892862 sec): 3 clusters Score: Raw -1063137.148369 + Penalty 2943.017808 = -1060194.130560 nChanged 494 SP:Iteration 7F (383.958377 sec): 3 clusters Score: Raw -1063577.089624 + Penalty 2943.017808 = -1060634.071815 nChanged 545 SP:Iteration 8F (384.004536 sec): 3 clusters Score: Raw -1064156.707167 + Penalty 2943.017808 = -1061213.689359 nChanged 542 SP:Iteration 9F (384.069817 sec): 3 clusters Score: Raw -1064659.170663 + Penalty 2943.017808 = -1061716.152854 nChanged 457 SP:Iteration 10F (384.118988 sec): 3 clusters Score: Raw -1065022.604517 + Penalty 2943.017808 = -1062079.586709 nChanged 339 SP:Iteration 11Q (384.167979 sec): 3 clusters Score: Raw -1065268.195525 + Penalty 2943.017808 = -1062325.177717 nChanged 241 SP:Iteration 12Q (384.233651 sec): 3 clusters Score: Raw -1065427.441656 + Penalty 2943.017808 = -1062484.423847 nChanged 194 SP:Iteration 13Q (384.278516 sec): 3 clusters Score: Raw -1065538.938225 + Penalty 2943.017808 = -1062595.920416 nChanged 142 SP:Iteration 14Q (384.338522 sec): 3 clusters Score: Raw -1065614.230263 + Penalty 2943.017808 = -1062671.212455 nChanged 110 SP:Iteration 15Q (384.392029 sec): 3 clusters Score: Raw -1065669.815274 + Penalty 2943.017808 = -1062726.797466 nChanged 98 SP:Iteration 16Q (384.447800 sec): 3 clusters Score: Raw -1065724.553162 + Penalty 2943.017808 = -1062781.535353 nChanged 81 SP:Iteration 17Q (384.491824 sec): 3 clusters Score: Raw -1065767.567918 + Penalty 2943.017808 = -1062824.550109 nChanged 62 SP:Iteration 18Q (384.550370 sec): 3 clusters Score: Raw -1065803.586817 + Penalty 2943.017808 = -1062860.569008 nChanged 72 SP:Iteration 19Q (384.605141 sec): 3 clusters Score: Raw -1065842.962538 + Penalty 2943.017808 = -1062899.944730 nChanged 63 SP:Iteration 20F (384.647579 sec): 3 clusters Score: Raw -1065876.277280 + Penalty 2943.017808 = -1062933.259472 nChanged 53 SP:Iteration 21Q (384.691959 sec): 3 clusters Score: Raw -1065905.534874 + Penalty 2943.017808 = -1062962.517066 nChanged 54 SP:Iteration 22Q (384.726421 sec): 3 clusters Score: Raw -1065932.763011 + Penalty 2943.017808 = -1062989.745202 nChanged 45 SP:Iteration 23Q (384.778725 sec): 3 clusters Score: Raw -1065956.040816 + Penalty 2943.017808 = -1063013.023008 nChanged 35 SP:Iteration 24Q (384.822607 sec): 3 clusters Score: Raw -1065975.804944 + Penalty 2943.017808 = -1063032.787136 nChanged 33 SP:Iteration 25Q (384.865519 sec): 3 clusters Score: Raw -1065992.065738 + Penalty 2943.017808 = -1063049.047929 nChanged 24 SP:Iteration 26Q (384.918657 sec): 3 clusters Score: Raw -1066001.619815 + Penalty 2943.017808 = -1063058.602007 nChanged 21 SP:Iteration 27Q (384.955450 sec): 3 clusters Score: Raw -1066009.063351 + Penalty 2943.017808 = -1063066.045542 nChanged 22 SP:Iteration 28Q (385.000130 sec): 3 clusters Score: Raw -1066018.447245 + Penalty 2943.017808 = -1063075.429437 nChanged 17 SP:Iteration 29Q (385.044008 sec): 3 clusters Score: Raw -1066025.419519 + Penalty 2943.017808 = -1063082.401711 nChanged 14 SP:Iteration 30Q (385.089042 sec): 3 clusters Score: Raw -1066032.707977 + Penalty 2943.017808 = -1063089.690169 nChanged 16 SP:Iteration 31Q (385.135178 sec): 3 clusters Score: Raw -1066040.191042 + Penalty 2943.017808 = -1063097.173234 nChanged 11 SP:Iteration 32Q (385.187809 sec): 3 clusters Score: Raw -1066043.640592 + Penalty 2943.017808 = -1063100.622784 nChanged 11 SP:Iteration 33Q (385.233620 sec): 3 clusters Score: Raw -1066047.094252 + Penalty 2943.017808 = -1063104.076444 nChanged 11 SP:Iteration 34Q (385.278416 sec): 3 clusters Score: Raw -1066049.558727 + Penalty 2943.017808 = -1063106.540919 nChanged 5 SP:Iteration 35Q (385.328577 sec): 3 clusters Score: Raw -1066050.702682 + Penalty 2943.017808 = -1063107.684873 nChanged 7 SP:Iteration 36Q (385.372818 sec): 3 clusters Score: Raw -1066053.392189 + Penalty 2943.017808 = -1063110.374381 nChanged 9 SP:Iteration 37Q (385.411623 sec): 3 clusters Score: Raw -1066055.482245 + Penalty 2943.017808 = -1063112.464436 nChanged 2 SP:Iteration 38Q (385.455844 sec): 3 clusters Score: Raw -1066056.018521 + Penalty 2943.017808 = -1063113.000713 nChanged 2 SP:Iteration 39Q (385.507391 sec): 3 clusters Score: Raw -1066056.421696 + Penalty 2943.017808 = -1063113.403887 nChanged 2 SP:Iteration 40F (385.552135 sec): 3 clusters Score: Raw -1066057.044115 + Penalty 2943.017808 = -1063114.026306 nChanged 3 SP:Iteration 41Q (385.597103 sec): 3 clusters Score: Raw -1066057.602873 + Penalty 2943.017808 = -1063114.585064 nChanged 1 SP:Iteration 42Q (385.648533 sec): 3 clusters Score: Raw -1066057.721405 + Penalty 2943.017808 = -1063114.703597 nChanged 1 SP:Iteration 43Q (385.693004 sec): 3 clusters Score: Raw -1066057.834788 + Penalty 2943.017808 = -1063114.816980 nChanged 0 SP:Iteration 44F (385.738593 sec): 3 clusters Score: Raw -1066057.834788 + Penalty 2943.017808 = -1063114.816980 nChanged 0 Trying to split cluster 17 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (385.750369 sec): 2 clusters Score: Raw -43073.954349 + Penalty 963.558236 = -42110.396113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (385.781755 sec): 3 clusters Score: Raw -43094.506037 + Penalty 1927.116472 = -41167.389566 nChanged 85 SP:Iteration 1F (385.813810 sec): 3 clusters Score: Raw -43251.405812 + Penalty 1927.116472 = -41324.289340 nChanged 22 SP:Iteration 2F (385.845579 sec): 3 clusters Score: Raw -43312.831216 + Penalty 1927.116472 = -41385.714744 nChanged 7 SP:Iteration 3Q (385.877271 sec): 3 clusters Score: Raw -43339.636081 + Penalty 1927.116472 = -41412.519609 nChanged 7 SP:Iteration 4Q (385.917430 sec): 3 clusters Score: Raw -43349.922832 + Penalty 1927.116472 = -41422.806360 nChanged 5 SP:Iteration 5Q (385.947791 sec): 3 clusters Score: Raw -43354.431849 + Penalty 1927.116472 = -41427.315378 nChanged 2 SP:Iteration 6Q (385.989073 sec): 3 clusters Score: Raw -43355.742887 + Penalty 1927.116472 = -41428.626416 nChanged 0 SP:Iteration 7F (386.030371 sec): 3 clusters Score: Raw -43355.742887 + Penalty 1927.116472 = -41428.626416 nChanged 0 Trying to split cluster 18 (2030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.053449 sec): 2 clusters Score: Raw -225719.390272 + Penalty 1237.566049 = -224481.824222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.097679 sec): 3 clusters Score: Raw -224894.611839 + Penalty 2475.132098 = -222419.479740 nChanged 735 SP:Iteration 1F (386.148843 sec): 3 clusters Score: Raw -225455.087076 + Penalty 2475.132098 = -222979.954978 nChanged 183 SP:Iteration 2F (386.188165 sec): 3 clusters Score: Raw -225630.360049 + Penalty 2475.132098 = -223155.227951 nChanged 118 SP:Iteration 3F (386.233425 sec): 3 clusters Score: Raw -225735.587203 + Penalty 2475.132098 = -223260.455105 nChanged 91 SP:Iteration 4Q (386.281039 sec): 3 clusters Score: Raw -225806.806494 + Penalty 2475.132098 = -223331.674395 nChanged 66 SP:Iteration 5Q (386.325175 sec): 3 clusters Score: Raw -225852.366884 + Penalty 2475.132098 = -223377.234785 nChanged 43 SP:Iteration 6Q (386.364899 sec): 3 clusters Score: Raw -225880.094185 + Penalty 2475.132098 = -223404.962087 nChanged 28 SP:Iteration 7Q (386.410967 sec): 3 clusters Score: Raw -225900.239778 + Penalty 2475.132098 = -223425.107679 nChanged 26 SP:Iteration 8Q (386.463088 sec): 3 clusters Score: Raw -225912.291342 + Penalty 2475.132098 = -223437.159243 nChanged 18 SP:Iteration 9Q (386.494801 sec): 3 clusters Score: Raw -225920.641366 + Penalty 2475.132098 = -223445.509267 nChanged 13 SP:Iteration 10Q (386.545923 sec): 3 clusters Score: Raw -225928.284976 + Penalty 2475.132098 = -223453.152878 nChanged 6 SP:Iteration 11Q (386.577661 sec): 3 clusters Score: Raw -225932.117678 + Penalty 2475.132098 = -223456.985580 nChanged 7 SP:Iteration 12Q (386.608104 sec): 3 clusters Score: Raw -225936.254728 + Penalty 2475.132098 = -223461.122629 nChanged 7 SP:Iteration 13Q (386.640254 sec): 3 clusters Score: Raw -225939.164037 + Penalty 2475.132098 = -223464.031939 nChanged 5 SP:Iteration 14Q (386.672070 sec): 3 clusters Score: Raw -225940.780114 + Penalty 2475.132098 = -223465.648015 nChanged 2 SP:Iteration 15Q (386.703036 sec): 3 clusters Score: Raw -225941.680339 + Penalty 2475.132098 = -223466.548240 nChanged 1 SP:Iteration 16Q (386.731642 sec): 3 clusters Score: Raw -225941.955552 + Penalty 2475.132098 = -223466.823454 nChanged 0 SP:Iteration 17F (386.764581 sec): 3 clusters Score: Raw -225941.955552 + Penalty 2475.132098 = -223466.823454 nChanged 0 Trying to split cluster 19 (1228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.777124 sec): 2 clusters Score: Raw -143194.992746 + Penalty 1155.885593 = -142039.107153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.805921 sec): 3 clusters Score: Raw -142789.576496 + Penalty 2311.771185 = -140477.805311 nChanged 389 SP:Iteration 1F (386.842625 sec): 3 clusters Score: Raw -143292.009304 + Penalty 2311.771185 = -140980.238119 nChanged 145 SP:Iteration 2F (386.871937 sec): 3 clusters Score: Raw -143565.502573 + Penalty 2311.771185 = -141253.731388 nChanged 124 SP:Iteration 3F (386.900972 sec): 3 clusters Score: Raw -143720.318377 + Penalty 2311.771185 = -141408.547192 nChanged 74 SP:Iteration 4F (386.929611 sec): 3 clusters Score: Raw -143816.473702 + Penalty 2311.771185 = -141504.702517 nChanged 51 SP:Iteration 5Q (386.958007 sec): 3 clusters Score: Raw -143890.886911 + Penalty 2311.771185 = -141579.115725 nChanged 38 SP:Iteration 6Q (386.987441 sec): 3 clusters Score: Raw -143936.998522 + Penalty 2311.771185 = -141625.227337 nChanged 30 SP:Iteration 7Q (387.015336 sec): 3 clusters Score: Raw -143973.751794 + Penalty 2311.771185 = -141661.980609 nChanged 22 SP:Iteration 8Q (387.044306 sec): 3 clusters Score: Raw -144000.562720 + Penalty 2311.771185 = -141688.791534 nChanged 23 SP:Iteration 9Q (387.073634 sec): 3 clusters Score: Raw -144029.817394 + Penalty 2311.771185 = -141718.046208 nChanged 24 SP:Iteration 10Q (387.103381 sec): 3 clusters Score: Raw -144065.026776 + Penalty 2311.771185 = -141753.255591 nChanged 14 SP:Iteration 11Q (387.138607 sec): 3 clusters Score: Raw -144083.296322 + Penalty 2311.771185 = -141771.525137 nChanged 12 SP:Iteration 12Q (387.168650 sec): 3 clusters Score: Raw -144098.087546 + Penalty 2311.771185 = -141786.316361 nChanged 8 SP:Iteration 13Q (387.197210 sec): 3 clusters Score: Raw -144114.500046 + Penalty 2311.771185 = -141802.728861 nChanged 8 SP:Iteration 14Q (387.219110 sec): 3 clusters Score: Raw -144123.975022 + Penalty 2311.771185 = -141812.203836 nChanged 4 SP:Iteration 15Q (387.247572 sec): 3 clusters Score: Raw -144131.312743 + Penalty 2311.771185 = -141819.541558 nChanged 6 SP:Iteration 16Q (387.276853 sec): 3 clusters Score: Raw -144137.697595 + Penalty 2311.771185 = -141825.926409 nChanged 2 SP:Iteration 17Q (387.320522 sec): 3 clusters Score: Raw -144139.268114 + Penalty 2311.771185 = -141827.496929 nChanged 2 SP:Iteration 18Q (387.358827 sec): 3 clusters Score: Raw -144140.696674 + Penalty 2311.771185 = -141828.925488 nChanged 3 SP:Iteration 19Q (387.398229 sec): 3 clusters Score: Raw -144147.832176 + Penalty 2311.771185 = -141836.060991 nChanged 2 SP:Iteration 20F (387.427089 sec): 3 clusters Score: Raw -144152.339745 + Penalty 2311.771185 = -141840.568559 nChanged 3 SP:Iteration 21Q (387.460039 sec): 3 clusters Score: Raw -144157.146597 + Penalty 2311.771185 = -141845.375411 nChanged 0 SP:Iteration 22F (387.489010 sec): 3 clusters Score: Raw -144157.146597 + Penalty 2311.771185 = -141845.375411 nChanged 0 Iteration 99Q (389.726895 sec): 21 clusters Score: Raw -40629880.124957 + Penalty 41368.635847 = -40588511.489111 nChanged 1994 Iteration 100F (393.247119 sec): 21 clusters Score: Raw -40631018.875894 + Penalty 41368.635847 = -40589650.240047 nChanged 2250 Iteration 101Q (395.655369 sec): 21 clusters Score: Raw -40631478.492859 + Penalty 41368.635847 = -40590109.857013 nChanged 1320 Iteration 102Q (398.061231 sec): 21 clusters Score: Raw -40631669.957675 + Penalty 41368.635847 = -40590301.321828 nChanged 988 Iteration 103Q (400.498033 sec): 21 clusters Score: Raw -40631795.499293 + Penalty 41368.635847 = -40590426.863446 nChanged 827 Iteration 104Q (402.755835 sec): 21 clusters Score: Raw -40631883.861207 + Penalty 41368.635847 = -40590515.225361 nChanged 624 Iteration 105Q (405.063392 sec): 21 clusters Score: Raw -40631939.052958 + Penalty 41368.635847 = -40590570.417111 nChanged 546 Iteration 106Q (407.455826 sec): 21 clusters Score: Raw -40631984.061939 + Penalty 41368.635847 = -40590615.426093 nChanged 488 Iteration 107Q (409.832665 sec): 21 clusters Score: Raw -40632027.217658 + Penalty 41368.635847 = -40590658.581811 nChanged 449 Iteration 108Q (412.288024 sec): 21 clusters Score: Raw -40632066.481345 + Penalty 41368.635847 = -40590697.845499 nChanged 418 Iteration 109Q (414.635490 sec): 21 clusters Score: Raw -40632100.395762 + Penalty 41368.635847 = -40590731.759915 nChanged 409 Iteration 110Q (416.976414 sec): 21 clusters Score: Raw -40632134.385797 + Penalty 41368.635847 = -40590765.749951 nChanged 397 Iteration 111Q (419.373621 sec): 21 clusters Score: Raw -40632166.449347 + Penalty 41368.635847 = -40590797.813500 nChanged 368 Iteration 112Q (421.810833 sec): 21 clusters Score: Raw -40632193.418010 + Penalty 41368.635847 = -40590824.782163 nChanged 358 Iteration 113Q (424.148575 sec): 21 clusters Score: Raw -40632219.476779 + Penalty 41368.635847 = -40590850.840932 nChanged 320 Iteration 114Q (426.527574 sec): 21 clusters Score: Raw -40632243.911910 + Penalty 41368.635847 = -40590875.276064 nChanged 323 Iteration 115Q (428.861884 sec): 21 clusters Score: Raw -40632268.746530 + Penalty 41368.635847 = -40590900.110684 nChanged 286 Iteration 116Q (431.256539 sec): 21 clusters Score: Raw -40632289.866399 + Penalty 41368.635847 = -40590921.230552 nChanged 290 Iteration 117Q (433.668959 sec): 21 clusters Score: Raw -40632311.970020 + Penalty 41368.635847 = -40590943.334174 nChanged 247 Iteration 118Q (436.141546 sec): 21 clusters Score: Raw -40632332.704264 + Penalty 41368.635847 = -40590964.068417 nChanged 279 Iteration 119Q (438.555163 sec): 21 clusters Score: Raw -40632356.075688 + Penalty 41368.635847 = -40590987.439841 nChanged 295 Iteration 120F (442.176728 sec): 21 clusters Score: Raw -40632381.270748 + Penalty 41368.635847 = -40591012.634901 nChanged 268 Iteration 121Q (444.622816 sec): 21 clusters Score: Raw -40632407.518281 + Penalty 41368.635847 = -40591038.882435 nChanged 255 Iteration 122Q (447.015391 sec): 21 clusters Score: Raw -40632429.428516 + Penalty 41368.635847 = -40591060.792669 nChanged 264 Iteration 123Q (449.442624 sec): 21 clusters Score: Raw -40632453.027967 + Penalty 41368.635847 = -40591084.392120 nChanged 262 Iteration 124Q (451.831137 sec): 21 clusters Score: Raw -40632475.445198 + Penalty 41368.635847 = -40591106.809351 nChanged 265 Iteration 125Q (454.245590 sec): 21 clusters Score: Raw -40632499.513896 + Penalty 41368.635847 = -40591130.878049 nChanged 247 Iteration 126Q (456.605465 sec): 21 clusters Score: Raw -40632520.203575 + Penalty 41368.635847 = -40591151.567728 nChanged 243 Iteration 127Q (459.014031 sec): 21 clusters Score: Raw -40632543.946341 + Penalty 41368.635847 = -40591175.310495 nChanged 270 Iteration 128Q (461.439190 sec): 21 clusters Score: Raw -40632572.134391 + Penalty 41368.635847 = -40591203.498544 nChanged 282 Iteration 129Q (463.826063 sec): 21 clusters Score: Raw -40632602.562935 + Penalty 41368.635847 = -40591233.927089 nChanged 287 Iteration 130Q (466.055698 sec): 21 clusters Score: Raw -40632630.205003 + Penalty 41368.635847 = -40591261.569156 nChanged 269 Iteration 131Q (468.508048 sec): 21 clusters Score: Raw -40632656.217302 + Penalty 41368.635847 = -40591287.581455 nChanged 242 Iteration 132Q (470.952814 sec): 21 clusters Score: Raw -40632680.242102 + Penalty 41368.635847 = -40591311.606255 nChanged 258 Iteration 133Q (473.314194 sec): 21 clusters Score: Raw -40632706.153328 + Penalty 41368.635847 = -40591337.517482 nChanged 245 Iteration 134Q (475.761288 sec): 21 clusters Score: Raw -40632733.412071 + Penalty 41368.635847 = -40591364.776224 nChanged 264 Iteration 135Q (478.270484 sec): 21 clusters Score: Raw -40632759.822515 + Penalty 41368.635847 = -40591391.186669 nChanged 273 Iteration 136Q (480.798431 sec): 21 clusters Score: Raw -40632789.296423 + Penalty 41368.635847 = -40591420.660576 nChanged 264 Iteration 137Q (483.319876 sec): 21 clusters Score: Raw -40632818.583957 + Penalty 41368.635847 = -40591449.948111 nChanged 265 Iteration 138Q (485.705295 sec): 21 clusters Score: Raw -40632847.075203 + Penalty 41368.635847 = -40591478.439356 nChanged 246 Writing temp clu file Because OldScore, -40591449.948111, is greater than current (better) Score,-40591478.439356 Compute initial score before splitting: Score: Raw -40632847.075203 + Penalty 41368.635847 = -40591478.439356 Trying to split cluster 1 (3018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.811523 sec): 2 clusters Score: Raw -359138.761073 + Penalty 1302.006816 = -357836.754256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.863552 sec): 3 clusters Score: Raw -357690.318172 + Penalty 2604.013633 = -355086.304539 nChanged 1165 SP:Iteration 1F (485.907448 sec): 3 clusters Score: Raw -358350.306977 + Penalty 2604.013633 = -355746.293344 nChanged 237 SP:Iteration 2F (485.945361 sec): 3 clusters Score: Raw -358498.775194 + Penalty 2604.013633 = -355894.761561 nChanged 168 SP:Iteration 3F (485.987505 sec): 3 clusters Score: Raw -358605.078297 + Penalty 2604.013633 = -356001.064664 nChanged 126 SP:Iteration 4Q (486.040443 sec): 3 clusters Score: Raw -358674.786046 + Penalty 2604.013633 = -356070.772413 nChanged 99 SP:Iteration 5Q (486.083317 sec): 3 clusters Score: Raw -358723.278407 + Penalty 2604.013633 = -356119.264774 nChanged 67 SP:Iteration 6Q (486.116806 sec): 3 clusters Score: Raw -358753.150020 + Penalty 2604.013633 = -356149.136387 nChanged 48 SP:Iteration 7Q (486.159186 sec): 3 clusters Score: Raw -358775.714081 + Penalty 2604.013633 = -356171.700448 nChanged 45 SP:Iteration 8Q (486.202023 sec): 3 clusters Score: Raw -358795.499928 + Penalty 2604.013633 = -356191.486295 nChanged 44 SP:Iteration 9Q (486.236905 sec): 3 clusters Score: Raw -358816.376495 + Penalty 2604.013633 = -356212.362862 nChanged 44 SP:Iteration 10Q (486.274032 sec): 3 clusters Score: Raw -358836.999235 + Penalty 2604.013633 = -356232.985602 nChanged 40 SP:Iteration 11Q (486.312378 sec): 3 clusters Score: Raw -358854.357971 + Penalty 2604.013633 = -356250.344338 nChanged 33 SP:Iteration 12Q (486.362450 sec): 3 clusters Score: Raw -358874.683696 + Penalty 2604.013633 = -356270.670063 nChanged 39 SP:Iteration 13Q (486.404568 sec): 3 clusters Score: Raw -358896.469685 + Penalty 2604.013633 = -356292.456052 nChanged 43 SP:Iteration 14Q (486.443856 sec): 3 clusters Score: Raw -358923.030177 + Penalty 2604.013633 = -356319.016545 nChanged 46 SP:Iteration 15Q (486.484924 sec): 3 clusters Score: Raw -358953.588488 + Penalty 2604.013633 = -356349.574855 nChanged 48 SP:Iteration 16Q (486.528811 sec): 3 clusters Score: Raw -358982.768552 + Penalty 2604.013633 = -356378.754919 nChanged 46 SP:Iteration 17Q (486.570896 sec): 3 clusters Score: Raw -359013.941612 + Penalty 2604.013633 = -356409.927979 nChanged 46 SP:Iteration 18Q (486.603290 sec): 3 clusters Score: Raw -359044.389299 + Penalty 2604.013633 = -356440.375667 nChanged 48 SP:Iteration 19Q (486.651100 sec): 3 clusters Score: Raw -359069.303541 + Penalty 2604.013633 = -356465.289908 nChanged 46 SP:Iteration 20F (486.686633 sec): 3 clusters Score: Raw -359093.258401 + Penalty 2604.013633 = -356489.244768 nChanged 39 SP:Iteration 21Q (486.737136 sec): 3 clusters Score: Raw -359117.389937 + Penalty 2604.013633 = -356513.376304 nChanged 46 SP:Iteration 22Q (486.769335 sec): 3 clusters Score: Raw -359147.132597 + Penalty 2604.013633 = -356543.118964 nChanged 39 SP:Iteration 23Q (486.812540 sec): 3 clusters Score: Raw -359168.120368 + Penalty 2604.013633 = -356564.106736 nChanged 34 SP:Iteration 24Q (486.853418 sec): 3 clusters Score: Raw -359188.114169 + Penalty 2604.013633 = -356584.100536 nChanged 38 SP:Iteration 25Q (486.894528 sec): 3 clusters Score: Raw -359207.938376 + Penalty 2604.013633 = -356603.924744 nChanged 39 SP:Iteration 26Q (486.936125 sec): 3 clusters Score: Raw -359229.677496 + Penalty 2604.013633 = -356625.663863 nChanged 37 SP:Iteration 27Q (486.982596 sec): 3 clusters Score: Raw -359251.082207 + Penalty 2604.013633 = -356647.068575 nChanged 26 SP:Iteration 28Q (487.018269 sec): 3 clusters Score: Raw -359269.441250 + Penalty 2604.013633 = -356665.427617 nChanged 36 SP:Iteration 29Q (487.062630 sec): 3 clusters Score: Raw -359286.286068 + Penalty 2604.013633 = -356682.272435 nChanged 31 SP:Iteration 30Q (487.111289 sec): 3 clusters Score: Raw -359298.341551 + Penalty 2604.013633 = -356694.327918 nChanged 18 SP:Iteration 31Q (487.155205 sec): 3 clusters Score: Raw -359307.025321 + Penalty 2604.013633 = -356703.011689 nChanged 26 SP:Iteration 32Q (487.187035 sec): 3 clusters Score: Raw -359318.385814 + Penalty 2604.013633 = -356714.372181 nChanged 18 SP:Iteration 33Q (487.229570 sec): 3 clusters Score: Raw -359324.864427 + Penalty 2604.013633 = -356720.850795 nChanged 14 SP:Iteration 34Q (487.270981 sec): 3 clusters Score: Raw -359329.646809 + Penalty 2604.013633 = -356725.633176 nChanged 10 SP:Iteration 35Q (487.320796 sec): 3 clusters Score: Raw -359333.402590 + Penalty 2604.013633 = -356729.388958 nChanged 15 SP:Iteration 36Q (487.355314 sec): 3 clusters Score: Raw -359337.326853 + Penalty 2604.013633 = -356733.313220 nChanged 11 SP:Iteration 37Q (487.396268 sec): 3 clusters Score: Raw -359339.950070 + Penalty 2604.013633 = -356735.936437 nChanged 8 SP:Iteration 38Q (487.445643 sec): 3 clusters Score: Raw -359342.094237 + Penalty 2604.013633 = -356738.080604 nChanged 5 SP:Iteration 39Q (487.488306 sec): 3 clusters Score: Raw -359343.996431 + Penalty 2604.013633 = -356739.982798 nChanged 6 SP:Iteration 40F (487.523266 sec): 3 clusters Score: Raw -359345.937324 + Penalty 2604.013633 = -356741.923691 nChanged 3 SP:Iteration 41Q (487.562423 sec): 3 clusters Score: Raw -359346.757974 + Penalty 2604.013633 = -356742.744341 nChanged 2 SP:Iteration 42Q (487.605063 sec): 3 clusters Score: Raw -359347.273039 + Penalty 2604.013633 = -356743.259406 nChanged 1 SP:Iteration 43Q (487.647128 sec): 3 clusters Score: Raw -359347.597031 + Penalty 2604.013633 = -356743.583399 nChanged 1 SP:Iteration 44Q (487.687078 sec): 3 clusters Score: Raw -359347.688614 + Penalty 2604.013633 = -356743.674981 nChanged 0 SP:Iteration 45F (487.728203 sec): 3 clusters Score: Raw -359347.688614 + Penalty 2604.013633 = -356743.674981 nChanged 0 Trying to split cluster 2 (28803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.789314 sec): 2 clusters Score: Raw -3633705.791566 + Penalty 1668.588159 = -3632037.203406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.858135 sec): 3 clusters Score: Raw -3615969.400763 + Penalty 3337.176319 = -3612632.224444 nChanged 13182 SP:Iteration 1F (487.932828 sec): 3 clusters Score: Raw -3623579.309865 + Penalty 3337.176319 = -3620242.133546 nChanged 1750 SP:Iteration 2F (488.009265 sec): 3 clusters Score: Raw -3624626.769313 + Penalty 3337.176319 = -3621289.592995 nChanged 1891 SP:Iteration 3F (488.091202 sec): 3 clusters Score: Raw -3626099.733903 + Penalty 3337.176319 = -3622762.557584 nChanged 1927 SP:Iteration 4F (488.167881 sec): 3 clusters Score: Raw -3627774.032609 + Penalty 3337.176319 = -3624436.856290 nChanged 2029 SP:Iteration 5F (488.243119 sec): 3 clusters Score: Raw -3629401.847882 + Penalty 3337.176319 = -3626064.671563 nChanged 1799 SP:Iteration 6F (488.311748 sec): 3 clusters Score: Raw -3630664.789878 + Penalty 3337.176319 = -3627327.613559 nChanged 1455 SP:Iteration 7F (488.389934 sec): 3 clusters Score: Raw -3631346.427916 + Penalty 3337.176319 = -3628009.251597 nChanged 955 SP:Iteration 8Q (488.465979 sec): 3 clusters Score: Raw -3631653.395855 + Penalty 3337.176319 = -3628316.219536 nChanged 615 SP:Iteration 9Q (488.553413 sec): 3 clusters Score: Raw -3631813.777243 + Penalty 3337.176319 = -3628476.600924 nChanged 429 SP:Iteration 10Q (488.633836 sec): 3 clusters Score: Raw -3631910.821960 + Penalty 3337.176319 = -3628573.645641 nChanged 329 SP:Iteration 11Q (488.708384 sec): 3 clusters Score: Raw -3631983.611812 + Penalty 3337.176319 = -3628646.435493 nChanged 331 SP:Iteration 12Q (488.788634 sec): 3 clusters Score: Raw -3632054.990113 + Penalty 3337.176319 = -3628717.813794 nChanged 303 SP:Iteration 13Q (488.870504 sec): 3 clusters Score: Raw -3632117.765357 + Penalty 3337.176319 = -3628780.589038 nChanged 266 SP:Iteration 14Q (488.947271 sec): 3 clusters Score: Raw -3632171.411044 + Penalty 3337.176319 = -3628834.234726 nChanged 273 SP:Iteration 15Q (489.022963 sec): 3 clusters Score: Raw -3632231.291309 + Penalty 3337.176319 = -3628894.114990 nChanged 289 SP:Iteration 16Q (489.092020 sec): 3 clusters Score: Raw -3632296.127650 + Penalty 3337.176319 = -3628958.951331 nChanged 291 SP:Iteration 17Q (489.168077 sec): 3 clusters Score: Raw -3632364.074402 + Penalty 3337.176319 = -3629026.898083 nChanged 324 SP:Iteration 18Q (489.238426 sec): 3 clusters Score: Raw -3632451.283484 + Penalty 3337.176319 = -3629114.107165 nChanged 349 SP:Iteration 19Q (489.325916 sec): 3 clusters Score: Raw -3632548.181615 + Penalty 3337.176319 = -3629211.005296 nChanged 400 SP:Iteration 20F (489.400868 sec): 3 clusters Score: Raw -3632661.128960 + Penalty 3337.176319 = -3629323.952642 nChanged 405 SP:Iteration 21Q (489.474299 sec): 3 clusters Score: Raw -3632779.957835 + Penalty 3337.176319 = -3629442.781516 nChanged 399 SP:Iteration 22Q (489.547331 sec): 3 clusters Score: Raw -3632887.819730 + Penalty 3337.176319 = -3629550.643412 nChanged 380 SP:Iteration 23Q (489.614918 sec): 3 clusters Score: Raw -3632988.466883 + Penalty 3337.176319 = -3629651.290564 nChanged 365 SP:Iteration 24Q (489.702429 sec): 3 clusters Score: Raw -3633087.099343 + Penalty 3337.176319 = -3629749.923024 nChanged 353 SP:Iteration 25Q (489.776179 sec): 3 clusters Score: Raw -3633181.487065 + Penalty 3337.176319 = -3629844.310746 nChanged 352 SP:Iteration 26Q (489.853185 sec): 3 clusters Score: Raw -3633276.664623 + Penalty 3337.176319 = -3629939.488304 nChanged 331 SP:Iteration 27Q (489.927608 sec): 3 clusters Score: Raw -3633365.634791 + Penalty 3337.176319 = -3630028.458472 nChanged 330 SP:Iteration 28Q (490.000553 sec): 3 clusters Score: Raw -3633456.815172 + Penalty 3337.176319 = -3630119.638853 nChanged 351 SP:Iteration 29Q (490.076905 sec): 3 clusters Score: Raw -3633560.798804 + Penalty 3337.176319 = -3630223.622485 nChanged 350 SP:Iteration 30Q (490.160740 sec): 3 clusters Score: Raw -3633657.712602 + Penalty 3337.176319 = -3630320.536283 nChanged 288 SP:Iteration 31Q (490.234336 sec): 3 clusters Score: Raw -3633731.383236 + Penalty 3337.176319 = -3630394.206917 nChanged 294 SP:Iteration 32Q (490.314673 sec): 3 clusters Score: Raw -3633802.112776 + Penalty 3337.176319 = -3630464.936458 nChanged 277 SP:Iteration 33Q (490.381973 sec): 3 clusters Score: Raw -3633868.827022 + Penalty 3337.176319 = -3630531.650703 nChanged 255 SP:Iteration 34Q (490.457531 sec): 3 clusters Score: Raw -3633926.802871 + Penalty 3337.176319 = -3630589.626553 nChanged 243 SP:Iteration 35Q (490.533100 sec): 3 clusters Score: Raw -3633979.733340 + Penalty 3337.176319 = -3630642.557021 nChanged 206 SP:Iteration 36Q (490.625931 sec): 3 clusters Score: Raw -3634015.197179 + Penalty 3337.176319 = -3630678.020860 nChanged 183 SP:Iteration 37Q (490.693180 sec): 3 clusters Score: Raw -3634045.944729 + Penalty 3337.176319 = -3630708.768410 nChanged 168 SP:Iteration 38Q (490.773016 sec): 3 clusters Score: Raw -3634070.812467 + Penalty 3337.176319 = -3630733.636148 nChanged 165 SP:Iteration 39Q (490.838485 sec): 3 clusters Score: Raw -3634098.858157 + Penalty 3337.176319 = -3630761.681838 nChanged 170 SP:Iteration 40F (490.906395 sec): 3 clusters Score: Raw -3634126.153022 + Penalty 3337.176319 = -3630788.976703 nChanged 150 SP:Iteration 41Q (490.997801 sec): 3 clusters Score: Raw -3634148.047970 + Penalty 3337.176319 = -3630810.871651 nChanged 164 SP:Iteration 42Q (491.079346 sec): 3 clusters Score: Raw -3634173.529826 + Penalty 3337.176319 = -3630836.353507 nChanged 157 SP:Iteration 43Q (491.145147 sec): 3 clusters Score: Raw -3634199.168704 + Penalty 3337.176319 = -3630861.992385 nChanged 139 SP:Iteration 44Q (491.226107 sec): 3 clusters Score: Raw -3634222.353127 + Penalty 3337.176319 = -3630885.176808 nChanged 146 SP:Iteration 45Q (491.311977 sec): 3 clusters Score: Raw -3634247.969422 + Penalty 3337.176319 = -3630910.793103 nChanged 162 SP:Iteration 46Q (491.394839 sec): 3 clusters Score: Raw -3634278.340309 + Penalty 3337.176319 = -3630941.163991 nChanged 157 SP:Iteration 47Q (491.456072 sec): 3 clusters Score: Raw -3634305.659844 + Penalty 3337.176319 = -3630968.483525 nChanged 157 SP:Iteration 48Q (491.541897 sec): 3 clusters Score: Raw -3634336.617464 + Penalty 3337.176319 = -3630999.441146 nChanged 180 SP:Iteration 49Q (491.627297 sec): 3 clusters Score: Raw -3634375.988691 + Penalty 3337.176319 = -3631038.812372 nChanged 202 SP:Iteration 50Q (491.705217 sec): 3 clusters Score: Raw -3634421.856918 + Penalty 3337.176319 = -3631084.680599 nChanged 195 SP:Iteration 51Q (491.784937 sec): 3 clusters Score: Raw -3634466.752985 + Penalty 3337.176319 = -3631129.576666 nChanged 196 SP:Iteration 52Q (491.857181 sec): 3 clusters Score: Raw -3634517.996783 + Penalty 3337.176319 = -3631180.820464 nChanged 230 SP:Iteration 53Q (491.934853 sec): 3 clusters Score: Raw -3634588.609601 + Penalty 3337.176319 = -3631251.433282 nChanged 222 SP:Iteration 54Q (492.019412 sec): 3 clusters Score: Raw -3634660.477592 + Penalty 3337.176319 = -3631323.301273 nChanged 207 SP:Iteration 55Q (492.091366 sec): 3 clusters Score: Raw -3634727.495030 + Penalty 3337.176319 = -3631390.318711 nChanged 209 SP:Iteration 56Q (492.150525 sec): 3 clusters Score: Raw -3634804.157145 + Penalty 3337.176319 = -3631466.980826 nChanged 182 SP:Iteration 57Q (492.229696 sec): 3 clusters Score: Raw -3634873.594068 + Penalty 3337.176319 = -3631536.417749 nChanged 183 SP:Iteration 58Q (492.303293 sec): 3 clusters Score: Raw -3634939.595200 + Penalty 3337.176319 = -3631602.418881 nChanged 145 SP:Iteration 59Q (492.380747 sec): 3 clusters Score: Raw -3634986.209359 + Penalty 3337.176319 = -3631649.033040 nChanged 139 SP:Iteration 60F (492.451041 sec): 3 clusters Score: Raw -3635027.490720 + Penalty 3337.176319 = -3631690.314401 nChanged 125 SP:Iteration 61Q (492.525920 sec): 3 clusters Score: Raw -3635056.801244 + Penalty 3337.176319 = -3631719.624925 nChanged 111 SP:Iteration 62Q (492.611143 sec): 3 clusters Score: Raw -3635078.303180 + Penalty 3337.176319 = -3631741.126861 nChanged 93 SP:Iteration 63Q (492.674144 sec): 3 clusters Score: Raw -3635092.672969 + Penalty 3337.176319 = -3631755.496650 nChanged 72 SP:Iteration 64Q (492.745986 sec): 3 clusters Score: Raw -3635102.991111 + Penalty 3337.176319 = -3631765.814792 nChanged 67 SP:Iteration 65Q (492.803589 sec): 3 clusters Score: Raw -3635112.264785 + Penalty 3337.176319 = -3631775.088466 nChanged 61 SP:Iteration 66Q (492.888095 sec): 3 clusters Score: Raw -3635120.042516 + Penalty 3337.176319 = -3631782.866197 nChanged 47 SP:Iteration 67Q (492.970271 sec): 3 clusters Score: Raw -3635126.553092 + Penalty 3337.176319 = -3631789.376773 nChanged 43 SP:Iteration 68Q (493.044588 sec): 3 clusters Score: Raw -3635131.448674 + Penalty 3337.176319 = -3631794.272355 nChanged 42 SP:Iteration 69Q (493.110011 sec): 3 clusters Score: Raw -3635136.244833 + Penalty 3337.176319 = -3631799.068514 nChanged 46 SP:Iteration 70Q (493.185588 sec): 3 clusters Score: Raw -3635141.033910 + Penalty 3337.176319 = -3631803.857591 nChanged 39 SP:Iteration 71Q (493.270930 sec): 3 clusters Score: Raw -3635144.819301 + Penalty 3337.176319 = -3631807.642983 nChanged 30 SP:Iteration 72Q (493.328067 sec): 3 clusters Score: Raw -3635147.601417 + Penalty 3337.176319 = -3631810.425098 nChanged 35 SP:Iteration 73Q (493.402054 sec): 3 clusters Score: Raw -3635151.061309 + Penalty 3337.176319 = -3631813.884990 nChanged 31 SP:Iteration 74Q (493.475293 sec): 3 clusters Score: Raw -3635154.575533 + Penalty 3337.176319 = -3631817.399214 nChanged 34 SP:Iteration 75Q (493.561785 sec): 3 clusters Score: Raw -3635157.768152 + Penalty 3337.176319 = -3631820.591833 nChanged 21 SP:Iteration 76Q (493.625232 sec): 3 clusters Score: Raw -3635159.000332 + Penalty 3337.176319 = -3631821.824013 nChanged 20 SP:Iteration 77Q (493.699830 sec): 3 clusters Score: Raw -3635160.364486 + Penalty 3337.176319 = -3631823.188167 nChanged 18 SP:Iteration 78Q (493.779901 sec): 3 clusters Score: Raw -3635161.744697 + Penalty 3337.176319 = -3631824.568378 nChanged 18 SP:Iteration 79Q (493.865716 sec): 3 clusters Score: Raw -3635163.073746 + Penalty 3337.176319 = -3631825.897427 nChanged 15 SP:Iteration 80F (493.941963 sec): 3 clusters Score: Raw -3635164.235220 + Penalty 3337.176319 = -3631827.058901 nChanged 14 SP:Iteration 81Q (494.015839 sec): 3 clusters Score: Raw -3635165.657069 + Penalty 3337.176319 = -3631828.480750 nChanged 14 SP:Iteration 82Q (494.085009 sec): 3 clusters Score: Raw -3635166.685776 + Penalty 3337.176319 = -3631829.509457 nChanged 11 SP:Iteration 83Q (494.161477 sec): 3 clusters Score: Raw -3635167.283516 + Penalty 3337.176319 = -3631830.107197 nChanged 9 SP:Iteration 84Q (494.239806 sec): 3 clusters Score: Raw -3635167.890384 + Penalty 3337.176319 = -3631830.714065 nChanged 10 SP:Iteration 85Q (494.295237 sec): 3 clusters Score: Raw -3635168.620542 + Penalty 3337.176319 = -3631831.444223 nChanged 11 SP:Iteration 86Q (494.364522 sec): 3 clusters Score: Raw -3635169.401777 + Penalty 3337.176319 = -3631832.225459 nChanged 13 SP:Iteration 87Q (494.426938 sec): 3 clusters Score: Raw -3635170.504761 + Penalty 3337.176319 = -3631833.328442 nChanged 15 SP:Iteration 88Q (494.503526 sec): 3 clusters Score: Raw -3635171.661885 + Penalty 3337.176319 = -3631834.485566 nChanged 14 SP:Iteration 89Q (494.583717 sec): 3 clusters Score: Raw -3635172.906963 + Penalty 3337.176319 = -3631835.730644 nChanged 10 SP:Iteration 90Q (494.647823 sec): 3 clusters Score: Raw -3635174.162423 + Penalty 3337.176319 = -3631836.986104 nChanged 12 SP:Iteration 91Q (494.734483 sec): 3 clusters Score: Raw -3635175.016570 + Penalty 3337.176319 = -3631837.840251 nChanged 10 SP:Iteration 92Q (494.814721 sec): 3 clusters Score: Raw -3635175.848804 + Penalty 3337.176319 = -3631838.672485 nChanged 13 SP:Iteration 93Q (494.888715 sec): 3 clusters Score: Raw -3635176.758478 + Penalty 3337.176319 = -3631839.582159 nChanged 10 SP:Iteration 94Q (494.967760 sec): 3 clusters Score: Raw -3635177.318066 + Penalty 3337.176319 = -3631840.141747 nChanged 10 SP:Iteration 95Q (495.042997 sec): 3 clusters Score: Raw -3635177.735572 + Penalty 3337.176319 = -3631840.559253 nChanged 3 SP:Iteration 96Q (495.127401 sec): 3 clusters Score: Raw -3635177.818210 + Penalty 3337.176319 = -3631840.641892 nChanged 1 SP:Iteration 97Q (495.199544 sec): 3 clusters Score: Raw -3635177.873234 + Penalty 3337.176319 = -3631840.696915 nChanged 4 SP:Iteration 98Q (495.274040 sec): 3 clusters Score: Raw -3635178.156285 + Penalty 3337.176319 = -3631840.979967 nChanged 3 SP:Iteration 99Q (495.337557 sec): 3 clusters Score: Raw -3635178.241004 + Penalty 3337.176319 = -3631841.064686 nChanged 5 SP:Iteration 100F (495.412527 sec): 3 clusters Score: Raw -3635178.653562 + Penalty 3337.176319 = -3631841.477243 nChanged 5 SP:Iteration 101Q (495.483992 sec): 3 clusters Score: Raw -3635179.096668 + Penalty 3337.176319 = -3631841.920349 nChanged 9 SP:Iteration 102Q (495.564998 sec): 3 clusters Score: Raw -3635179.725011 + Penalty 3337.176319 = -3631842.548693 nChanged 7 SP:Iteration 103Q (495.639318 sec): 3 clusters Score: Raw -3635180.175406 + Penalty 3337.176319 = -3631842.999087 nChanged 5 SP:Iteration 104Q (495.712034 sec): 3 clusters Score: Raw -3635180.555666 + Penalty 3337.176319 = -3631843.379347 nChanged 6 SP:Iteration 105Q (495.795683 sec): 3 clusters Score: Raw -3635180.962145 + Penalty 3337.176319 = -3631843.785826 nChanged 10 SP:Iteration 106Q (495.867329 sec): 3 clusters Score: Raw -3635181.986543 + Penalty 3337.176319 = -3631844.810224 nChanged 7 SP:Iteration 107Q (495.940438 sec): 3 clusters Score: Raw -3635182.502324 + Penalty 3337.176319 = -3631845.326005 nChanged 3 SP:Iteration 108Q (496.016143 sec): 3 clusters Score: Raw -3635182.642519 + Penalty 3337.176319 = -3631845.466200 nChanged 2 SP:Iteration 109Q (496.106171 sec): 3 clusters Score: Raw -3635182.690264 + Penalty 3337.176319 = -3631845.513945 nChanged 1 SP:Iteration 110Q (496.186488 sec): 3 clusters Score: Raw -3635182.745094 + Penalty 3337.176319 = -3631845.568775 nChanged 2 SP:Iteration 111Q (496.268253 sec): 3 clusters Score: Raw -3635182.800072 + Penalty 3337.176319 = -3631845.623753 nChanged 0 SP:Iteration 112F (496.340109 sec): 3 clusters Score: Raw -3635182.800072 + Penalty 3337.176319 = -3631845.623753 nChanged 0 Trying to split cluster 3 (10090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.372638 sec): 2 clusters Score: Raw -1210810.901522 + Penalty 1498.136268 = -1209312.765253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.426245 sec): 3 clusters Score: Raw -1205051.649209 + Penalty 2996.272537 = -1202055.376672 nChanged 4334 SP:Iteration 1F (496.478970 sec): 3 clusters Score: Raw -1207534.411037 + Penalty 2996.272537 = -1204538.138500 nChanged 746 SP:Iteration 2F (496.526940 sec): 3 clusters Score: Raw -1208054.442345 + Penalty 2996.272537 = -1205058.169808 nChanged 731 SP:Iteration 3F (496.570513 sec): 3 clusters Score: Raw -1208667.502332 + Penalty 2996.272537 = -1205671.229795 nChanged 761 SP:Iteration 4F (496.614939 sec): 3 clusters Score: Raw -1209352.755388 + Penalty 2996.272537 = -1206356.482851 nChanged 695 SP:Iteration 5F (496.669144 sec): 3 clusters Score: Raw -1209944.828950 + Penalty 2996.272537 = -1206948.556413 nChanged 598 SP:Iteration 6F (496.717966 sec): 3 clusters Score: Raw -1210410.750851 + Penalty 2996.272537 = -1207414.478315 nChanged 446 SP:Iteration 7Q (496.760929 sec): 3 clusters Score: Raw -1210676.083448 + Penalty 2996.272537 = -1207679.810911 nChanged 338 SP:Iteration 8Q (496.797894 sec): 3 clusters Score: Raw -1210832.127481 + Penalty 2996.272537 = -1207835.854944 nChanged 238 SP:Iteration 9Q (496.861321 sec): 3 clusters Score: Raw -1210925.680482 + Penalty 2996.272537 = -1207929.407945 nChanged 157 SP:Iteration 10Q (496.915283 sec): 3 clusters Score: Raw -1210977.820289 + Penalty 2996.272537 = -1207981.547752 nChanged 107 SP:Iteration 11Q (496.970503 sec): 3 clusters Score: Raw -1210999.366700 + Penalty 2996.272537 = -1208003.094163 nChanged 65 SP:Iteration 12Q (497.014180 sec): 3 clusters Score: Raw -1211013.904286 + Penalty 2996.272537 = -1208017.631750 nChanged 71 SP:Iteration 13Q (497.071800 sec): 3 clusters Score: Raw -1211029.451134 + Penalty 2996.272537 = -1208033.178597 nChanged 65 SP:Iteration 14Q (497.124076 sec): 3 clusters Score: Raw -1211043.129299 + Penalty 2996.272537 = -1208046.856762 nChanged 59 SP:Iteration 15Q (497.189250 sec): 3 clusters Score: Raw -1211054.058001 + Penalty 2996.272537 = -1208057.785464 nChanged 56 SP:Iteration 16Q (497.244690 sec): 3 clusters Score: Raw -1211066.012348 + Penalty 2996.272537 = -1208069.739811 nChanged 59 SP:Iteration 17Q (497.296068 sec): 3 clusters Score: Raw -1211079.343290 + Penalty 2996.272537 = -1208083.070753 nChanged 48 SP:Iteration 18Q (497.350835 sec): 3 clusters Score: Raw -1211089.884806 + Penalty 2996.272537 = -1208093.612270 nChanged 47 SP:Iteration 19Q (497.403826 sec): 3 clusters Score: Raw -1211100.165030 + Penalty 2996.272537 = -1208103.892493 nChanged 57 SP:Iteration 20F (497.464345 sec): 3 clusters Score: Raw -1211111.870197 + Penalty 2996.272537 = -1208115.597660 nChanged 45 SP:Iteration 21Q (497.521701 sec): 3 clusters Score: Raw -1211120.042924 + Penalty 2996.272537 = -1208123.770387 nChanged 38 SP:Iteration 22Q (497.568420 sec): 3 clusters Score: Raw -1211125.587033 + Penalty 2996.272537 = -1208129.314496 nChanged 28 SP:Iteration 23Q (497.638887 sec): 3 clusters Score: Raw -1211129.862180 + Penalty 2996.272537 = -1208133.589643 nChanged 28 SP:Iteration 24Q (497.687450 sec): 3 clusters Score: Raw -1211134.340575 + Penalty 2996.272537 = -1208138.068038 nChanged 24 SP:Iteration 25Q (497.757360 sec): 3 clusters Score: Raw -1211138.416831 + Penalty 2996.272537 = -1208142.144294 nChanged 22 SP:Iteration 26Q (497.798135 sec): 3 clusters Score: Raw -1211142.335409 + Penalty 2996.272537 = -1208146.062872 nChanged 33 SP:Iteration 27Q (497.848824 sec): 3 clusters Score: Raw -1211147.991903 + Penalty 2996.272537 = -1208151.719366 nChanged 35 SP:Iteration 28Q (497.905336 sec): 3 clusters Score: Raw -1211153.907287 + Penalty 2996.272537 = -1208157.634751 nChanged 29 SP:Iteration 29Q (497.949241 sec): 3 clusters Score: Raw -1211161.150069 + Penalty 2996.272537 = -1208164.877532 nChanged 38 SP:Iteration 30Q (498.003879 sec): 3 clusters Score: Raw -1211169.824850 + Penalty 2996.272537 = -1208173.552313 nChanged 39 SP:Iteration 31Q (498.042261 sec): 3 clusters Score: Raw -1211178.919681 + Penalty 2996.272537 = -1208182.647144 nChanged 41 SP:Iteration 32Q (498.092166 sec): 3 clusters Score: Raw -1211187.347490 + Penalty 2996.272537 = -1208191.074953 nChanged 39 SP:Iteration 33Q (498.148764 sec): 3 clusters Score: Raw -1211194.435978 + Penalty 2996.272537 = -1208198.163442 nChanged 25 SP:Iteration 34Q (498.190988 sec): 3 clusters Score: Raw -1211198.703597 + Penalty 2996.272537 = -1208202.431061 nChanged 22 SP:Iteration 35Q (498.243724 sec): 3 clusters Score: Raw -1211203.197435 + Penalty 2996.272537 = -1208206.924898 nChanged 23 SP:Iteration 36Q (498.290092 sec): 3 clusters Score: Raw -1211206.374791 + Penalty 2996.272537 = -1208210.102254 nChanged 30 SP:Iteration 37Q (498.338022 sec): 3 clusters Score: Raw -1211210.431063 + Penalty 2996.272537 = -1208214.158526 nChanged 24 SP:Iteration 38Q (498.381316 sec): 3 clusters Score: Raw -1211215.351200 + Penalty 2996.272537 = -1208219.078663 nChanged 30 SP:Iteration 39Q (498.430161 sec): 3 clusters Score: Raw -1211220.536714 + Penalty 2996.272537 = -1208224.264177 nChanged 28 SP:Iteration 40F (498.484497 sec): 3 clusters Score: Raw -1211226.109884 + Penalty 2996.272537 = -1208229.837347 nChanged 32 SP:Iteration 41Q (498.530990 sec): 3 clusters Score: Raw -1211232.259085 + Penalty 2996.272537 = -1208235.986548 nChanged 29 SP:Iteration 42Q (498.578047 sec): 3 clusters Score: Raw -1211238.836841 + Penalty 2996.272537 = -1208242.564304 nChanged 41 SP:Iteration 43Q (498.626827 sec): 3 clusters Score: Raw -1211248.003638 + Penalty 2996.272537 = -1208251.731101 nChanged 46 SP:Iteration 44Q (498.673725 sec): 3 clusters Score: Raw -1211258.344137 + Penalty 2996.272537 = -1208262.071600 nChanged 34 SP:Iteration 45Q (498.714994 sec): 3 clusters Score: Raw -1211265.434776 + Penalty 2996.272537 = -1208269.162239 nChanged 29 SP:Iteration 46Q (498.760538 sec): 3 clusters Score: Raw -1211271.473479 + Penalty 2996.272537 = -1208275.200942 nChanged 28 SP:Iteration 47Q (498.812043 sec): 3 clusters Score: Raw -1211276.779244 + Penalty 2996.272537 = -1208280.506707 nChanged 25 SP:Iteration 48Q (498.867506 sec): 3 clusters Score: Raw -1211280.126251 + Penalty 2996.272537 = -1208283.853714 nChanged 24 SP:Iteration 49Q (498.918360 sec): 3 clusters Score: Raw -1211283.453410 + Penalty 2996.272537 = -1208287.180873 nChanged 19 SP:Iteration 50Q (498.980499 sec): 3 clusters Score: Raw -1211286.751144 + Penalty 2996.272537 = -1208290.478608 nChanged 18 SP:Iteration 51Q (499.027633 sec): 3 clusters Score: Raw -1211289.032842 + Penalty 2996.272537 = -1208292.760305 nChanged 17 SP:Iteration 52Q (499.078812 sec): 3 clusters Score: Raw -1211291.926845 + Penalty 2996.272537 = -1208295.654309 nChanged 21 SP:Iteration 53Q (499.135816 sec): 3 clusters Score: Raw -1211294.675044 + Penalty 2996.272537 = -1208298.402507 nChanged 13 SP:Iteration 54Q (499.186885 sec): 3 clusters Score: Raw -1211296.228107 + Penalty 2996.272537 = -1208299.955570 nChanged 12 SP:Iteration 55Q (499.249329 sec): 3 clusters Score: Raw -1211298.194775 + Penalty 2996.272537 = -1208301.922238 nChanged 14 SP:Iteration 56Q (499.301501 sec): 3 clusters Score: Raw -1211300.192312 + Penalty 2996.272537 = -1208303.919775 nChanged 21 SP:Iteration 57Q (499.352536 sec): 3 clusters Score: Raw -1211302.941592 + Penalty 2996.272537 = -1208306.669055 nChanged 11 SP:Iteration 58Q (499.406973 sec): 3 clusters Score: Raw -1211304.412799 + Penalty 2996.272537 = -1208308.140262 nChanged 11 SP:Iteration 59Q (499.455200 sec): 3 clusters Score: Raw -1211306.199955 + Penalty 2996.272537 = -1208309.927418 nChanged 14 SP:Iteration 60F (499.509401 sec): 3 clusters Score: Raw -1211308.297190 + Penalty 2996.272537 = -1208312.024653 nChanged 14 SP:Iteration 61Q (499.562451 sec): 3 clusters Score: Raw -1211310.242229 + Penalty 2996.272537 = -1208313.969692 nChanged 14 SP:Iteration 62Q (499.613354 sec): 3 clusters Score: Raw -1211312.811399 + Penalty 2996.272537 = -1208316.538862 nChanged 14 SP:Iteration 63Q (499.671237 sec): 3 clusters Score: Raw -1211315.011944 + Penalty 2996.272537 = -1208318.739407 nChanged 14 SP:Iteration 64Q (499.721754 sec): 3 clusters Score: Raw -1211317.126110 + Penalty 2996.272537 = -1208320.853573 nChanged 14 SP:Iteration 65Q (499.773369 sec): 3 clusters Score: Raw -1211319.076831 + Penalty 2996.272537 = -1208322.804295 nChanged 14 SP:Iteration 66Q (499.828751 sec): 3 clusters Score: Raw -1211320.808087 + Penalty 2996.272537 = -1208324.535550 nChanged 11 SP:Iteration 67Q (499.877505 sec): 3 clusters Score: Raw -1211321.874057 + Penalty 2996.272537 = -1208325.601520 nChanged 5 SP:Iteration 68Q (499.932547 sec): 3 clusters Score: Raw -1211322.677368 + Penalty 2996.272537 = -1208326.404831 nChanged 9 SP:Iteration 69Q (499.986796 sec): 3 clusters Score: Raw -1211323.697519 + Penalty 2996.272537 = -1208327.424982 nChanged 7 SP:Iteration 70Q (500.037845 sec): 3 clusters Score: Raw -1211324.513283 + Penalty 2996.272537 = -1208328.240746 nChanged 8 SP:Iteration 71Q (500.094269 sec): 3 clusters Score: Raw -1211325.813453 + Penalty 2996.272537 = -1208329.540916 nChanged 15 SP:Iteration 72Q (500.143962 sec): 3 clusters Score: Raw -1211327.324709 + Penalty 2996.272537 = -1208331.052172 nChanged 9 SP:Iteration 73Q (500.196633 sec): 3 clusters Score: Raw -1211328.430774 + Penalty 2996.272537 = -1208332.158237 nChanged 12 SP:Iteration 74Q (500.253892 sec): 3 clusters Score: Raw -1211330.040751 + Penalty 2996.272537 = -1208333.768214 nChanged 8 SP:Iteration 75Q (500.309177 sec): 3 clusters Score: Raw -1211330.929212 + Penalty 2996.272537 = -1208334.656675 nChanged 8 SP:Iteration 76Q (500.362439 sec): 3 clusters Score: Raw -1211331.586781 + Penalty 2996.272537 = -1208335.314244 nChanged 4 SP:Iteration 77Q (500.418127 sec): 3 clusters Score: Raw -1211332.034518 + Penalty 2996.272537 = -1208335.761981 nChanged 1 SP:Iteration 78Q (500.472159 sec): 3 clusters Score: Raw -1211332.208157 + Penalty 2996.272537 = -1208335.935620 nChanged 3 SP:Iteration 79Q (500.525083 sec): 3 clusters Score: Raw -1211332.514054 + Penalty 2996.272537 = -1208336.241517 nChanged 5 SP:Iteration 80F (500.583114 sec): 3 clusters Score: Raw -1211333.032232 + Penalty 2996.272537 = -1208336.759695 nChanged 2 SP:Iteration 81Q (500.636382 sec): 3 clusters Score: Raw -1211333.271017 + Penalty 2996.272537 = -1208336.998480 nChanged 1 SP:Iteration 82Q (500.682329 sec): 3 clusters Score: Raw -1211333.315023 + Penalty 2996.272537 = -1208337.042486 nChanged 1 SP:Iteration 83Q (500.730967 sec): 3 clusters Score: Raw -1211333.458661 + Penalty 2996.272537 = -1208337.186125 nChanged 2 SP:Iteration 84Q (500.789858 sec): 3 clusters Score: Raw -1211333.728481 + Penalty 2996.272537 = -1208337.455944 nChanged 1 SP:Iteration 85Q (500.838558 sec): 3 clusters Score: Raw -1211333.767746 + Penalty 2996.272537 = -1208337.495209 nChanged 1 SP:Iteration 86Q (500.896873 sec): 3 clusters Score: Raw -1211334.036509 + Penalty 2996.272537 = -1208337.763972 nChanged 3 SP:Iteration 87Q (500.946667 sec): 3 clusters Score: Raw -1211334.325500 + Penalty 2996.272537 = -1208338.052963 nChanged 4 SP:Iteration 88Q (500.991506 sec): 3 clusters Score: Raw -1211334.891999 + Penalty 2996.272537 = -1208338.619462 nChanged 6 SP:Iteration 89Q (501.047408 sec): 3 clusters Score: Raw -1211335.694949 + Penalty 2996.272537 = -1208339.422413 nChanged 8 SP:Iteration 90Q (501.101847 sec): 3 clusters Score: Raw -1211336.787888 + Penalty 2996.272537 = -1208340.515351 nChanged 9 SP:Iteration 91Q (501.145866 sec): 3 clusters Score: Raw -1211337.652705 + Penalty 2996.272537 = -1208341.380168 nChanged 5 SP:Iteration 92Q (501.202317 sec): 3 clusters Score: Raw -1211338.255745 + Penalty 2996.272537 = -1208341.983209 nChanged 3 SP:Iteration 93Q (501.250098 sec): 3 clusters Score: Raw -1211338.419170 + Penalty 2996.272537 = -1208342.146633 nChanged 1 SP:Iteration 94Q (501.287569 sec): 3 clusters Score: Raw -1211338.607941 + Penalty 2996.272537 = -1208342.335405 nChanged 0 SP:Iteration 95F (501.336902 sec): 3 clusters Score: Raw -1211338.607941 + Penalty 2996.272537 = -1208342.335405 nChanged 0 Trying to split cluster 4 (120239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.479412 sec): 2 clusters Score: Raw -14964382.303844 + Penalty 1900.800965 = -14962481.502879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.686473 sec): 3 clusters Score: Raw -14885920.410240 + Penalty 3801.601930 = -14882118.808310 nChanged 57780 SP:Iteration 1F (501.874884 sec): 3 clusters Score: Raw -14940857.508230 + Penalty 3801.601930 = -14937055.906300 nChanged 13676 SP:Iteration 2F (502.055355 sec): 3 clusters Score: Raw -14954563.371169 + Penalty 3801.601930 = -14950761.769239 nChanged 12794 SP:Iteration 3F (502.240539 sec): 3 clusters Score: Raw -14972197.799960 + Penalty 3801.601930 = -14968396.198030 nChanged 12464 SP:Iteration 4F (502.436143 sec): 3 clusters Score: Raw -14993710.924814 + Penalty 3801.601930 = -14989909.322884 nChanged 11493 SP:Iteration 5F (502.630302 sec): 3 clusters Score: Raw -15020601.399927 + Penalty 3801.601930 = -15016799.797997 nChanged 8898 SP:Iteration 6F (502.815177 sec): 3 clusters Score: Raw -15057227.770581 + Penalty 3801.601930 = -15053426.168651 nChanged 5404 SP:Iteration 7Q (502.981270 sec): 3 clusters Score: Raw -15133591.408470 + Penalty 3801.601930 = -15129789.806540 nChanged 1379 Unmasked E-step: Deleting class 1 (6103 points): covariance matrix is singular SP:Iteration 8Q (503.108751 sec): 3 clusters Score: Raw -15135032.798953 + Penalty 3801.601930 = -15131231.197023 nChanged 2 SP:Iteration 9Q (503.242465 sec): 2 clusters Score: Raw -14912598.063115 + Penalty 1900.800965 = -14910697.262150 nChanged 6101 SP:Iteration 10F (503.354064 sec): 2 clusters Score: Raw -14964382.303844 + Penalty 1900.800965 = -14962481.502879 nChanged 0 Trying to split cluster 5 (21576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.408000 sec): 2 clusters Score: Raw -2482514.069656 + Penalty 1621.642241 = -2480892.427415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.466712 sec): 3 clusters Score: Raw -2469580.767303 + Penalty 3243.284481 = -2466337.482822 nChanged 9756 SP:Iteration 1F (503.534043 sec): 3 clusters Score: Raw -2475156.877283 + Penalty 3243.284481 = -2471913.592802 nChanged 1374 SP:Iteration 2F (503.596807 sec): 3 clusters Score: Raw -2476013.075462 + Penalty 3243.284481 = -2472769.790981 nChanged 1544 SP:Iteration 3F (503.663150 sec): 3 clusters Score: Raw -2477084.977086 + Penalty 3243.284481 = -2473841.692605 nChanged 1542 SP:Iteration 4F (503.719981 sec): 3 clusters Score: Raw -2478167.440853 + Penalty 3243.284481 = -2474924.156371 nChanged 1441 SP:Iteration 5F (503.788231 sec): 3 clusters Score: Raw -2479093.335090 + Penalty 3243.284481 = -2475850.050609 nChanged 1231 SP:Iteration 6F (503.854372 sec): 3 clusters Score: Raw -2479814.580358 + Penalty 3243.284481 = -2476571.295877 nChanged 947 SP:Iteration 7Q (503.910218 sec): 3 clusters Score: Raw -2480307.900509 + Penalty 3243.284481 = -2477064.616028 nChanged 756 SP:Iteration 8Q (503.985185 sec): 3 clusters Score: Raw -2480720.355423 + Penalty 3243.284481 = -2477477.070941 nChanged 611 SP:Iteration 9Q (504.047490 sec): 3 clusters Score: Raw -2481089.633728 + Penalty 3243.284481 = -2477846.349247 nChanged 525 SP:Iteration 10Q (504.115833 sec): 3 clusters Score: Raw -2481389.429870 + Penalty 3243.284481 = -2478146.145389 nChanged 436 SP:Iteration 11Q (504.181203 sec): 3 clusters Score: Raw -2481632.385129 + Penalty 3243.284481 = -2478389.100647 nChanged 396 SP:Iteration 12Q (504.248893 sec): 3 clusters Score: Raw -2481851.763667 + Penalty 3243.284481 = -2478608.479186 nChanged 358 SP:Iteration 13Q (504.311556 sec): 3 clusters Score: Raw -2482014.051098 + Penalty 3243.284481 = -2478770.766617 nChanged 297 SP:Iteration 14Q (504.370620 sec): 3 clusters Score: Raw -2482139.013414 + Penalty 3243.284481 = -2478895.728933 nChanged 290 SP:Iteration 15Q (504.434496 sec): 3 clusters Score: Raw -2482255.361172 + Penalty 3243.284481 = -2479012.076691 nChanged 261 SP:Iteration 16Q (504.498400 sec): 3 clusters Score: Raw -2482372.646782 + Penalty 3243.284481 = -2479129.362301 nChanged 241 SP:Iteration 17Q (504.564946 sec): 3 clusters Score: Raw -2482468.381086 + Penalty 3243.284481 = -2479225.096605 nChanged 220 SP:Iteration 18Q (504.634593 sec): 3 clusters Score: Raw -2482559.521232 + Penalty 3243.284481 = -2479316.236751 nChanged 215 SP:Iteration 19Q (504.704939 sec): 3 clusters Score: Raw -2482637.950509 + Penalty 3243.284481 = -2479394.666027 nChanged 171 SP:Iteration 20F (504.766336 sec): 3 clusters Score: Raw -2482690.085621 + Penalty 3243.284481 = -2479446.801140 nChanged 163 SP:Iteration 21Q (504.836297 sec): 3 clusters Score: Raw -2482739.177306 + Penalty 3243.284481 = -2479495.892825 nChanged 149 SP:Iteration 22Q (504.902954 sec): 3 clusters Score: Raw -2482781.298372 + Penalty 3243.284481 = -2479538.013891 nChanged 139 SP:Iteration 23Q (504.968507 sec): 3 clusters Score: Raw -2482818.166443 + Penalty 3243.284481 = -2479574.881962 nChanged 116 SP:Iteration 24Q (505.031456 sec): 3 clusters Score: Raw -2482846.940391 + Penalty 3243.284481 = -2479603.655910 nChanged 125 SP:Iteration 25Q (505.096163 sec): 3 clusters Score: Raw -2482878.807414 + Penalty 3243.284481 = -2479635.522933 nChanged 118 SP:Iteration 26Q (505.152431 sec): 3 clusters Score: Raw -2482904.085136 + Penalty 3243.284481 = -2479660.800655 nChanged 91 SP:Iteration 27Q (505.224885 sec): 3 clusters Score: Raw -2482920.100429 + Penalty 3243.284481 = -2479676.815948 nChanged 83 SP:Iteration 28Q (505.291941 sec): 3 clusters Score: Raw -2482933.119594 + Penalty 3243.284481 = -2479689.835113 nChanged 65 SP:Iteration 29Q (505.362836 sec): 3 clusters Score: Raw -2482944.850358 + Penalty 3243.284481 = -2479701.565877 nChanged 62 SP:Iteration 30Q (505.423825 sec): 3 clusters Score: Raw -2482956.020972 + Penalty 3243.284481 = -2479712.736491 nChanged 64 SP:Iteration 31Q (505.495331 sec): 3 clusters Score: Raw -2482968.537277 + Penalty 3243.284481 = -2479725.252796 nChanged 72 SP:Iteration 32Q (505.559484 sec): 3 clusters Score: Raw -2482987.977877 + Penalty 3243.284481 = -2479744.693396 nChanged 76 SP:Iteration 33Q (505.629992 sec): 3 clusters Score: Raw -2483006.291696 + Penalty 3243.284481 = -2479763.007214 nChanged 73 SP:Iteration 34Q (505.685632 sec): 3 clusters Score: Raw -2483020.770907 + Penalty 3243.284481 = -2479777.486426 nChanged 68 SP:Iteration 35Q (505.758457 sec): 3 clusters Score: Raw -2483031.337243 + Penalty 3243.284481 = -2479788.052762 nChanged 38 SP:Iteration 36Q (505.819397 sec): 3 clusters Score: Raw -2483036.465195 + Penalty 3243.284481 = -2479793.180714 nChanged 30 SP:Iteration 37Q (505.884422 sec): 3 clusters Score: Raw -2483040.452176 + Penalty 3243.284481 = -2479797.167695 nChanged 28 SP:Iteration 38Q (505.951545 sec): 3 clusters Score: Raw -2483044.705397 + Penalty 3243.284481 = -2479801.420916 nChanged 28 SP:Iteration 39Q (506.017452 sec): 3 clusters Score: Raw -2483048.937568 + Penalty 3243.284481 = -2479805.653087 nChanged 34 SP:Iteration 40F (506.078671 sec): 3 clusters Score: Raw -2483053.746634 + Penalty 3243.284481 = -2479810.462153 nChanged 26 SP:Iteration 41Q (506.154876 sec): 3 clusters Score: Raw -2483056.607343 + Penalty 3243.284481 = -2479813.322862 nChanged 20 SP:Iteration 42Q (506.217331 sec): 3 clusters Score: Raw -2483059.375657 + Penalty 3243.284481 = -2479816.091176 nChanged 21 SP:Iteration 43Q (506.276487 sec): 3 clusters Score: Raw -2483061.690345 + Penalty 3243.284481 = -2479818.405863 nChanged 14 SP:Iteration 44Q (506.346070 sec): 3 clusters Score: Raw -2483063.293256 + Penalty 3243.284481 = -2479820.008775 nChanged 14 SP:Iteration 45Q (506.400907 sec): 3 clusters Score: Raw -2483064.969743 + Penalty 3243.284481 = -2479821.685262 nChanged 13 SP:Iteration 46Q (506.471638 sec): 3 clusters Score: Raw -2483067.170573 + Penalty 3243.284481 = -2479823.886092 nChanged 15 SP:Iteration 47Q (506.534857 sec): 3 clusters Score: Raw -2483069.118977 + Penalty 3243.284481 = -2479825.834496 nChanged 20 SP:Iteration 48Q (506.594233 sec): 3 clusters Score: Raw -2483071.815777 + Penalty 3243.284481 = -2479828.531295 nChanged 20 SP:Iteration 49Q (506.647302 sec): 3 clusters Score: Raw -2483074.467702 + Penalty 3243.284481 = -2479831.183221 nChanged 17 SP:Iteration 50Q (506.711415 sec): 3 clusters Score: Raw -2483077.491605 + Penalty 3243.284481 = -2479834.207124 nChanged 23 SP:Iteration 51Q (506.778952 sec): 3 clusters Score: Raw -2483081.433833 + Penalty 3243.284481 = -2479838.149352 nChanged 25 SP:Iteration 52Q (506.832960 sec): 3 clusters Score: Raw -2483085.634601 + Penalty 3243.284481 = -2479842.350120 nChanged 24 SP:Iteration 53Q (506.894149 sec): 3 clusters Score: Raw -2483089.579060 + Penalty 3243.284481 = -2479846.294579 nChanged 23 SP:Iteration 54Q (506.962187 sec): 3 clusters Score: Raw -2483092.502054 + Penalty 3243.284481 = -2479849.217573 nChanged 21 SP:Iteration 55Q (507.026284 sec): 3 clusters Score: Raw -2483095.652191 + Penalty 3243.284481 = -2479852.367709 nChanged 24 SP:Iteration 56Q (507.082972 sec): 3 clusters Score: Raw -2483099.683809 + Penalty 3243.284481 = -2479856.399328 nChanged 22 SP:Iteration 57Q (507.147195 sec): 3 clusters Score: Raw -2483103.158888 + Penalty 3243.284481 = -2479859.874407 nChanged 28 SP:Iteration 58Q (507.208990 sec): 3 clusters Score: Raw -2483109.645032 + Penalty 3243.284481 = -2479866.360551 nChanged 28 SP:Iteration 59Q (507.263970 sec): 3 clusters Score: Raw -2483117.261544 + Penalty 3243.284481 = -2479873.977063 nChanged 29 SP:Iteration 60F (507.323741 sec): 3 clusters Score: Raw -2483122.157015 + Penalty 3243.284481 = -2479878.872534 nChanged 24 SP:Iteration 61Q (507.386902 sec): 3 clusters Score: Raw -2483125.749397 + Penalty 3243.284481 = -2479882.464916 nChanged 18 SP:Iteration 62Q (507.447051 sec): 3 clusters Score: Raw -2483128.538191 + Penalty 3243.284481 = -2479885.253710 nChanged 17 SP:Iteration 63Q (507.508216 sec): 3 clusters Score: Raw -2483130.594480 + Penalty 3243.284481 = -2479887.309999 nChanged 10 SP:Iteration 64Q (507.568620 sec): 3 clusters Score: Raw -2483131.214712 + Penalty 3243.284481 = -2479887.930230 nChanged 7 SP:Iteration 65Q (507.636907 sec): 3 clusters Score: Raw -2483131.827170 + Penalty 3243.284481 = -2479888.542689 nChanged 9 SP:Iteration 66Q (507.693993 sec): 3 clusters Score: Raw -2483132.577198 + Penalty 3243.284481 = -2479889.292717 nChanged 5 SP:Iteration 67Q (507.757550 sec): 3 clusters Score: Raw -2483133.263175 + Penalty 3243.284481 = -2479889.978694 nChanged 7 SP:Iteration 68Q (507.822097 sec): 3 clusters Score: Raw -2483134.223467 + Penalty 3243.284481 = -2479890.938986 nChanged 6 SP:Iteration 69Q (507.880361 sec): 3 clusters Score: Raw -2483135.049598 + Penalty 3243.284481 = -2479891.765117 nChanged 6 SP:Iteration 70Q (507.942146 sec): 3 clusters Score: Raw -2483135.720279 + Penalty 3243.284481 = -2479892.435798 nChanged 4 SP:Iteration 71Q (508.001244 sec): 3 clusters Score: Raw -2483136.173480 + Penalty 3243.284481 = -2479892.888999 nChanged 6 SP:Iteration 72Q (508.065029 sec): 3 clusters Score: Raw -2483137.233407 + Penalty 3243.284481 = -2479893.948926 nChanged 5 SP:Iteration 73Q (508.126660 sec): 3 clusters Score: Raw -2483138.447550 + Penalty 3243.284481 = -2479895.163069 nChanged 5 SP:Iteration 74Q (508.188940 sec): 3 clusters Score: Raw -2483139.479884 + Penalty 3243.284481 = -2479896.195403 nChanged 8 SP:Iteration 75Q (508.248397 sec): 3 clusters Score: Raw -2483140.704926 + Penalty 3243.284481 = -2479897.420445 nChanged 3 SP:Iteration 76Q (508.318925 sec): 3 clusters Score: Raw -2483141.079159 + Penalty 3243.284481 = -2479897.794678 nChanged 1 SP:Iteration 77Q (508.376745 sec): 3 clusters Score: Raw -2483141.122910 + Penalty 3243.284481 = -2479897.838429 nChanged 0 SP:Iteration 78F (508.446968 sec): 3 clusters Score: Raw -2483141.122910 + Penalty 3243.284481 = -2479897.838429 nChanged 0 Trying to split cluster 6 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.472760 sec): 2 clusters Score: Raw -36299.595404 + Penalty 989.100893 = -35310.494511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (508.516606 sec): 3 clusters Score: Raw -36665.647955 + Penalty 1978.201786 = -34687.446169 nChanged 157 SP:Iteration 1F (508.565421 sec): 3 clusters Score: Raw -37575.222930 + Penalty 1978.201786 = -35597.021144 nChanged 44 SP:Iteration 2F (508.605295 sec): 3 clusters Score: Raw -38377.193176 + Penalty 1978.201786 = -36398.991390 nChanged 24 SP:Iteration 3F (508.646638 sec): 3 clusters Score: Raw -39516.340932 + Penalty 1978.201786 = -37538.139146 nChanged 24 SP:Iteration 4F (508.697754 sec): 3 clusters Score: Raw -41372.235213 + Penalty 1978.201786 = -39394.033427 nChanged 14 SP:Iteration 5Q (508.741219 sec): 3 clusters Score: Raw -43604.969899 + Penalty 1978.201786 = -41626.768113 nChanged 10 SP:Iteration 6Q (508.786643 sec): 3 clusters Score: Raw -43840.810989 + Penalty 1978.201786 = -41862.609203 nChanged 4 SP:Iteration 7Q (508.821124 sec): 3 clusters Score: Raw -43919.229961 + Penalty 1978.201786 = -41941.028175 nChanged 1 SP:Iteration 8Q (508.876355 sec): 3 clusters Score: Raw -43931.044424 + Penalty 1978.201786 = -41952.842638 nChanged 0 SP:Iteration 9F (508.922057 sec): 3 clusters Score: Raw -44296.109169 + Penalty 1978.201786 = -42317.907383 nChanged 18 SP:Iteration 10Q (508.957167 sec): 3 clusters Score: Raw -44620.620727 + Penalty 1978.201786 = -42642.418940 nChanged 2 SP:Iteration 11Q (509.001704 sec): 3 clusters Score: Raw -44655.234654 + Penalty 1978.201786 = -42677.032868 nChanged 2 SP:Iteration 12Q (509.046993 sec): 3 clusters Score: Raw -44703.607283 + Penalty 1978.201786 = -42725.405496 nChanged 1 SP:Iteration 13Q (509.092104 sec): 3 clusters Score: Raw -44713.358441 + Penalty 1978.201786 = -42735.156655 nChanged 1 SP:Iteration 14Q (509.137188 sec): 3 clusters Score: Raw -44755.587908 + Penalty 1978.201786 = -42777.386122 nChanged 0 SP:Iteration 15F (509.179574 sec): 3 clusters Score: Raw -44803.897786 + Penalty 1978.201786 = -42825.696000 nChanged 2 SP:Iteration 16Q (509.224685 sec): 3 clusters Score: Raw -44862.781547 + Penalty 1978.201786 = -42884.579761 nChanged 1 SP:Iteration 17Q (509.268197 sec): 3 clusters Score: Raw -44871.946737 + Penalty 1978.201786 = -42893.744951 nChanged 1 SP:Iteration 18Q (509.311898 sec): 3 clusters Score: Raw -44881.973348 + Penalty 1978.201786 = -42903.771562 nChanged 0 SP:Iteration 19F (509.357418 sec): 3 clusters Score: Raw -44881.973348 + Penalty 1978.201786 = -42903.771562 nChanged 0 Score: Raw -40641446.063859 + Penalty 43437.067639 = -40598008.996220 Splitting cluster 6 changes total score from -40591478.439356 to -40598008.996220 So it's getting split into cluster 21. Trying to split cluster 7 (25933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.335680 sec): 2 clusters Score: Raw -3258162.453156 + Penalty 1651.531630 = -3256510.921527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.393734 sec): 3 clusters Score: Raw -3242464.557231 + Penalty 3303.063260 = -3239161.493972 nChanged 11745 SP:Iteration 1F (513.470015 sec): 3 clusters Score: Raw -3249304.704289 + Penalty 3303.063260 = -3246001.641030 nChanged 1655 SP:Iteration 2F (513.529966 sec): 3 clusters Score: Raw -3250475.751953 + Penalty 3303.063260 = -3247172.688693 nChanged 1968 SP:Iteration 3F (513.601052 sec): 3 clusters Score: Raw -3252224.218542 + Penalty 3303.063260 = -3248921.155282 nChanged 2302 SP:Iteration 4F (513.669850 sec): 3 clusters Score: Raw -3254412.982383 + Penalty 3303.063260 = -3251109.919124 nChanged 2234 SP:Iteration 5F (513.755922 sec): 3 clusters Score: Raw -3256577.204584 + Penalty 3303.063260 = -3253274.141324 nChanged 1771 SP:Iteration 6F (513.837794 sec): 3 clusters Score: Raw -3258016.304638 + Penalty 3303.063260 = -3254713.241379 nChanged 1194 SP:Iteration 7Q (513.915908 sec): 3 clusters Score: Raw -3258816.582573 + Penalty 3303.063260 = -3255513.519313 nChanged 717 SP:Iteration 8Q (513.997084 sec): 3 clusters Score: Raw -3259249.205221 + Penalty 3303.063260 = -3255946.141961 nChanged 536 SP:Iteration 9Q (514.075291 sec): 3 clusters Score: Raw -3259564.238855 + Penalty 3303.063260 = -3256261.175595 nChanged 410 SP:Iteration 10Q (514.148033 sec): 3 clusters Score: Raw -3259753.182230 + Penalty 3303.063260 = -3256450.118970 nChanged 331 SP:Iteration 11Q (514.220440 sec): 3 clusters Score: Raw -3259890.845380 + Penalty 3303.063260 = -3256587.782120 nChanged 283 SP:Iteration 12Q (514.286236 sec): 3 clusters Score: Raw -3259990.502792 + Penalty 3303.063260 = -3256687.439532 nChanged 223 SP:Iteration 13Q (514.361894 sec): 3 clusters Score: Raw -3260052.508838 + Penalty 3303.063260 = -3256749.445578 nChanged 179 SP:Iteration 14Q (514.429532 sec): 3 clusters Score: Raw -3260093.963246 + Penalty 3303.063260 = -3256790.899986 nChanged 135 SP:Iteration 15Q (514.509472 sec): 3 clusters Score: Raw -3260118.351811 + Penalty 3303.063260 = -3256815.288551 nChanged 92 SP:Iteration 16Q (514.572405 sec): 3 clusters Score: Raw -3260131.559638 + Penalty 3303.063260 = -3256828.496378 nChanged 65 SP:Iteration 17Q (514.646407 sec): 3 clusters Score: Raw -3260139.961866 + Penalty 3303.063260 = -3256836.898607 nChanged 50 SP:Iteration 18Q (514.718993 sec): 3 clusters Score: Raw -3260145.911878 + Penalty 3303.063260 = -3256842.848619 nChanged 43 SP:Iteration 19Q (514.790968 sec): 3 clusters Score: Raw -3260149.484815 + Penalty 3303.063260 = -3256846.421555 nChanged 31 SP:Iteration 20F (514.864444 sec): 3 clusters Score: Raw -3260151.634448 + Penalty 3303.063260 = -3256848.571188 nChanged 24 SP:Iteration 21Q (514.948042 sec): 3 clusters Score: Raw -3260153.183453 + Penalty 3303.063260 = -3256850.120194 nChanged 14 SP:Iteration 22Q (515.033105 sec): 3 clusters Score: Raw -3260154.141731 + Penalty 3303.063260 = -3256851.078471 nChanged 11 SP:Iteration 23Q (515.116513 sec): 3 clusters Score: Raw -3260154.585623 + Penalty 3303.063260 = -3256851.522364 nChanged 4 SP:Iteration 24Q (515.198431 sec): 3 clusters Score: Raw -3260154.724486 + Penalty 3303.063260 = -3256851.661227 nChanged 6 SP:Iteration 25Q (515.265832 sec): 3 clusters Score: Raw -3260155.106516 + Penalty 3303.063260 = -3256852.043256 nChanged 7 SP:Iteration 26Q (515.347378 sec): 3 clusters Score: Raw -3260155.414232 + Penalty 3303.063260 = -3256852.350972 nChanged 5 SP:Iteration 27Q (515.437247 sec): 3 clusters Score: Raw -3260155.561445 + Penalty 3303.063260 = -3256852.498186 nChanged 3 SP:Iteration 28Q (515.520635 sec): 3 clusters Score: Raw -3260155.689608 + Penalty 3303.063260 = -3256852.626348 nChanged 4 SP:Iteration 29Q (515.603917 sec): 3 clusters Score: Raw -3260155.938067 + Penalty 3303.063260 = -3256852.874807 nChanged 6 SP:Iteration 30Q (515.686708 sec): 3 clusters Score: Raw -3260156.430027 + Penalty 3303.063260 = -3256853.366767 nChanged 6 SP:Iteration 31Q (515.768391 sec): 3 clusters Score: Raw -3260156.662995 + Penalty 3303.063260 = -3256853.599735 nChanged 6 SP:Iteration 32Q (515.845771 sec): 3 clusters Score: Raw -3260156.970127 + Penalty 3303.063260 = -3256853.906867 nChanged 7 SP:Iteration 33Q (515.924991 sec): 3 clusters Score: Raw -3260157.400489 + Penalty 3303.063260 = -3256854.337230 nChanged 4 SP:Iteration 34Q (516.003246 sec): 3 clusters Score: Raw -3260157.574524 + Penalty 3303.063260 = -3256854.511264 nChanged 1 SP:Iteration 35Q (516.083313 sec): 3 clusters Score: Raw -3260157.661751 + Penalty 3303.063260 = -3256854.598492 nChanged 2 SP:Iteration 36Q (516.158925 sec): 3 clusters Score: Raw -3260157.757221 + Penalty 3303.063260 = -3256854.693961 nChanged 2 SP:Iteration 37Q (516.244620 sec): 3 clusters Score: Raw -3260157.853909 + Penalty 3303.063260 = -3256854.790649 nChanged 2 SP:Iteration 38Q (516.314325 sec): 3 clusters Score: Raw -3260157.974038 + Penalty 3303.063260 = -3256854.910778 nChanged 3 SP:Iteration 39Q (516.389994 sec): 3 clusters Score: Raw -3260158.205037 + Penalty 3303.063260 = -3256855.141777 nChanged 9 SP:Iteration 40F (516.468650 sec): 3 clusters Score: Raw -3260158.772442 + Penalty 3303.063260 = -3256855.709182 nChanged 11 SP:Iteration 41Q (516.552920 sec): 3 clusters Score: Raw -3260159.424949 + Penalty 3303.063260 = -3256856.361689 nChanged 9 SP:Iteration 42Q (516.635520 sec): 3 clusters Score: Raw -3260159.904479 + Penalty 3303.063260 = -3256856.841220 nChanged 3 SP:Iteration 43Q (516.714782 sec): 3 clusters Score: Raw -3260160.047025 + Penalty 3303.063260 = -3256856.983766 nChanged 2 SP:Iteration 44Q (516.791012 sec): 3 clusters Score: Raw -3260160.103223 + Penalty 3303.063260 = -3256857.039963 nChanged 0 SP:Iteration 45F (516.861869 sec): 3 clusters Score: Raw -3260160.103223 + Penalty 3303.063260 = -3256857.039963 nChanged 0 Score: Raw -40643443.713926 + Penalty 45505.499431 = -40597938.214494 Splitting cluster 7 changes total score from -40591478.439356 to -40597938.214494 So it's getting split into cluster 22. Trying to split cluster 8 (56179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.767544 sec): 2 clusters Score: Raw -6775590.883864 + Penalty 1777.148474 = -6773813.735391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.881561 sec): 3 clusters Score: Raw -6739945.498582 + Penalty 3554.296948 = -6736391.201634 nChanged 26519 SP:Iteration 1F (521.006211 sec): 3 clusters Score: Raw -6755539.819020 + Penalty 3554.296948 = -6751985.522073 nChanged 2824 SP:Iteration 2F (521.130649 sec): 3 clusters Score: Raw -6756764.731356 + Penalty 3554.296948 = -6753210.434408 nChanged 3086 SP:Iteration 3F (521.246975 sec): 3 clusters Score: Raw -6758426.356827 + Penalty 3554.296948 = -6754872.059879 nChanged 3459 SP:Iteration 4F (521.365682 sec): 3 clusters Score: Raw -6760760.812886 + Penalty 3554.296948 = -6757206.515938 nChanged 3677 SP:Iteration 5F (521.485782 sec): 3 clusters Score: Raw -6763753.424417 + Penalty 3554.296948 = -6760199.127469 nChanged 3727 SP:Iteration 6F (521.600085 sec): 3 clusters Score: Raw -6766886.480782 + Penalty 3554.296948 = -6763332.183835 nChanged 3389 SP:Iteration 7F (521.720498 sec): 3 clusters Score: Raw -6769473.273811 + Penalty 3554.296948 = -6765918.976863 nChanged 2698 SP:Iteration 8Q (521.841681 sec): 3 clusters Score: Raw -6771111.848172 + Penalty 3554.296948 = -6767557.551225 nChanged 2010 SP:Iteration 9Q (521.955483 sec): 3 clusters Score: Raw -6771983.186939 + Penalty 3554.296948 = -6768428.889991 nChanged 1318 SP:Iteration 10Q (522.067726 sec): 3 clusters Score: Raw -6772432.225066 + Penalty 3554.296948 = -6768877.928118 nChanged 927 SP:Iteration 11Q (522.188589 sec): 3 clusters Score: Raw -6772705.034529 + Penalty 3554.296948 = -6769150.737581 nChanged 759 SP:Iteration 12Q (522.305618 sec): 3 clusters Score: Raw -6772929.346578 + Penalty 3554.296948 = -6769375.049630 nChanged 695 SP:Iteration 13Q (522.412757 sec): 3 clusters Score: Raw -6773142.693657 + Penalty 3554.296948 = -6769588.396709 nChanged 677 SP:Iteration 14Q (522.520024 sec): 3 clusters Score: Raw -6773363.119323 + Penalty 3554.296948 = -6769808.822375 nChanged 687 SP:Iteration 15Q (522.628649 sec): 3 clusters Score: Raw -6773592.307123 + Penalty 3554.296948 = -6770038.010175 nChanged 716 SP:Iteration 16Q (522.738482 sec): 3 clusters Score: Raw -6773825.873866 + Penalty 3554.296948 = -6770271.576919 nChanged 667 SP:Iteration 17Q (522.852026 sec): 3 clusters Score: Raw -6774036.448499 + Penalty 3554.296948 = -6770482.151551 nChanged 605 SP:Iteration 18Q (522.958957 sec): 3 clusters Score: Raw -6774218.225999 + Penalty 3554.296948 = -6770663.929051 nChanged 525 SP:Iteration 19Q (523.067129 sec): 3 clusters Score: Raw -6774352.918376 + Penalty 3554.296948 = -6770798.621429 nChanged 509 SP:Iteration 20F (523.169824 sec): 3 clusters Score: Raw -6774462.282037 + Penalty 3554.296948 = -6770907.985090 nChanged 393 SP:Iteration 21Q (523.278100 sec): 3 clusters Score: Raw -6774526.203584 + Penalty 3554.296948 = -6770971.906636 nChanged 279 SP:Iteration 22Q (523.388141 sec): 3 clusters Score: Raw -6774562.776403 + Penalty 3554.296948 = -6771008.479455 nChanged 215 SP:Iteration 23Q (523.498859 sec): 3 clusters Score: Raw -6774584.224668 + Penalty 3554.296948 = -6771029.927721 nChanged 168 SP:Iteration 24Q (523.610497 sec): 3 clusters Score: Raw -6774599.614961 + Penalty 3554.296948 = -6771045.318013 nChanged 150 SP:Iteration 25Q (523.716435 sec): 3 clusters Score: Raw -6774612.561648 + Penalty 3554.296948 = -6771058.264700 nChanged 121 SP:Iteration 26Q (523.833469 sec): 3 clusters Score: Raw -6774620.708941 + Penalty 3554.296948 = -6771066.411993 nChanged 95 SP:Iteration 27Q (523.953165 sec): 3 clusters Score: Raw -6774628.057367 + Penalty 3554.296948 = -6771073.760419 nChanged 99 SP:Iteration 28Q (524.069066 sec): 3 clusters Score: Raw -6774634.883866 + Penalty 3554.296948 = -6771080.586918 nChanged 89 SP:Iteration 29Q (524.185503 sec): 3 clusters Score: Raw -6774640.673600 + Penalty 3554.296948 = -6771086.376652 nChanged 84 SP:Iteration 30Q (524.308308 sec): 3 clusters Score: Raw -6774645.207860 + Penalty 3554.296948 = -6771090.910913 nChanged 66 SP:Iteration 31Q (524.433269 sec): 3 clusters Score: Raw -6774648.073861 + Penalty 3554.296948 = -6771093.776914 nChanged 52 SP:Iteration 32Q (524.554921 sec): 3 clusters Score: Raw -6774649.725693 + Penalty 3554.296948 = -6771095.428745 nChanged 28 SP:Iteration 33Q (524.662716 sec): 3 clusters Score: Raw -6774650.604326 + Penalty 3554.296948 = -6771096.307379 nChanged 27 SP:Iteration 34Q (524.775377 sec): 3 clusters Score: Raw -6774651.581979 + Penalty 3554.296948 = -6771097.285032 nChanged 29 SP:Iteration 35Q (524.893395 sec): 3 clusters Score: Raw -6774652.520405 + Penalty 3554.296948 = -6771098.223458 nChanged 23 SP:Iteration 36Q (525.009206 sec): 3 clusters Score: Raw -6774653.150445 + Penalty 3554.296948 = -6771098.853498 nChanged 17 SP:Iteration 37Q (525.120977 sec): 3 clusters Score: Raw -6774653.526505 + Penalty 3554.296948 = -6771099.229557 nChanged 15 SP:Iteration 38Q (525.241395 sec): 3 clusters Score: Raw -6774653.963985 + Penalty 3554.296948 = -6771099.667038 nChanged 10 SP:Iteration 39Q (525.355499 sec): 3 clusters Score: Raw -6774654.209602 + Penalty 3554.296948 = -6771099.912654 nChanged 10 SP:Iteration 40F (525.458073 sec): 3 clusters Score: Raw -6774654.464186 + Penalty 3554.296948 = -6771100.167239 nChanged 10 SP:Iteration 41Q (525.560348 sec): 3 clusters Score: Raw -6774654.651341 + Penalty 3554.296948 = -6771100.354393 nChanged 10 SP:Iteration 42Q (525.666052 sec): 3 clusters Score: Raw -6774654.818528 + Penalty 3554.296948 = -6771100.521580 nChanged 4 SP:Iteration 43Q (525.776117 sec): 3 clusters Score: Raw -6774654.879530 + Penalty 3554.296948 = -6771100.582582 nChanged 3 SP:Iteration 44Q (525.885607 sec): 3 clusters Score: Raw -6774654.943565 + Penalty 3554.296948 = -6771100.646617 nChanged 6 SP:Iteration 45Q (525.995500 sec): 3 clusters Score: Raw -6774655.041178 + Penalty 3554.296948 = -6771100.744231 nChanged 4 SP:Iteration 46Q (526.102158 sec): 3 clusters Score: Raw -6774655.102868 + Penalty 3554.296948 = -6771100.805920 nChanged 5 SP:Iteration 47Q (526.206703 sec): 3 clusters Score: Raw -6774655.244676 + Penalty 3554.296948 = -6771100.947728 nChanged 12 SP:Iteration 48Q (526.316563 sec): 3 clusters Score: Raw -6774655.477670 + Penalty 3554.296948 = -6771101.180722 nChanged 8 SP:Iteration 49Q (526.423195 sec): 3 clusters Score: Raw -6774655.627256 + Penalty 3554.296948 = -6771101.330308 nChanged 5 SP:Iteration 50Q (526.534585 sec): 3 clusters Score: Raw -6774655.758200 + Penalty 3554.296948 = -6771101.461253 nChanged 7 SP:Iteration 51Q (526.641944 sec): 3 clusters Score: Raw -6774656.014749 + Penalty 3554.296948 = -6771101.717802 nChanged 8 SP:Iteration 52Q (526.746306 sec): 3 clusters Score: Raw -6774656.204409 + Penalty 3554.296948 = -6771101.907461 nChanged 5 SP:Iteration 53Q (526.860190 sec): 3 clusters Score: Raw -6774656.285312 + Penalty 3554.296948 = -6771101.988364 nChanged 2 SP:Iteration 54Q (526.979458 sec): 3 clusters Score: Raw -6774656.311465 + Penalty 3554.296948 = -6771102.014517 nChanged 1 SP:Iteration 55Q (527.103223 sec): 3 clusters Score: Raw -6774656.324100 + Penalty 3554.296948 = -6771102.027152 nChanged 1 SP:Iteration 56Q (527.229519 sec): 3 clusters Score: Raw -6774656.376509 + Penalty 3554.296948 = -6771102.079561 nChanged 1 SP:Iteration 57Q (527.342301 sec): 3 clusters Score: Raw -6774656.400591 + Penalty 3554.296948 = -6771102.103643 nChanged 1 SP:Iteration 58Q (527.464596 sec): 3 clusters Score: Raw -6774656.412128 + Penalty 3554.296948 = -6771102.115180 nChanged 0 SP:Iteration 59F (527.582365 sec): 3 clusters Score: Raw -6774656.412128 + Penalty 3554.296948 = -6771102.115180 nChanged 0 Trying to split cluster 9 (17558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.635863 sec): 2 clusters Score: Raw -2188737.619139 + Penalty 1588.155557 = -2187149.463582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (527.706543 sec): 3 clusters Score: Raw -2178301.404112 + Penalty 3176.311114 = -2175125.092998 nChanged 7891 SP:Iteration 1F (527.777028 sec): 3 clusters Score: Raw -2182618.609889 + Penalty 3176.311114 = -2179442.298775 nChanged 892 SP:Iteration 2F (527.844046 sec): 3 clusters Score: Raw -2182945.474576 + Penalty 3176.311114 = -2179769.163462 nChanged 781 SP:Iteration 3Q (527.911356 sec): 3 clusters Score: Raw -2183242.203492 + Penalty 3176.311114 = -2180065.892379 nChanged 730 SP:Iteration 4Q (527.973530 sec): 3 clusters Score: Raw -2183563.811375 + Penalty 3176.311114 = -2180387.500262 nChanged 811 SP:Iteration 5Q (528.036612 sec): 3 clusters Score: Raw -2183969.009068 + Penalty 3176.311114 = -2180792.697954 nChanged 874 SP:Iteration 6Q (528.106687 sec): 3 clusters Score: Raw -2184415.411951 + Penalty 3176.311114 = -2181239.100837 nChanged 887 SP:Iteration 7F (528.179175 sec): 3 clusters Score: Raw -2184887.934205 + Penalty 3176.311114 = -2181711.623092 nChanged 842 SP:Iteration 8Q (528.249406 sec): 3 clusters Score: Raw -2185384.348898 + Penalty 3176.311114 = -2182208.037784 nChanged 880 SP:Iteration 9F (528.311205 sec): 3 clusters Score: Raw -2185941.413192 + Penalty 3176.311114 = -2182765.102078 nChanged 839 SP:Iteration 10Q (528.377097 sec): 3 clusters Score: Raw -2186419.946399 + Penalty 3176.311114 = -2183243.635285 nChanged 688 SP:Iteration 11Q (528.451557 sec): 3 clusters Score: Raw -2186781.625719 + Penalty 3176.311114 = -2183605.314605 nChanged 574 SP:Iteration 12Q (528.513711 sec): 3 clusters Score: Raw -2187026.592901 + Penalty 3176.311114 = -2183850.281788 nChanged 423 SP:Iteration 13Q (528.581632 sec): 3 clusters Score: Raw -2187169.124035 + Penalty 3176.311114 = -2183992.812921 nChanged 347 SP:Iteration 14Q (528.645791 sec): 3 clusters Score: Raw -2187285.545596 + Penalty 3176.311114 = -2184109.234483 nChanged 278 SP:Iteration 15Q (528.709481 sec): 3 clusters Score: Raw -2187369.534294 + Penalty 3176.311114 = -2184193.223180 nChanged 245 SP:Iteration 16Q (528.770328 sec): 3 clusters Score: Raw -2187442.473403 + Penalty 3176.311114 = -2184266.162289 nChanged 231 SP:Iteration 17Q (528.832106 sec): 3 clusters Score: Raw -2187516.175278 + Penalty 3176.311114 = -2184339.864165 nChanged 221 SP:Iteration 18Q (528.895023 sec): 3 clusters Score: Raw -2187582.491034 + Penalty 3176.311114 = -2184406.179920 nChanged 216 SP:Iteration 19Q (528.956583 sec): 3 clusters Score: Raw -2187652.922060 + Penalty 3176.311114 = -2184476.610947 nChanged 215 SP:Iteration 20F (529.014728 sec): 3 clusters Score: Raw -2187720.357009 + Penalty 3176.311114 = -2184544.045895 nChanged 196 SP:Iteration 21Q (529.079043 sec): 3 clusters Score: Raw -2187786.766993 + Penalty 3176.311114 = -2184610.455879 nChanged 221 SP:Iteration 22Q (529.140729 sec): 3 clusters Score: Raw -2187858.266916 + Penalty 3176.311114 = -2184681.955802 nChanged 212 SP:Iteration 23Q (529.201898 sec): 3 clusters Score: Raw -2187919.459232 + Penalty 3176.311114 = -2184743.148119 nChanged 212 SP:Iteration 24Q (529.262468 sec): 3 clusters Score: Raw -2187977.699066 + Penalty 3176.311114 = -2184801.387952 nChanged 183 SP:Iteration 25Q (529.323042 sec): 3 clusters Score: Raw -2188026.151602 + Penalty 3176.311114 = -2184849.840488 nChanged 182 SP:Iteration 26Q (529.383839 sec): 3 clusters Score: Raw -2188071.796885 + Penalty 3176.311114 = -2184895.485771 nChanged 163 SP:Iteration 27Q (529.445244 sec): 3 clusters Score: Raw -2188116.122649 + Penalty 3176.311114 = -2184939.811536 nChanged 179 SP:Iteration 28Q (529.509521 sec): 3 clusters Score: Raw -2188164.080175 + Penalty 3176.311114 = -2184987.769061 nChanged 178 SP:Iteration 29Q (529.570836 sec): 3 clusters Score: Raw -2188216.009584 + Penalty 3176.311114 = -2185039.698470 nChanged 170 SP:Iteration 30Q (529.631992 sec): 3 clusters Score: Raw -2188262.736880 + Penalty 3176.311114 = -2185086.425767 nChanged 157 SP:Iteration 31Q (529.693205 sec): 3 clusters Score: Raw -2188297.877049 + Penalty 3176.311114 = -2185121.565935 nChanged 127 SP:Iteration 32Q (529.754904 sec): 3 clusters Score: Raw -2188328.004886 + Penalty 3176.311114 = -2185151.693772 nChanged 134 SP:Iteration 33Q (529.814821 sec): 3 clusters Score: Raw -2188361.065894 + Penalty 3176.311114 = -2185184.754780 nChanged 130 SP:Iteration 34Q (529.881664 sec): 3 clusters Score: Raw -2188396.036321 + Penalty 3176.311114 = -2185219.725207 nChanged 139 SP:Iteration 35Q (529.934895 sec): 3 clusters Score: Raw -2188432.830095 + Penalty 3176.311114 = -2185256.518981 nChanged 138 SP:Iteration 36Q (530.000979 sec): 3 clusters Score: Raw -2188465.454922 + Penalty 3176.311114 = -2185289.143808 nChanged 125 SP:Iteration 37Q (530.068299 sec): 3 clusters Score: Raw -2188493.623575 + Penalty 3176.311114 = -2185317.312461 nChanged 110 SP:Iteration 38Q (530.123439 sec): 3 clusters Score: Raw -2188516.561818 + Penalty 3176.311114 = -2185340.250704 nChanged 83 SP:Iteration 39Q (530.189892 sec): 3 clusters Score: Raw -2188534.333743 + Penalty 3176.311114 = -2185358.022629 nChanged 78 SP:Iteration 40F (530.241930 sec): 3 clusters Score: Raw -2188551.316389 + Penalty 3176.311114 = -2185375.005276 nChanged 76 SP:Iteration 41Q (530.306865 sec): 3 clusters Score: Raw -2188566.678950 + Penalty 3176.311114 = -2185390.367837 nChanged 62 SP:Iteration 42Q (530.372608 sec): 3 clusters Score: Raw -2188577.844871 + Penalty 3176.311114 = -2185401.533757 nChanged 58 SP:Iteration 43Q (530.429379 sec): 3 clusters Score: Raw -2188586.406301 + Penalty 3176.311114 = -2185410.095187 nChanged 46 SP:Iteration 44Q (530.489482 sec): 3 clusters Score: Raw -2188593.641044 + Penalty 3176.311114 = -2185417.329930 nChanged 53 SP:Iteration 45Q (530.548724 sec): 3 clusters Score: Raw -2188601.696196 + Penalty 3176.311114 = -2185425.385082 nChanged 38 SP:Iteration 46Q (530.611159 sec): 3 clusters Score: Raw -2188607.225712 + Penalty 3176.311114 = -2185430.914598 nChanged 36 SP:Iteration 47Q (530.673341 sec): 3 clusters Score: Raw -2188613.205531 + Penalty 3176.311114 = -2185436.894417 nChanged 41 SP:Iteration 48Q (530.734889 sec): 3 clusters Score: Raw -2188620.897501 + Penalty 3176.311114 = -2185444.586388 nChanged 32 SP:Iteration 49Q (530.795883 sec): 3 clusters Score: Raw -2188625.880384 + Penalty 3176.311114 = -2185449.569270 nChanged 21 SP:Iteration 50Q (530.870019 sec): 3 clusters Score: Raw -2188628.825503 + Penalty 3176.311114 = -2185452.514389 nChanged 14 SP:Iteration 51Q (530.940403 sec): 3 clusters Score: Raw -2188630.594610 + Penalty 3176.311114 = -2185454.283496 nChanged 12 SP:Iteration 52Q (531.008545 sec): 3 clusters Score: Raw -2188631.939649 + Penalty 3176.311114 = -2185455.628535 nChanged 16 SP:Iteration 53Q (531.075647 sec): 3 clusters Score: Raw -2188633.691072 + Penalty 3176.311114 = -2185457.379959 nChanged 11 SP:Iteration 54Q (531.144323 sec): 3 clusters Score: Raw -2188635.261626 + Penalty 3176.311114 = -2185458.950513 nChanged 11 SP:Iteration 55Q (531.209930 sec): 3 clusters Score: Raw -2188636.241245 + Penalty 3176.311114 = -2185459.930131 nChanged 11 SP:Iteration 56Q (531.282341 sec): 3 clusters Score: Raw -2188637.490864 + Penalty 3176.311114 = -2185461.179750 nChanged 11 SP:Iteration 57Q (531.343726 sec): 3 clusters Score: Raw -2188638.524860 + Penalty 3176.311114 = -2185462.213746 nChanged 10 SP:Iteration 58Q (531.414209 sec): 3 clusters Score: Raw -2188639.576095 + Penalty 3176.311114 = -2185463.264981 nChanged 11 SP:Iteration 59Q (531.470594 sec): 3 clusters Score: Raw -2188640.607872 + Penalty 3176.311114 = -2185464.296758 nChanged 7 SP:Iteration 60F (531.525453 sec): 3 clusters Score: Raw -2188641.217698 + Penalty 3176.311114 = -2185464.906584 nChanged 8 SP:Iteration 61Q (531.593812 sec): 3 clusters Score: Raw -2188642.059010 + Penalty 3176.311114 = -2185465.747897 nChanged 8 SP:Iteration 62Q (531.647256 sec): 3 clusters Score: Raw -2188642.830099 + Penalty 3176.311114 = -2185466.518985 nChanged 3 SP:Iteration 63Q (531.718178 sec): 3 clusters Score: Raw -2188643.150450 + Penalty 3176.311114 = -2185466.839337 nChanged 6 SP:Iteration 64Q (531.775167 sec): 3 clusters Score: Raw -2188643.962251 + Penalty 3176.311114 = -2185467.651137 nChanged 4 SP:Iteration 65Q (531.832715 sec): 3 clusters Score: Raw -2188644.558847 + Penalty 3176.311114 = -2185468.247733 nChanged 5 SP:Iteration 66Q (531.889533 sec): 3 clusters Score: Raw -2188645.020782 + Penalty 3176.311114 = -2185468.709668 nChanged 5 SP:Iteration 67Q (531.938650 sec): 3 clusters Score: Raw -2188645.683325 + Penalty 3176.311114 = -2185469.372212 nChanged 4 SP:Iteration 68Q (531.999773 sec): 3 clusters Score: Raw -2188646.052046 + Penalty 3176.311114 = -2185469.740933 nChanged 4 SP:Iteration 69Q (532.072316 sec): 3 clusters Score: Raw -2188646.311705 + Penalty 3176.311114 = -2185470.000592 nChanged 2 SP:Iteration 70Q (532.122737 sec): 3 clusters Score: Raw -2188646.466664 + Penalty 3176.311114 = -2185470.155550 nChanged 2 SP:Iteration 71Q (532.194765 sec): 3 clusters Score: Raw -2188646.703586 + Penalty 3176.311114 = -2185470.392472 nChanged 0 SP:Iteration 72F (532.254312 sec): 3 clusters Score: Raw -2188646.703586 + Penalty 3176.311114 = -2185470.392472 nChanged 0 Trying to split cluster 10 (1792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (532.279399 sec): 2 clusters Score: Raw -216979.868729 + Penalty 1217.301734 = -215762.566995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (532.320793 sec): 3 clusters Score: Raw -216247.864470 + Penalty 2434.603468 = -213813.261002 nChanged 617 SP:Iteration 1F (532.368336 sec): 3 clusters Score: Raw -216680.409156 + Penalty 2434.603468 = -214245.805688 nChanged 142 SP:Iteration 2F (532.412508 sec): 3 clusters Score: Raw -216787.354248 + Penalty 2434.603468 = -214352.750780 nChanged 93 SP:Iteration 3F (532.456576 sec): 3 clusters Score: Raw -216851.443476 + Penalty 2434.603468 = -214416.840008 nChanged 59 SP:Iteration 4Q (532.500783 sec): 3 clusters Score: Raw -216905.359688 + Penalty 2434.603468 = -214470.756220 nChanged 52 SP:Iteration 5Q (532.545472 sec): 3 clusters Score: Raw -216946.293761 + Penalty 2434.603468 = -214511.690293 nChanged 40 SP:Iteration 6Q (532.582351 sec): 3 clusters Score: Raw -216967.327691 + Penalty 2434.603468 = -214532.724223 nChanged 16 SP:Iteration 7Q (532.630848 sec): 3 clusters Score: Raw -216973.969351 + Penalty 2434.603468 = -214539.365884 nChanged 6 SP:Iteration 8Q (532.667247 sec): 3 clusters Score: Raw -216978.037759 + Penalty 2434.603468 = -214543.434291 nChanged 6 SP:Iteration 9Q (532.719386 sec): 3 clusters Score: Raw -216980.319038 + Penalty 2434.603468 = -214545.715570 nChanged 7 SP:Iteration 10Q (532.766219 sec): 3 clusters Score: Raw -216984.080601 + Penalty 2434.603468 = -214549.477133 nChanged 5 SP:Iteration 11Q (532.808039 sec): 3 clusters Score: Raw -216985.980863 + Penalty 2434.603468 = -214551.377395 nChanged 4 SP:Iteration 12Q (532.852284 sec): 3 clusters Score: Raw -216989.065829 + Penalty 2434.603468 = -214554.462361 nChanged 6 SP:Iteration 13Q (532.896269 sec): 3 clusters Score: Raw -216992.996691 + Penalty 2434.603468 = -214558.393223 nChanged 2 SP:Iteration 14Q (532.943606 sec): 3 clusters Score: Raw -216993.647821 + Penalty 2434.603468 = -214559.044353 nChanged 2 SP:Iteration 15Q (532.978424 sec): 3 clusters Score: Raw -216994.763975 + Penalty 2434.603468 = -214560.160507 nChanged 4 SP:Iteration 16Q (533.029452 sec): 3 clusters Score: Raw -216996.045972 + Penalty 2434.603468 = -214561.442504 nChanged 3 SP:Iteration 17Q (533.069715 sec): 3 clusters Score: Raw -216997.936314 + Penalty 2434.603468 = -214563.332846 nChanged 5 SP:Iteration 18Q (533.113813 sec): 3 clusters Score: Raw -217000.534499 + Penalty 2434.603468 = -214565.931031 nChanged 4 SP:Iteration 19Q (533.151062 sec): 3 clusters Score: Raw -217002.468577 + Penalty 2434.603468 = -214567.865109 nChanged 4 SP:Iteration 20F (533.205711 sec): 3 clusters Score: Raw -217004.489459 + Penalty 2434.603468 = -214569.885991 nChanged 3 SP:Iteration 21Q (533.247653 sec): 3 clusters Score: Raw -217005.775477 + Penalty 2434.603468 = -214571.172009 nChanged 2 SP:Iteration 22Q (533.284458 sec): 3 clusters Score: Raw -217006.245790 + Penalty 2434.603468 = -214571.642322 nChanged 1 SP:Iteration 23Q (533.328438 sec): 3 clusters Score: Raw -217006.447623 + Penalty 2434.603468 = -214571.844155 nChanged 0 SP:Iteration 24F (533.379072 sec): 3 clusters Score: Raw -217006.447623 + Penalty 2434.603468 = -214571.844155 nChanged 0 Trying to split cluster 11 (2726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (533.402838 sec): 2 clusters Score: Raw -302842.566855 + Penalty 1285.470974 = -301557.095881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (533.443581 sec): 3 clusters Score: Raw -301636.186041 + Penalty 2570.941949 = -299065.244092 nChanged 992 SP:Iteration 1F (533.490339 sec): 3 clusters Score: Raw -302379.471948 + Penalty 2570.941949 = -299808.529999 nChanged 263 SP:Iteration 2F (533.537776 sec): 3 clusters Score: Raw -302684.598905 + Penalty 2570.941949 = -300113.656956 nChanged 237 SP:Iteration 3F (533.584928 sec): 3 clusters Score: Raw -302991.251345 + Penalty 2570.941949 = -300420.309396 nChanged 213 SP:Iteration 4F (533.632807 sec): 3 clusters Score: Raw -303241.062749 + Penalty 2570.941949 = -300670.120800 nChanged 131 SP:Iteration 5Q (533.679824 sec): 3 clusters Score: Raw -303365.168703 + Penalty 2570.941949 = -300794.226754 nChanged 101 SP:Iteration 6Q (533.727941 sec): 3 clusters Score: Raw -303446.100898 + Penalty 2570.941949 = -300875.158949 nChanged 81 SP:Iteration 7Q (533.773732 sec): 3 clusters Score: Raw -303494.957176 + Penalty 2570.941949 = -300924.015227 nChanged 45 SP:Iteration 8Q (533.821061 sec): 3 clusters Score: Raw -303515.279328 + Penalty 2570.941949 = -300944.337379 nChanged 27 SP:Iteration 9Q (533.866985 sec): 3 clusters Score: Raw -303526.725756 + Penalty 2570.941949 = -300955.783807 nChanged 17 SP:Iteration 10Q (533.913996 sec): 3 clusters Score: Raw -303533.223141 + Penalty 2570.941949 = -300962.281192 nChanged 14 SP:Iteration 11Q (533.961316 sec): 3 clusters Score: Raw -303539.406436 + Penalty 2570.941949 = -300968.464487 nChanged 9 SP:Iteration 12Q (534.005750 sec): 3 clusters Score: Raw -303543.842384 + Penalty 2570.941949 = -300972.900435 nChanged 6 SP:Iteration 13Q (534.053617 sec): 3 clusters Score: Raw -303546.614036 + Penalty 2570.941949 = -300975.672087 nChanged 5 SP:Iteration 14Q (534.100793 sec): 3 clusters Score: Raw -303550.534148 + Penalty 2570.941949 = -300979.592199 nChanged 9 SP:Iteration 15Q (534.148885 sec): 3 clusters Score: Raw -303554.228621 + Penalty 2570.941949 = -300983.286672 nChanged 8 SP:Iteration 16Q (534.192227 sec): 3 clusters Score: Raw -303556.809133 + Penalty 2570.941949 = -300985.867184 nChanged 6 SP:Iteration 17Q (534.237952 sec): 3 clusters Score: Raw -303559.777572 + Penalty 2570.941949 = -300988.835623 nChanged 3 SP:Iteration 18Q (534.276912 sec): 3 clusters Score: Raw -303562.212029 + Penalty 2570.941949 = -300991.270080 nChanged 5 SP:Iteration 19Q (534.322769 sec): 3 clusters Score: Raw -303563.526735 + Penalty 2570.941949 = -300992.584786 nChanged 6 SP:Iteration 20F (534.367115 sec): 3 clusters Score: Raw -303567.512629 + Penalty 2570.941949 = -300996.570680 nChanged 8 SP:Iteration 21Q (534.421104 sec): 3 clusters Score: Raw -303570.988067 + Penalty 2570.941949 = -301000.046118 nChanged 3 SP:Iteration 22Q (534.470357 sec): 3 clusters Score: Raw -303571.734216 + Penalty 2570.941949 = -301000.792267 nChanged 2 SP:Iteration 23Q (534.512194 sec): 3 clusters Score: Raw -303572.379494 + Penalty 2570.941949 = -301001.437545 nChanged 1 SP:Iteration 24Q (534.552621 sec): 3 clusters Score: Raw -303573.010726 + Penalty 2570.941949 = -301002.068777 nChanged 1 SP:Iteration 25Q (534.592950 sec): 3 clusters Score: Raw -303573.178667 + Penalty 2570.941949 = -301002.236718 nChanged 2 SP:Iteration 26Q (534.643573 sec): 3 clusters Score: Raw -303573.684702 + Penalty 2570.941949 = -301002.742753 nChanged 3 SP:Iteration 27Q (534.687986 sec): 3 clusters Score: Raw -303574.928411 + Penalty 2570.941949 = -301003.986462 nChanged 4 SP:Iteration 28Q (534.734086 sec): 3 clusters Score: Raw -303576.976799 + Penalty 2570.941949 = -301006.034850 nChanged 3 SP:Iteration 29Q (534.774080 sec): 3 clusters Score: Raw -303577.914648 + Penalty 2570.941949 = -301006.972699 nChanged 1 SP:Iteration 30Q (534.833002 sec): 3 clusters Score: Raw -303578.247992 + Penalty 2570.941949 = -301007.306043 nChanged 0 SP:Iteration 31F (534.881194 sec): 3 clusters Score: Raw -303578.247992 + Penalty 2570.941949 = -301007.306043 nChanged 0 Trying to split cluster 12 (1592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (534.906339 sec): 2 clusters Score: Raw -200753.704672 + Penalty 1198.071285 = -199555.633387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (534.953218 sec): 3 clusters Score: Raw -200052.363719 + Penalty 2396.142569 = -197656.221150 nChanged 570 SP:Iteration 1F (534.997864 sec): 3 clusters Score: Raw -200418.711631 + Penalty 2396.142569 = -198022.569062 nChanged 129 SP:Iteration 2F (535.036685 sec): 3 clusters Score: Raw -200523.238123 + Penalty 2396.142569 = -198127.095554 nChanged 72 SP:Iteration 3Q (535.079716 sec): 3 clusters Score: Raw -200578.069479 + Penalty 2396.142569 = -198181.926910 nChanged 50 SP:Iteration 4Q (535.112732 sec): 3 clusters Score: Raw -200618.928215 + Penalty 2396.142569 = -198222.785646 nChanged 52 SP:Iteration 5Q (535.151595 sec): 3 clusters Score: Raw -200656.800728 + Penalty 2396.142569 = -198260.658159 nChanged 30 SP:Iteration 6Q (535.189577 sec): 3 clusters Score: Raw -200673.601368 + Penalty 2396.142569 = -198277.458799 nChanged 17 SP:Iteration 7Q (535.214133 sec): 3 clusters Score: Raw -200683.940216 + Penalty 2396.142569 = -198287.797647 nChanged 6 SP:Iteration 8Q (535.241991 sec): 3 clusters Score: Raw -200687.154475 + Penalty 2396.142569 = -198291.011906 nChanged 7 SP:Iteration 9Q (535.284333 sec): 3 clusters Score: Raw -200689.993349 + Penalty 2396.142569 = -198293.850780 nChanged 5 SP:Iteration 10Q (535.315639 sec): 3 clusters Score: Raw -200692.994104 + Penalty 2396.142569 = -198296.851535 nChanged 6 SP:Iteration 11Q (535.348395 sec): 3 clusters Score: Raw -200695.657912 + Penalty 2396.142569 = -198299.515343 nChanged 1 SP:Iteration 12Q (535.379958 sec): 3 clusters Score: Raw -200695.991522 + Penalty 2396.142569 = -198299.848953 nChanged 2 SP:Iteration 13Q (535.406384 sec): 3 clusters Score: Raw -200696.912370 + Penalty 2396.142569 = -198300.769801 nChanged 1 SP:Iteration 14Q (535.433456 sec): 3 clusters Score: Raw -200697.086198 + Penalty 2396.142569 = -198300.943629 nChanged 1 SP:Iteration 15Q (535.460584 sec): 3 clusters Score: Raw -200697.637923 + Penalty 2396.142569 = -198301.495354 nChanged 2 SP:Iteration 16Q (535.493522 sec): 3 clusters Score: Raw -200698.633745 + Penalty 2396.142569 = -198302.491176 nChanged 0 SP:Iteration 17F (535.524870 sec): 3 clusters Score: Raw -200698.633745 + Penalty 2396.142569 = -198302.491176 nChanged 0 Trying to split cluster 13 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (535.545514 sec): 2 clusters Score: Raw -217390.661661 + Penalty 1212.142570 = -216178.519090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (535.575990 sec): 3 clusters Score: Raw -216693.716788 + Penalty 2424.285141 = -214269.431647 nChanged 587 SP:Iteration 1F (535.605011 sec): 3 clusters Score: Raw -217072.713276 + Penalty 2424.285141 = -214648.428135 nChanged 129 SP:Iteration 2F (535.635211 sec): 3 clusters Score: Raw -217173.855562 + Penalty 2424.285141 = -214749.570421 nChanged 93 SP:Iteration 3F (535.666403 sec): 3 clusters Score: Raw -217251.938424 + Penalty 2424.285141 = -214827.653283 nChanged 68 SP:Iteration 4Q (535.696581 sec): 3 clusters Score: Raw -217302.412920 + Penalty 2424.285141 = -214878.127779 nChanged 49 SP:Iteration 5Q (535.728648 sec): 3 clusters Score: Raw -217336.036932 + Penalty 2424.285141 = -214911.751791 nChanged 39 SP:Iteration 6Q (535.759228 sec): 3 clusters Score: Raw -217366.818727 + Penalty 2424.285141 = -214942.533586 nChanged 48 SP:Iteration 7Q (535.790291 sec): 3 clusters Score: Raw -217394.707503 + Penalty 2424.285141 = -214970.422362 nChanged 41 SP:Iteration 8Q (535.820671 sec): 3 clusters Score: Raw -217426.202236 + Penalty 2424.285141 = -215001.917096 nChanged 47 SP:Iteration 9Q (535.851896 sec): 3 clusters Score: Raw -217461.660060 + Penalty 2424.285141 = -215037.374919 nChanged 40 SP:Iteration 10Q (535.881987 sec): 3 clusters Score: Raw -217492.873292 + Penalty 2424.285141 = -215068.588151 nChanged 41 SP:Iteration 11Q (535.906920 sec): 3 clusters Score: Raw -217524.741830 + Penalty 2424.285141 = -215100.456689 nChanged 35 SP:Iteration 12Q (535.937312 sec): 3 clusters Score: Raw -217561.227002 + Penalty 2424.285141 = -215136.941861 nChanged 41 SP:Iteration 13Q (535.968649 sec): 3 clusters Score: Raw -217596.434400 + Penalty 2424.285141 = -215172.149259 nChanged 25 SP:Iteration 14Q (535.999640 sec): 3 clusters Score: Raw -217621.217006 + Penalty 2424.285141 = -215196.931865 nChanged 26 SP:Iteration 15Q (536.030608 sec): 3 clusters Score: Raw -217651.019728 + Penalty 2424.285141 = -215226.734587 nChanged 31 SP:Iteration 16Q (536.065807 sec): 3 clusters Score: Raw -217675.118822 + Penalty 2424.285141 = -215250.833681 nChanged 19 SP:Iteration 17Q (536.107064 sec): 3 clusters Score: Raw -217693.793519 + Penalty 2424.285141 = -215269.508378 nChanged 17 SP:Iteration 18Q (536.146171 sec): 3 clusters Score: Raw -217706.038738 + Penalty 2424.285141 = -215281.753597 nChanged 14 SP:Iteration 19Q (536.190595 sec): 3 clusters Score: Raw -217716.186337 + Penalty 2424.285141 = -215291.901196 nChanged 6 SP:Iteration 20F (536.228562 sec): 3 clusters Score: Raw -217721.890287 + Penalty 2424.285141 = -215297.605146 nChanged 10 SP:Iteration 21Q (536.252181 sec): 3 clusters Score: Raw -217728.471235 + Penalty 2424.285141 = -215304.186095 nChanged 9 SP:Iteration 22Q (536.284404 sec): 3 clusters Score: Raw -217734.822047 + Penalty 2424.285141 = -215310.536906 nChanged 9 SP:Iteration 23Q (536.316867 sec): 3 clusters Score: Raw -217740.445933 + Penalty 2424.285141 = -215316.160792 nChanged 8 SP:Iteration 24Q (536.349752 sec): 3 clusters Score: Raw -217745.714009 + Penalty 2424.285141 = -215321.428868 nChanged 6 SP:Iteration 25Q (536.383117 sec): 3 clusters Score: Raw -217749.647720 + Penalty 2424.285141 = -215325.362579 nChanged 6 SP:Iteration 26Q (536.422147 sec): 3 clusters Score: Raw -217754.831157 + Penalty 2424.285141 = -215330.546016 nChanged 7 SP:Iteration 27Q (536.461809 sec): 3 clusters Score: Raw -217759.851275 + Penalty 2424.285141 = -215335.566134 nChanged 6 SP:Iteration 28Q (536.500729 sec): 3 clusters Score: Raw -217764.686657 + Penalty 2424.285141 = -215340.401516 nChanged 3 SP:Iteration 29Q (536.541287 sec): 3 clusters Score: Raw -217768.298014 + Penalty 2424.285141 = -215344.012873 nChanged 4 SP:Iteration 30Q (536.579063 sec): 3 clusters Score: Raw -217771.701032 + Penalty 2424.285141 = -215347.415891 nChanged 3 SP:Iteration 31Q (536.618780 sec): 3 clusters Score: Raw -217773.329734 + Penalty 2424.285141 = -215349.044593 nChanged 2 SP:Iteration 32Q (536.657579 sec): 3 clusters Score: Raw -217774.884294 + Penalty 2424.285141 = -215350.599153 nChanged 3 SP:Iteration 33Q (536.695484 sec): 3 clusters Score: Raw -217778.995338 + Penalty 2424.285141 = -215354.710197 nChanged 5 SP:Iteration 34Q (536.734313 sec): 3 clusters Score: Raw -217783.326609 + Penalty 2424.285141 = -215359.041468 nChanged 3 SP:Iteration 35Q (536.773863 sec): 3 clusters Score: Raw -217786.132166 + Penalty 2424.285141 = -215361.847025 nChanged 3 SP:Iteration 36Q (536.809747 sec): 3 clusters Score: Raw -217787.510442 + Penalty 2424.285141 = -215363.225301 nChanged 1 SP:Iteration 37Q (536.843981 sec): 3 clusters Score: Raw -217787.951309 + Penalty 2424.285141 = -215363.666168 nChanged 0 SP:Iteration 38F (536.881815 sec): 3 clusters Score: Raw -217787.951309 + Penalty 2424.285141 = -215363.666168 nChanged 0 Trying to split cluster 14 (4683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (536.906695 sec): 2 clusters Score: Raw -503450.665859 + Penalty 1373.400309 = -502077.265550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (536.945887 sec): 3 clusters Score: Raw -501063.710600 + Penalty 2746.800618 = -498316.909982 nChanged 1883 SP:Iteration 1F (536.988952 sec): 3 clusters Score: Raw -502370.277260 + Penalty 2746.800618 = -499623.476642 nChanged 511 SP:Iteration 2F (537.028516 sec): 3 clusters Score: Raw -502813.379972 + Penalty 2746.800618 = -500066.579354 nChanged 387 SP:Iteration 3F (537.060940 sec): 3 clusters Score: Raw -503140.687355 + Penalty 2746.800618 = -500393.886737 nChanged 351 SP:Iteration 4F (537.102088 sec): 3 clusters Score: Raw -503433.598634 + Penalty 2746.800618 = -500686.798016 nChanged 277 SP:Iteration 5F (537.143071 sec): 3 clusters Score: Raw -503673.314190 + Penalty 2746.800618 = -500926.513572 nChanged 236 SP:Iteration 6F (537.179313 sec): 3 clusters Score: Raw -503865.395865 + Penalty 2746.800618 = -501118.595247 nChanged 199 SP:Iteration 7Q (537.235579 sec): 3 clusters Score: Raw -504030.220032 + Penalty 2746.800618 = -501283.419414 nChanged 163 SP:Iteration 8Q (537.274132 sec): 3 clusters Score: Raw -504148.607384 + Penalty 2746.800618 = -501401.806766 nChanged 128 SP:Iteration 9Q (537.317467 sec): 3 clusters Score: Raw -504212.787585 + Penalty 2746.800618 = -501465.986967 nChanged 84 SP:Iteration 10Q (537.369740 sec): 3 clusters Score: Raw -504251.689504 + Penalty 2746.800618 = -501504.888886 nChanged 58 SP:Iteration 11Q (537.417230 sec): 3 clusters Score: Raw -504281.195916 + Penalty 2746.800618 = -501534.395298 nChanged 54 SP:Iteration 12Q (537.472173 sec): 3 clusters Score: Raw -504307.041825 + Penalty 2746.800618 = -501560.241207 nChanged 47 SP:Iteration 13Q (537.515894 sec): 3 clusters Score: Raw -504327.083325 + Penalty 2746.800618 = -501580.282707 nChanged 32 SP:Iteration 14Q (537.563583 sec): 3 clusters Score: Raw -504340.847388 + Penalty 2746.800618 = -501594.046770 nChanged 21 SP:Iteration 15Q (537.620155 sec): 3 clusters Score: Raw -504347.032979 + Penalty 2746.800618 = -501600.232361 nChanged 17 SP:Iteration 16Q (537.661516 sec): 3 clusters Score: Raw -504353.958529 + Penalty 2746.800618 = -501607.157911 nChanged 14 SP:Iteration 17Q (537.707319 sec): 3 clusters Score: Raw -504359.774517 + Penalty 2746.800618 = -501612.973899 nChanged 13 SP:Iteration 18Q (537.761924 sec): 3 clusters Score: Raw -504363.932443 + Penalty 2746.800618 = -501617.131825 nChanged 8 SP:Iteration 19Q (537.805079 sec): 3 clusters Score: Raw -504366.025483 + Penalty 2746.800618 = -501619.224865 nChanged 8 SP:Iteration 20F (537.833532 sec): 3 clusters Score: Raw -504368.121254 + Penalty 2746.800618 = -501621.320636 nChanged 12 SP:Iteration 21Q (537.871423 sec): 3 clusters Score: Raw -504371.787646 + Penalty 2746.800618 = -501624.987028 nChanged 8 SP:Iteration 22Q (537.928472 sec): 3 clusters Score: Raw -504373.635349 + Penalty 2746.800618 = -501626.834731 nChanged 5 SP:Iteration 23Q (537.966873 sec): 3 clusters Score: Raw -504375.661661 + Penalty 2746.800618 = -501628.861043 nChanged 8 SP:Iteration 24Q (538.024818 sec): 3 clusters Score: Raw -504378.621445 + Penalty 2746.800618 = -501631.820827 nChanged 3 SP:Iteration 25Q (538.071899 sec): 3 clusters Score: Raw -504379.356700 + Penalty 2746.800618 = -501632.556082 nChanged 1 SP:Iteration 26Q (538.123493 sec): 3 clusters Score: Raw -504379.564001 + Penalty 2746.800618 = -501632.763383 nChanged 0 SP:Iteration 27F (538.173456 sec): 3 clusters Score: Raw -504379.564001 + Penalty 2746.800618 = -501632.763383 nChanged 0 Trying to split cluster 15 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (538.189483 sec): 2 clusters Score: Raw -544574.438937 + Penalty 1359.308271 = -543215.130665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.239772 sec): 3 clusters Score: Raw -542426.913830 + Penalty 2718.616543 = -539708.297287 nChanged 1693 SP:Iteration 1F (538.270438 sec): 3 clusters Score: Raw -543302.585816 + Penalty 2718.616543 = -540583.969273 nChanged 289 SP:Iteration 2F (538.317648 sec): 3 clusters Score: Raw -543450.084486 + Penalty 2718.616543 = -540731.467943 nChanged 209 SP:Iteration 3Q (538.358350 sec): 3 clusters Score: Raw -543552.659892 + Penalty 2718.616543 = -540834.043349 nChanged 156 SP:Iteration 4Q (538.397618 sec): 3 clusters Score: Raw -543615.250399 + Penalty 2718.616543 = -540896.633856 nChanged 113 SP:Iteration 5Q (538.439040 sec): 3 clusters Score: Raw -543661.572023 + Penalty 2718.616543 = -540942.955480 nChanged 110 SP:Iteration 6Q (538.471822 sec): 3 clusters Score: Raw -543707.981296 + Penalty 2718.616543 = -540989.364753 nChanged 98 SP:Iteration 7Q (538.515958 sec): 3 clusters Score: Raw -543749.648938 + Penalty 2718.616543 = -541031.032395 nChanged 87 SP:Iteration 8Q (538.562608 sec): 3 clusters Score: Raw -543781.436788 + Penalty 2718.616543 = -541062.820245 nChanged 63 SP:Iteration 9Q (538.597465 sec): 3 clusters Score: Raw -543799.793131 + Penalty 2718.616543 = -541081.176588 nChanged 44 SP:Iteration 10Q (538.639181 sec): 3 clusters Score: Raw -543813.839360 + Penalty 2718.616543 = -541095.222817 nChanged 48 SP:Iteration 11Q (538.685172 sec): 3 clusters Score: Raw -543828.427806 + Penalty 2718.616543 = -541109.811263 nChanged 48 SP:Iteration 12Q (538.737063 sec): 3 clusters Score: Raw -543846.414894 + Penalty 2718.616543 = -541127.798351 nChanged 45 SP:Iteration 13Q (538.782035 sec): 3 clusters Score: Raw -543861.731481 + Penalty 2718.616543 = -541143.114938 nChanged 49 SP:Iteration 14Q (538.827404 sec): 3 clusters Score: Raw -543879.048242 + Penalty 2718.616543 = -541160.431699 nChanged 47 SP:Iteration 15Q (538.872177 sec): 3 clusters Score: Raw -543895.624688 + Penalty 2718.616543 = -541177.008145 nChanged 45 SP:Iteration 16Q (538.917345 sec): 3 clusters Score: Raw -543907.521438 + Penalty 2718.616543 = -541188.904895 nChanged 31 SP:Iteration 17Q (538.952913 sec): 3 clusters Score: Raw -543917.700020 + Penalty 2718.616543 = -541199.083477 nChanged 39 SP:Iteration 18Q (538.995763 sec): 3 clusters Score: Raw -543934.287284 + Penalty 2718.616543 = -541215.670741 nChanged 50 SP:Iteration 19Q (539.036925 sec): 3 clusters Score: Raw -543953.901601 + Penalty 2718.616543 = -541235.285058 nChanged 52 SP:Iteration 20F (539.078051 sec): 3 clusters Score: Raw -543973.115337 + Penalty 2718.616543 = -541254.498794 nChanged 51 SP:Iteration 21Q (539.119201 sec): 3 clusters Score: Raw -543990.197244 + Penalty 2718.616543 = -541271.580701 nChanged 35 SP:Iteration 22Q (539.160373 sec): 3 clusters Score: Raw -544000.608676 + Penalty 2718.616543 = -541281.992133 nChanged 37 SP:Iteration 23Q (539.201447 sec): 3 clusters Score: Raw -544013.731156 + Penalty 2718.616543 = -541295.114613 nChanged 37 SP:Iteration 24Q (539.242280 sec): 3 clusters Score: Raw -544026.717557 + Penalty 2718.616543 = -541308.101014 nChanged 28 SP:Iteration 25Q (539.283924 sec): 3 clusters Score: Raw -544040.467146 + Penalty 2718.616543 = -541321.850603 nChanged 44 SP:Iteration 26Q (539.335239 sec): 3 clusters Score: Raw -544061.804741 + Penalty 2718.616543 = -541343.188198 nChanged 41 SP:Iteration 27Q (539.379890 sec): 3 clusters Score: Raw -544082.432319 + Penalty 2718.616543 = -541363.815776 nChanged 56 SP:Iteration 28Q (539.425170 sec): 3 clusters Score: Raw -544116.899868 + Penalty 2718.616543 = -541398.283325 nChanged 80 SP:Iteration 29Q (539.460873 sec): 3 clusters Score: Raw -544157.992993 + Penalty 2718.616543 = -541439.376450 nChanged 73 SP:Iteration 30Q (539.505709 sec): 3 clusters Score: Raw -544185.622530 + Penalty 2718.616543 = -541467.005987 nChanged 50 SP:Iteration 31Q (539.559056 sec): 3 clusters Score: Raw -544206.288905 + Penalty 2718.616543 = -541487.672362 nChanged 49 SP:Iteration 32Q (539.594925 sec): 3 clusters Score: Raw -544230.620364 + Penalty 2718.616543 = -541512.003821 nChanged 48 SP:Iteration 33Q (539.647568 sec): 3 clusters Score: Raw -544251.179168 + Penalty 2718.616543 = -541532.562625 nChanged 48 SP:Iteration 34Q (539.683023 sec): 3 clusters Score: Raw -544270.388384 + Penalty 2718.616543 = -541551.771841 nChanged 46 SP:Iteration 35Q (539.722013 sec): 3 clusters Score: Raw -544289.945036 + Penalty 2718.616543 = -541571.328493 nChanged 42 SP:Iteration 36Q (539.764275 sec): 3 clusters Score: Raw -544310.111249 + Penalty 2718.616543 = -541591.494706 nChanged 41 SP:Iteration 37Q (539.807749 sec): 3 clusters Score: Raw -544327.645322 + Penalty 2718.616543 = -541609.028779 nChanged 47 SP:Iteration 38Q (539.849116 sec): 3 clusters Score: Raw -544351.040838 + Penalty 2718.616543 = -541632.424295 nChanged 51 SP:Iteration 39Q (539.899797 sec): 3 clusters Score: Raw -544374.622412 + Penalty 2718.616543 = -541656.005869 nChanged 39 SP:Iteration 40F (539.943909 sec): 3 clusters Score: Raw -544389.863140 + Penalty 2718.616543 = -541671.246597 nChanged 33 SP:Iteration 41Q (539.978783 sec): 3 clusters Score: Raw -544403.916071 + Penalty 2718.616543 = -541685.299528 nChanged 29 SP:Iteration 42Q (540.019956 sec): 3 clusters Score: Raw -544413.445380 + Penalty 2718.616543 = -541694.828837 nChanged 16 SP:Iteration 43Q (540.060451 sec): 3 clusters Score: Raw -544418.870005 + Penalty 2718.616543 = -541700.253462 nChanged 23 SP:Iteration 44Q (540.101658 sec): 3 clusters Score: Raw -544427.473954 + Penalty 2718.616543 = -541708.857411 nChanged 17 SP:Iteration 45Q (540.143029 sec): 3 clusters Score: Raw -544433.613960 + Penalty 2718.616543 = -541714.997417 nChanged 14 SP:Iteration 46Q (540.188387 sec): 3 clusters Score: Raw -544438.299065 + Penalty 2718.616543 = -541719.682522 nChanged 17 SP:Iteration 47Q (540.231011 sec): 3 clusters Score: Raw -544444.342483 + Penalty 2718.616543 = -541725.725940 nChanged 12 SP:Iteration 48Q (540.276473 sec): 3 clusters Score: Raw -544448.294846 + Penalty 2718.616543 = -541729.678303 nChanged 7 SP:Iteration 49Q (540.315817 sec): 3 clusters Score: Raw -544450.765827 + Penalty 2718.616543 = -541732.149284 nChanged 8 SP:Iteration 50Q (540.359748 sec): 3 clusters Score: Raw -544453.438811 + Penalty 2718.616543 = -541734.822268 nChanged 8 SP:Iteration 51Q (540.410654 sec): 3 clusters Score: Raw -544455.510031 + Penalty 2718.616543 = -541736.893488 nChanged 7 SP:Iteration 52Q (540.441850 sec): 3 clusters Score: Raw -544457.443538 + Penalty 2718.616543 = -541738.826996 nChanged 9 SP:Iteration 53Q (540.478663 sec): 3 clusters Score: Raw -544460.575929 + Penalty 2718.616543 = -541741.959386 nChanged 8 SP:Iteration 54Q (540.521184 sec): 3 clusters Score: Raw -544463.509453 + Penalty 2718.616543 = -541744.892910 nChanged 9 SP:Iteration 55Q (540.561664 sec): 3 clusters Score: Raw -544465.896788 + Penalty 2718.616543 = -541747.280245 nChanged 7 SP:Iteration 56Q (540.603884 sec): 3 clusters Score: Raw -544467.596704 + Penalty 2718.616543 = -541748.980161 nChanged 5 SP:Iteration 57Q (540.646169 sec): 3 clusters Score: Raw -544468.730537 + Penalty 2718.616543 = -541750.113994 nChanged 2 SP:Iteration 58Q (540.687835 sec): 3 clusters Score: Raw -544469.329754 + Penalty 2718.616543 = -541750.713211 nChanged 2 SP:Iteration 59Q (540.727816 sec): 3 clusters Score: Raw -544469.580870 + Penalty 2718.616543 = -541750.964327 nChanged 2 SP:Iteration 60F (540.768545 sec): 3 clusters Score: Raw -544470.126910 + Penalty 2718.616543 = -541751.510367 nChanged 4 SP:Iteration 61Q (540.807272 sec): 3 clusters Score: Raw -544471.933357 + Penalty 2718.616543 = -541753.316814 nChanged 5 SP:Iteration 62Q (540.852046 sec): 3 clusters Score: Raw -544474.157123 + Penalty 2718.616543 = -541755.540580 nChanged 6 SP:Iteration 63Q (540.902636 sec): 3 clusters Score: Raw -544475.744514 + Penalty 2718.616543 = -541757.127971 nChanged 1 SP:Iteration 64Q (540.935812 sec): 3 clusters Score: Raw -544476.377730 + Penalty 2718.616543 = -541757.761187 nChanged 3 SP:Iteration 65Q (540.977254 sec): 3 clusters Score: Raw -544478.044969 + Penalty 2718.616543 = -541759.428426 nChanged 4 SP:Iteration 66Q (541.018473 sec): 3 clusters Score: Raw -544479.021442 + Penalty 2718.616543 = -541760.404899 nChanged 2 SP:Iteration 67Q (541.060641 sec): 3 clusters Score: Raw -544479.285232 + Penalty 2718.616543 = -541760.668689 nChanged 1 SP:Iteration 68Q (541.102296 sec): 3 clusters Score: Raw -544479.574818 + Penalty 2718.616543 = -541760.958275 nChanged 1 SP:Iteration 69Q (541.142781 sec): 3 clusters Score: Raw -544479.811222 + Penalty 2718.616543 = -541761.194679 nChanged 2 SP:Iteration 70Q (541.185007 sec): 3 clusters Score: Raw -544480.511728 + Penalty 2718.616543 = -541761.895185 nChanged 1 SP:Iteration 71Q (541.229687 sec): 3 clusters Score: Raw -544480.706698 + Penalty 2718.616543 = -541762.090155 nChanged 1 SP:Iteration 72Q (541.269321 sec): 3 clusters Score: Raw -544481.195448 + Penalty 2718.616543 = -541762.578905 nChanged 1 SP:Iteration 73Q (541.321970 sec): 3 clusters Score: Raw -544481.455518 + Penalty 2718.616543 = -541762.838975 nChanged 0 SP:Iteration 74F (541.356753 sec): 3 clusters Score: Raw -544481.455518 + Penalty 2718.616543 = -541762.838975 nChanged 0 Trying to split cluster 16 (9562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (541.386809 sec): 2 clusters Score: Raw -1189227.326879 + Penalty 1489.402231 = -1187737.924648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (541.446766 sec): 3 clusters Score: Raw -1183827.931640 + Penalty 2978.804461 = -1180849.127179 nChanged 4192 SP:Iteration 1F (541.501212 sec): 3 clusters Score: Raw -1186347.268394 + Penalty 2978.804461 = -1183368.463932 nChanged 701 SP:Iteration 2F (541.548850 sec): 3 clusters Score: Raw -1186856.859722 + Penalty 2978.804461 = -1183878.055261 nChanged 658 SP:Iteration 3F (541.614396 sec): 3 clusters Score: Raw -1187362.303079 + Penalty 2978.804461 = -1184383.498617 nChanged 652 SP:Iteration 4F (541.670538 sec): 3 clusters Score: Raw -1187931.417546 + Penalty 2978.804461 = -1184952.613085 nChanged 681 SP:Iteration 5F (541.726382 sec): 3 clusters Score: Raw -1188511.597938 + Penalty 2978.804461 = -1185532.793477 nChanged 681 SP:Iteration 6F (541.781825 sec): 3 clusters Score: Raw -1189039.769187 + Penalty 2978.804461 = -1186060.964726 nChanged 558 SP:Iteration 7F (541.836954 sec): 3 clusters Score: Raw -1189473.124807 + Penalty 2978.804461 = -1186494.320345 nChanged 428 SP:Iteration 8Q (541.891682 sec): 3 clusters Score: Raw -1189790.469864 + Penalty 2978.804461 = -1186811.665403 nChanged 298 SP:Iteration 9Q (541.948127 sec): 3 clusters Score: Raw -1189998.475592 + Penalty 2978.804461 = -1187019.671130 nChanged 228 SP:Iteration 10Q (542.004025 sec): 3 clusters Score: Raw -1190168.018395 + Penalty 2978.804461 = -1187189.213934 nChanged 201 SP:Iteration 11Q (542.042578 sec): 3 clusters Score: Raw -1190308.850664 + Penalty 2978.804461 = -1187330.046203 nChanged 153 SP:Iteration 12Q (542.101847 sec): 3 clusters Score: Raw -1190389.957128 + Penalty 2978.804461 = -1187411.152666 nChanged 128 SP:Iteration 13Q (542.145168 sec): 3 clusters Score: Raw -1190449.209912 + Penalty 2978.804461 = -1187470.405450 nChanged 107 SP:Iteration 14Q (542.200088 sec): 3 clusters Score: Raw -1190495.542745 + Penalty 2978.804461 = -1187516.738284 nChanged 76 SP:Iteration 15Q (542.264990 sec): 3 clusters Score: Raw -1190533.410568 + Penalty 2978.804461 = -1187554.606107 nChanged 77 SP:Iteration 16Q (542.315646 sec): 3 clusters Score: Raw -1190570.463949 + Penalty 2978.804461 = -1187591.659487 nChanged 68 SP:Iteration 17Q (542.358076 sec): 3 clusters Score: Raw -1190603.776892 + Penalty 2978.804461 = -1187624.972430 nChanged 56 SP:Iteration 18Q (542.410745 sec): 3 clusters Score: Raw -1190628.865997 + Penalty 2978.804461 = -1187650.061535 nChanged 33 SP:Iteration 19Q (542.466480 sec): 3 clusters Score: Raw -1190642.065263 + Penalty 2978.804461 = -1187663.260802 nChanged 32 SP:Iteration 20F (542.522188 sec): 3 clusters Score: Raw -1190655.063119 + Penalty 2978.804461 = -1187676.258657 nChanged 35 SP:Iteration 21Q (542.574863 sec): 3 clusters Score: Raw -1190667.744247 + Penalty 2978.804461 = -1187688.939785 nChanged 18 SP:Iteration 22Q (542.622224 sec): 3 clusters Score: Raw -1190673.611327 + Penalty 2978.804461 = -1187694.806866 nChanged 16 SP:Iteration 23Q (542.676520 sec): 3 clusters Score: Raw -1190679.413515 + Penalty 2978.804461 = -1187700.609054 nChanged 19 SP:Iteration 24Q (542.714553 sec): 3 clusters Score: Raw -1190685.240348 + Penalty 2978.804461 = -1187706.435887 nChanged 16 SP:Iteration 25Q (542.772808 sec): 3 clusters Score: Raw -1190690.564438 + Penalty 2978.804461 = -1187711.759977 nChanged 9 SP:Iteration 26Q (542.816507 sec): 3 clusters Score: Raw -1190692.774503 + Penalty 2978.804461 = -1187713.970042 nChanged 7 SP:Iteration 27Q (542.867530 sec): 3 clusters Score: Raw -1190694.031092 + Penalty 2978.804461 = -1187715.226630 nChanged 3 SP:Iteration 28Q (542.912541 sec): 3 clusters Score: Raw -1190694.916225 + Penalty 2978.804461 = -1187716.111763 nChanged 5 SP:Iteration 29Q (542.956225 sec): 3 clusters Score: Raw -1190695.818067 + Penalty 2978.804461 = -1187717.013605 nChanged 2 SP:Iteration 30Q (542.995312 sec): 3 clusters Score: Raw -1190696.108868 + Penalty 2978.804461 = -1187717.304407 nChanged 2 SP:Iteration 31Q (543.051852 sec): 3 clusters Score: Raw -1190696.742667 + Penalty 2978.804461 = -1187717.938206 nChanged 3 SP:Iteration 32Q (543.091887 sec): 3 clusters Score: Raw -1190697.396641 + Penalty 2978.804461 = -1187718.592179 nChanged 0 SP:Iteration 33F (543.142571 sec): 3 clusters Score: Raw -1190697.396641 + Penalty 2978.804461 = -1187718.592179 nChanged 0 Trying to split cluster 17 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.159889 sec): 2 clusters Score: Raw -43151.131071 + Penalty 964.420307 = -42186.710765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.197477 sec): 3 clusters Score: Raw -43146.992667 + Penalty 1928.840614 = -41218.152053 nChanged 91 SP:Iteration 1F (543.245618 sec): 3 clusters Score: Raw -43265.651848 + Penalty 1928.840614 = -41336.811235 nChanged 21 SP:Iteration 2F (543.274760 sec): 3 clusters Score: Raw -43308.161626 + Penalty 1928.840614 = -41379.321012 nChanged 9 SP:Iteration 3Q (543.313051 sec): 3 clusters Score: Raw -43320.855120 + Penalty 1928.840614 = -41392.014507 nChanged 6 SP:Iteration 4Q (543.353226 sec): 3 clusters Score: Raw -43333.554841 + Penalty 1928.840614 = -41404.714227 nChanged 6 SP:Iteration 5Q (543.392422 sec): 3 clusters Score: Raw -43342.357682 + Penalty 1928.840614 = -41413.517068 nChanged 2 SP:Iteration 6Q (543.431540 sec): 3 clusters Score: Raw -43345.873727 + Penalty 1928.840614 = -41417.033113 nChanged 3 SP:Iteration 7Q (543.470098 sec): 3 clusters Score: Raw -43352.127139 + Penalty 1928.840614 = -41423.286525 nChanged 2 SP:Iteration 8Q (543.508713 sec): 3 clusters Score: Raw -43355.639356 + Penalty 1928.840614 = -41426.798743 nChanged 4 SP:Iteration 9Q (543.557272 sec): 3 clusters Score: Raw -43360.330952 + Penalty 1928.840614 = -41431.490338 nChanged 4 SP:Iteration 10Q (543.595334 sec): 3 clusters Score: Raw -43370.434901 + Penalty 1928.840614 = -41441.594287 nChanged 3 SP:Iteration 11Q (543.633968 sec): 3 clusters Score: Raw -43378.247734 + Penalty 1928.840614 = -41449.407120 nChanged 2 SP:Iteration 12Q (543.671759 sec): 3 clusters Score: Raw -43380.701907 + Penalty 1928.840614 = -41451.861294 nChanged 2 SP:Iteration 13Q (543.709950 sec): 3 clusters Score: Raw -43383.410321 + Penalty 1928.840614 = -41454.569708 nChanged 0 SP:Iteration 14F (543.747665 sec): 3 clusters Score: Raw -43383.410321 + Penalty 1928.840614 = -41454.569708 nChanged 0 Trying to split cluster 18 (2095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.760305 sec): 2 clusters Score: Raw -233066.029535 + Penalty 1242.687685 = -231823.341850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.799833 sec): 3 clusters Score: Raw -232164.681878 + Penalty 2485.375371 = -229679.306507 nChanged 762 SP:Iteration 1F (543.840627 sec): 3 clusters Score: Raw -232644.152190 + Penalty 2485.375371 = -230158.776819 nChanged 180 SP:Iteration 2F (543.880259 sec): 3 clusters Score: Raw -232759.916959 + Penalty 2485.375371 = -230274.541589 nChanged 98 SP:Iteration 3Q (543.919916 sec): 3 clusters Score: Raw -232824.438150 + Penalty 2485.375371 = -230339.062779 nChanged 76 SP:Iteration 4Q (543.960540 sec): 3 clusters Score: Raw -232890.343302 + Penalty 2485.375371 = -230404.967931 nChanged 73 SP:Iteration 5Q (544.009240 sec): 3 clusters Score: Raw -232959.272172 + Penalty 2485.375371 = -230473.896802 nChanged 86 SP:Iteration 6Q (544.037932 sec): 3 clusters Score: Raw -233027.410259 + Penalty 2485.375371 = -230542.034888 nChanged 67 SP:Iteration 7Q (544.078231 sec): 3 clusters Score: Raw -233083.921711 + Penalty 2485.375371 = -230598.546341 nChanged 60 SP:Iteration 8Q (544.118722 sec): 3 clusters Score: Raw -233138.673596 + Penalty 2485.375371 = -230653.298225 nChanged 62 SP:Iteration 9Q (544.160035 sec): 3 clusters Score: Raw -233194.426930 + Penalty 2485.375371 = -230709.051559 nChanged 55 SP:Iteration 10Q (544.209681 sec): 3 clusters Score: Raw -233236.448979 + Penalty 2485.375371 = -230751.073608 nChanged 42 SP:Iteration 11Q (544.250756 sec): 3 clusters Score: Raw -233276.151067 + Penalty 2485.375371 = -230790.775696 nChanged 37 SP:Iteration 12Q (544.282593 sec): 3 clusters Score: Raw -233308.158301 + Penalty 2485.375371 = -230822.782930 nChanged 31 SP:Iteration 13Q (544.322889 sec): 3 clusters Score: Raw -233326.176663 + Penalty 2485.375371 = -230840.801292 nChanged 23 SP:Iteration 14Q (544.361766 sec): 3 clusters Score: Raw -233338.766160 + Penalty 2485.375371 = -230853.390790 nChanged 15 SP:Iteration 15Q (544.403159 sec): 3 clusters Score: Raw -233354.183021 + Penalty 2485.375371 = -230868.807651 nChanged 16 SP:Iteration 16Q (544.444049 sec): 3 clusters Score: Raw -233361.607812 + Penalty 2485.375371 = -230876.232442 nChanged 9 SP:Iteration 17Q (544.484632 sec): 3 clusters Score: Raw -233365.454996 + Penalty 2485.375371 = -230880.079625 nChanged 3 SP:Iteration 18Q (544.525188 sec): 3 clusters Score: Raw -233367.253914 + Penalty 2485.375371 = -230881.878544 nChanged 4 SP:Iteration 19Q (544.567117 sec): 3 clusters Score: Raw -233369.966232 + Penalty 2485.375371 = -230884.590862 nChanged 2 SP:Iteration 20F (544.607148 sec): 3 clusters Score: Raw -233371.043496 + Penalty 2485.375371 = -230885.668126 nChanged 5 SP:Iteration 21Q (544.647772 sec): 3 clusters Score: Raw -233372.632062 + Penalty 2485.375371 = -230887.256692 nChanged 5 SP:Iteration 22Q (544.694457 sec): 3 clusters Score: Raw -233375.562432 + Penalty 2485.375371 = -230890.187061 nChanged 6 SP:Iteration 23Q (544.737798 sec): 3 clusters Score: Raw -233379.027864 + Penalty 2485.375371 = -230893.652494 nChanged 7 SP:Iteration 24Q (544.769592 sec): 3 clusters Score: Raw -233384.100752 + Penalty 2485.375371 = -230898.725381 nChanged 4 SP:Iteration 25Q (544.818247 sec): 3 clusters Score: Raw -233387.336973 + Penalty 2485.375371 = -230901.961602 nChanged 4 SP:Iteration 26Q (544.850177 sec): 3 clusters Score: Raw -233389.651799 + Penalty 2485.375371 = -230904.276428 nChanged 4 SP:Iteration 27Q (544.890430 sec): 3 clusters Score: Raw -233391.551059 + Penalty 2485.375371 = -230906.175689 nChanged 3 SP:Iteration 28Q (544.941043 sec): 3 clusters Score: Raw -233392.649633 + Penalty 2485.375371 = -230907.274263 nChanged 1 SP:Iteration 29Q (544.973495 sec): 3 clusters Score: Raw -233392.955376 + Penalty 2485.375371 = -230907.580005 nChanged 0 SP:Iteration 30F (545.014850 sec): 3 clusters Score: Raw -233392.955376 + Penalty 2485.375371 = -230907.580005 nChanged 0 Trying to split cluster 19 (1232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.034545 sec): 2 clusters Score: Raw -143844.644591 + Penalty 1156.414048 = -142688.230543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.075035 sec): 3 clusters Score: Raw -143480.168419 + Penalty 2312.828097 = -141167.340322 nChanged 423 SP:Iteration 1F (545.115300 sec): 3 clusters Score: Raw -144196.281237 + Penalty 2312.828097 = -141883.453141 nChanged 144 SP:Iteration 2F (545.164680 sec): 3 clusters Score: Raw -144400.222535 + Penalty 2312.828097 = -142087.394438 nChanged 99 SP:Iteration 3F (545.195829 sec): 3 clusters Score: Raw -144542.547291 + Penalty 2312.828097 = -142229.719194 nChanged 73 SP:Iteration 4F (545.236327 sec): 3 clusters Score: Raw -144640.775173 + Penalty 2312.828097 = -142327.947076 nChanged 38 SP:Iteration 5Q (545.276022 sec): 3 clusters Score: Raw -144681.886452 + Penalty 2312.828097 = -142369.058355 nChanged 26 SP:Iteration 6Q (545.315575 sec): 3 clusters Score: Raw -144709.393742 + Penalty 2312.828097 = -142396.565645 nChanged 25 SP:Iteration 7Q (545.355257 sec): 3 clusters Score: Raw -144738.174324 + Penalty 2312.828097 = -142425.346228 nChanged 14 SP:Iteration 8Q (545.394813 sec): 3 clusters Score: Raw -144754.465278 + Penalty 2312.828097 = -142441.637181 nChanged 14 SP:Iteration 9Q (545.434171 sec): 3 clusters Score: Raw -144769.100307 + Penalty 2312.828097 = -142456.272210 nChanged 12 SP:Iteration 10Q (545.481458 sec): 3 clusters Score: Raw -144780.853881 + Penalty 2312.828097 = -142468.025784 nChanged 6 SP:Iteration 11Q (545.511843 sec): 3 clusters Score: Raw -144784.721814 + Penalty 2312.828097 = -142471.893718 nChanged 6 SP:Iteration 12Q (545.551373 sec): 3 clusters Score: Raw -144788.472996 + Penalty 2312.828097 = -142475.644899 nChanged 3 SP:Iteration 13Q (545.591008 sec): 3 clusters Score: Raw -144790.694531 + Penalty 2312.828097 = -142477.866434 nChanged 1 SP:Iteration 14Q (545.640217 sec): 3 clusters Score: Raw -144791.736840 + Penalty 2312.828097 = -142478.908744 nChanged 0 SP:Iteration 15F (545.670816 sec): 3 clusters Score: Raw -144791.736840 + Penalty 2312.828097 = -142478.908744 nChanged 0 Trying to split cluster 20 (22975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.714692 sec): 2 clusters Score: Raw -2851883.423188 + Penalty 1631.851316 = -2850251.571872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.781629 sec): 3 clusters Score: Raw -2837924.407447 + Penalty 3263.702633 = -2834660.704814 nChanged 10436 SP:Iteration 1F (545.850540 sec): 3 clusters Score: Raw -2843812.743425 + Penalty 3263.702633 = -2840549.040792 nChanged 1312 SP:Iteration 2F (545.921078 sec): 3 clusters Score: Raw -2844513.749114 + Penalty 3263.702633 = -2841250.046481 nChanged 1375 SP:Iteration 3F (545.988802 sec): 3 clusters Score: Raw -2845402.301826 + Penalty 3263.702633 = -2842138.599193 nChanged 1580 SP:Iteration 4F (546.058772 sec): 3 clusters Score: Raw -2846600.442656 + Penalty 3263.702633 = -2843336.740023 nChanged 1622 SP:Iteration 5F (546.139298 sec): 3 clusters Score: Raw -2848007.316415 + Penalty 3263.702633 = -2844743.613782 nChanged 1569 SP:Iteration 6F (546.212257 sec): 3 clusters Score: Raw -2849327.165459 + Penalty 3263.702633 = -2846063.462827 nChanged 1342 SP:Iteration 7F (546.283433 sec): 3 clusters Score: Raw -2850298.372424 + Penalty 3263.702633 = -2847034.669791 nChanged 929 SP:Iteration 8Q (546.357799 sec): 3 clusters Score: Raw -2850802.182137 + Penalty 3263.702633 = -2847538.479504 nChanged 643 SP:Iteration 9Q (546.431646 sec): 3 clusters Score: Raw -2851075.313341 + Penalty 3263.702633 = -2847811.610708 nChanged 452 SP:Iteration 10Q (546.495701 sec): 3 clusters Score: Raw -2851255.555409 + Penalty 3263.702633 = -2847991.852776 nChanged 344 SP:Iteration 11Q (546.564171 sec): 3 clusters Score: Raw -2851404.452230 + Penalty 3263.702633 = -2848140.749598 nChanged 304 SP:Iteration 12Q (546.636869 sec): 3 clusters Score: Raw -2851534.154141 + Penalty 3263.702633 = -2848270.451509 nChanged 278 SP:Iteration 13Q (546.717709 sec): 3 clusters Score: Raw -2851665.545149 + Penalty 3263.702633 = -2848401.842516 nChanged 281 SP:Iteration 14Q (546.790772 sec): 3 clusters Score: Raw -2851806.612581 + Penalty 3263.702633 = -2848542.909949 nChanged 281 SP:Iteration 15Q (546.858657 sec): 3 clusters Score: Raw -2851963.269146 + Penalty 3263.702633 = -2848699.566513 nChanged 269 SP:Iteration 16Q (546.926316 sec): 3 clusters Score: Raw -2852109.001621 + Penalty 3263.702633 = -2848845.298988 nChanged 253 SP:Iteration 17Q (546.995420 sec): 3 clusters Score: Raw -2852220.245009 + Penalty 3263.702633 = -2848956.542376 nChanged 216 SP:Iteration 18Q (547.067290 sec): 3 clusters Score: Raw -2852306.555457 + Penalty 3263.702633 = -2849042.852824 nChanged 195 SP:Iteration 19Q (547.136252 sec): 3 clusters Score: Raw -2852370.871589 + Penalty 3263.702633 = -2849107.168956 nChanged 163 SP:Iteration 20F (547.204263 sec): 3 clusters Score: Raw -2852424.402200 + Penalty 3263.702633 = -2849160.699568 nChanged 148 SP:Iteration 21Q (547.265775 sec): 3 clusters Score: Raw -2852472.680761 + Penalty 3263.702633 = -2849208.978129 nChanged 120 SP:Iteration 22Q (547.335230 sec): 3 clusters Score: Raw -2852506.400212 + Penalty 3263.702633 = -2849242.697579 nChanged 101 SP:Iteration 23Q (547.394766 sec): 3 clusters Score: Raw -2852529.247813 + Penalty 3263.702633 = -2849265.545180 nChanged 83 SP:Iteration 24Q (547.465897 sec): 3 clusters Score: Raw -2852544.283893 + Penalty 3263.702633 = -2849280.581261 nChanged 71 SP:Iteration 25Q (547.537612 sec): 3 clusters Score: Raw -2852557.952847 + Penalty 3263.702633 = -2849294.250214 nChanged 57 SP:Iteration 26Q (547.595974 sec): 3 clusters Score: Raw -2852567.258872 + Penalty 3263.702633 = -2849303.556239 nChanged 54 SP:Iteration 27Q (547.661333 sec): 3 clusters Score: Raw -2852576.922957 + Penalty 3263.702633 = -2849313.220325 nChanged 48 SP:Iteration 28Q (547.727592 sec): 3 clusters Score: Raw -2852584.993633 + Penalty 3263.702633 = -2849321.291001 nChanged 43 SP:Iteration 29Q (547.794084 sec): 3 clusters Score: Raw -2852591.443175 + Penalty 3263.702633 = -2849327.740542 nChanged 42 SP:Iteration 30Q (547.858998 sec): 3 clusters Score: Raw -2852597.307795 + Penalty 3263.702633 = -2849333.605162 nChanged 33 SP:Iteration 31Q (547.924116 sec): 3 clusters Score: Raw -2852601.237338 + Penalty 3263.702633 = -2849337.534705 nChanged 31 SP:Iteration 32Q (547.989219 sec): 3 clusters Score: Raw -2852604.438125 + Penalty 3263.702633 = -2849340.735492 nChanged 29 SP:Iteration 33Q (548.054586 sec): 3 clusters Score: Raw -2852607.496021 + Penalty 3263.702633 = -2849343.793388 nChanged 27 SP:Iteration 34Q (548.119000 sec): 3 clusters Score: Raw -2852610.675810 + Penalty 3263.702633 = -2849346.973177 nChanged 25 SP:Iteration 35Q (548.183599 sec): 3 clusters Score: Raw -2852613.777489 + Penalty 3263.702633 = -2849350.074857 nChanged 20 SP:Iteration 36Q (548.248855 sec): 3 clusters Score: Raw -2852616.031103 + Penalty 3263.702633 = -2849352.328470 nChanged 23 SP:Iteration 37Q (548.314620 sec): 3 clusters Score: Raw -2852618.212677 + Penalty 3263.702633 = -2849354.510044 nChanged 23 SP:Iteration 38Q (548.379424 sec): 3 clusters Score: Raw -2852620.441027 + Penalty 3263.702633 = -2849356.738394 nChanged 18 SP:Iteration 39Q (548.444151 sec): 3 clusters Score: Raw -2852622.468872 + Penalty 3263.702633 = -2849358.766239 nChanged 20 SP:Iteration 40F (548.511462 sec): 3 clusters Score: Raw -2852625.172718 + Penalty 3263.702633 = -2849361.470086 nChanged 18 SP:Iteration 41Q (548.576366 sec): 3 clusters Score: Raw -2852627.716241 + Penalty 3263.702633 = -2849364.013608 nChanged 23 SP:Iteration 42Q (548.641247 sec): 3 clusters Score: Raw -2852631.035391 + Penalty 3263.702633 = -2849367.332758 nChanged 26 SP:Iteration 43Q (548.705803 sec): 3 clusters Score: Raw -2852634.187941 + Penalty 3263.702633 = -2849370.485308 nChanged 23 SP:Iteration 44Q (548.771248 sec): 3 clusters Score: Raw -2852636.579471 + Penalty 3263.702633 = -2849372.876838 nChanged 16 SP:Iteration 45Q (548.837904 sec): 3 clusters Score: Raw -2852638.097564 + Penalty 3263.702633 = -2849374.394931 nChanged 12 SP:Iteration 46Q (548.902354 sec): 3 clusters Score: Raw -2852639.300352 + Penalty 3263.702633 = -2849375.597720 nChanged 9 SP:Iteration 47Q (548.967806 sec): 3 clusters Score: Raw -2852640.267319 + Penalty 3263.702633 = -2849376.564686 nChanged 10 SP:Iteration 48Q (549.032478 sec): 3 clusters Score: Raw -2852641.460282 + Penalty 3263.702633 = -2849377.757649 nChanged 13 SP:Iteration 49Q (549.099490 sec): 3 clusters Score: Raw -2852642.510412 + Penalty 3263.702633 = -2849378.807779 nChanged 9 SP:Iteration 50Q (549.164273 sec): 3 clusters Score: Raw -2852643.304743 + Penalty 3263.702633 = -2849379.602110 nChanged 8 SP:Iteration 51Q (549.229252 sec): 3 clusters Score: Raw -2852644.063157 + Penalty 3263.702633 = -2849380.360524 nChanged 7 SP:Iteration 52Q (549.294059 sec): 3 clusters Score: Raw -2852644.654311 + Penalty 3263.702633 = -2849380.951678 nChanged 7 SP:Iteration 53Q (549.358015 sec): 3 clusters Score: Raw -2852645.228727 + Penalty 3263.702633 = -2849381.526094 nChanged 4 SP:Iteration 54Q (549.424338 sec): 3 clusters Score: Raw -2852645.545646 + Penalty 3263.702633 = -2849381.843013 nChanged 2 SP:Iteration 55Q (549.488398 sec): 3 clusters Score: Raw -2852645.607859 + Penalty 3263.702633 = -2849381.905226 nChanged 1 SP:Iteration 56Q (549.553664 sec): 3 clusters Score: Raw -2852645.644054 + Penalty 3263.702633 = -2849381.941421 nChanged 1 SP:Iteration 57Q (549.618939 sec): 3 clusters Score: Raw -2852645.722970 + Penalty 3263.702633 = -2849382.020337 nChanged 1 SP:Iteration 58Q (549.684148 sec): 3 clusters Score: Raw -2852645.792412 + Penalty 3263.702633 = -2849382.089779 nChanged 1 SP:Iteration 59Q (549.748363 sec): 3 clusters Score: Raw -2852645.990503 + Penalty 3263.702633 = -2849382.287870 nChanged 3 SP:Iteration 60F (549.816897 sec): 3 clusters Score: Raw -2852646.185586 + Penalty 3263.702633 = -2849382.482954 nChanged 3 SP:Iteration 61Q (549.891275 sec): 3 clusters Score: Raw -2852646.407970 + Penalty 3263.702633 = -2849382.705338 nChanged 5 SP:Iteration 62Q (549.951317 sec): 3 clusters Score: Raw -2852646.916276 + Penalty 3263.702633 = -2849383.213643 nChanged 5 SP:Iteration 63Q (550.025598 sec): 3 clusters Score: Raw -2852647.318535 + Penalty 3263.702633 = -2849383.615902 nChanged 6 SP:Iteration 64Q (550.091324 sec): 3 clusters Score: Raw -2852647.668433 + Penalty 3263.702633 = -2849383.965800 nChanged 4 SP:Iteration 65Q (550.156845 sec): 3 clusters Score: Raw -2852648.065660 + Penalty 3263.702633 = -2849384.363027 nChanged 5 SP:Iteration 66Q (550.234900 sec): 3 clusters Score: Raw -2852648.482158 + Penalty 3263.702633 = -2849384.779525 nChanged 8 SP:Iteration 67Q (550.297778 sec): 3 clusters Score: Raw -2852649.148466 + Penalty 3263.702633 = -2849385.445833 nChanged 7 SP:Iteration 68Q (550.376082 sec): 3 clusters Score: Raw -2852649.645650 + Penalty 3263.702633 = -2849385.943017 nChanged 6 SP:Iteration 69Q (550.436913 sec): 3 clusters Score: Raw -2852650.115984 + Penalty 3263.702633 = -2849386.413351 nChanged 3 SP:Iteration 70Q (550.513201 sec): 3 clusters Score: Raw -2852650.351193 + Penalty 3263.702633 = -2849386.648560 nChanged 2 SP:Iteration 71Q (550.579770 sec): 3 clusters Score: Raw -2852650.473641 + Penalty 3263.702633 = -2849386.771008 nChanged 3 SP:Iteration 72Q (550.651685 sec): 3 clusters Score: Raw -2852650.842212 + Penalty 3263.702633 = -2849387.139579 nChanged 3 SP:Iteration 73Q (550.720210 sec): 3 clusters Score: Raw -2852651.150541 + Penalty 3263.702633 = -2849387.447909 nChanged 4 SP:Iteration 74Q (550.792088 sec): 3 clusters Score: Raw -2852651.590582 + Penalty 3263.702633 = -2849387.887949 nChanged 4 SP:Iteration 75Q (550.860692 sec): 3 clusters Score: Raw -2852651.870998 + Penalty 3263.702633 = -2849388.168365 nChanged 3 SP:Iteration 76Q (550.931535 sec): 3 clusters Score: Raw -2852652.034345 + Penalty 3263.702633 = -2849388.331712 nChanged 4 SP:Iteration 77Q (550.999749 sec): 3 clusters Score: Raw -2852652.349410 + Penalty 3263.702633 = -2849388.646777 nChanged 4 SP:Iteration 78Q (551.069822 sec): 3 clusters Score: Raw -2852652.716726 + Penalty 3263.702633 = -2849389.014093 nChanged 2 SP:Iteration 79Q (551.140988 sec): 3 clusters Score: Raw -2852652.812261 + Penalty 3263.702633 = -2849389.109628 nChanged 1 SP:Iteration 80F (551.211883 sec): 3 clusters Score: Raw -2852652.857812 + Penalty 3263.702633 = -2849389.155179 nChanged 1 SP:Iteration 81Q (551.274270 sec): 3 clusters Score: Raw -2852652.947629 + Penalty 3263.702633 = -2849389.244996 nChanged 2 SP:Iteration 82Q (551.330791 sec): 3 clusters Score: Raw -2852653.195161 + Penalty 3263.702633 = -2849389.492528 nChanged 4 SP:Iteration 83Q (551.390429 sec): 3 clusters Score: Raw -2852653.559965 + Penalty 3263.702633 = -2849389.857332 nChanged 0 SP:Iteration 84F (551.450025 sec): 3 clusters Score: Raw -2852653.559965 + Penalty 3263.702633 = -2849389.857332 nChanged 0 Iteration 139Q (553.906729 sec): 23 clusters Score: Raw -40644063.205371 + Penalty 45505.499431 = -40598557.705939 nChanged 966 Iteration 140F (557.625363 sec): 23 clusters Score: Raw -40644877.485642 + Penalty 45505.499431 = -40599371.986211 nChanged 974 Iteration 141Q (559.836902 sec): 23 clusters Score: Raw -40645291.007344 + Penalty 45505.499431 = -40599785.507913 nChanged 748 Iteration 142Q (562.256170 sec): 23 clusters Score: Raw -40645544.801865 + Penalty 45505.499431 = -40600039.302434 nChanged 678 Iteration 143Q (564.516756 sec): 23 clusters Score: Raw -40645725.085527 + Penalty 45505.499431 = -40600219.586096 nChanged 662 Iteration 144Q (566.740117 sec): 23 clusters Score: Raw -40645881.979285 + Penalty 45505.499431 = -40600376.479853 nChanged 672 Iteration 145Q (569.020309 sec): 23 clusters Score: Raw -40646040.550982 + Penalty 45505.499431 = -40600535.051551 nChanged 648 Iteration 146Q (571.290605 sec): 23 clusters Score: Raw -40646191.493534 + Penalty 45505.499431 = -40600685.994103 nChanged 636 Iteration 147Q (573.641155 sec): 23 clusters Score: Raw -40646347.500386 + Penalty 45505.499431 = -40600842.000954 nChanged 669 Iteration 148Q (575.925000 sec): 23 clusters Score: Raw -40646509.593713 + Penalty 45505.499431 = -40601004.094282 nChanged 656 Iteration 149Q (578.359331 sec): 23 clusters Score: Raw -40646664.022288 + Penalty 45505.499431 = -40601158.522857 nChanged 621 Iteration 150Q (580.654997 sec): 23 clusters Score: Raw -40646801.518821 + Penalty 45505.499431 = -40601296.019389 nChanged 648 Iteration 151Q (582.951100 sec): 23 clusters Score: Raw -40646959.529541 + Penalty 45505.499431 = -40601454.030110 nChanged 709 Iteration 152Q (585.111017 sec): 23 clusters Score: Raw -40647137.799618 + Penalty 45505.499431 = -40601632.300186 nChanged 703 Iteration 153Q (587.587320 sec): 23 clusters Score: Raw -40647305.186756 + Penalty 45505.499431 = -40601799.687324 nChanged 736 Iteration 154Q (589.950013 sec): 23 clusters Score: Raw -40647483.874969 + Penalty 45505.499431 = -40601978.375538 nChanged 743 Iteration 155Q (592.368780 sec): 23 clusters Score: Raw -40647669.976857 + Penalty 45505.499431 = -40602164.477426 nChanged 720 Iteration 156Q (594.876661 sec): 23 clusters Score: Raw -40647842.804554 + Penalty 45505.499431 = -40602337.305123 nChanged 702 Iteration 157Q (597.267040 sec): 23 clusters Score: Raw -40648005.370777 + Penalty 45505.499431 = -40602499.871345 nChanged 702 Iteration 158Q (599.703110 sec): 23 clusters Score: Raw -40648156.149318 + Penalty 45505.499431 = -40602650.649887 nChanged 676 Iteration 159Q (602.055920 sec): 23 clusters Score: Raw -40648280.707405 + Penalty 45505.499431 = -40602775.207974 nChanged 616 Iteration 160F (605.921958 sec): 23 clusters Score: Raw -40648385.879016 + Penalty 45505.499431 = -40602880.379585 nChanged 581 Iteration 161Q (608.377003 sec): 23 clusters Score: Raw -40648467.192273 + Penalty 45505.499431 = -40602961.692842 nChanged 502 Iteration 162Q (610.900374 sec): 23 clusters Score: Raw -40648534.435666 + Penalty 45505.499431 = -40603028.936234 nChanged 462 Iteration 163Q (613.432546 sec): 23 clusters Score: Raw -40648590.677253 + Penalty 45505.499431 = -40603085.177821 nChanged 406 Iteration 164Q (615.878635 sec): 23 clusters Score: Raw -40648634.212557 + Penalty 45505.499431 = -40603128.713125 nChanged 377 Iteration 165Q (618.134276 sec): 23 clusters Score: Raw -40648673.945396 + Penalty 45505.499431 = -40603168.445964 nChanged 360 Iteration 166Q (620.578849 sec): 23 clusters Score: Raw -40648705.944932 + Penalty 45505.499431 = -40603200.445501 nChanged 339 Iteration 167Q (623.025073 sec): 23 clusters Score: Raw -40648734.902262 + Penalty 45505.499431 = -40603229.402830 nChanged 338 Iteration 168Q (625.323419 sec): 23 clusters Score: Raw -40648763.442253 + Penalty 45505.499431 = -40603257.942821 nChanged 332 Iteration 169Q (627.720897 sec): 23 clusters Score: Raw -40648793.285525 + Penalty 45505.499431 = -40603287.786093 nChanged 319 Iteration 170Q (630.100550 sec): 23 clusters Score: Raw -40648820.412832 + Penalty 45505.499431 = -40603314.913401 nChanged 291 Iteration 171Q (632.621523 sec): 23 clusters Score: Raw -40648841.928770 + Penalty 45505.499431 = -40603336.429338 nChanged 268 Iteration 172Q (635.146403 sec): 23 clusters Score: Raw -40648864.167988 + Penalty 45505.499431 = -40603358.668557 nChanged 268 Iteration 173Q (637.591334 sec): 23 clusters Score: Raw -40648883.828697 + Penalty 45505.499431 = -40603378.329265 nChanged 228 Iteration 174Q (640.052988 sec): 23 clusters Score: Raw -40648897.372325 + Penalty 45505.499431 = -40603391.872894 nChanged 192 Iteration 175Q (642.613917 sec): 23 clusters Score: Raw -40648911.425665 + Penalty 45505.499431 = -40603405.926234 nChanged 180 Iteration 176Q (644.967630 sec): 23 clusters Score: Raw -40648924.324172 + Penalty 45505.499431 = -40603418.824741 nChanged 184 Iteration 177Q (647.496049 sec): 23 clusters Score: Raw -40648934.884661 + Penalty 45505.499431 = -40603429.385230 nChanged 192 Iteration 178Q (649.913214 sec): 23 clusters Score: Raw -40648945.854400 + Penalty 45505.499431 = -40603440.354968 nChanged 202 Writing temp clu file Because OldScore, -40603429.385230, is greater than current (better) Score,-40603440.354968 Compute initial score before splitting: Score: Raw -40648945.854400 + Penalty 45505.499431 = -40603440.354968 Trying to split cluster 1 (4730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (650.000804 sec): 2 clusters Score: Raw -571733.598433 + Penalty 1375.023078 = -570358.575354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (650.041816 sec): 3 clusters Score: Raw -569242.675544 + Penalty 2750.046156 = -566492.629388 nChanged 1896 SP:Iteration 1F (650.081444 sec): 3 clusters Score: Raw -570320.157238 + Penalty 2750.046156 = -567570.111082 nChanged 375 SP:Iteration 2F (650.124453 sec): 3 clusters Score: Raw -570563.527759 + Penalty 2750.046156 = -567813.481603 nChanged 285 SP:Iteration 3F (650.160103 sec): 3 clusters Score: Raw -570734.531393 + Penalty 2750.046156 = -567984.485237 nChanged 216 SP:Iteration 4Q (650.196773 sec): 3 clusters Score: Raw -570861.105589 + Penalty 2750.046156 = -568111.059433 nChanged 186 SP:Iteration 5Q (650.236090 sec): 3 clusters Score: Raw -570971.640465 + Penalty 2750.046156 = -568221.594308 nChanged 171 SP:Iteration 6Q (650.284546 sec): 3 clusters Score: Raw -571072.299679 + Penalty 2750.046156 = -568322.253522 nChanged 157 SP:Iteration 7Q (650.334815 sec): 3 clusters Score: Raw -571176.622869 + Penalty 2750.046156 = -568426.576713 nChanged 145 SP:Iteration 8Q (650.369847 sec): 3 clusters Score: Raw -571269.075618 + Penalty 2750.046156 = -568519.029461 nChanged 132 SP:Iteration 9Q (650.404182 sec): 3 clusters Score: Raw -571355.356827 + Penalty 2750.046156 = -568605.310671 nChanged 115 SP:Iteration 10Q (650.448791 sec): 3 clusters Score: Raw -571426.208800 + Penalty 2750.046156 = -568676.162644 nChanged 114 SP:Iteration 11Q (650.484203 sec): 3 clusters Score: Raw -571509.029349 + Penalty 2750.046156 = -568758.983192 nChanged 85 SP:Iteration 12Q (650.523211 sec): 3 clusters Score: Raw -571561.778332 + Penalty 2750.046156 = -568811.732176 nChanged 70 SP:Iteration 13Q (650.556958 sec): 3 clusters Score: Raw -571602.540511 + Penalty 2750.046156 = -568852.494354 nChanged 61 SP:Iteration 14Q (650.592409 sec): 3 clusters Score: Raw -571642.480750 + Penalty 2750.046156 = -568892.434593 nChanged 61 SP:Iteration 15Q (650.635710 sec): 3 clusters Score: Raw -571677.366133 + Penalty 2750.046156 = -568927.319977 nChanged 49 SP:Iteration 16Q (650.678605 sec): 3 clusters Score: Raw -571716.439281 + Penalty 2750.046156 = -568966.393124 nChanged 47 SP:Iteration 17Q (650.714435 sec): 3 clusters Score: Raw -571764.844019 + Penalty 2750.046156 = -569014.797862 nChanged 40 SP:Iteration 18Q (650.758956 sec): 3 clusters Score: Raw -571804.578736 + Penalty 2750.046156 = -569054.532579 nChanged 46 SP:Iteration 19Q (650.794733 sec): 3 clusters Score: Raw -571840.126862 + Penalty 2750.046156 = -569090.080706 nChanged 43 SP:Iteration 20F (650.830634 sec): 3 clusters Score: Raw -571883.911682 + Penalty 2750.046156 = -569133.865525 nChanged 46 SP:Iteration 21Q (650.860751 sec): 3 clusters Score: Raw -571927.783961 + Penalty 2750.046156 = -569177.737804 nChanged 28 SP:Iteration 22Q (650.908374 sec): 3 clusters Score: Raw -571949.609993 + Penalty 2750.046156 = -569199.563836 nChanged 21 SP:Iteration 23Q (650.942979 sec): 3 clusters Score: Raw -571965.137826 + Penalty 2750.046156 = -569215.091670 nChanged 18 SP:Iteration 24Q (651.002654 sec): 3 clusters Score: Raw -571976.943068 + Penalty 2750.046156 = -569226.896911 nChanged 16 SP:Iteration 25Q (651.041638 sec): 3 clusters Score: Raw -571987.289744 + Penalty 2750.046156 = -569237.243588 nChanged 14 SP:Iteration 26Q (651.091695 sec): 3 clusters Score: Raw -571996.146755 + Penalty 2750.046156 = -569246.100599 nChanged 12 SP:Iteration 27Q (651.139920 sec): 3 clusters Score: Raw -572004.473659 + Penalty 2750.046156 = -569254.427502 nChanged 14 SP:Iteration 28Q (651.192512 sec): 3 clusters Score: Raw -572013.671228 + Penalty 2750.046156 = -569263.625072 nChanged 12 SP:Iteration 29Q (651.232198 sec): 3 clusters Score: Raw -572020.471563 + Penalty 2750.046156 = -569270.425407 nChanged 11 SP:Iteration 30Q (651.279745 sec): 3 clusters Score: Raw -572026.571352 + Penalty 2750.046156 = -569276.525195 nChanged 7 SP:Iteration 31Q (651.325656 sec): 3 clusters Score: Raw -572029.606874 + Penalty 2750.046156 = -569279.560718 nChanged 4 SP:Iteration 32Q (651.379225 sec): 3 clusters Score: Raw -572031.822338 + Penalty 2750.046156 = -569281.776181 nChanged 4 SP:Iteration 33Q (651.427576 sec): 3 clusters Score: Raw -572035.999142 + Penalty 2750.046156 = -569285.952986 nChanged 8 SP:Iteration 34Q (651.475942 sec): 3 clusters Score: Raw -572039.830631 + Penalty 2750.046156 = -569289.784475 nChanged 2 SP:Iteration 35Q (651.521772 sec): 3 clusters Score: Raw -572040.455017 + Penalty 2750.046156 = -569290.408861 nChanged 2 SP:Iteration 36Q (651.565735 sec): 3 clusters Score: Raw -572041.139663 + Penalty 2750.046156 = -569291.093507 nChanged 1 SP:Iteration 37Q (651.611684 sec): 3 clusters Score: Raw -572042.107927 + Penalty 2750.046156 = -569292.061771 nChanged 3 SP:Iteration 38Q (651.654646 sec): 3 clusters Score: Raw -572043.701118 + Penalty 2750.046156 = -569293.654962 nChanged 4 SP:Iteration 39Q (651.699305 sec): 3 clusters Score: Raw -572045.199601 + Penalty 2750.046156 = -569295.153445 nChanged 3 SP:Iteration 40F (651.745435 sec): 3 clusters Score: Raw -572046.667026 + Penalty 2750.046156 = -569296.620870 nChanged 3 SP:Iteration 41Q (651.789941 sec): 3 clusters Score: Raw -572048.108689 + Penalty 2750.046156 = -569298.062532 nChanged 3 SP:Iteration 42Q (651.833949 sec): 3 clusters Score: Raw -572049.171108 + Penalty 2750.046156 = -569299.124952 nChanged 2 SP:Iteration 43Q (651.869704 sec): 3 clusters Score: Raw -572050.337893 + Penalty 2750.046156 = -569300.291737 nChanged 3 SP:Iteration 44Q (651.913005 sec): 3 clusters Score: Raw -572052.256854 + Penalty 2750.046156 = -569302.210698 nChanged 6 SP:Iteration 45Q (651.957281 sec): 3 clusters Score: Raw -572057.715728 + Penalty 2750.046156 = -569307.669571 nChanged 8 SP:Iteration 46Q (652.000312 sec): 3 clusters Score: Raw -572062.804594 + Penalty 2750.046156 = -569312.758437 nChanged 7 SP:Iteration 47Q (652.049604 sec): 3 clusters Score: Raw -572066.873208 + Penalty 2750.046156 = -569316.827052 nChanged 7 SP:Iteration 48Q (652.097806 sec): 3 clusters Score: Raw -572071.789316 + Penalty 2750.046156 = -569321.743159 nChanged 7 SP:Iteration 49Q (652.134609 sec): 3 clusters Score: Raw -572076.284756 + Penalty 2750.046156 = -569326.238600 nChanged 9 SP:Iteration 50Q (652.180485 sec): 3 clusters Score: Raw -572083.535781 + Penalty 2750.046156 = -569333.489624 nChanged 4 SP:Iteration 51Q (652.227913 sec): 3 clusters Score: Raw -572086.063439 + Penalty 2750.046156 = -569336.017282 nChanged 4 SP:Iteration 52Q (652.261307 sec): 3 clusters Score: Raw -572087.842643 + Penalty 2750.046156 = -569337.796486 nChanged 4 SP:Iteration 53Q (652.302825 sec): 3 clusters Score: Raw -572090.504976 + Penalty 2750.046156 = -569340.458819 nChanged 7 SP:Iteration 54Q (652.339943 sec): 3 clusters Score: Raw -572093.263419 + Penalty 2750.046156 = -569343.217263 nChanged 6 SP:Iteration 55Q (652.376644 sec): 3 clusters Score: Raw -572097.432509 + Penalty 2750.046156 = -569347.386353 nChanged 7 SP:Iteration 56Q (652.413790 sec): 3 clusters Score: Raw -572101.279025 + Penalty 2750.046156 = -569351.232868 nChanged 5 SP:Iteration 57Q (652.451923 sec): 3 clusters Score: Raw -572104.995827 + Penalty 2750.046156 = -569354.949670 nChanged 3 SP:Iteration 58Q (652.491818 sec): 3 clusters Score: Raw -572106.583406 + Penalty 2750.046156 = -569356.537249 nChanged 1 SP:Iteration 59Q (652.531372 sec): 3 clusters Score: Raw -572106.794294 + Penalty 2750.046156 = -569356.748137 nChanged 1 SP:Iteration 60F (652.570615 sec): 3 clusters Score: Raw -572107.138319 + Penalty 2750.046156 = -569357.092162 nChanged 0 Trying to split cluster 2 (28884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.632679 sec): 2 clusters Score: Raw -3644971.802598 + Penalty 1669.044502 = -3643302.758096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (652.706909 sec): 3 clusters Score: Raw -3627188.757108 + Penalty 3338.089003 = -3623850.668105 nChanged 13220 SP:Iteration 1F (652.777613 sec): 3 clusters Score: Raw -3634526.738483 + Penalty 3338.089003 = -3631188.649480 nChanged 1495 SP:Iteration 2F (652.849470 sec): 3 clusters Score: Raw -3635255.824557 + Penalty 3338.089003 = -3631917.735554 nChanged 1671 SP:Iteration 3F (652.921461 sec): 3 clusters Score: Raw -3636313.832204 + Penalty 3338.089003 = -3632975.743201 nChanged 1766 SP:Iteration 4F (652.993158 sec): 3 clusters Score: Raw -3637519.488312 + Penalty 3338.089003 = -3634181.399309 nChanged 1864 SP:Iteration 5F (653.064393 sec): 3 clusters Score: Raw -3638906.739465 + Penalty 3338.089003 = -3635568.650461 nChanged 1911 SP:Iteration 6F (653.135482 sec): 3 clusters Score: Raw -3640345.638786 + Penalty 3338.089003 = -3637007.549782 nChanged 1854 SP:Iteration 7F (653.206590 sec): 3 clusters Score: Raw -3641568.919616 + Penalty 3338.089003 = -3638230.830613 nChanged 1532 SP:Iteration 8F (653.279958 sec): 3 clusters Score: Raw -3642358.872386 + Penalty 3338.089003 = -3639020.783383 nChanged 1065 SP:Iteration 9Q (653.362830 sec): 3 clusters Score: Raw -3642724.670403 + Penalty 3338.089003 = -3639386.581400 nChanged 620 SP:Iteration 10Q (653.435270 sec): 3 clusters Score: Raw -3642869.422900 + Penalty 3338.089003 = -3639531.333896 nChanged 431 SP:Iteration 11Q (653.508529 sec): 3 clusters Score: Raw -3642951.239911 + Penalty 3338.089003 = -3639613.150907 nChanged 323 SP:Iteration 12Q (653.581643 sec): 3 clusters Score: Raw -3643007.482053 + Penalty 3338.089003 = -3639669.393049 nChanged 254 SP:Iteration 13Q (653.654025 sec): 3 clusters Score: Raw -3643046.663007 + Penalty 3338.089003 = -3639708.574004 nChanged 219 SP:Iteration 14Q (653.730442 sec): 3 clusters Score: Raw -3643079.970024 + Penalty 3338.089003 = -3639741.881021 nChanged 217 SP:Iteration 15Q (653.809578 sec): 3 clusters Score: Raw -3643113.192228 + Penalty 3338.089003 = -3639775.103224 nChanged 174 SP:Iteration 16Q (653.884116 sec): 3 clusters Score: Raw -3643141.379108 + Penalty 3338.089003 = -3639803.290105 nChanged 165 SP:Iteration 17Q (653.958639 sec): 3 clusters Score: Raw -3643168.954864 + Penalty 3338.089003 = -3639830.865860 nChanged 181 SP:Iteration 18Q (654.039216 sec): 3 clusters Score: Raw -3643196.572980 + Penalty 3338.089003 = -3639858.483976 nChanged 178 SP:Iteration 19Q (654.112152 sec): 3 clusters Score: Raw -3643223.157142 + Penalty 3338.089003 = -3639885.068139 nChanged 171 SP:Iteration 20F (654.182483 sec): 3 clusters Score: Raw -3643248.910655 + Penalty 3338.089003 = -3639910.821652 nChanged 190 SP:Iteration 21Q (654.255862 sec): 3 clusters Score: Raw -3643278.818100 + Penalty 3338.089003 = -3639940.729096 nChanged 188 SP:Iteration 22Q (654.329431 sec): 3 clusters Score: Raw -3643308.213684 + Penalty 3338.089003 = -3639970.124681 nChanged 215 SP:Iteration 23Q (654.402400 sec): 3 clusters Score: Raw -3643347.543340 + Penalty 3338.089003 = -3640009.454337 nChanged 217 SP:Iteration 24Q (654.483023 sec): 3 clusters Score: Raw -3643385.270161 + Penalty 3338.089003 = -3640047.181158 nChanged 235 SP:Iteration 25Q (654.555100 sec): 3 clusters Score: Raw -3643429.224385 + Penalty 3338.089003 = -3640091.135381 nChanged 222 SP:Iteration 26Q (654.637294 sec): 3 clusters Score: Raw -3643468.378237 + Penalty 3338.089003 = -3640130.289234 nChanged 221 SP:Iteration 27Q (654.722759 sec): 3 clusters Score: Raw -3643506.445377 + Penalty 3338.089003 = -3640168.356374 nChanged 222 SP:Iteration 28Q (654.811970 sec): 3 clusters Score: Raw -3643550.223206 + Penalty 3338.089003 = -3640212.134202 nChanged 233 SP:Iteration 29Q (654.894245 sec): 3 clusters Score: Raw -3643594.034951 + Penalty 3338.089003 = -3640255.945947 nChanged 237 SP:Iteration 30Q (654.977625 sec): 3 clusters Score: Raw -3643638.337107 + Penalty 3338.089003 = -3640300.248103 nChanged 228 SP:Iteration 31Q (655.059759 sec): 3 clusters Score: Raw -3643685.288110 + Penalty 3338.089003 = -3640347.199107 nChanged 246 SP:Iteration 32Q (655.143411 sec): 3 clusters Score: Raw -3643732.137440 + Penalty 3338.089003 = -3640394.048437 nChanged 249 SP:Iteration 33Q (655.223176 sec): 3 clusters Score: Raw -3643785.064542 + Penalty 3338.089003 = -3640446.975539 nChanged 249 SP:Iteration 34Q (655.299699 sec): 3 clusters Score: Raw -3643836.427712 + Penalty 3338.089003 = -3640498.338709 nChanged 225 SP:Iteration 35Q (655.381508 sec): 3 clusters Score: Raw -3643883.639223 + Penalty 3338.089003 = -3640545.550220 nChanged 239 SP:Iteration 36Q (655.463526 sec): 3 clusters Score: Raw -3643934.868743 + Penalty 3338.089003 = -3640596.779739 nChanged 226 SP:Iteration 37Q (655.547213 sec): 3 clusters Score: Raw -3643983.750171 + Penalty 3338.089003 = -3640645.661167 nChanged 228 SP:Iteration 38Q (655.627933 sec): 3 clusters Score: Raw -3644036.468695 + Penalty 3338.089003 = -3640698.379691 nChanged 216 SP:Iteration 39Q (655.699439 sec): 3 clusters Score: Raw -3644083.130276 + Penalty 3338.089003 = -3640745.041273 nChanged 215 SP:Iteration 40F (655.785810 sec): 3 clusters Score: Raw -3644129.186114 + Penalty 3338.089003 = -3640791.097111 nChanged 236 SP:Iteration 41Q (655.859129 sec): 3 clusters Score: Raw -3644185.278663 + Penalty 3338.089003 = -3640847.189659 nChanged 237 SP:Iteration 42Q (655.937795 sec): 3 clusters Score: Raw -3644243.267139 + Penalty 3338.089003 = -3640905.178135 nChanged 252 SP:Iteration 43Q (656.009892 sec): 3 clusters Score: Raw -3644310.305249 + Penalty 3338.089003 = -3640972.216246 nChanged 255 SP:Iteration 44Q (656.088037 sec): 3 clusters Score: Raw -3644380.312540 + Penalty 3338.089003 = -3641042.223536 nChanged 254 SP:Iteration 45Q (656.162053 sec): 3 clusters Score: Raw -3644449.632446 + Penalty 3338.089003 = -3641111.543442 nChanged 233 SP:Iteration 46Q (656.239713 sec): 3 clusters Score: Raw -3644517.561154 + Penalty 3338.089003 = -3641179.472150 nChanged 230 SP:Iteration 47Q (656.306796 sec): 3 clusters Score: Raw -3644583.397480 + Penalty 3338.089003 = -3641245.308477 nChanged 201 SP:Iteration 48Q (656.373822 sec): 3 clusters Score: Raw -3644641.356686 + Penalty 3338.089003 = -3641303.267683 nChanged 185 SP:Iteration 49Q (656.441753 sec): 3 clusters Score: Raw -3644700.715446 + Penalty 3338.089003 = -3641362.626442 nChanged 193 SP:Iteration 50Q (656.511367 sec): 3 clusters Score: Raw -3644761.836804 + Penalty 3338.089003 = -3641423.747800 nChanged 185 SP:Iteration 51Q (656.586392 sec): 3 clusters Score: Raw -3644821.452999 + Penalty 3338.089003 = -3641483.363995 nChanged 164 SP:Iteration 52Q (656.668754 sec): 3 clusters Score: Raw -3644870.829410 + Penalty 3338.089003 = -3641532.740407 nChanged 151 SP:Iteration 53Q (656.749411 sec): 3 clusters Score: Raw -3644919.468785 + Penalty 3338.089003 = -3641581.379781 nChanged 149 SP:Iteration 54Q (656.829807 sec): 3 clusters Score: Raw -3644966.901502 + Penalty 3338.089003 = -3641628.812498 nChanged 122 SP:Iteration 55Q (656.910920 sec): 3 clusters Score: Raw -3645009.538663 + Penalty 3338.089003 = -3641671.449659 nChanged 126 SP:Iteration 56Q (656.991929 sec): 3 clusters Score: Raw -3645052.554658 + Penalty 3338.089003 = -3641714.465655 nChanged 116 SP:Iteration 57Q (657.072385 sec): 3 clusters Score: Raw -3645091.182299 + Penalty 3338.089003 = -3641753.093295 nChanged 106 SP:Iteration 58Q (657.149475 sec): 3 clusters Score: Raw -3645124.528786 + Penalty 3338.089003 = -3641786.439783 nChanged 83 SP:Iteration 59Q (657.226184 sec): 3 clusters Score: Raw -3645148.602180 + Penalty 3338.089003 = -3641810.513177 nChanged 70 SP:Iteration 60F (657.302676 sec): 3 clusters Score: Raw -3645167.194833 + Penalty 3338.089003 = -3641829.105829 nChanged 48 SP:Iteration 61Q (657.379909 sec): 3 clusters Score: Raw -3645178.650796 + Penalty 3338.089003 = -3641840.561793 nChanged 39 SP:Iteration 62Q (657.451877 sec): 3 clusters Score: Raw -3645187.078901 + Penalty 3338.089003 = -3641848.989897 nChanged 33 SP:Iteration 63Q (657.531325 sec): 3 clusters Score: Raw -3645194.580690 + Penalty 3338.089003 = -3641856.491687 nChanged 34 SP:Iteration 64Q (657.608900 sec): 3 clusters Score: Raw -3645200.648649 + Penalty 3338.089003 = -3641862.559646 nChanged 21 SP:Iteration 65Q (657.685344 sec): 3 clusters Score: Raw -3645204.604702 + Penalty 3338.089003 = -3641866.515699 nChanged 29 SP:Iteration 66Q (657.750881 sec): 3 clusters Score: Raw -3645211.088897 + Penalty 3338.089003 = -3641872.999893 nChanged 28 SP:Iteration 67Q (657.826142 sec): 3 clusters Score: Raw -3645216.292641 + Penalty 3338.089003 = -3641878.203637 nChanged 14 SP:Iteration 68Q (657.907732 sec): 3 clusters Score: Raw -3645219.419084 + Penalty 3338.089003 = -3641881.330080 nChanged 14 SP:Iteration 69Q (657.976105 sec): 3 clusters Score: Raw -3645223.279768 + Penalty 3338.089003 = -3641885.190765 nChanged 23 SP:Iteration 70Q (658.045781 sec): 3 clusters Score: Raw -3645229.673443 + Penalty 3338.089003 = -3641891.584439 nChanged 21 SP:Iteration 71Q (658.120517 sec): 3 clusters Score: Raw -3645234.409990 + Penalty 3338.089003 = -3641896.320987 nChanged 14 SP:Iteration 72Q (658.194747 sec): 3 clusters Score: Raw -3645236.964215 + Penalty 3338.089003 = -3641898.875211 nChanged 13 SP:Iteration 73Q (658.271827 sec): 3 clusters Score: Raw -3645239.787069 + Penalty 3338.089003 = -3641901.698066 nChanged 10 SP:Iteration 74Q (658.339084 sec): 3 clusters Score: Raw -3645242.543893 + Penalty 3338.089003 = -3641904.454889 nChanged 13 SP:Iteration 75Q (658.413457 sec): 3 clusters Score: Raw -3645246.055980 + Penalty 3338.089003 = -3641907.966976 nChanged 15 SP:Iteration 76Q (658.482997 sec): 3 clusters Score: Raw -3645249.550399 + Penalty 3338.089003 = -3641911.461396 nChanged 20 SP:Iteration 77Q (658.553577 sec): 3 clusters Score: Raw -3645254.402770 + Penalty 3338.089003 = -3641916.313767 nChanged 18 SP:Iteration 78Q (658.627964 sec): 3 clusters Score: Raw -3645260.048840 + Penalty 3338.089003 = -3641921.959837 nChanged 23 SP:Iteration 79Q (658.697347 sec): 3 clusters Score: Raw -3645266.323126 + Penalty 3338.089003 = -3641928.234122 nChanged 13 SP:Iteration 80F (658.783381 sec): 3 clusters Score: Raw -3645269.501440 + Penalty 3338.089003 = -3641931.412437 nChanged 16 SP:Iteration 81Q (658.868031 sec): 3 clusters Score: Raw -3645272.058737 + Penalty 3338.089003 = -3641933.969734 nChanged 13 SP:Iteration 82Q (658.947172 sec): 3 clusters Score: Raw -3645274.200353 + Penalty 3338.089003 = -3641936.111349 nChanged 11 SP:Iteration 83Q (659.024949 sec): 3 clusters Score: Raw -3645276.854925 + Penalty 3338.089003 = -3641938.765922 nChanged 12 SP:Iteration 84Q (659.107752 sec): 3 clusters Score: Raw -3645279.339978 + Penalty 3338.089003 = -3641941.250975 nChanged 9 SP:Iteration 85Q (659.186566 sec): 3 clusters Score: Raw -3645281.167528 + Penalty 3338.089003 = -3641943.078525 nChanged 12 SP:Iteration 86Q (659.263565 sec): 3 clusters Score: Raw -3645283.619247 + Penalty 3338.089003 = -3641945.530244 nChanged 14 SP:Iteration 87Q (659.335844 sec): 3 clusters Score: Raw -3645287.587055 + Penalty 3338.089003 = -3641949.498052 nChanged 12 SP:Iteration 88Q (659.404462 sec): 3 clusters Score: Raw -3645290.378035 + Penalty 3338.089003 = -3641952.289032 nChanged 11 SP:Iteration 89Q (659.467351 sec): 3 clusters Score: Raw -3645292.947550 + Penalty 3338.089003 = -3641954.858546 nChanged 6 SP:Iteration 90Q (659.532344 sec): 3 clusters Score: Raw -3645295.240757 + Penalty 3338.089003 = -3641957.151754 nChanged 8 SP:Iteration 91Q (659.605051 sec): 3 clusters Score: Raw -3645297.381698 + Penalty 3338.089003 = -3641959.292694 nChanged 11 SP:Iteration 92Q (659.676978 sec): 3 clusters Score: Raw -3645300.180522 + Penalty 3338.089003 = -3641962.091519 nChanged 10 SP:Iteration 93Q (659.736992 sec): 3 clusters Score: Raw -3645303.013859 + Penalty 3338.089003 = -3641964.924855 nChanged 12 SP:Iteration 94Q (659.809288 sec): 3 clusters Score: Raw -3645306.293181 + Penalty 3338.089003 = -3641968.204177 nChanged 12 SP:Iteration 95Q (659.867903 sec): 3 clusters Score: Raw -3645308.473507 + Penalty 3338.089003 = -3641970.384503 nChanged 10 SP:Iteration 96Q (659.935901 sec): 3 clusters Score: Raw -3645310.874103 + Penalty 3338.089003 = -3641972.785100 nChanged 7 SP:Iteration 97Q (660.005909 sec): 3 clusters Score: Raw -3645312.251796 + Penalty 3338.089003 = -3641974.162792 nChanged 5 SP:Iteration 98Q (660.066660 sec): 3 clusters Score: Raw -3645313.110607 + Penalty 3338.089003 = -3641975.021604 nChanged 4 SP:Iteration 99Q (660.135369 sec): 3 clusters Score: Raw -3645313.813213 + Penalty 3338.089003 = -3641975.724209 nChanged 2 SP:Iteration 100F (660.207042 sec): 3 clusters Score: Raw -3645314.061910 + Penalty 3338.089003 = -3641975.972907 nChanged 0 Trying to split cluster 3 (13016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (660.241753 sec): 2 clusters Score: Raw -1568078.842931 + Penalty 1539.514380 = -1566539.328550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (660.287949 sec): 3 clusters Score: Raw -1560552.742981 + Penalty 3079.028761 = -1557473.714220 nChanged 5686 SP:Iteration 1F (660.345676 sec): 3 clusters Score: Raw -1563671.460876 + Penalty 3079.028761 = -1560592.432115 nChanged 825 SP:Iteration 2F (660.395321 sec): 3 clusters Score: Raw -1564070.136166 + Penalty 3079.028761 = -1560991.107405 nChanged 763 SP:Iteration 3F (660.438823 sec): 3 clusters Score: Raw -1564493.277371 + Penalty 3079.028761 = -1561414.248610 nChanged 815 SP:Iteration 4F (660.489704 sec): 3 clusters Score: Raw -1565054.026282 + Penalty 3079.028761 = -1561974.997521 nChanged 869 SP:Iteration 5F (660.540714 sec): 3 clusters Score: Raw -1565736.665873 + Penalty 3079.028761 = -1562657.637112 nChanged 875 SP:Iteration 6F (660.592119 sec): 3 clusters Score: Raw -1566461.927965 + Penalty 3079.028761 = -1563382.899204 nChanged 791 SP:Iteration 7F (660.645891 sec): 3 clusters Score: Raw -1567027.338595 + Penalty 3079.028761 = -1563948.309834 nChanged 674 SP:Iteration 8F (660.697833 sec): 3 clusters Score: Raw -1567444.549539 + Penalty 3079.028761 = -1564365.520779 nChanged 491 SP:Iteration 9Q (660.749471 sec): 3 clusters Score: Raw -1567716.046103 + Penalty 3079.028761 = -1564637.017342 nChanged 357 SP:Iteration 10Q (660.802763 sec): 3 clusters Score: Raw -1567891.594054 + Penalty 3079.028761 = -1564812.565293 nChanged 286 SP:Iteration 11Q (660.854268 sec): 3 clusters Score: Raw -1567998.863826 + Penalty 3079.028761 = -1564919.835065 nChanged 207 SP:Iteration 12Q (660.906254 sec): 3 clusters Score: Raw -1568074.623515 + Penalty 3079.028761 = -1564995.594754 nChanged 154 SP:Iteration 13Q (660.957381 sec): 3 clusters Score: Raw -1568124.075055 + Penalty 3079.028761 = -1565045.046294 nChanged 142 SP:Iteration 14Q (661.009447 sec): 3 clusters Score: Raw -1568169.036776 + Penalty 3079.028761 = -1565090.008015 nChanged 127 SP:Iteration 15Q (661.061834 sec): 3 clusters Score: Raw -1568202.596461 + Penalty 3079.028761 = -1565123.567701 nChanged 102 SP:Iteration 16Q (661.113643 sec): 3 clusters Score: Raw -1568223.322428 + Penalty 3079.028761 = -1565144.293667 nChanged 77 SP:Iteration 17Q (661.173851 sec): 3 clusters Score: Raw -1568237.393045 + Penalty 3079.028761 = -1565158.364284 nChanged 49 SP:Iteration 18Q (661.219364 sec): 3 clusters Score: Raw -1568245.417859 + Penalty 3079.028761 = -1565166.389098 nChanged 47 SP:Iteration 19Q (661.270338 sec): 3 clusters Score: Raw -1568255.732307 + Penalty 3079.028761 = -1565176.703546 nChanged 51 SP:Iteration 20F (661.321757 sec): 3 clusters Score: Raw -1568265.570230 + Penalty 3079.028761 = -1565186.541469 nChanged 43 SP:Iteration 21Q (661.373465 sec): 3 clusters Score: Raw -1568270.991253 + Penalty 3079.028761 = -1565191.962492 nChanged 40 SP:Iteration 22Q (661.430238 sec): 3 clusters Score: Raw -1568277.884118 + Penalty 3079.028761 = -1565198.855357 nChanged 40 SP:Iteration 23Q (661.482619 sec): 3 clusters Score: Raw -1568284.898920 + Penalty 3079.028761 = -1565205.870159 nChanged 46 SP:Iteration 24Q (661.539903 sec): 3 clusters Score: Raw -1568292.939428 + Penalty 3079.028761 = -1565213.910667 nChanged 42 SP:Iteration 25Q (661.589404 sec): 3 clusters Score: Raw -1568299.610952 + Penalty 3079.028761 = -1565220.582191 nChanged 31 SP:Iteration 26Q (661.648426 sec): 3 clusters Score: Raw -1568304.217311 + Penalty 3079.028761 = -1565225.188550 nChanged 26 SP:Iteration 27Q (661.706546 sec): 3 clusters Score: Raw -1568307.484318 + Penalty 3079.028761 = -1565228.455557 nChanged 20 SP:Iteration 28Q (661.767648 sec): 3 clusters Score: Raw -1568308.976754 + Penalty 3079.028761 = -1565229.947993 nChanged 12 SP:Iteration 29Q (661.826216 sec): 3 clusters Score: Raw -1568310.184799 + Penalty 3079.028761 = -1565231.156038 nChanged 13 SP:Iteration 30Q (661.894755 sec): 3 clusters Score: Raw -1568312.257062 + Penalty 3079.028761 = -1565233.228301 nChanged 16 SP:Iteration 31Q (661.949476 sec): 3 clusters Score: Raw -1568314.252207 + Penalty 3079.028761 = -1565235.223446 nChanged 16 SP:Iteration 32Q (662.019370 sec): 3 clusters Score: Raw -1568316.123038 + Penalty 3079.028761 = -1565237.094277 nChanged 17 SP:Iteration 33Q (662.079312 sec): 3 clusters Score: Raw -1568318.154229 + Penalty 3079.028761 = -1565239.125468 nChanged 13 SP:Iteration 34Q (662.140923 sec): 3 clusters Score: Raw -1568319.410278 + Penalty 3079.028761 = -1565240.381517 nChanged 6 SP:Iteration 35Q (662.195383 sec): 3 clusters Score: Raw -1568319.864162 + Penalty 3079.028761 = -1565240.835401 nChanged 10 SP:Iteration 36Q (662.264714 sec): 3 clusters Score: Raw -1568320.705563 + Penalty 3079.028761 = -1565241.676802 nChanged 7 SP:Iteration 37Q (662.325816 sec): 3 clusters Score: Raw -1568321.170259 + Penalty 3079.028761 = -1565242.141498 nChanged 5 SP:Iteration 38Q (662.386534 sec): 3 clusters Score: Raw -1568321.534588 + Penalty 3079.028761 = -1565242.505828 nChanged 4 SP:Iteration 39Q (662.449408 sec): 3 clusters Score: Raw -1568321.752325 + Penalty 3079.028761 = -1565242.723564 nChanged 1 SP:Iteration 40F (662.492657 sec): 3 clusters Score: Raw -1568321.812686 + Penalty 3079.028761 = -1565242.783925 nChanged 1 SP:Iteration 41Q (662.544478 sec): 3 clusters Score: Raw -1568321.837348 + Penalty 3079.028761 = -1565242.808587 nChanged 0 SP:Iteration 42F (662.597770 sec): 3 clusters Score: Raw -1568321.837348 + Penalty 3079.028761 = -1565242.808587 nChanged 0 Trying to split cluster 4 (118966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.745548 sec): 2 clusters Score: Raw -14810433.987195 + Penalty 1899.071365 = -14808534.915830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.921807 sec): 3 clusters Score: Raw -14732534.519154 + Penalty 3798.142731 = -14728736.376424 nChanged 57284 SP:Iteration 1F (663.096297 sec): 3 clusters Score: Raw -14785525.472017 + Penalty 3798.142731 = -14781727.329287 nChanged 13258 SP:Iteration 2F (663.267802 sec): 3 clusters Score: Raw -14798034.523155 + Penalty 3798.142731 = -14794236.380424 nChanged 13459 SP:Iteration 3F (663.446447 sec): 3 clusters Score: Raw -14815987.164612 + Penalty 3798.142731 = -14812189.021882 nChanged 14094 SP:Iteration 4F (663.617160 sec): 3 clusters Score: Raw -14842809.229693 + Penalty 3798.142731 = -14839011.086962 nChanged 11603 SP:Iteration 5F (663.791657 sec): 3 clusters Score: Raw -14882104.256063 + Penalty 3798.142731 = -14878306.113332 nChanged 6453 SP:Iteration 6F (663.969138 sec): 3 clusters Score: Raw -14953932.601006 + Penalty 3798.142731 = -14950134.458275 nChanged 1902 SP:Iteration 7Q (664.126288 sec): 3 clusters Score: Raw -15185970.270943 + Penalty 3798.142731 = -15182172.128213 nChanged 53 Unmasked E-step: Deleting class 1 (6071 points): covariance matrix is singular SP:Iteration 8Q (664.258314 sec): 3 clusters Score: Raw -15186024.756223 + Penalty 3798.142731 = -15182226.613493 nChanged 0 SP:Iteration 9F (664.377892 sec): 2 clusters Score: Raw -14770824.095725 + Penalty 1899.071365 = -14768925.024359 nChanged 6071 SP:Iteration 10F (664.495444 sec): 2 clusters Score: Raw -14810433.987195 + Penalty 1899.071365 = -14808534.915830 nChanged 0 Trying to split cluster 5 (22049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.552685 sec): 2 clusters Score: Raw -2540824.059599 + Penalty 1625.166161 = -2539198.893438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.621159 sec): 3 clusters Score: Raw -2527557.101946 + Penalty 3250.332322 = -2524306.769624 nChanged 10023 SP:Iteration 1F (664.697299 sec): 3 clusters Score: Raw -2533272.313862 + Penalty 3250.332322 = -2530021.981541 nChanged 1309 SP:Iteration 2F (664.769547 sec): 3 clusters Score: Raw -2533875.840851 + Penalty 3250.332322 = -2530625.508529 nChanged 1282 SP:Iteration 3F (664.834708 sec): 3 clusters Score: Raw -2534440.891636 + Penalty 3250.332322 = -2531190.559315 nChanged 1159 SP:Iteration 4F (664.894912 sec): 3 clusters Score: Raw -2534962.919828 + Penalty 3250.332322 = -2531712.587506 nChanged 1087 SP:Iteration 5Q (664.961518 sec): 3 clusters Score: Raw -2535515.707116 + Penalty 3250.332322 = -2532265.374794 nChanged 1111 SP:Iteration 6F (665.016936 sec): 3 clusters Score: Raw -2536119.575068 + Penalty 3250.332322 = -2532869.242746 nChanged 1096 SP:Iteration 7Q (665.088168 sec): 3 clusters Score: Raw -2536709.753324 + Penalty 3250.332322 = -2533459.421003 nChanged 1016 SP:Iteration 8Q (665.170765 sec): 3 clusters Score: Raw -2537234.253119 + Penalty 3250.332322 = -2533983.920797 nChanged 926 SP:Iteration 9Q (665.243433 sec): 3 clusters Score: Raw -2537665.067570 + Penalty 3250.332322 = -2534414.735249 nChanged 738 SP:Iteration 10Q (665.305058 sec): 3 clusters Score: Raw -2537953.261431 + Penalty 3250.332322 = -2534702.929109 nChanged 600 SP:Iteration 11Q (665.378372 sec): 3 clusters Score: Raw -2538180.863555 + Penalty 3250.332322 = -2534930.531233 nChanged 519 SP:Iteration 12Q (665.446401 sec): 3 clusters Score: Raw -2538389.481342 + Penalty 3250.332322 = -2535139.149020 nChanged 434 SP:Iteration 13Q (665.516066 sec): 3 clusters Score: Raw -2538548.703365 + Penalty 3250.332322 = -2535298.371043 nChanged 438 SP:Iteration 14Q (665.583492 sec): 3 clusters Score: Raw -2538692.786964 + Penalty 3250.332322 = -2535442.454642 nChanged 394 SP:Iteration 15Q (665.650431 sec): 3 clusters Score: Raw -2538830.723404 + Penalty 3250.332322 = -2535580.391083 nChanged 343 SP:Iteration 16Q (665.713623 sec): 3 clusters Score: Raw -2538947.829903 + Penalty 3250.332322 = -2535697.497582 nChanged 320 SP:Iteration 17Q (665.778981 sec): 3 clusters Score: Raw -2539049.784936 + Penalty 3250.332322 = -2535799.452614 nChanged 270 SP:Iteration 18Q (665.843818 sec): 3 clusters Score: Raw -2539126.046406 + Penalty 3250.332322 = -2535875.714084 nChanged 265 SP:Iteration 19Q (665.909497 sec): 3 clusters Score: Raw -2539211.022013 + Penalty 3250.332322 = -2535960.689691 nChanged 290 SP:Iteration 20F (665.974987 sec): 3 clusters Score: Raw -2539311.768855 + Penalty 3250.332322 = -2536061.436533 nChanged 291 SP:Iteration 21Q (666.043562 sec): 3 clusters Score: Raw -2539419.160948 + Penalty 3250.332322 = -2536168.828627 nChanged 287 SP:Iteration 22Q (666.106373 sec): 3 clusters Score: Raw -2539526.969582 + Penalty 3250.332322 = -2536276.637260 nChanged 285 SP:Iteration 23Q (666.173577 sec): 3 clusters Score: Raw -2539636.662583 + Penalty 3250.332322 = -2536386.330261 nChanged 284 SP:Iteration 24Q (666.250808 sec): 3 clusters Score: Raw -2539740.128344 + Penalty 3250.332322 = -2536489.796023 nChanged 283 SP:Iteration 25Q (666.319607 sec): 3 clusters Score: Raw -2539852.305973 + Penalty 3250.332322 = -2536601.973651 nChanged 281 SP:Iteration 26Q (666.381191 sec): 3 clusters Score: Raw -2539950.003352 + Penalty 3250.332322 = -2536699.671030 nChanged 277 SP:Iteration 27Q (666.445660 sec): 3 clusters Score: Raw -2540051.211248 + Penalty 3250.332322 = -2536800.878926 nChanged 273 SP:Iteration 28Q (666.506664 sec): 3 clusters Score: Raw -2540150.831169 + Penalty 3250.332322 = -2536900.498847 nChanged 246 SP:Iteration 29Q (666.575117 sec): 3 clusters Score: Raw -2540234.012213 + Penalty 3250.332322 = -2536983.679891 nChanged 241 SP:Iteration 30Q (666.649630 sec): 3 clusters Score: Raw -2540322.859136 + Penalty 3250.332322 = -2537072.526815 nChanged 253 SP:Iteration 31Q (666.723187 sec): 3 clusters Score: Raw -2540419.243678 + Penalty 3250.332322 = -2537168.911356 nChanged 243 SP:Iteration 32Q (666.788954 sec): 3 clusters Score: Raw -2540522.661219 + Penalty 3250.332322 = -2537272.328897 nChanged 235 SP:Iteration 33Q (666.847630 sec): 3 clusters Score: Raw -2540609.759749 + Penalty 3250.332322 = -2537359.427428 nChanged 193 SP:Iteration 34Q (666.912048 sec): 3 clusters Score: Raw -2540666.618238 + Penalty 3250.332322 = -2537416.285917 nChanged 165 SP:Iteration 35Q (666.984145 sec): 3 clusters Score: Raw -2540713.199894 + Penalty 3250.332322 = -2537462.867572 nChanged 169 SP:Iteration 36Q (667.058666 sec): 3 clusters Score: Raw -2540760.408127 + Penalty 3250.332322 = -2537510.075806 nChanged 164 SP:Iteration 37Q (667.129480 sec): 3 clusters Score: Raw -2540804.685184 + Penalty 3250.332322 = -2537554.352862 nChanged 158 SP:Iteration 38Q (667.185116 sec): 3 clusters Score: Raw -2540848.386519 + Penalty 3250.332322 = -2537598.054197 nChanged 153 SP:Iteration 39Q (667.248846 sec): 3 clusters Score: Raw -2540888.445510 + Penalty 3250.332322 = -2537638.113188 nChanged 134 SP:Iteration 40F (667.316612 sec): 3 clusters Score: Raw -2540931.639358 + Penalty 3250.332322 = -2537681.307036 nChanged 137 SP:Iteration 41Q (667.389810 sec): 3 clusters Score: Raw -2540966.319218 + Penalty 3250.332322 = -2537715.986896 nChanged 128 SP:Iteration 42Q (667.455764 sec): 3 clusters Score: Raw -2540998.827567 + Penalty 3250.332322 = -2537748.495245 nChanged 136 SP:Iteration 43Q (667.520306 sec): 3 clusters Score: Raw -2541030.636616 + Penalty 3250.332322 = -2537780.304294 nChanged 130 SP:Iteration 44Q (667.583150 sec): 3 clusters Score: Raw -2541059.878344 + Penalty 3250.332322 = -2537809.546022 nChanged 114 SP:Iteration 45Q (667.636091 sec): 3 clusters Score: Raw -2541083.400272 + Penalty 3250.332322 = -2537833.067950 nChanged 99 SP:Iteration 46Q (667.705080 sec): 3 clusters Score: Raw -2541105.633083 + Penalty 3250.332322 = -2537855.300761 nChanged 98 SP:Iteration 47Q (667.771382 sec): 3 clusters Score: Raw -2541128.556266 + Penalty 3250.332322 = -2537878.223945 nChanged 106 SP:Iteration 48Q (667.841638 sec): 3 clusters Score: Raw -2541152.069435 + Penalty 3250.332322 = -2537901.737114 nChanged 96 SP:Iteration 49Q (667.913087 sec): 3 clusters Score: Raw -2541172.758431 + Penalty 3250.332322 = -2537922.426109 nChanged 93 SP:Iteration 50Q (667.971104 sec): 3 clusters Score: Raw -2541193.046486 + Penalty 3250.332322 = -2537942.714165 nChanged 92 SP:Iteration 51Q (668.029874 sec): 3 clusters Score: Raw -2541210.572387 + Penalty 3250.332322 = -2537960.240065 nChanged 90 SP:Iteration 52Q (668.090013 sec): 3 clusters Score: Raw -2541227.148848 + Penalty 3250.332322 = -2537976.816526 nChanged 84 SP:Iteration 53Q (668.154480 sec): 3 clusters Score: Raw -2541243.061535 + Penalty 3250.332322 = -2537992.729213 nChanged 80 SP:Iteration 54Q (668.221552 sec): 3 clusters Score: Raw -2541259.360045 + Penalty 3250.332322 = -2538009.027723 nChanged 70 SP:Iteration 55Q (668.284197 sec): 3 clusters Score: Raw -2541271.507425 + Penalty 3250.332322 = -2538021.175104 nChanged 63 SP:Iteration 56Q (668.348147 sec): 3 clusters Score: Raw -2541282.865158 + Penalty 3250.332322 = -2538032.532837 nChanged 67 SP:Iteration 57Q (668.423817 sec): 3 clusters Score: Raw -2541295.431511 + Penalty 3250.332322 = -2538045.099189 nChanged 78 SP:Iteration 58Q (668.494706 sec): 3 clusters Score: Raw -2541312.114039 + Penalty 3250.332322 = -2538061.781717 nChanged 76 SP:Iteration 59Q (668.552418 sec): 3 clusters Score: Raw -2541326.536878 + Penalty 3250.332322 = -2538076.204556 nChanged 60 SP:Iteration 60F (668.628783 sec): 3 clusters Score: Raw -2541338.073475 + Penalty 3250.332322 = -2538087.741153 nChanged 53 SP:Iteration 61Q (668.690055 sec): 3 clusters Score: Raw -2541346.904559 + Penalty 3250.332322 = -2538096.572237 nChanged 44 SP:Iteration 62Q (668.743491 sec): 3 clusters Score: Raw -2541355.409943 + Penalty 3250.332322 = -2538105.077621 nChanged 46 SP:Iteration 63Q (668.813253 sec): 3 clusters Score: Raw -2541363.124342 + Penalty 3250.332322 = -2538112.792021 nChanged 28 SP:Iteration 64Q (668.886336 sec): 3 clusters Score: Raw -2541366.993589 + Penalty 3250.332322 = -2538116.661267 nChanged 18 SP:Iteration 65Q (668.956695 sec): 3 clusters Score: Raw -2541370.072429 + Penalty 3250.332322 = -2538119.740107 nChanged 28 SP:Iteration 66Q (669.005743 sec): 3 clusters Score: Raw -2541374.203688 + Penalty 3250.332322 = -2538123.871367 nChanged 34 SP:Iteration 67Q (669.067886 sec): 3 clusters Score: Raw -2541382.148611 + Penalty 3250.332322 = -2538131.816289 nChanged 30 SP:Iteration 68Q (669.133258 sec): 3 clusters Score: Raw -2541386.979340 + Penalty 3250.332322 = -2538136.647018 nChanged 31 SP:Iteration 69Q (669.191273 sec): 3 clusters Score: Raw -2541393.081878 + Penalty 3250.332322 = -2538142.749556 nChanged 36 SP:Iteration 70Q (669.257273 sec): 3 clusters Score: Raw -2541398.961429 + Penalty 3250.332322 = -2538148.629107 nChanged 32 SP:Iteration 71Q (669.319379 sec): 3 clusters Score: Raw -2541405.090108 + Penalty 3250.332322 = -2538154.757786 nChanged 36 SP:Iteration 72Q (669.382173 sec): 3 clusters Score: Raw -2541411.110924 + Penalty 3250.332322 = -2538160.778603 nChanged 36 SP:Iteration 73Q (669.447547 sec): 3 clusters Score: Raw -2541417.485882 + Penalty 3250.332322 = -2538167.153560 nChanged 34 SP:Iteration 74Q (669.499843 sec): 3 clusters Score: Raw -2541422.833706 + Penalty 3250.332322 = -2538172.501384 nChanged 30 SP:Iteration 75Q (669.569548 sec): 3 clusters Score: Raw -2541428.412401 + Penalty 3250.332322 = -2538178.080080 nChanged 22 SP:Iteration 76Q (669.632093 sec): 3 clusters Score: Raw -2541432.148494 + Penalty 3250.332322 = -2538181.816173 nChanged 23 SP:Iteration 77Q (669.700049 sec): 3 clusters Score: Raw -2541436.322772 + Penalty 3250.332322 = -2538185.990450 nChanged 17 SP:Iteration 78Q (669.758243 sec): 3 clusters Score: Raw -2541439.088145 + Penalty 3250.332322 = -2538188.755823 nChanged 12 SP:Iteration 79Q (669.825426 sec): 3 clusters Score: Raw -2541441.417501 + Penalty 3250.332322 = -2538191.085179 nChanged 17 SP:Iteration 80F (669.880330 sec): 3 clusters Score: Raw -2541444.026528 + Penalty 3250.332322 = -2538193.694206 nChanged 17 SP:Iteration 81Q (669.947342 sec): 3 clusters Score: Raw -2541447.110180 + Penalty 3250.332322 = -2538196.777858 nChanged 15 SP:Iteration 82Q (670.017063 sec): 3 clusters Score: Raw -2541449.360866 + Penalty 3250.332322 = -2538199.028544 nChanged 12 SP:Iteration 83Q (670.079697 sec): 3 clusters Score: Raw -2541451.526617 + Penalty 3250.332322 = -2538201.194295 nChanged 12 SP:Iteration 84Q (670.139651 sec): 3 clusters Score: Raw -2541453.341381 + Penalty 3250.332322 = -2538203.009060 nChanged 8 SP:Iteration 85Q (670.210442 sec): 3 clusters Score: Raw -2541453.999420 + Penalty 3250.332322 = -2538203.667098 nChanged 5 SP:Iteration 86Q (670.277680 sec): 3 clusters Score: Raw -2541454.371450 + Penalty 3250.332322 = -2538204.039129 nChanged 2 SP:Iteration 87Q (670.349210 sec): 3 clusters Score: Raw -2541454.537728 + Penalty 3250.332322 = -2538204.205406 nChanged 3 SP:Iteration 88Q (670.416990 sec): 3 clusters Score: Raw -2541454.976827 + Penalty 3250.332322 = -2538204.644505 nChanged 4 SP:Iteration 89Q (670.476344 sec): 3 clusters Score: Raw -2541455.534547 + Penalty 3250.332322 = -2538205.202225 nChanged 6 SP:Iteration 90Q (670.530479 sec): 3 clusters Score: Raw -2541456.215442 + Penalty 3250.332322 = -2538205.883120 nChanged 6 SP:Iteration 91Q (670.610449 sec): 3 clusters Score: Raw -2541457.178818 + Penalty 3250.332322 = -2538206.846496 nChanged 4 SP:Iteration 92Q (670.676477 sec): 3 clusters Score: Raw -2541458.122905 + Penalty 3250.332322 = -2538207.790583 nChanged 3 SP:Iteration 93Q (670.726157 sec): 3 clusters Score: Raw -2541458.473684 + Penalty 3250.332322 = -2538208.141363 nChanged 7 SP:Iteration 94Q (670.786117 sec): 3 clusters Score: Raw -2541459.359041 + Penalty 3250.332322 = -2538209.026719 nChanged 9 SP:Iteration 95Q (670.844826 sec): 3 clusters Score: Raw -2541460.364199 + Penalty 3250.332322 = -2538210.031877 nChanged 6 SP:Iteration 96Q (670.911544 sec): 3 clusters Score: Raw -2541460.957196 + Penalty 3250.332322 = -2538210.624875 nChanged 6 SP:Iteration 97Q (670.977797 sec): 3 clusters Score: Raw -2541461.568773 + Penalty 3250.332322 = -2538211.236451 nChanged 7 SP:Iteration 98Q (671.043329 sec): 3 clusters Score: Raw -2541462.358793 + Penalty 3250.332322 = -2538212.026472 nChanged 6 SP:Iteration 99Q (671.102053 sec): 3 clusters Score: Raw -2541463.286410 + Penalty 3250.332322 = -2538212.954088 nChanged 5 SP:Iteration 100F (671.163548 sec): 3 clusters Score: Raw -2541463.862710 + Penalty 3250.332322 = -2538213.530389 nChanged 2 SP:Iteration 101Q (671.218013 sec): 3 clusters Score: Raw -2541464.104448 + Penalty 3250.332322 = -2538213.772127 nChanged 2 SP:Iteration 102Q (671.290619 sec): 3 clusters Score: Raw -2541464.220960 + Penalty 3250.332322 = -2538213.888639 nChanged 1 SP:Iteration 103Q (671.353815 sec): 3 clusters Score: Raw -2541464.267736 + Penalty 3250.332322 = -2538213.935414 nChanged 1 SP:Iteration 104Q (671.426304 sec): 3 clusters Score: Raw -2541464.468452 + Penalty 3250.332322 = -2538214.136130 nChanged 3 SP:Iteration 105Q (671.497207 sec): 3 clusters Score: Raw -2541465.177311 + Penalty 3250.332322 = -2538214.844990 nChanged 9 SP:Iteration 106Q (671.567782 sec): 3 clusters Score: Raw -2541466.726091 + Penalty 3250.332322 = -2538216.393769 nChanged 5 SP:Iteration 107Q (671.639188 sec): 3 clusters Score: Raw -2541467.645196 + Penalty 3250.332322 = -2538217.312875 nChanged 4 SP:Iteration 108Q (671.702695 sec): 3 clusters Score: Raw -2541468.392640 + Penalty 3250.332322 = -2538218.060319 nChanged 1 SP:Iteration 109Q (671.772969 sec): 3 clusters Score: Raw -2541468.434764 + Penalty 3250.332322 = -2538218.102442 nChanged 1 SP:Iteration 110Q (671.838896 sec): 3 clusters Score: Raw -2541468.510381 + Penalty 3250.332322 = -2538218.178059 nChanged 0 SP:Iteration 111F (671.901036 sec): 3 clusters Score: Raw -2541468.510381 + Penalty 3250.332322 = -2538218.178059 nChanged 0 Trying to split cluster 6 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (671.920130 sec): 2 clusters Score: Raw -33321.479283 + Penalty 921.915031 = -32399.564252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (671.945028 sec): 3 clusters Score: Raw -33753.990861 + Penalty 1843.830062 = -31910.160799 nChanged 102 SP:Iteration 1F (671.977473 sec): 3 clusters Score: Raw -35453.598079 + Penalty 1843.830062 = -33609.768018 nChanged 27 Unmasked E-step: Deleting class 2 (187 points): covariance matrix is singular SP:Iteration 2F (671.993813 sec): 3 clusters Score: Raw -35689.090996 + Penalty 1843.830062 = -33845.260934 nChanged 3 SP:Iteration 3Q (672.010393 sec): 2 clusters Score: Raw 2287537.178687 + Penalty 921.915031 = 2288459.093718 nChanged 190 SP:Iteration 4F (672.025282 sec): 2 clusters Score: Raw -33321.479283 + Penalty 921.915031 = -32399.564252 nChanged 0 Trying to split cluster 7 (9180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (672.064427 sec): 2 clusters Score: Raw -1147610.962093 + Penalty 1482.777154 = -1146128.184939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (672.120849 sec): 3 clusters Score: Raw -1142487.808267 + Penalty 2965.554307 = -1139522.253960 nChanged 3932 SP:Iteration 1F (672.164370 sec): 3 clusters Score: Raw -1144592.144644 + Penalty 2965.554307 = -1141626.590337 nChanged 574 SP:Iteration 2F (672.216983 sec): 3 clusters Score: Raw -1144847.820651 + Penalty 2965.554307 = -1141882.266343 nChanged 453 SP:Iteration 3Q (672.258422 sec): 3 clusters Score: Raw -1145067.707818 + Penalty 2965.554307 = -1142102.153510 nChanged 414 SP:Iteration 4Q (672.307953 sec): 3 clusters Score: Raw -1145281.379187 + Penalty 2965.554307 = -1142315.824880 nChanged 420 SP:Iteration 5Q (672.362626 sec): 3 clusters Score: Raw -1145535.383499 + Penalty 2965.554307 = -1142569.829192 nChanged 482 SP:Iteration 6F (672.400987 sec): 3 clusters Score: Raw -1145827.949054 + Penalty 2965.554307 = -1142862.394746 nChanged 465 SP:Iteration 7F (672.455276 sec): 3 clusters Score: Raw -1146127.958860 + Penalty 2965.554307 = -1143162.404553 nChanged 459 SP:Iteration 8Q (672.499454 sec): 3 clusters Score: Raw -1146453.278708 + Penalty 2965.554307 = -1143487.724401 nChanged 384 SP:Iteration 9Q (672.557600 sec): 3 clusters Score: Raw -1146753.869626 + Penalty 2965.554307 = -1143788.315319 nChanged 339 SP:Iteration 10Q (672.596559 sec): 3 clusters Score: Raw -1147045.427607 + Penalty 2965.554307 = -1144079.873300 nChanged 282 SP:Iteration 11Q (672.644056 sec): 3 clusters Score: Raw -1147279.281098 + Penalty 2965.554307 = -1144313.726791 nChanged 234 SP:Iteration 12Q (672.691371 sec): 3 clusters Score: Raw -1147450.072243 + Penalty 2965.554307 = -1144484.517935 nChanged 175 SP:Iteration 13Q (672.737570 sec): 3 clusters Score: Raw -1147568.068271 + Penalty 2965.554307 = -1144602.513964 nChanged 117 SP:Iteration 14Q (672.784751 sec): 3 clusters Score: Raw -1147635.603222 + Penalty 2965.554307 = -1144670.048915 nChanged 97 SP:Iteration 15Q (672.831322 sec): 3 clusters Score: Raw -1147687.707068 + Penalty 2965.554307 = -1144722.152761 nChanged 82 SP:Iteration 16Q (672.884753 sec): 3 clusters Score: Raw -1147731.045540 + Penalty 2965.554307 = -1144765.491233 nChanged 55 SP:Iteration 17Q (672.930230 sec): 3 clusters Score: Raw -1147758.403083 + Penalty 2965.554307 = -1144792.848776 nChanged 46 SP:Iteration 18Q (672.974705 sec): 3 clusters Score: Raw -1147778.761898 + Penalty 2965.554307 = -1144813.207591 nChanged 34 SP:Iteration 19Q (673.023257 sec): 3 clusters Score: Raw -1147793.840075 + Penalty 2965.554307 = -1144828.285768 nChanged 27 SP:Iteration 20F (673.075464 sec): 3 clusters Score: Raw -1147805.060862 + Penalty 2965.554307 = -1144839.506555 nChanged 18 SP:Iteration 21Q (673.120153 sec): 3 clusters Score: Raw -1147812.363870 + Penalty 2965.554307 = -1144846.809563 nChanged 15 SP:Iteration 22Q (673.164926 sec): 3 clusters Score: Raw -1147821.685082 + Penalty 2965.554307 = -1144856.130774 nChanged 15 SP:Iteration 23Q (673.203815 sec): 3 clusters Score: Raw -1147827.945447 + Penalty 2965.554307 = -1144862.391140 nChanged 13 SP:Iteration 24Q (673.253543 sec): 3 clusters Score: Raw -1147832.173993 + Penalty 2965.554307 = -1144866.619685 nChanged 7 SP:Iteration 25Q (673.305531 sec): 3 clusters Score: Raw -1147835.917770 + Penalty 2965.554307 = -1144870.363462 nChanged 6 SP:Iteration 26Q (673.349723 sec): 3 clusters Score: Raw -1147838.073726 + Penalty 2965.554307 = -1144872.519419 nChanged 8 SP:Iteration 27Q (673.400881 sec): 3 clusters Score: Raw -1147840.818429 + Penalty 2965.554307 = -1144875.264122 nChanged 7 SP:Iteration 28Q (673.444246 sec): 3 clusters Score: Raw -1147844.652977 + Penalty 2965.554307 = -1144879.098670 nChanged 9 SP:Iteration 29Q (673.482800 sec): 3 clusters Score: Raw -1147848.964043 + Penalty 2965.554307 = -1144883.409735 nChanged 6 SP:Iteration 30Q (673.528740 sec): 3 clusters Score: Raw -1147851.227652 + Penalty 2965.554307 = -1144885.673345 nChanged 5 SP:Iteration 31Q (673.573954 sec): 3 clusters Score: Raw -1147852.834178 + Penalty 2965.554307 = -1144887.279871 nChanged 5 SP:Iteration 32Q (673.623151 sec): 3 clusters Score: Raw -1147855.002316 + Penalty 2965.554307 = -1144889.448009 nChanged 5 SP:Iteration 33Q (673.669740 sec): 3 clusters Score: Raw -1147857.633871 + Penalty 2965.554307 = -1144892.079564 nChanged 13 SP:Iteration 34Q (673.714128 sec): 3 clusters Score: Raw -1147863.761908 + Penalty 2965.554307 = -1144898.207601 nChanged 12 SP:Iteration 35Q (673.751243 sec): 3 clusters Score: Raw -1147868.076985 + Penalty 2965.554307 = -1144902.522678 nChanged 9 SP:Iteration 36Q (673.802745 sec): 3 clusters Score: Raw -1147872.475800 + Penalty 2965.554307 = -1144906.921493 nChanged 11 SP:Iteration 37Q (673.852476 sec): 3 clusters Score: Raw -1147878.306509 + Penalty 2965.554307 = -1144912.752202 nChanged 18 SP:Iteration 38Q (673.896685 sec): 3 clusters Score: Raw -1147888.348212 + Penalty 2965.554307 = -1144922.793905 nChanged 15 SP:Iteration 39Q (673.941773 sec): 3 clusters Score: Raw -1147896.232396 + Penalty 2965.554307 = -1144930.678089 nChanged 16 SP:Iteration 40F (673.988583 sec): 3 clusters Score: Raw -1147905.435426 + Penalty 2965.554307 = -1144939.881119 nChanged 16 SP:Iteration 41Q (674.032985 sec): 3 clusters Score: Raw -1147912.308055 + Penalty 2965.554307 = -1144946.753748 nChanged 10 SP:Iteration 42Q (674.079069 sec): 3 clusters Score: Raw -1147917.341171 + Penalty 2965.554307 = -1144951.786864 nChanged 11 SP:Iteration 43Q (674.133455 sec): 3 clusters Score: Raw -1147922.199881 + Penalty 2965.554307 = -1144956.645574 nChanged 6 SP:Iteration 44Q (674.176718 sec): 3 clusters Score: Raw -1147924.439598 + Penalty 2965.554307 = -1144958.885291 nChanged 9 SP:Iteration 45Q (674.222911 sec): 3 clusters Score: Raw -1147927.916059 + Penalty 2965.554307 = -1144962.361752 nChanged 5 SP:Iteration 46Q (674.274292 sec): 3 clusters Score: Raw -1147930.804151 + Penalty 2965.554307 = -1144965.249844 nChanged 3 SP:Iteration 47Q (674.319776 sec): 3 clusters Score: Raw -1147933.169630 + Penalty 2965.554307 = -1144967.615322 nChanged 6 SP:Iteration 48Q (674.355755 sec): 3 clusters Score: Raw -1147935.454703 + Penalty 2965.554307 = -1144969.900395 nChanged 5 SP:Iteration 49Q (674.401404 sec): 3 clusters Score: Raw -1147938.612833 + Penalty 2965.554307 = -1144973.058526 nChanged 6 SP:Iteration 50Q (674.446965 sec): 3 clusters Score: Raw -1147941.201438 + Penalty 2965.554307 = -1144975.647131 nChanged 2 SP:Iteration 51Q (674.493743 sec): 3 clusters Score: Raw -1147941.594347 + Penalty 2965.554307 = -1144976.040040 nChanged 1 SP:Iteration 52Q (674.546204 sec): 3 clusters Score: Raw -1147942.092638 + Penalty 2965.554307 = -1144976.538331 nChanged 1 SP:Iteration 53Q (674.582550 sec): 3 clusters Score: Raw -1147942.223969 + Penalty 2965.554307 = -1144976.669661 nChanged 0 SP:Iteration 54F (674.629997 sec): 3 clusters Score: Raw -1147942.223969 + Penalty 2965.554307 = -1144976.669661 nChanged 0 Trying to split cluster 8 (54249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.713141 sec): 2 clusters Score: Raw -6553610.803747 + Penalty 1771.467724 = -6551839.336024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.816301 sec): 3 clusters Score: Raw -6519153.106194 + Penalty 3542.935447 = -6515610.170747 nChanged 25439 SP:Iteration 1F (674.919613 sec): 3 clusters Score: Raw -6533776.738167 + Penalty 3542.935447 = -6530233.802719 nChanged 2284 SP:Iteration 2Q (675.034524 sec): 3 clusters Score: Raw -6534552.140032 + Penalty 3542.935447 = -6531009.204585 nChanged 2579 SP:Iteration 3Q (675.138922 sec): 3 clusters Score: Raw -6535682.388282 + Penalty 3542.935447 = -6532139.452834 nChanged 3132 SP:Iteration 4F (675.243942 sec): 3 clusters Score: Raw -6537506.758020 + Penalty 3542.935447 = -6533963.822573 nChanged 3820 SP:Iteration 5F (675.344021 sec): 3 clusters Score: Raw -6540249.757907 + Penalty 3542.935447 = -6536706.822459 nChanged 4319 SP:Iteration 6F (675.443350 sec): 3 clusters Score: Raw -6543852.151508 + Penalty 3542.935447 = -6540309.216060 nChanged 4001 SP:Iteration 7F (675.555198 sec): 3 clusters Score: Raw -6547494.877117 + Penalty 3542.935447 = -6543951.941669 nChanged 3066 SP:Iteration 8F (675.661826 sec): 3 clusters Score: Raw -6550497.390919 + Penalty 3542.935447 = -6546954.455472 nChanged 1947 SP:Iteration 9Q (675.763680 sec): 3 clusters Score: Raw -6552453.980101 + Penalty 3542.935447 = -6548911.044653 nChanged 986 SP:Iteration 10Q (675.857454 sec): 3 clusters Score: Raw -6553500.127700 + Penalty 3542.935447 = -6549957.192253 nChanged 525 SP:Iteration 11Q (675.943747 sec): 3 clusters Score: Raw -6553956.075605 + Penalty 3542.935447 = -6550413.140158 nChanged 332 SP:Iteration 12Q (676.034597 sec): 3 clusters Score: Raw -6554211.000133 + Penalty 3542.935447 = -6550668.064686 nChanged 259 SP:Iteration 13Q (676.121927 sec): 3 clusters Score: Raw -6554409.771332 + Penalty 3542.935447 = -6550866.835884 nChanged 190 SP:Iteration 14Q (676.212937 sec): 3 clusters Score: Raw -6554563.246177 + Penalty 3542.935447 = -6551020.310730 nChanged 184 SP:Iteration 15Q (676.304622 sec): 3 clusters Score: Raw -6554694.208526 + Penalty 3542.935447 = -6551151.273078 nChanged 134 SP:Iteration 16Q (676.396628 sec): 3 clusters Score: Raw -6554768.782017 + Penalty 3542.935447 = -6551225.846570 nChanged 108 SP:Iteration 17Q (676.490630 sec): 3 clusters Score: Raw -6554815.645365 + Penalty 3542.935447 = -6551272.709918 nChanged 81 SP:Iteration 18Q (676.584919 sec): 3 clusters Score: Raw -6554845.031634 + Penalty 3542.935447 = -6551302.096187 nChanged 78 SP:Iteration 19Q (676.671116 sec): 3 clusters Score: Raw -6554864.730219 + Penalty 3542.935447 = -6551321.794771 nChanged 44 SP:Iteration 20F (676.771135 sec): 3 clusters Score: Raw -6554875.614721 + Penalty 3542.935447 = -6551332.679273 nChanged 43 SP:Iteration 21Q (676.868259 sec): 3 clusters Score: Raw -6554886.616500 + Penalty 3542.935447 = -6551343.681052 nChanged 34 SP:Iteration 22Q (676.981457 sec): 3 clusters Score: Raw -6554895.224037 + Penalty 3542.935447 = -6551352.288590 nChanged 40 SP:Iteration 23Q (677.088705 sec): 3 clusters Score: Raw -6554905.330591 + Penalty 3542.935447 = -6551362.395143 nChanged 25 SP:Iteration 24Q (677.194574 sec): 3 clusters Score: Raw -6554909.629781 + Penalty 3542.935447 = -6551366.694334 nChanged 21 SP:Iteration 25Q (677.301322 sec): 3 clusters Score: Raw -6554914.864778 + Penalty 3542.935447 = -6551371.929331 nChanged 22 SP:Iteration 26Q (677.403798 sec): 3 clusters Score: Raw -6554918.844132 + Penalty 3542.935447 = -6551375.908685 nChanged 23 SP:Iteration 27Q (677.507856 sec): 3 clusters Score: Raw -6554923.609074 + Penalty 3542.935447 = -6551380.673626 nChanged 16 SP:Iteration 28Q (677.618398 sec): 3 clusters Score: Raw -6554926.366929 + Penalty 3542.935447 = -6551383.431482 nChanged 17 SP:Iteration 29Q (677.721059 sec): 3 clusters Score: Raw -6554929.741136 + Penalty 3542.935447 = -6551386.805689 nChanged 11 SP:Iteration 30Q (677.826947 sec): 3 clusters Score: Raw -6554931.535889 + Penalty 3542.935447 = -6551388.600442 nChanged 6 SP:Iteration 31Q (677.934236 sec): 3 clusters Score: Raw -6554932.705238 + Penalty 3542.935447 = -6551389.769790 nChanged 4 SP:Iteration 32Q (678.037347 sec): 3 clusters Score: Raw -6554933.108194 + Penalty 3542.935447 = -6551390.172747 nChanged 1 SP:Iteration 33Q (678.136891 sec): 3 clusters Score: Raw -6554933.222812 + Penalty 3542.935447 = -6551390.287365 nChanged 1 SP:Iteration 34Q (678.234000 sec): 3 clusters Score: Raw -6554933.401469 + Penalty 3542.935447 = -6551390.466022 nChanged 1 SP:Iteration 35Q (678.344853 sec): 3 clusters Score: Raw -6554933.665133 + Penalty 3542.935447 = -6551390.729686 nChanged 0 SP:Iteration 36F (678.449573 sec): 3 clusters Score: Raw -6554933.665133 + Penalty 3542.935447 = -6551390.729686 nChanged 0 Trying to split cluster 9 (17450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (678.501703 sec): 2 clusters Score: Raw -2175304.690576 + Penalty 1587.152926 = -2173717.537650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (678.564971 sec): 3 clusters Score: Raw -2164954.897603 + Penalty 3174.305851 = -2161780.591752 nChanged 7812 SP:Iteration 1F (678.631231 sec): 3 clusters Score: Raw -2169212.818465 + Penalty 3174.305851 = -2166038.512613 nChanged 1027 SP:Iteration 2F (678.690685 sec): 3 clusters Score: Raw -2169676.627636 + Penalty 3174.305851 = -2166502.321784 nChanged 965 SP:Iteration 3F (678.754471 sec): 3 clusters Score: Raw -2170172.880537 + Penalty 3174.305851 = -2166998.574685 nChanged 999 SP:Iteration 4F (678.821576 sec): 3 clusters Score: Raw -2170755.242051 + Penalty 3174.305851 = -2167580.936199 nChanged 1012 SP:Iteration 5F (678.881429 sec): 3 clusters Score: Raw -2171363.452618 + Penalty 3174.305851 = -2168189.146767 nChanged 933 SP:Iteration 6F (678.947628 sec): 3 clusters Score: Raw -2171979.691956 + Penalty 3174.305851 = -2168805.386104 nChanged 925 SP:Iteration 7F (679.019793 sec): 3 clusters Score: Raw -2172546.335360 + Penalty 3174.305851 = -2169372.029509 nChanged 781 SP:Iteration 8Q (679.083096 sec): 3 clusters Score: Raw -2172980.589941 + Penalty 3174.305851 = -2169806.284090 nChanged 627 SP:Iteration 9Q (679.150284 sec): 3 clusters Score: Raw -2173313.296913 + Penalty 3174.305851 = -2170138.991062 nChanged 554 SP:Iteration 10Q (679.204236 sec): 3 clusters Score: Raw -2173567.203997 + Penalty 3174.305851 = -2170392.898145 nChanged 415 SP:Iteration 11Q (679.271056 sec): 3 clusters Score: Raw -2173717.673197 + Penalty 3174.305851 = -2170543.367346 nChanged 287 SP:Iteration 12Q (679.326327 sec): 3 clusters Score: Raw -2173805.885713 + Penalty 3174.305851 = -2170631.579861 nChanged 237 SP:Iteration 13Q (679.385367 sec): 3 clusters Score: Raw -2173868.571782 + Penalty 3174.305851 = -2170694.265931 nChanged 195 SP:Iteration 14Q (679.453042 sec): 3 clusters Score: Raw -2173915.167632 + Penalty 3174.305851 = -2170740.861780 nChanged 152 SP:Iteration 15Q (679.505353 sec): 3 clusters Score: Raw -2173945.891868 + Penalty 3174.305851 = -2170771.586017 nChanged 141 SP:Iteration 16Q (679.564207 sec): 3 clusters Score: Raw -2173976.411941 + Penalty 3174.305851 = -2170802.106090 nChanged 125 SP:Iteration 17Q (679.624859 sec): 3 clusters Score: Raw -2174002.923651 + Penalty 3174.305851 = -2170828.617799 nChanged 127 SP:Iteration 18Q (679.685271 sec): 3 clusters Score: Raw -2174027.945429 + Penalty 3174.305851 = -2170853.639578 nChanged 131 SP:Iteration 19Q (679.746046 sec): 3 clusters Score: Raw -2174056.961524 + Penalty 3174.305851 = -2170882.655673 nChanged 142 SP:Iteration 20F (679.804453 sec): 3 clusters Score: Raw -2174094.835120 + Penalty 3174.305851 = -2170920.529269 nChanged 136 SP:Iteration 21Q (679.866420 sec): 3 clusters Score: Raw -2174129.204995 + Penalty 3174.305851 = -2170954.899143 nChanged 152 SP:Iteration 22Q (679.926833 sec): 3 clusters Score: Raw -2174171.187267 + Penalty 3174.305851 = -2170996.881415 nChanged 158 SP:Iteration 23Q (679.991926 sec): 3 clusters Score: Raw -2174218.999112 + Penalty 3174.305851 = -2171044.693261 nChanged 161 SP:Iteration 24Q (680.049267 sec): 3 clusters Score: Raw -2174268.100585 + Penalty 3174.305851 = -2171093.794734 nChanged 171 SP:Iteration 25Q (680.103978 sec): 3 clusters Score: Raw -2174313.550024 + Penalty 3174.305851 = -2171139.244173 nChanged 147 SP:Iteration 26Q (680.166706 sec): 3 clusters Score: Raw -2174355.605921 + Penalty 3174.305851 = -2171181.300070 nChanged 155 SP:Iteration 27Q (680.227202 sec): 3 clusters Score: Raw -2174398.064627 + Penalty 3174.305851 = -2171223.758775 nChanged 142 SP:Iteration 28Q (680.283107 sec): 3 clusters Score: Raw -2174439.720040 + Penalty 3174.305851 = -2171265.414189 nChanged 156 SP:Iteration 29Q (680.338650 sec): 3 clusters Score: Raw -2174486.597483 + Penalty 3174.305851 = -2171312.291631 nChanged 159 SP:Iteration 30Q (680.401619 sec): 3 clusters Score: Raw -2174535.689699 + Penalty 3174.305851 = -2171361.383847 nChanged 157 SP:Iteration 31Q (680.462301 sec): 3 clusters Score: Raw -2174595.565647 + Penalty 3174.305851 = -2171421.259795 nChanged 190 SP:Iteration 32Q (680.514957 sec): 3 clusters Score: Raw -2174676.286298 + Penalty 3174.305851 = -2171501.980446 nChanged 179 SP:Iteration 33Q (680.575534 sec): 3 clusters Score: Raw -2174746.765996 + Penalty 3174.305851 = -2171572.460144 nChanged 150 SP:Iteration 34Q (680.622359 sec): 3 clusters Score: Raw -2174805.423617 + Penalty 3174.305851 = -2171631.117765 nChanged 135 SP:Iteration 35Q (680.683850 sec): 3 clusters Score: Raw -2174858.366388 + Penalty 3174.305851 = -2171684.060537 nChanged 139 SP:Iteration 36Q (680.735562 sec): 3 clusters Score: Raw -2174913.716100 + Penalty 3174.305851 = -2171739.410248 nChanged 121 SP:Iteration 37Q (680.789666 sec): 3 clusters Score: Raw -2174968.138546 + Penalty 3174.305851 = -2171793.832694 nChanged 131 SP:Iteration 38Q (680.845929 sec): 3 clusters Score: Raw -2175026.407665 + Penalty 3174.305851 = -2171852.101814 nChanged 116 SP:Iteration 39Q (680.901417 sec): 3 clusters Score: Raw -2175068.775552 + Penalty 3174.305851 = -2171894.469700 nChanged 86 SP:Iteration 40F (680.959896 sec): 3 clusters Score: Raw -2175099.253379 + Penalty 3174.305851 = -2171924.947527 nChanged 79 SP:Iteration 41Q (681.019939 sec): 3 clusters Score: Raw -2175127.487357 + Penalty 3174.305851 = -2171953.181506 nChanged 74 SP:Iteration 42Q (681.077815 sec): 3 clusters Score: Raw -2175152.825083 + Penalty 3174.305851 = -2171978.519231 nChanged 86 SP:Iteration 43Q (681.132243 sec): 3 clusters Score: Raw -2175183.805059 + Penalty 3174.305851 = -2172009.499207 nChanged 69 SP:Iteration 44Q (681.186586 sec): 3 clusters Score: Raw -2175211.798150 + Penalty 3174.305851 = -2172037.492299 nChanged 63 SP:Iteration 45Q (681.251166 sec): 3 clusters Score: Raw -2175241.987968 + Penalty 3174.305851 = -2172067.682116 nChanged 68 SP:Iteration 46Q (681.301804 sec): 3 clusters Score: Raw -2175266.233759 + Penalty 3174.305851 = -2172091.927908 nChanged 46 SP:Iteration 47Q (681.366586 sec): 3 clusters Score: Raw -2175283.474937 + Penalty 3174.305851 = -2172109.169086 nChanged 51 SP:Iteration 48Q (681.421128 sec): 3 clusters Score: Raw -2175307.964428 + Penalty 3174.305851 = -2172133.658577 nChanged 54 SP:Iteration 49Q (681.484466 sec): 3 clusters Score: Raw -2175328.627152 + Penalty 3174.305851 = -2172154.321301 nChanged 41 SP:Iteration 50Q (681.546903 sec): 3 clusters Score: Raw -2175348.021010 + Penalty 3174.305851 = -2172173.715159 nChanged 38 SP:Iteration 51Q (681.604357 sec): 3 clusters Score: Raw -2175364.758679 + Penalty 3174.305851 = -2172190.452828 nChanged 35 SP:Iteration 52Q (681.666033 sec): 3 clusters Score: Raw -2175379.435563 + Penalty 3174.305851 = -2172205.129711 nChanged 29 SP:Iteration 53Q (681.723099 sec): 3 clusters Score: Raw -2175390.386176 + Penalty 3174.305851 = -2172216.080325 nChanged 27 SP:Iteration 54Q (681.791875 sec): 3 clusters Score: Raw -2175399.748377 + Penalty 3174.305851 = -2172225.442525 nChanged 26 SP:Iteration 55Q (681.857369 sec): 3 clusters Score: Raw -2175411.858010 + Penalty 3174.305851 = -2172237.552159 nChanged 30 SP:Iteration 56Q (681.920447 sec): 3 clusters Score: Raw -2175425.073761 + Penalty 3174.305851 = -2172250.767909 nChanged 25 SP:Iteration 57Q (681.967382 sec): 3 clusters Score: Raw -2175434.494626 + Penalty 3174.305851 = -2172260.188774 nChanged 26 SP:Iteration 58Q (682.027787 sec): 3 clusters Score: Raw -2175444.428054 + Penalty 3174.305851 = -2172270.122202 nChanged 27 SP:Iteration 59Q (682.084599 sec): 3 clusters Score: Raw -2175458.183542 + Penalty 3174.305851 = -2172283.877691 nChanged 33 SP:Iteration 60F (682.147618 sec): 3 clusters Score: Raw -2175474.225795 + Penalty 3174.305851 = -2172299.919943 nChanged 33 SP:Iteration 61Q (682.197634 sec): 3 clusters Score: Raw -2175486.644382 + Penalty 3174.305851 = -2172312.338530 nChanged 25 SP:Iteration 62Q (682.256060 sec): 3 clusters Score: Raw -2175501.463232 + Penalty 3174.305851 = -2172327.157380 nChanged 22 SP:Iteration 63Q (682.309589 sec): 3 clusters Score: Raw -2175513.708451 + Penalty 3174.305851 = -2172339.402600 nChanged 22 SP:Iteration 64Q (682.366564 sec): 3 clusters Score: Raw -2175526.918456 + Penalty 3174.305851 = -2172352.612604 nChanged 22 SP:Iteration 65Q (682.423390 sec): 3 clusters Score: Raw -2175539.918033 + Penalty 3174.305851 = -2172365.612181 nChanged 24 SP:Iteration 66Q (682.477337 sec): 3 clusters Score: Raw -2175551.262689 + Penalty 3174.305851 = -2172376.956837 nChanged 19 SP:Iteration 67Q (682.536731 sec): 3 clusters Score: Raw -2175560.828749 + Penalty 3174.305851 = -2172386.522898 nChanged 18 SP:Iteration 68Q (682.587412 sec): 3 clusters Score: Raw -2175570.841844 + Penalty 3174.305851 = -2172396.535993 nChanged 22 SP:Iteration 69Q (682.648595 sec): 3 clusters Score: Raw -2175584.144037 + Penalty 3174.305851 = -2172409.838186 nChanged 14 SP:Iteration 70Q (682.705756 sec): 3 clusters Score: Raw -2175589.975923 + Penalty 3174.305851 = -2172415.670072 nChanged 11 SP:Iteration 71Q (682.752030 sec): 3 clusters Score: Raw -2175596.849814 + Penalty 3174.305851 = -2172422.543962 nChanged 12 SP:Iteration 72Q (682.811540 sec): 3 clusters Score: Raw -2175604.184962 + Penalty 3174.305851 = -2172429.879111 nChanged 15 SP:Iteration 73Q (682.870679 sec): 3 clusters Score: Raw -2175611.577069 + Penalty 3174.305851 = -2172437.271218 nChanged 7 SP:Iteration 74Q (682.931588 sec): 3 clusters Score: Raw -2175614.784703 + Penalty 3174.305851 = -2172440.478851 nChanged 9 SP:Iteration 75Q (682.981366 sec): 3 clusters Score: Raw -2175617.735442 + Penalty 3174.305851 = -2172443.429590 nChanged 5 SP:Iteration 76Q (683.044119 sec): 3 clusters Score: Raw -2175619.389331 + Penalty 3174.305851 = -2172445.083479 nChanged 3 SP:Iteration 77Q (683.102347 sec): 3 clusters Score: Raw -2175620.949963 + Penalty 3174.305851 = -2172446.644112 nChanged 3 SP:Iteration 78Q (683.167660 sec): 3 clusters Score: Raw -2175621.987664 + Penalty 3174.305851 = -2172447.681813 nChanged 3 SP:Iteration 79Q (683.227391 sec): 3 clusters Score: Raw -2175623.071796 + Penalty 3174.305851 = -2172448.765944 nChanged 1 SP:Iteration 80F (683.277846 sec): 3 clusters Score: Raw -2175623.366700 + Penalty 3174.305851 = -2172449.060848 nChanged 0 Trying to split cluster 10 (1777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.299200 sec): 2 clusters Score: Raw -215045.571695 + Penalty 1215.935797 = -213829.635898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.342205 sec): 3 clusters Score: Raw -214294.005209 + Penalty 2431.871594 = -211862.133614 nChanged 590 SP:Iteration 1F (683.378160 sec): 3 clusters Score: Raw -214676.989897 + Penalty 2431.871594 = -212245.118303 nChanged 147 SP:Iteration 2F (683.416942 sec): 3 clusters Score: Raw -214798.454300 + Penalty 2431.871594 = -212366.582706 nChanged 88 SP:Iteration 3Q (683.468174 sec): 3 clusters Score: Raw -214862.576518 + Penalty 2431.871594 = -212430.704924 nChanged 67 SP:Iteration 4Q (683.505368 sec): 3 clusters Score: Raw -214906.678439 + Penalty 2431.871594 = -212474.806845 nChanged 43 SP:Iteration 5Q (683.536288 sec): 3 clusters Score: Raw -214934.783787 + Penalty 2431.871594 = -212502.912192 nChanged 29 SP:Iteration 6Q (683.567108 sec): 3 clusters Score: Raw -214954.798602 + Penalty 2431.871594 = -212522.927007 nChanged 30 SP:Iteration 7Q (683.607827 sec): 3 clusters Score: Raw -214967.173487 + Penalty 2431.871594 = -212535.301893 nChanged 20 SP:Iteration 8Q (683.650960 sec): 3 clusters Score: Raw -214977.437133 + Penalty 2431.871594 = -212545.565539 nChanged 18 SP:Iteration 9Q (683.685974 sec): 3 clusters Score: Raw -214988.081634 + Penalty 2431.871594 = -212556.210039 nChanged 20 SP:Iteration 10Q (683.714174 sec): 3 clusters Score: Raw -215000.216083 + Penalty 2431.871594 = -212568.344489 nChanged 16 SP:Iteration 11Q (683.744607 sec): 3 clusters Score: Raw -215010.080473 + Penalty 2431.871594 = -212578.208879 nChanged 14 SP:Iteration 12Q (683.774112 sec): 3 clusters Score: Raw -215018.751848 + Penalty 2431.871594 = -212586.880253 nChanged 9 SP:Iteration 13Q (683.804060 sec): 3 clusters Score: Raw -215023.656155 + Penalty 2431.871594 = -212591.784561 nChanged 13 SP:Iteration 14Q (683.833524 sec): 3 clusters Score: Raw -215032.271280 + Penalty 2431.871594 = -212600.399686 nChanged 8 SP:Iteration 15Q (683.861053 sec): 3 clusters Score: Raw -215035.968529 + Penalty 2431.871594 = -212604.096935 nChanged 6 SP:Iteration 16Q (683.892285 sec): 3 clusters Score: Raw -215038.868463 + Penalty 2431.871594 = -212606.996869 nChanged 11 SP:Iteration 17Q (683.930384 sec): 3 clusters Score: Raw -215045.281476 + Penalty 2431.871594 = -212613.409882 nChanged 8 SP:Iteration 18Q (683.967371 sec): 3 clusters Score: Raw -215050.266787 + Penalty 2431.871594 = -212618.395192 nChanged 7 SP:Iteration 19Q (683.997507 sec): 3 clusters Score: Raw -215052.239540 + Penalty 2431.871594 = -212620.367946 nChanged 7 SP:Iteration 20F (684.035752 sec): 3 clusters Score: Raw -215055.707047 + Penalty 2431.871594 = -212623.835453 nChanged 10 SP:Iteration 21Q (684.074085 sec): 3 clusters Score: Raw -215063.776376 + Penalty 2431.871594 = -212631.904782 nChanged 12 SP:Iteration 22Q (684.105082 sec): 3 clusters Score: Raw -215070.988356 + Penalty 2431.871594 = -212639.116762 nChanged 17 SP:Iteration 23Q (684.129536 sec): 3 clusters Score: Raw -215079.492269 + Penalty 2431.871594 = -212647.620674 nChanged 12 SP:Iteration 24Q (684.163124 sec): 3 clusters Score: Raw -215085.180073 + Penalty 2431.871594 = -212653.308479 nChanged 8 SP:Iteration 25Q (684.206676 sec): 3 clusters Score: Raw -215090.957708 + Penalty 2431.871594 = -212659.086113 nChanged 7 SP:Iteration 26Q (684.235783 sec): 3 clusters Score: Raw -215094.381160 + Penalty 2431.871594 = -212662.509566 nChanged 5 SP:Iteration 27Q (684.271871 sec): 3 clusters Score: Raw -215097.774098 + Penalty 2431.871594 = -212665.902504 nChanged 10 SP:Iteration 28Q (684.310165 sec): 3 clusters Score: Raw -215104.646639 + Penalty 2431.871594 = -212672.775044 nChanged 10 SP:Iteration 29Q (684.344059 sec): 3 clusters Score: Raw -215109.659883 + Penalty 2431.871594 = -212677.788289 nChanged 4 SP:Iteration 30Q (684.377828 sec): 3 clusters Score: Raw -215111.152522 + Penalty 2431.871594 = -212679.280928 nChanged 5 SP:Iteration 31Q (684.410471 sec): 3 clusters Score: Raw -215113.356105 + Penalty 2431.871594 = -212681.484511 nChanged 2 SP:Iteration 32Q (684.444212 sec): 3 clusters Score: Raw -215115.123401 + Penalty 2431.871594 = -212683.251806 nChanged 2 SP:Iteration 33Q (684.492255 sec): 3 clusters Score: Raw -215116.067423 + Penalty 2431.871594 = -212684.195829 nChanged 1 SP:Iteration 34Q (684.533255 sec): 3 clusters Score: Raw -215116.195864 + Penalty 2431.871594 = -212684.324269 nChanged 0 SP:Iteration 35F (684.569494 sec): 3 clusters Score: Raw -215116.195864 + Penalty 2431.871594 = -212684.324269 nChanged 0 Trying to split cluster 11 (3182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (684.584341 sec): 2 clusters Score: Raw -354869.728030 + Penalty 1310.605596 = -353559.122433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (684.624704 sec): 3 clusters Score: Raw -353320.159506 + Penalty 2621.211193 = -350698.948313 nChanged 1234 SP:Iteration 1F (684.669384 sec): 3 clusters Score: Raw -354112.596599 + Penalty 2621.211193 = -351491.385406 nChanged 306 SP:Iteration 2F (684.710742 sec): 3 clusters Score: Raw -354351.724915 + Penalty 2621.211193 = -351730.513722 nChanged 225 SP:Iteration 3F (684.748747 sec): 3 clusters Score: Raw -354548.773650 + Penalty 2621.211193 = -351927.562458 nChanged 177 SP:Iteration 4F (684.786077 sec): 3 clusters Score: Raw -354689.001016 + Penalty 2621.211193 = -352067.789823 nChanged 141 SP:Iteration 5Q (684.817793 sec): 3 clusters Score: Raw -354772.750834 + Penalty 2621.211193 = -352151.539641 nChanged 103 SP:Iteration 6Q (684.859280 sec): 3 clusters Score: Raw -354846.880486 + Penalty 2621.211193 = -352225.669293 nChanged 100 SP:Iteration 7Q (684.896671 sec): 3 clusters Score: Raw -354927.221074 + Penalty 2621.211193 = -352306.009881 nChanged 85 SP:Iteration 8Q (684.934603 sec): 3 clusters Score: Raw -354979.038768 + Penalty 2621.211193 = -352357.827575 nChanged 51 SP:Iteration 9Q (684.973843 sec): 3 clusters Score: Raw -355002.550969 + Penalty 2621.211193 = -352381.339776 nChanged 31 SP:Iteration 10Q (685.011550 sec): 3 clusters Score: Raw -355021.247142 + Penalty 2621.211193 = -352400.035949 nChanged 38 SP:Iteration 11Q (685.054853 sec): 3 clusters Score: Raw -355044.070349 + Penalty 2621.211193 = -352422.859156 nChanged 43 SP:Iteration 12Q (685.096737 sec): 3 clusters Score: Raw -355075.529918 + Penalty 2621.211193 = -352454.318725 nChanged 44 SP:Iteration 13Q (685.135298 sec): 3 clusters Score: Raw -355096.279728 + Penalty 2621.211193 = -352475.068535 nChanged 36 SP:Iteration 14Q (685.170114 sec): 3 clusters Score: Raw -355113.811946 + Penalty 2621.211193 = -352492.600753 nChanged 40 SP:Iteration 15Q (685.215855 sec): 3 clusters Score: Raw -355137.247309 + Penalty 2621.211193 = -352516.036116 nChanged 39 SP:Iteration 16Q (685.246791 sec): 3 clusters Score: Raw -355159.954569 + Penalty 2621.211193 = -352538.743376 nChanged 40 SP:Iteration 17Q (685.292168 sec): 3 clusters Score: Raw -355177.097526 + Penalty 2621.211193 = -352555.886333 nChanged 31 SP:Iteration 18Q (685.330172 sec): 3 clusters Score: Raw -355194.093519 + Penalty 2621.211193 = -352572.882326 nChanged 33 SP:Iteration 19Q (685.370849 sec): 3 clusters Score: Raw -355210.927238 + Penalty 2621.211193 = -352589.716045 nChanged 29 SP:Iteration 20F (685.405888 sec): 3 clusters Score: Raw -355224.825162 + Penalty 2621.211193 = -352603.613969 nChanged 23 SP:Iteration 21Q (685.435987 sec): 3 clusters Score: Raw -355249.103244 + Penalty 2621.211193 = -352627.892051 nChanged 25 SP:Iteration 22Q (685.481528 sec): 3 clusters Score: Raw -355267.580820 + Penalty 2621.211193 = -352646.369628 nChanged 38 SP:Iteration 23Q (685.518732 sec): 3 clusters Score: Raw -355289.083893 + Penalty 2621.211193 = -352667.872700 nChanged 35 SP:Iteration 24Q (685.551100 sec): 3 clusters Score: Raw -355311.152329 + Penalty 2621.211193 = -352689.941137 nChanged 41 SP:Iteration 25Q (685.588561 sec): 3 clusters Score: Raw -355331.568885 + Penalty 2621.211193 = -352710.357692 nChanged 37 SP:Iteration 26Q (685.622307 sec): 3 clusters Score: Raw -355353.891001 + Penalty 2621.211193 = -352732.679808 nChanged 39 SP:Iteration 27Q (685.656080 sec): 3 clusters Score: Raw -355379.777776 + Penalty 2621.211193 = -352758.566583 nChanged 48 SP:Iteration 28Q (685.701725 sec): 3 clusters Score: Raw -355407.706339 + Penalty 2621.211193 = -352786.495146 nChanged 62 SP:Iteration 29Q (685.735476 sec): 3 clusters Score: Raw -355446.953681 + Penalty 2621.211193 = -352825.742489 nChanged 56 SP:Iteration 30Q (685.772267 sec): 3 clusters Score: Raw -355481.028612 + Penalty 2621.211193 = -352859.817419 nChanged 49 SP:Iteration 31Q (685.806182 sec): 3 clusters Score: Raw -355504.197595 + Penalty 2621.211193 = -352882.986402 nChanged 40 SP:Iteration 32Q (685.850457 sec): 3 clusters Score: Raw -355521.989168 + Penalty 2621.211193 = -352900.777975 nChanged 25 SP:Iteration 33Q (685.888788 sec): 3 clusters Score: Raw -355532.041630 + Penalty 2621.211193 = -352910.830437 nChanged 25 SP:Iteration 34Q (685.931796 sec): 3 clusters Score: Raw -355539.382051 + Penalty 2621.211193 = -352918.170858 nChanged 27 SP:Iteration 35Q (685.960445 sec): 3 clusters Score: Raw -355549.672231 + Penalty 2621.211193 = -352928.461038 nChanged 27 SP:Iteration 36Q (685.996612 sec): 3 clusters Score: Raw -355558.720507 + Penalty 2621.211193 = -352937.509314 nChanged 29 SP:Iteration 37Q (686.032063 sec): 3 clusters Score: Raw -355568.013584 + Penalty 2621.211193 = -352946.802391 nChanged 26 SP:Iteration 38Q (686.072023 sec): 3 clusters Score: Raw -355576.327430 + Penalty 2621.211193 = -352955.116237 nChanged 26 SP:Iteration 39Q (686.107890 sec): 3 clusters Score: Raw -355585.766857 + Penalty 2621.211193 = -352964.555664 nChanged 29 SP:Iteration 40F (686.143265 sec): 3 clusters Score: Raw -355595.209887 + Penalty 2621.211193 = -352973.998694 nChanged 27 SP:Iteration 41Q (686.181077 sec): 3 clusters Score: Raw -355605.501023 + Penalty 2621.211193 = -352984.289831 nChanged 21 SP:Iteration 42Q (686.220373 sec): 3 clusters Score: Raw -355612.011863 + Penalty 2621.211193 = -352990.800670 nChanged 17 SP:Iteration 43Q (686.257999 sec): 3 clusters Score: Raw -355615.960136 + Penalty 2621.211193 = -352994.748943 nChanged 13 SP:Iteration 44Q (686.295874 sec): 3 clusters Score: Raw -355619.548622 + Penalty 2621.211193 = -352998.337429 nChanged 10 SP:Iteration 45Q (686.334135 sec): 3 clusters Score: Raw -355623.232927 + Penalty 2621.211193 = -353002.021734 nChanged 16 SP:Iteration 46Q (686.379712 sec): 3 clusters Score: Raw -355628.975417 + Penalty 2621.211193 = -353007.764224 nChanged 11 SP:Iteration 47Q (686.417405 sec): 3 clusters Score: Raw -355632.360151 + Penalty 2621.211193 = -353011.148958 nChanged 6 SP:Iteration 48Q (686.447635 sec): 3 clusters Score: Raw -355633.979068 + Penalty 2621.211193 = -353012.767875 nChanged 6 SP:Iteration 49Q (686.484493 sec): 3 clusters Score: Raw -355635.960711 + Penalty 2621.211193 = -353014.749518 nChanged 9 SP:Iteration 50Q (686.522954 sec): 3 clusters Score: Raw -355638.841880 + Penalty 2621.211193 = -353017.630687 nChanged 11 SP:Iteration 51Q (686.557871 sec): 3 clusters Score: Raw -355642.128224 + Penalty 2621.211193 = -353020.917031 nChanged 7 SP:Iteration 52Q (686.594610 sec): 3 clusters Score: Raw -355644.921605 + Penalty 2621.211193 = -353023.710412 nChanged 6 SP:Iteration 53Q (686.632134 sec): 3 clusters Score: Raw -355646.777161 + Penalty 2621.211193 = -353025.565968 nChanged 5 SP:Iteration 54Q (686.673671 sec): 3 clusters Score: Raw -355647.958889 + Penalty 2621.211193 = -353026.747696 nChanged 6 SP:Iteration 55Q (686.711213 sec): 3 clusters Score: Raw -355649.371162 + Penalty 2621.211193 = -353028.159969 nChanged 7 SP:Iteration 56Q (686.742156 sec): 3 clusters Score: Raw -355651.272095 + Penalty 2621.211193 = -353030.060902 nChanged 4 SP:Iteration 57Q (686.779923 sec): 3 clusters Score: Raw -355652.267891 + Penalty 2621.211193 = -353031.056698 nChanged 3 SP:Iteration 58Q (686.816366 sec): 3 clusters Score: Raw -355652.686296 + Penalty 2621.211193 = -353031.475104 nChanged 0 SP:Iteration 59F (686.853473 sec): 3 clusters Score: Raw -355652.686296 + Penalty 2621.211193 = -353031.475104 nChanged 0 Trying to split cluster 12 (1592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (686.873424 sec): 2 clusters Score: Raw -200753.704672 + Penalty 1198.071285 = -199555.633387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (686.908431 sec): 3 clusters Score: Raw -200120.474200 + Penalty 2396.142569 = -197724.331631 nChanged 554 SP:Iteration 1F (686.942767 sec): 3 clusters Score: Raw -200445.711008 + Penalty 2396.142569 = -198049.568439 nChanged 109 SP:Iteration 2F (686.978537 sec): 3 clusters Score: Raw -200535.151484 + Penalty 2396.142569 = -198139.008915 nChanged 68 SP:Iteration 3Q (687.014019 sec): 3 clusters Score: Raw -200590.586121 + Penalty 2396.142569 = -198194.443552 nChanged 56 SP:Iteration 4Q (687.055883 sec): 3 clusters Score: Raw -200631.375131 + Penalty 2396.142569 = -198235.232562 nChanged 44 SP:Iteration 5Q (687.096550 sec): 3 clusters Score: Raw -200660.196834 + Penalty 2396.142569 = -198264.054265 nChanged 37 SP:Iteration 6Q (687.132843 sec): 3 clusters Score: Raw -200687.653750 + Penalty 2396.142569 = -198291.511181 nChanged 24 SP:Iteration 7Q (687.169071 sec): 3 clusters Score: Raw -200702.427316 + Penalty 2396.142569 = -198306.284747 nChanged 20 SP:Iteration 8Q (687.197707 sec): 3 clusters Score: Raw -200716.603952 + Penalty 2396.142569 = -198320.461383 nChanged 10 SP:Iteration 9Q (687.234452 sec): 3 clusters Score: Raw -200724.420366 + Penalty 2396.142569 = -198328.277797 nChanged 13 SP:Iteration 10Q (687.268998 sec): 3 clusters Score: Raw -200730.517072 + Penalty 2396.142569 = -198334.374503 nChanged 7 SP:Iteration 11Q (687.305989 sec): 3 clusters Score: Raw -200733.688215 + Penalty 2396.142569 = -198337.545646 nChanged 6 SP:Iteration 12Q (687.342675 sec): 3 clusters Score: Raw -200736.178428 + Penalty 2396.142569 = -198340.035859 nChanged 4 SP:Iteration 13Q (687.388722 sec): 3 clusters Score: Raw -200738.071550 + Penalty 2396.142569 = -198341.928981 nChanged 1 SP:Iteration 14Q (687.417526 sec): 3 clusters Score: Raw -200738.484399 + Penalty 2396.142569 = -198342.341830 nChanged 1 SP:Iteration 15Q (687.454284 sec): 3 clusters Score: Raw -200738.712013 + Penalty 2396.142569 = -198342.569444 nChanged 0 SP:Iteration 16F (687.490542 sec): 3 clusters Score: Raw -200738.712013 + Penalty 2396.142569 = -198342.569444 nChanged 0 Trying to split cluster 13 (1734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (687.522268 sec): 2 clusters Score: Raw -217168.668589 + Penalty 1211.955251 = -215956.713339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (687.550439 sec): 3 clusters Score: Raw -216448.739315 + Penalty 2423.910501 = -214024.828814 nChanged 635 SP:Iteration 1F (687.582670 sec): 3 clusters Score: Raw -216903.401063 + Penalty 2423.910501 = -214479.490562 nChanged 123 SP:Iteration 2F (687.616134 sec): 3 clusters Score: Raw -216988.418418 + Penalty 2423.910501 = -214564.507917 nChanged 69 SP:Iteration 3Q (687.649079 sec): 3 clusters Score: Raw -217035.327507 + Penalty 2423.910501 = -214611.417006 nChanged 58 SP:Iteration 4Q (687.682440 sec): 3 clusters Score: Raw -217070.022641 + Penalty 2423.910501 = -214646.112140 nChanged 32 SP:Iteration 5Q (687.717556 sec): 3 clusters Score: Raw -217100.921257 + Penalty 2423.910501 = -214677.010756 nChanged 49 SP:Iteration 6Q (687.749877 sec): 3 clusters Score: Raw -217148.263074 + Penalty 2423.910501 = -214724.352573 nChanged 41 SP:Iteration 7Q (687.790922 sec): 3 clusters Score: Raw -217191.681806 + Penalty 2423.910501 = -214767.771305 nChanged 52 SP:Iteration 8Q (687.824092 sec): 3 clusters Score: Raw -217228.763332 + Penalty 2423.910501 = -214804.852830 nChanged 38 SP:Iteration 9Q (687.860930 sec): 3 clusters Score: Raw -217259.320855 + Penalty 2423.910501 = -214835.410354 nChanged 49 SP:Iteration 10Q (687.894157 sec): 3 clusters Score: Raw -217295.003196 + Penalty 2423.910501 = -214871.092694 nChanged 41 SP:Iteration 11Q (687.931480 sec): 3 clusters Score: Raw -217327.372542 + Penalty 2423.910501 = -214903.462041 nChanged 44 SP:Iteration 12Q (687.966577 sec): 3 clusters Score: Raw -217361.471805 + Penalty 2423.910501 = -214937.561304 nChanged 44 SP:Iteration 13Q (687.999527 sec): 3 clusters Score: Raw -217394.640168 + Penalty 2423.910501 = -214970.729667 nChanged 34 SP:Iteration 14Q (688.037136 sec): 3 clusters Score: Raw -217417.224189 + Penalty 2423.910501 = -214993.313688 nChanged 30 SP:Iteration 15Q (688.070222 sec): 3 clusters Score: Raw -217437.956918 + Penalty 2423.910501 = -215014.046417 nChanged 18 SP:Iteration 16Q (688.104235 sec): 3 clusters Score: Raw -217448.989285 + Penalty 2423.910501 = -215025.078784 nChanged 19 SP:Iteration 17Q (688.137089 sec): 3 clusters Score: Raw -217464.369995 + Penalty 2423.910501 = -215040.459494 nChanged 21 SP:Iteration 18Q (688.170477 sec): 3 clusters Score: Raw -217479.953674 + Penalty 2423.910501 = -215056.043173 nChanged 19 SP:Iteration 19Q (688.205117 sec): 3 clusters Score: Raw -217492.488962 + Penalty 2423.910501 = -215068.578460 nChanged 11 SP:Iteration 20F (688.238779 sec): 3 clusters Score: Raw -217498.400370 + Penalty 2423.910501 = -215074.489869 nChanged 9 SP:Iteration 21Q (688.270872 sec): 3 clusters Score: Raw -217505.446811 + Penalty 2423.910501 = -215081.536310 nChanged 9 SP:Iteration 22Q (688.304779 sec): 3 clusters Score: Raw -217509.169503 + Penalty 2423.910501 = -215085.259002 nChanged 6 SP:Iteration 23Q (688.342591 sec): 3 clusters Score: Raw -217512.914434 + Penalty 2423.910501 = -215089.003933 nChanged 5 SP:Iteration 24Q (688.385087 sec): 3 clusters Score: Raw -217515.721323 + Penalty 2423.910501 = -215091.810822 nChanged 3 SP:Iteration 25Q (688.412491 sec): 3 clusters Score: Raw -217517.527090 + Penalty 2423.910501 = -215093.616589 nChanged 2 SP:Iteration 26Q (688.449442 sec): 3 clusters Score: Raw -217520.008009 + Penalty 2423.910501 = -215096.097508 nChanged 1 SP:Iteration 27Q (688.483846 sec): 3 clusters Score: Raw -217520.549114 + Penalty 2423.910501 = -215096.638613 nChanged 0 SP:Iteration 28F (688.516711 sec): 3 clusters Score: Raw -217520.549114 + Penalty 2423.910501 = -215096.638613 nChanged 0 Trying to split cluster 14 (5061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (688.549325 sec): 2 clusters Score: Raw -545137.623783 + Penalty 1386.014398 = -543751.609385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (688.584689 sec): 3 clusters Score: Raw -542538.472906 + Penalty 2772.028796 = -539766.444111 nChanged 2059 SP:Iteration 1F (688.622032 sec): 3 clusters Score: Raw -543761.126881 + Penalty 2772.028796 = -540989.098086 nChanged 411 SP:Iteration 2F (688.665491 sec): 3 clusters Score: Raw -544063.293127 + Penalty 2772.028796 = -541291.264331 nChanged 328 SP:Iteration 3F (688.699614 sec): 3 clusters Score: Raw -544300.033600 + Penalty 2772.028796 = -541528.004805 nChanged 312 SP:Iteration 4F (688.738003 sec): 3 clusters Score: Raw -544511.258965 + Penalty 2772.028796 = -541739.230169 nChanged 262 SP:Iteration 5F (688.783721 sec): 3 clusters Score: Raw -544681.621169 + Penalty 2772.028796 = -541909.592373 nChanged 233 SP:Iteration 6Q (688.825496 sec): 3 clusters Score: Raw -544846.221656 + Penalty 2772.028796 = -542074.192860 nChanged 210 SP:Iteration 7Q (688.879227 sec): 3 clusters Score: Raw -545021.153649 + Penalty 2772.028796 = -542249.124853 nChanged 239 SP:Iteration 8Q (688.931236 sec): 3 clusters Score: Raw -545224.369262 + Penalty 2772.028796 = -542452.340466 nChanged 215 SP:Iteration 9Q (688.970192 sec): 3 clusters Score: Raw -545417.988862 + Penalty 2772.028796 = -542645.960066 nChanged 211 SP:Iteration 10Q (689.029384 sec): 3 clusters Score: Raw -545594.611457 + Penalty 2772.028796 = -542822.582661 nChanged 137 SP:Iteration 11Q (689.077543 sec): 3 clusters Score: Raw -545704.261654 + Penalty 2772.028796 = -542932.232858 nChanged 106 SP:Iteration 12Q (689.128304 sec): 3 clusters Score: Raw -545783.763289 + Penalty 2772.028796 = -543011.734494 nChanged 72 SP:Iteration 13Q (689.170205 sec): 3 clusters Score: Raw -545835.617021 + Penalty 2772.028796 = -543063.588225 nChanged 51 SP:Iteration 14Q (689.226411 sec): 3 clusters Score: Raw -545864.712960 + Penalty 2772.028796 = -543092.684165 nChanged 44 SP:Iteration 15Q (689.272238 sec): 3 clusters Score: Raw -545904.077304 + Penalty 2772.028796 = -543132.048508 nChanged 31 SP:Iteration 16Q (689.317474 sec): 3 clusters Score: Raw -545921.286434 + Penalty 2772.028796 = -543149.257639 nChanged 18 SP:Iteration 17Q (689.364343 sec): 3 clusters Score: Raw -545930.461208 + Penalty 2772.028796 = -543158.432412 nChanged 17 SP:Iteration 18Q (689.409699 sec): 3 clusters Score: Raw -545942.551659 + Penalty 2772.028796 = -543170.522863 nChanged 15 SP:Iteration 19Q (689.455409 sec): 3 clusters Score: Raw -545950.061704 + Penalty 2772.028796 = -543178.032908 nChanged 7 SP:Iteration 20F (689.501095 sec): 3 clusters Score: Raw -545988.625829 + Penalty 2772.028796 = -543216.597034 nChanged 8 SP:Iteration 21Q (689.548410 sec): 3 clusters Score: Raw -546004.101044 + Penalty 2772.028796 = -543232.072248 nChanged 12 SP:Iteration 22Q (689.585218 sec): 3 clusters Score: Raw -546016.395819 + Penalty 2772.028796 = -543244.367023 nChanged 10 SP:Iteration 23Q (689.643163 sec): 3 clusters Score: Raw -546023.323708 + Penalty 2772.028796 = -543251.294912 nChanged 10 SP:Iteration 24Q (689.689103 sec): 3 clusters Score: Raw -546028.561409 + Penalty 2772.028796 = -543256.532613 nChanged 8 SP:Iteration 25Q (689.726042 sec): 3 clusters Score: Raw -546032.834550 + Penalty 2772.028796 = -543260.805755 nChanged 3 SP:Iteration 26Q (689.775411 sec): 3 clusters Score: Raw -546034.045312 + Penalty 2772.028796 = -543262.016517 nChanged 2 SP:Iteration 27Q (689.829195 sec): 3 clusters Score: Raw -546034.898989 + Penalty 2772.028796 = -543262.870193 nChanged 0 SP:Iteration 28F (689.875385 sec): 3 clusters Score: Raw -546034.898989 + Penalty 2772.028796 = -543262.870193 nChanged 0 Trying to split cluster 15 (4313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (689.897303 sec): 2 clusters Score: Raw -546883.404853 + Penalty 1360.025712 = -545523.379141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (689.944146 sec): 3 clusters Score: Raw -544676.738957 + Penalty 2720.051424 = -541956.687533 nChanged 1679 SP:Iteration 1F (689.980034 sec): 3 clusters Score: Raw -545576.759897 + Penalty 2720.051424 = -542856.708473 nChanged 291 SP:Iteration 2F (690.023910 sec): 3 clusters Score: Raw -545730.430941 + Penalty 2720.051424 = -543010.379518 nChanged 219 SP:Iteration 3F (690.076629 sec): 3 clusters Score: Raw -545836.670312 + Penalty 2720.051424 = -543116.618888 nChanged 150 SP:Iteration 4Q (690.112863 sec): 3 clusters Score: Raw -545907.794810 + Penalty 2720.051424 = -543187.743386 nChanged 143 SP:Iteration 5Q (690.158566 sec): 3 clusters Score: Raw -545967.952852 + Penalty 2720.051424 = -543247.901428 nChanged 104 SP:Iteration 6Q (690.201385 sec): 3 clusters Score: Raw -546012.385187 + Penalty 2720.051424 = -543292.333763 nChanged 106 SP:Iteration 7Q (690.252541 sec): 3 clusters Score: Raw -546052.256935 + Penalty 2720.051424 = -543332.205511 nChanged 92 SP:Iteration 8Q (690.297261 sec): 3 clusters Score: Raw -546088.750989 + Penalty 2720.051424 = -543368.699565 nChanged 86 SP:Iteration 9Q (690.342401 sec): 3 clusters Score: Raw -546124.697273 + Penalty 2720.051424 = -543404.645849 nChanged 79 SP:Iteration 10Q (690.379736 sec): 3 clusters Score: Raw -546155.988822 + Penalty 2720.051424 = -543435.937398 nChanged 74 SP:Iteration 11Q (690.430961 sec): 3 clusters Score: Raw -546185.386597 + Penalty 2720.051424 = -543465.335173 nChanged 64 SP:Iteration 12Q (690.469480 sec): 3 clusters Score: Raw -546210.455813 + Penalty 2720.051424 = -543490.404390 nChanged 59 SP:Iteration 13Q (690.513049 sec): 3 clusters Score: Raw -546233.486830 + Penalty 2720.051424 = -543513.435406 nChanged 65 SP:Iteration 14Q (690.566943 sec): 3 clusters Score: Raw -546255.707702 + Penalty 2720.051424 = -543535.656278 nChanged 54 SP:Iteration 15Q (690.613348 sec): 3 clusters Score: Raw -546273.483997 + Penalty 2720.051424 = -543553.432573 nChanged 37 SP:Iteration 16Q (690.658996 sec): 3 clusters Score: Raw -546286.120308 + Penalty 2720.051424 = -543566.068884 nChanged 51 SP:Iteration 17Q (690.703497 sec): 3 clusters Score: Raw -546305.872727 + Penalty 2720.051424 = -543585.821303 nChanged 53 SP:Iteration 18Q (690.747732 sec): 3 clusters Score: Raw -546322.900221 + Penalty 2720.051424 = -543602.848797 nChanged 60 SP:Iteration 19Q (690.783596 sec): 3 clusters Score: Raw -546342.632492 + Penalty 2720.051424 = -543622.581068 nChanged 53 SP:Iteration 20F (690.835252 sec): 3 clusters Score: Raw -546362.531180 + Penalty 2720.051424 = -543642.479756 nChanged 56 SP:Iteration 21Q (690.879612 sec): 3 clusters Score: Raw -546381.069867 + Penalty 2720.051424 = -543661.018443 nChanged 54 SP:Iteration 22Q (690.923709 sec): 3 clusters Score: Raw -546402.564163 + Penalty 2720.051424 = -543682.512740 nChanged 55 SP:Iteration 23Q (690.976776 sec): 3 clusters Score: Raw -546420.097091 + Penalty 2720.051424 = -543700.045667 nChanged 58 SP:Iteration 24Q (691.016329 sec): 3 clusters Score: Raw -546442.715046 + Penalty 2720.051424 = -543722.663622 nChanged 52 SP:Iteration 25Q (691.076353 sec): 3 clusters Score: Raw -546464.228465 + Penalty 2720.051424 = -543744.177041 nChanged 49 SP:Iteration 26Q (691.118488 sec): 3 clusters Score: Raw -546482.313649 + Penalty 2720.051424 = -543762.262225 nChanged 42 SP:Iteration 27Q (691.164991 sec): 3 clusters Score: Raw -546500.740216 + Penalty 2720.051424 = -543780.688792 nChanged 50 SP:Iteration 28Q (691.214766 sec): 3 clusters Score: Raw -546521.103223 + Penalty 2720.051424 = -543801.051799 nChanged 46 SP:Iteration 29Q (691.268991 sec): 3 clusters Score: Raw -546539.657078 + Penalty 2720.051424 = -543819.605654 nChanged 42 SP:Iteration 30Q (691.317915 sec): 3 clusters Score: Raw -546557.386036 + Penalty 2720.051424 = -543837.334613 nChanged 37 SP:Iteration 31Q (691.373495 sec): 3 clusters Score: Raw -546575.374814 + Penalty 2720.051424 = -543855.323390 nChanged 51 SP:Iteration 32Q (691.429306 sec): 3 clusters Score: Raw -546598.697827 + Penalty 2720.051424 = -543878.646403 nChanged 46 SP:Iteration 33Q (691.480333 sec): 3 clusters Score: Raw -546622.305038 + Penalty 2720.051424 = -543902.253614 nChanged 48 SP:Iteration 34Q (691.531100 sec): 3 clusters Score: Raw -546646.427501 + Penalty 2720.051424 = -543926.376077 nChanged 44 SP:Iteration 35Q (691.581585 sec): 3 clusters Score: Raw -546671.137840 + Penalty 2720.051424 = -543951.086416 nChanged 45 SP:Iteration 36Q (691.630721 sec): 3 clusters Score: Raw -546698.032150 + Penalty 2720.051424 = -543977.980726 nChanged 38 SP:Iteration 37Q (691.680800 sec): 3 clusters Score: Raw -546718.840180 + Penalty 2720.051424 = -543998.788756 nChanged 43 SP:Iteration 38Q (691.720645 sec): 3 clusters Score: Raw -546745.106116 + Penalty 2720.051424 = -544025.054692 nChanged 44 SP:Iteration 39Q (691.771153 sec): 3 clusters Score: Raw -546769.183814 + Penalty 2720.051424 = -544049.132390 nChanged 38 SP:Iteration 40F (691.816993 sec): 3 clusters Score: Raw -546794.853890 + Penalty 2720.051424 = -544074.802466 nChanged 34 SP:Iteration 41Q (691.868781 sec): 3 clusters Score: Raw -546813.377202 + Penalty 2720.051424 = -544093.325778 nChanged 32 SP:Iteration 42Q (691.917381 sec): 3 clusters Score: Raw -546830.737822 + Penalty 2720.051424 = -544110.686398 nChanged 22 SP:Iteration 43Q (691.954463 sec): 3 clusters Score: Raw -546846.693357 + Penalty 2720.051424 = -544126.641933 nChanged 25 SP:Iteration 44Q (691.992443 sec): 3 clusters Score: Raw -546861.653445 + Penalty 2720.051424 = -544141.602021 nChanged 24 SP:Iteration 45Q (692.040392 sec): 3 clusters Score: Raw -546877.366765 + Penalty 2720.051424 = -544157.315341 nChanged 21 SP:Iteration 46Q (692.081898 sec): 3 clusters Score: Raw -546892.152509 + Penalty 2720.051424 = -544172.101085 nChanged 21 SP:Iteration 47Q (692.128698 sec): 3 clusters Score: Raw -546908.058187 + Penalty 2720.051424 = -544188.006763 nChanged 19 SP:Iteration 48Q (692.174081 sec): 3 clusters Score: Raw -546917.989606 + Penalty 2720.051424 = -544197.938182 nChanged 16 SP:Iteration 49Q (692.208669 sec): 3 clusters Score: Raw -546925.365034 + Penalty 2720.051424 = -544205.313610 nChanged 12 SP:Iteration 50Q (692.243170 sec): 3 clusters Score: Raw -546933.443523 + Penalty 2720.051424 = -544213.392099 nChanged 14 SP:Iteration 51Q (692.278729 sec): 3 clusters Score: Raw -546941.902371 + Penalty 2720.051424 = -544221.850947 nChanged 14 SP:Iteration 52Q (692.314505 sec): 3 clusters Score: Raw -546949.696916 + Penalty 2720.051424 = -544229.645492 nChanged 11 SP:Iteration 53Q (692.343761 sec): 3 clusters Score: Raw -546959.671426 + Penalty 2720.051424 = -544239.620002 nChanged 11 SP:Iteration 54Q (692.384421 sec): 3 clusters Score: Raw -546968.160837 + Penalty 2720.051424 = -544248.109413 nChanged 16 SP:Iteration 55Q (692.412854 sec): 3 clusters Score: Raw -546981.996187 + Penalty 2720.051424 = -544261.944763 nChanged 15 SP:Iteration 56Q (692.454979 sec): 3 clusters Score: Raw -546991.311750 + Penalty 2720.051424 = -544271.260326 nChanged 13 SP:Iteration 57Q (692.483947 sec): 3 clusters Score: Raw -547001.801994 + Penalty 2720.051424 = -544281.750570 nChanged 15 SP:Iteration 58Q (692.523767 sec): 3 clusters Score: Raw -547012.550930 + Penalty 2720.051424 = -544292.499506 nChanged 9 SP:Iteration 59Q (692.558995 sec): 3 clusters Score: Raw -547017.461753 + Penalty 2720.051424 = -544297.410329 nChanged 6 SP:Iteration 60F (692.599563 sec): 3 clusters Score: Raw -547020.087518 + Penalty 2720.051424 = -544300.036094 nChanged 4 SP:Iteration 61Q (692.633776 sec): 3 clusters Score: Raw -547022.008481 + Penalty 2720.051424 = -544301.957057 nChanged 3 SP:Iteration 62Q (692.668473 sec): 3 clusters Score: Raw -547023.681133 + Penalty 2720.051424 = -544303.629710 nChanged 4 SP:Iteration 63Q (692.703947 sec): 3 clusters Score: Raw -547025.942367 + Penalty 2720.051424 = -544305.890943 nChanged 2 SP:Iteration 64Q (692.739648 sec): 3 clusters Score: Raw -547027.263004 + Penalty 2720.051424 = -544307.211580 nChanged 1 SP:Iteration 65Q (692.775395 sec): 3 clusters Score: Raw -547027.631901 + Penalty 2720.051424 = -544307.580477 nChanged 2 SP:Iteration 66Q (692.821244 sec): 3 clusters Score: Raw -547029.259019 + Penalty 2720.051424 = -544309.207595 nChanged 2 SP:Iteration 67Q (692.863219 sec): 3 clusters Score: Raw -547031.960036 + Penalty 2720.051424 = -544311.908612 nChanged 5 SP:Iteration 68Q (692.913464 sec): 3 clusters Score: Raw -547038.105940 + Penalty 2720.051424 = -544318.054516 nChanged 7 SP:Iteration 69Q (692.965287 sec): 3 clusters Score: Raw -547043.239247 + Penalty 2720.051424 = -544323.187823 nChanged 3 SP:Iteration 70Q (693.010064 sec): 3 clusters Score: Raw -547045.055115 + Penalty 2720.051424 = -544325.003691 nChanged 3 SP:Iteration 71Q (693.055508 sec): 3 clusters Score: Raw -547046.260354 + Penalty 2720.051424 = -544326.208930 nChanged 1 SP:Iteration 72Q (693.098717 sec): 3 clusters Score: Raw -547046.436217 + Penalty 2720.051424 = -544326.384793 nChanged 1 SP:Iteration 73Q (693.144211 sec): 3 clusters Score: Raw -547046.978226 + Penalty 2720.051424 = -544326.926803 nChanged 1 SP:Iteration 74Q (693.179525 sec): 3 clusters Score: Raw -547047.302132 + Penalty 2720.051424 = -544327.250709 nChanged 0 SP:Iteration 75F (693.222472 sec): 3 clusters Score: Raw -547047.302132 + Penalty 2720.051424 = -544327.250709 nChanged 0 Trying to split cluster 16 (10880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.255003 sec): 2 clusters Score: Raw -1352652.647338 + Penalty 1510.385747 = -1351142.261591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (693.307343 sec): 3 clusters Score: Raw -1346515.737321 + Penalty 3020.771494 = -1343494.965827 nChanged 4678 SP:Iteration 1F (693.359881 sec): 3 clusters Score: Raw -1349194.128283 + Penalty 3020.771494 = -1346173.356789 nChanged 701 SP:Iteration 2F (693.408474 sec): 3 clusters Score: Raw -1349541.812860 + Penalty 3020.771494 = -1346521.041366 nChanged 592 SP:Iteration 3F (693.455494 sec): 3 clusters Score: Raw -1349867.075291 + Penalty 3020.771494 = -1346846.303797 nChanged 590 SP:Iteration 4F (693.508258 sec): 3 clusters Score: Raw -1350189.716195 + Penalty 3020.771494 = -1347168.944701 nChanged 563 SP:Iteration 5F (693.552031 sec): 3 clusters Score: Raw -1350561.754861 + Penalty 3020.771494 = -1347540.983366 nChanged 627 SP:Iteration 6F (693.602424 sec): 3 clusters Score: Raw -1351042.565524 + Penalty 3020.771494 = -1348021.794029 nChanged 662 SP:Iteration 7F (693.645725 sec): 3 clusters Score: Raw -1351563.390363 + Penalty 3020.771494 = -1348542.618869 nChanged 604 SP:Iteration 8F (693.701829 sec): 3 clusters Score: Raw -1352042.280654 + Penalty 3020.771494 = -1349021.509160 nChanged 532 SP:Iteration 9Q (693.749547 sec): 3 clusters Score: Raw -1352446.068195 + Penalty 3020.771494 = -1349425.296701 nChanged 464 SP:Iteration 10Q (693.806206 sec): 3 clusters Score: Raw -1352758.194655 + Penalty 3020.771494 = -1349737.423161 nChanged 378 SP:Iteration 11Q (693.861419 sec): 3 clusters Score: Raw -1353045.339865 + Penalty 3020.771494 = -1350024.568371 nChanged 333 SP:Iteration 12Q (693.918428 sec): 3 clusters Score: Raw -1353277.609917 + Penalty 3020.771494 = -1350256.838422 nChanged 284 SP:Iteration 13Q (693.973413 sec): 3 clusters Score: Raw -1353471.063530 + Penalty 3020.771494 = -1350450.292036 nChanged 223 SP:Iteration 14Q (694.039413 sec): 3 clusters Score: Raw -1353606.219810 + Penalty 3020.771494 = -1350585.448316 nChanged 185 SP:Iteration 15Q (694.096385 sec): 3 clusters Score: Raw -1353720.882006 + Penalty 3020.771494 = -1350700.110511 nChanged 145 SP:Iteration 16Q (694.151541 sec): 3 clusters Score: Raw -1353814.558233 + Penalty 3020.771494 = -1350793.786739 nChanged 120 SP:Iteration 17Q (694.209190 sec): 3 clusters Score: Raw -1353879.841686 + Penalty 3020.771494 = -1350859.070192 nChanged 114 SP:Iteration 18Q (694.270399 sec): 3 clusters Score: Raw -1353947.131534 + Penalty 3020.771494 = -1350926.360040 nChanged 101 SP:Iteration 19Q (694.313823 sec): 3 clusters Score: Raw -1354007.886418 + Penalty 3020.771494 = -1350987.114924 nChanged 89 SP:Iteration 20F (694.365268 sec): 3 clusters Score: Raw -1354061.027014 + Penalty 3020.771494 = -1351040.255520 nChanged 67 SP:Iteration 21Q (694.413960 sec): 3 clusters Score: Raw -1354100.524957 + Penalty 3020.771494 = -1351079.753463 nChanged 50 SP:Iteration 22Q (694.461996 sec): 3 clusters Score: Raw -1354127.955606 + Penalty 3020.771494 = -1351107.184111 nChanged 44 SP:Iteration 23Q (694.507973 sec): 3 clusters Score: Raw -1354148.299869 + Penalty 3020.771494 = -1351127.528375 nChanged 38 SP:Iteration 24Q (694.563040 sec): 3 clusters Score: Raw -1354162.898354 + Penalty 3020.771494 = -1351142.126860 nChanged 26 SP:Iteration 25Q (694.603505 sec): 3 clusters Score: Raw -1354171.623220 + Penalty 3020.771494 = -1351150.851726 nChanged 20 SP:Iteration 26Q (694.658123 sec): 3 clusters Score: Raw -1354178.336429 + Penalty 3020.771494 = -1351157.564934 nChanged 23 SP:Iteration 27Q (694.698119 sec): 3 clusters Score: Raw -1354184.811198 + Penalty 3020.771494 = -1351164.039704 nChanged 16 SP:Iteration 28Q (694.750401 sec): 3 clusters Score: Raw -1354187.907415 + Penalty 3020.771494 = -1351167.135921 nChanged 11 SP:Iteration 29Q (694.790761 sec): 3 clusters Score: Raw -1354190.527246 + Penalty 3020.771494 = -1351169.755752 nChanged 11 SP:Iteration 30Q (694.835356 sec): 3 clusters Score: Raw -1354193.907998 + Penalty 3020.771494 = -1351173.136504 nChanged 9 SP:Iteration 31Q (694.882981 sec): 3 clusters Score: Raw -1354196.471599 + Penalty 3020.771494 = -1351175.700105 nChanged 9 SP:Iteration 32Q (694.930889 sec): 3 clusters Score: Raw -1354198.116730 + Penalty 3020.771494 = -1351177.345236 nChanged 8 SP:Iteration 33Q (694.978854 sec): 3 clusters Score: Raw -1354200.761705 + Penalty 3020.771494 = -1351179.990211 nChanged 8 SP:Iteration 34Q (695.028915 sec): 3 clusters Score: Raw -1354202.880345 + Penalty 3020.771494 = -1351182.108851 nChanged 6 SP:Iteration 35Q (695.077451 sec): 3 clusters Score: Raw -1354204.138670 + Penalty 3020.771494 = -1351183.367176 nChanged 4 SP:Iteration 36Q (695.126487 sec): 3 clusters Score: Raw -1354205.300974 + Penalty 3020.771494 = -1351184.529480 nChanged 2 SP:Iteration 37Q (695.174793 sec): 3 clusters Score: Raw -1354206.076677 + Penalty 3020.771494 = -1351185.305183 nChanged 3 SP:Iteration 38Q (695.230316 sec): 3 clusters Score: Raw -1354207.000341 + Penalty 3020.771494 = -1351186.228846 nChanged 4 SP:Iteration 39Q (695.270066 sec): 3 clusters Score: Raw -1354208.180512 + Penalty 3020.771494 = -1351187.409018 nChanged 3 SP:Iteration 40F (695.317591 sec): 3 clusters Score: Raw -1354209.638005 + Penalty 3020.771494 = -1351188.866511 nChanged 5 SP:Iteration 41Q (695.365961 sec): 3 clusters Score: Raw -1354211.913162 + Penalty 3020.771494 = -1351191.141668 nChanged 9 SP:Iteration 42Q (695.415190 sec): 3 clusters Score: Raw -1354216.044546 + Penalty 3020.771494 = -1351195.273052 nChanged 10 SP:Iteration 43Q (695.463620 sec): 3 clusters Score: Raw -1354220.527325 + Penalty 3020.771494 = -1351199.755831 nChanged 9 SP:Iteration 44Q (695.511180 sec): 3 clusters Score: Raw -1354222.658019 + Penalty 3020.771494 = -1351201.886525 nChanged 2 SP:Iteration 45Q (695.559702 sec): 3 clusters Score: Raw -1354223.352897 + Penalty 3020.771494 = -1351202.581403 nChanged 3 SP:Iteration 46Q (695.610059 sec): 3 clusters Score: Raw -1354224.471859 + Penalty 3020.771494 = -1351203.700365 nChanged 6 SP:Iteration 47Q (695.673331 sec): 3 clusters Score: Raw -1354226.642053 + Penalty 3020.771494 = -1351205.870559 nChanged 4 SP:Iteration 48Q (695.729638 sec): 3 clusters Score: Raw -1354227.907363 + Penalty 3020.771494 = -1351207.135869 nChanged 2 SP:Iteration 49Q (695.788826 sec): 3 clusters Score: Raw -1354228.607108 + Penalty 3020.771494 = -1351207.835614 nChanged 4 SP:Iteration 50Q (695.851464 sec): 3 clusters Score: Raw -1354229.461276 + Penalty 3020.771494 = -1351208.689782 nChanged 3 SP:Iteration 51Q (695.908962 sec): 3 clusters Score: Raw -1354230.208377 + Penalty 3020.771494 = -1351209.436883 nChanged 4 SP:Iteration 52Q (695.956844 sec): 3 clusters Score: Raw -1354231.392447 + Penalty 3020.771494 = -1351210.620953 nChanged 5 SP:Iteration 53Q (696.001283 sec): 3 clusters Score: Raw -1354233.824240 + Penalty 3020.771494 = -1351213.052746 nChanged 8 SP:Iteration 54Q (696.054499 sec): 3 clusters Score: Raw -1354236.783539 + Penalty 3020.771494 = -1351216.012045 nChanged 3 SP:Iteration 55Q (696.095887 sec): 3 clusters Score: Raw -1354238.595997 + Penalty 3020.771494 = -1351217.824503 nChanged 4 SP:Iteration 56Q (696.153022 sec): 3 clusters Score: Raw -1354239.928430 + Penalty 3020.771494 = -1351219.156936 nChanged 4 SP:Iteration 57Q (696.198201 sec): 3 clusters Score: Raw -1354241.500523 + Penalty 3020.771494 = -1351220.729029 nChanged 4 SP:Iteration 58Q (696.246008 sec): 3 clusters Score: Raw -1354242.993516 + Penalty 3020.771494 = -1351222.222022 nChanged 4 SP:Iteration 59Q (696.286602 sec): 3 clusters Score: Raw -1354244.536596 + Penalty 3020.771494 = -1351223.765102 nChanged 5 SP:Iteration 60F (696.335315 sec): 3 clusters Score: Raw -1354245.893590 + Penalty 3020.771494 = -1351225.122096 nChanged 5 SP:Iteration 61Q (696.385069 sec): 3 clusters Score: Raw -1354247.288659 + Penalty 3020.771494 = -1351226.517165 nChanged 4 SP:Iteration 62Q (696.423969 sec): 3 clusters Score: Raw -1354248.263942 + Penalty 3020.771494 = -1351227.492447 nChanged 1 SP:Iteration 63Q (696.472359 sec): 3 clusters Score: Raw -1354248.715537 + Penalty 3020.771494 = -1351227.944042 nChanged 2 SP:Iteration 64Q (696.528533 sec): 3 clusters Score: Raw -1354249.631441 + Penalty 3020.771494 = -1351228.859947 nChanged 1 SP:Iteration 65Q (696.567439 sec): 3 clusters Score: Raw -1354249.730909 + Penalty 3020.771494 = -1351228.959415 nChanged 0 SP:Iteration 66F (696.617086 sec): 3 clusters Score: Raw -1354249.730909 + Penalty 3020.771494 = -1351228.959415 nChanged 0 Score: Raw -40650551.286168 + Penalty 47573.931224 = -40602977.354944 Splitting cluster 16 changes total score from -40603440.354968 to -40602977.354944 So it's not getting split. Trying to split cluster 17 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.770606 sec): 2 clusters Score: Raw -43498.290498 + Penalty 966.130849 = -42532.159649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.803202 sec): 3 clusters Score: Raw -43539.423972 + Penalty 1932.261698 = -41607.162274 nChanged 87 SP:Iteration 1F (700.835417 sec): 3 clusters Score: Raw -43712.824749 + Penalty 1932.261698 = -41780.563052 nChanged 37 SP:Iteration 2F (700.868072 sec): 3 clusters Score: Raw -43797.710337 + Penalty 1932.261698 = -41865.448639 nChanged 12 SP:Iteration 3Q (700.898573 sec): 3 clusters Score: Raw -43819.395750 + Penalty 1932.261698 = -41887.134052 nChanged 4 SP:Iteration 4Q (700.923769 sec): 3 clusters Score: Raw -43826.442544 + Penalty 1932.261698 = -41894.180846 nChanged 6 SP:Iteration 5Q (700.957184 sec): 3 clusters Score: Raw -43836.177427 + Penalty 1932.261698 = -41903.915729 nChanged 7 SP:Iteration 6Q (700.989942 sec): 3 clusters Score: Raw -43846.722550 + Penalty 1932.261698 = -41914.460852 nChanged 5 SP:Iteration 7Q (701.022655 sec): 3 clusters Score: Raw -43869.189251 + Penalty 1932.261698 = -41936.927553 nChanged 4 SP:Iteration 8Q (701.054566 sec): 3 clusters Score: Raw -43878.232788 + Penalty 1932.261698 = -41945.971090 nChanged 3 SP:Iteration 9Q (701.086548 sec): 3 clusters Score: Raw -43883.229688 + Penalty 1932.261698 = -41950.967990 nChanged 6 SP:Iteration 10Q (701.127407 sec): 3 clusters Score: Raw -43894.783490 + Penalty 1932.261698 = -41962.521793 nChanged 3 SP:Iteration 11Q (701.151823 sec): 3 clusters Score: Raw -43900.290799 + Penalty 1932.261698 = -41968.029101 nChanged 4 SP:Iteration 12Q (701.184701 sec): 3 clusters Score: Raw -43908.466942 + Penalty 1932.261698 = -41976.205244 nChanged 3 SP:Iteration 13Q (701.216446 sec): 3 clusters Score: Raw -43913.264488 + Penalty 1932.261698 = -41981.002791 nChanged 4 SP:Iteration 14Q (701.247903 sec): 3 clusters Score: Raw -43923.488233 + Penalty 1932.261698 = -41991.226536 nChanged 2 SP:Iteration 15Q (701.279981 sec): 3 clusters Score: Raw -43930.059522 + Penalty 1932.261698 = -41997.797824 nChanged 2 SP:Iteration 16Q (701.311276 sec): 3 clusters Score: Raw -43932.130225 + Penalty 1932.261698 = -41999.868527 nChanged 1 SP:Iteration 17Q (701.345324 sec): 3 clusters Score: Raw -43934.542730 + Penalty 1932.261698 = -42002.281033 nChanged 0 SP:Iteration 18F (701.377728 sec): 3 clusters Score: Raw -43934.542730 + Penalty 1932.261698 = -42002.281033 nChanged 0 Trying to split cluster 18 (2186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (701.406454 sec): 2 clusters Score: Raw -243673.134388 + Penalty 1249.597159 = -242423.537229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (701.442957 sec): 3 clusters Score: Raw -242687.690130 + Penalty 2499.194317 = -240188.495812 nChanged 824 SP:Iteration 1F (701.477913 sec): 3 clusters Score: Raw -243237.264604 + Penalty 2499.194317 = -240738.070286 nChanged 197 SP:Iteration 2F (701.514363 sec): 3 clusters Score: Raw -243431.780248 + Penalty 2499.194317 = -240932.585930 nChanged 141 SP:Iteration 3F (701.550854 sec): 3 clusters Score: Raw -243555.300555 + Penalty 2499.194317 = -241056.106237 nChanged 101 SP:Iteration 4Q (701.588375 sec): 3 clusters Score: Raw -243651.693305 + Penalty 2499.194317 = -241152.498988 nChanged 91 SP:Iteration 5Q (701.624591 sec): 3 clusters Score: Raw -243718.229078 + Penalty 2499.194317 = -241219.034761 nChanged 59 SP:Iteration 6Q (701.662524 sec): 3 clusters Score: Raw -243764.225983 + Penalty 2499.194317 = -241265.031666 nChanged 49 SP:Iteration 7Q (701.690202 sec): 3 clusters Score: Raw -243793.074212 + Penalty 2499.194317 = -241293.879895 nChanged 44 SP:Iteration 8Q (701.730973 sec): 3 clusters Score: Raw -243824.358290 + Penalty 2499.194317 = -241325.163972 nChanged 34 SP:Iteration 9Q (701.778872 sec): 3 clusters Score: Raw -243843.749950 + Penalty 2499.194317 = -241344.555633 nChanged 17 SP:Iteration 10Q (701.814952 sec): 3 clusters Score: Raw -243852.888635 + Penalty 2499.194317 = -241353.694318 nChanged 24 SP:Iteration 11Q (701.867504 sec): 3 clusters Score: Raw -243867.471345 + Penalty 2499.194317 = -241368.277027 nChanged 22 SP:Iteration 12Q (701.906378 sec): 3 clusters Score: Raw -243876.127048 + Penalty 2499.194317 = -241376.932730 nChanged 12 SP:Iteration 13Q (701.948851 sec): 3 clusters Score: Raw -243882.805402 + Penalty 2499.194317 = -241383.611085 nChanged 10 SP:Iteration 14Q (701.990246 sec): 3 clusters Score: Raw -243890.020410 + Penalty 2499.194317 = -241390.826093 nChanged 18 SP:Iteration 15Q (702.019460 sec): 3 clusters Score: Raw -243898.858415 + Penalty 2499.194317 = -241399.664098 nChanged 14 SP:Iteration 16Q (702.057342 sec): 3 clusters Score: Raw -243906.168914 + Penalty 2499.194317 = -241406.974597 nChanged 16 SP:Iteration 17Q (702.094389 sec): 3 clusters Score: Raw -243914.786068 + Penalty 2499.194317 = -241415.591751 nChanged 9 SP:Iteration 18Q (702.128932 sec): 3 clusters Score: Raw -243920.383919 + Penalty 2499.194317 = -241421.189602 nChanged 10 SP:Iteration 19Q (702.162853 sec): 3 clusters Score: Raw -243927.815510 + Penalty 2499.194317 = -241428.621192 nChanged 14 SP:Iteration 20F (702.203717 sec): 3 clusters Score: Raw -243934.433260 + Penalty 2499.194317 = -241435.238943 nChanged 8 SP:Iteration 21Q (702.239878 sec): 3 clusters Score: Raw -243937.251246 + Penalty 2499.194317 = -241438.056929 nChanged 7 SP:Iteration 22Q (702.276203 sec): 3 clusters Score: Raw -243940.301248 + Penalty 2499.194317 = -241441.106931 nChanged 5 SP:Iteration 23Q (702.304325 sec): 3 clusters Score: Raw -243942.752015 + Penalty 2499.194317 = -241443.557697 nChanged 4 SP:Iteration 24Q (702.336880 sec): 3 clusters Score: Raw -243943.560919 + Penalty 2499.194317 = -241444.366601 nChanged 2 SP:Iteration 25Q (702.371680 sec): 3 clusters Score: Raw -243944.011889 + Penalty 2499.194317 = -241444.817572 nChanged 2 SP:Iteration 26Q (702.417364 sec): 3 clusters Score: Raw -243944.454004 + Penalty 2499.194317 = -241445.259687 nChanged 3 SP:Iteration 27Q (702.445038 sec): 3 clusters Score: Raw -243945.096101 + Penalty 2499.194317 = -241445.901784 nChanged 3 SP:Iteration 28Q (702.481399 sec): 3 clusters Score: Raw -243947.152312 + Penalty 2499.194317 = -241447.957995 nChanged 3 SP:Iteration 29Q (702.517876 sec): 3 clusters Score: Raw -243949.050269 + Penalty 2499.194317 = -241449.855952 nChanged 4 SP:Iteration 30Q (702.553792 sec): 3 clusters Score: Raw -243950.762308 + Penalty 2499.194317 = -241451.567991 nChanged 4 SP:Iteration 31Q (702.588852 sec): 3 clusters Score: Raw -243953.161930 + Penalty 2499.194317 = -241453.967612 nChanged 2 SP:Iteration 32Q (702.623364 sec): 3 clusters Score: Raw -243954.249587 + Penalty 2499.194317 = -241455.055270 nChanged 1 SP:Iteration 33Q (702.655488 sec): 3 clusters Score: Raw -243954.594463 + Penalty 2499.194317 = -241455.400146 nChanged 0 SP:Iteration 34F (702.689111 sec): 3 clusters Score: Raw -243954.594463 + Penalty 2499.194317 = -241455.400146 nChanged 0 Trying to split cluster 19 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (702.709425 sec): 2 clusters Score: Raw -146334.181927 + Penalty 1158.771060 = -145175.410867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (702.750878 sec): 3 clusters Score: Raw -145880.746376 + Penalty 2317.542120 = -143563.204256 nChanged 404 SP:Iteration 1F (702.785109 sec): 3 clusters Score: Raw -146499.821255 + Penalty 2317.542120 = -144182.279135 nChanged 164 SP:Iteration 2F (702.809898 sec): 3 clusters Score: Raw -146741.521719 + Penalty 2317.542120 = -144423.979599 nChanged 109 SP:Iteration 3F (702.846104 sec): 3 clusters Score: Raw -146882.792390 + Penalty 2317.542120 = -144565.250271 nChanged 78 SP:Iteration 4F (702.890287 sec): 3 clusters Score: Raw -146984.901131 + Penalty 2317.542120 = -144667.359011 nChanged 56 SP:Iteration 5Q (702.924684 sec): 3 clusters Score: Raw -147057.816802 + Penalty 2317.542120 = -144740.274683 nChanged 36 SP:Iteration 6Q (702.951879 sec): 3 clusters Score: Raw -147099.248291 + Penalty 2317.542120 = -144781.706171 nChanged 22 SP:Iteration 7Q (702.984885 sec): 3 clusters Score: Raw -147123.728244 + Penalty 2317.542120 = -144806.186124 nChanged 19 SP:Iteration 8Q (703.030502 sec): 3 clusters Score: Raw -147145.934800 + Penalty 2317.542120 = -144828.392680 nChanged 16 SP:Iteration 9Q (703.066390 sec): 3 clusters Score: Raw -147167.970271 + Penalty 2317.542120 = -144850.428151 nChanged 16 SP:Iteration 10Q (703.101719 sec): 3 clusters Score: Raw -147189.594197 + Penalty 2317.542120 = -144872.052077 nChanged 9 SP:Iteration 11Q (703.136158 sec): 3 clusters Score: Raw -147196.599354 + Penalty 2317.542120 = -144879.057235 nChanged 5 SP:Iteration 12Q (703.170328 sec): 3 clusters Score: Raw -147202.130436 + Penalty 2317.542120 = -144884.588316 nChanged 5 SP:Iteration 13Q (703.203496 sec): 3 clusters Score: Raw -147208.250090 + Penalty 2317.542120 = -144890.707970 nChanged 6 SP:Iteration 14Q (703.238118 sec): 3 clusters Score: Raw -147214.642363 + Penalty 2317.542120 = -144897.100243 nChanged 5 SP:Iteration 15Q (703.264457 sec): 3 clusters Score: Raw -147222.297204 + Penalty 2317.542120 = -144904.755084 nChanged 4 SP:Iteration 16Q (703.301747 sec): 3 clusters Score: Raw -147230.883695 + Penalty 2317.542120 = -144913.341575 nChanged 3 SP:Iteration 17Q (703.343871 sec): 3 clusters Score: Raw -147234.298311 + Penalty 2317.542120 = -144916.756191 nChanged 1 SP:Iteration 18Q (703.379208 sec): 3 clusters Score: Raw -147235.533516 + Penalty 2317.542120 = -144917.991396 nChanged 1 SP:Iteration 19Q (703.413378 sec): 3 clusters Score: Raw -147238.719523 + Penalty 2317.542120 = -144921.177403 nChanged 2 SP:Iteration 20F (703.454405 sec): 3 clusters Score: Raw -147241.157156 + Penalty 2317.542120 = -144923.615036 nChanged 0 Trying to split cluster 20 (14557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (703.490818 sec): 2 clusters Score: Raw -1819878.957523 + Penalty 1557.696929 = -1818321.260593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (703.557986 sec): 3 clusters Score: Raw -1811390.702815 + Penalty 3115.393858 = -1808275.308957 nChanged 6386 SP:Iteration 1F (703.619586 sec): 3 clusters Score: Raw -1814756.755187 + Penalty 3115.393858 = -1811641.361329 nChanged 835 SP:Iteration 2F (703.683009 sec): 3 clusters Score: Raw -1815122.193634 + Penalty 3115.393858 = -1812006.799776 nChanged 753 SP:Iteration 3F (703.740748 sec): 3 clusters Score: Raw -1815477.186901 + Penalty 3115.393858 = -1812361.793043 nChanged 755 SP:Iteration 4F (703.807907 sec): 3 clusters Score: Raw -1815887.201111 + Penalty 3115.393858 = -1812771.807252 nChanged 790 SP:Iteration 5F (703.856082 sec): 3 clusters Score: Raw -1816417.964161 + Penalty 3115.393858 = -1813302.570303 nChanged 843 SP:Iteration 6F (703.917488 sec): 3 clusters Score: Raw -1817005.909783 + Penalty 3115.393858 = -1813890.515924 nChanged 862 SP:Iteration 7F (703.968857 sec): 3 clusters Score: Raw -1817626.467510 + Penalty 3115.393858 = -1814511.073652 nChanged 854 SP:Iteration 8F (704.020980 sec): 3 clusters Score: Raw -1818313.381578 + Penalty 3115.393858 = -1815197.987720 nChanged 865 SP:Iteration 9F (704.073083 sec): 3 clusters Score: Raw -1818936.426693 + Penalty 3115.393858 = -1815821.032834 nChanged 686 SP:Iteration 10Q (704.126247 sec): 3 clusters Score: Raw -1819330.914764 + Penalty 3115.393858 = -1816215.520906 nChanged 509 SP:Iteration 11Q (704.179954 sec): 3 clusters Score: Raw -1819565.328691 + Penalty 3115.393858 = -1816449.934832 nChanged 355 SP:Iteration 12Q (704.237262 sec): 3 clusters Score: Raw -1819716.699861 + Penalty 3115.393858 = -1816601.306003 nChanged 275 SP:Iteration 13Q (704.289790 sec): 3 clusters Score: Raw -1819819.297564 + Penalty 3115.393858 = -1816703.903706 nChanged 214 SP:Iteration 14Q (704.343926 sec): 3 clusters Score: Raw -1819890.466788 + Penalty 3115.393858 = -1816775.072930 nChanged 170 SP:Iteration 15Q (704.396689 sec): 3 clusters Score: Raw -1819940.496724 + Penalty 3115.393858 = -1816825.102865 nChanged 140 SP:Iteration 16Q (704.450590 sec): 3 clusters Score: Raw -1819974.605266 + Penalty 3115.393858 = -1816859.211408 nChanged 115 SP:Iteration 17Q (704.505599 sec): 3 clusters Score: Raw -1820000.587428 + Penalty 3115.393858 = -1816885.193569 nChanged 98 SP:Iteration 18Q (704.562810 sec): 3 clusters Score: Raw -1820019.064279 + Penalty 3115.393858 = -1816903.670421 nChanged 78 SP:Iteration 19Q (704.617431 sec): 3 clusters Score: Raw -1820030.540297 + Penalty 3115.393858 = -1816915.146439 nChanged 61 SP:Iteration 20F (704.669796 sec): 3 clusters Score: Raw -1820038.501845 + Penalty 3115.393858 = -1816923.107987 nChanged 46 SP:Iteration 21Q (704.723819 sec): 3 clusters Score: Raw -1820044.798082 + Penalty 3115.393858 = -1816929.404224 nChanged 42 SP:Iteration 22Q (704.776306 sec): 3 clusters Score: Raw -1820050.061490 + Penalty 3115.393858 = -1816934.667631 nChanged 35 SP:Iteration 23Q (704.829665 sec): 3 clusters Score: Raw -1820054.894494 + Penalty 3115.393858 = -1816939.500636 nChanged 39 SP:Iteration 24Q (704.883098 sec): 3 clusters Score: Raw -1820058.782882 + Penalty 3115.393858 = -1816943.389024 nChanged 26 SP:Iteration 25Q (704.938690 sec): 3 clusters Score: Raw -1820061.126612 + Penalty 3115.393858 = -1816945.732754 nChanged 22 SP:Iteration 26Q (704.993436 sec): 3 clusters Score: Raw -1820063.150785 + Penalty 3115.393858 = -1816947.756926 nChanged 25 SP:Iteration 27Q (705.047396 sec): 3 clusters Score: Raw -1820065.813278 + Penalty 3115.393858 = -1816950.419419 nChanged 26 SP:Iteration 28Q (705.101681 sec): 3 clusters Score: Raw -1820068.951893 + Penalty 3115.393858 = -1816953.558035 nChanged 24 SP:Iteration 29Q (705.163015 sec): 3 clusters Score: Raw -1820071.416427 + Penalty 3115.393858 = -1816956.022568 nChanged 21 SP:Iteration 30Q (705.234385 sec): 3 clusters Score: Raw -1820073.476542 + Penalty 3115.393858 = -1816958.082684 nChanged 23 SP:Iteration 31Q (705.291045 sec): 3 clusters Score: Raw -1820076.061671 + Penalty 3115.393858 = -1816960.667813 nChanged 16 SP:Iteration 32Q (705.361138 sec): 3 clusters Score: Raw -1820077.194012 + Penalty 3115.393858 = -1816961.800153 nChanged 16 SP:Iteration 33Q (705.425886 sec): 3 clusters Score: Raw -1820078.514697 + Penalty 3115.393858 = -1816963.120839 nChanged 13 SP:Iteration 34Q (705.480562 sec): 3 clusters Score: Raw -1820079.574807 + Penalty 3115.393858 = -1816964.180949 nChanged 13 SP:Iteration 35Q (705.545998 sec): 3 clusters Score: Raw -1820080.469087 + Penalty 3115.393858 = -1816965.075228 nChanged 7 SP:Iteration 36Q (705.618277 sec): 3 clusters Score: Raw -1820080.879286 + Penalty 3115.393858 = -1816965.485427 nChanged 4 SP:Iteration 37Q (705.671172 sec): 3 clusters Score: Raw -1820081.167785 + Penalty 3115.393858 = -1816965.773926 nChanged 6 SP:Iteration 38Q (705.736323 sec): 3 clusters Score: Raw -1820081.731892 + Penalty 3115.393858 = -1816966.338034 nChanged 8 SP:Iteration 39Q (705.807295 sec): 3 clusters Score: Raw -1820082.477148 + Penalty 3115.393858 = -1816967.083290 nChanged 9 SP:Iteration 40F (705.861928 sec): 3 clusters Score: Raw -1820083.244954 + Penalty 3115.393858 = -1816967.851096 nChanged 7 SP:Iteration 41Q (705.922229 sec): 3 clusters Score: Raw -1820083.573850 + Penalty 3115.393858 = -1816968.179992 nChanged 2 SP:Iteration 42Q (705.980916 sec): 3 clusters Score: Raw -1820083.694364 + Penalty 3115.393858 = -1816968.300506 nChanged 1 SP:Iteration 43Q (706.041331 sec): 3 clusters Score: Raw -1820083.730310 + Penalty 3115.393858 = -1816968.336451 nChanged 1 SP:Iteration 44Q (706.103999 sec): 3 clusters Score: Raw -1820083.859786 + Penalty 3115.393858 = -1816968.465928 nChanged 2 SP:Iteration 45Q (706.176396 sec): 3 clusters Score: Raw -1820083.996145 + Penalty 3115.393858 = -1816968.602287 nChanged 1 SP:Iteration 46Q (706.240282 sec): 3 clusters Score: Raw -1820084.141336 + Penalty 3115.393858 = -1816968.747477 nChanged 0 SP:Iteration 47F (706.293555 sec): 3 clusters Score: Raw -1820084.141336 + Penalty 3115.393858 = -1816968.747477 nChanged 0 Trying to split cluster 21 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.325769 sec): 2 clusters Score: Raw -13131.284651 + Penalty 836.467852 = -12294.816799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.369381 sec): 3 clusters Score: Raw -13532.808363 + Penalty 1672.935705 = -11859.872658 nChanged 33 SP:Iteration 1F (706.413293 sec): 3 clusters Score: Raw -13735.079646 + Penalty 1672.935705 = -12062.143941 nChanged 9 SP:Iteration 2F (706.452437 sec): 3 clusters Score: Raw -13859.009771 + Penalty 1672.935705 = -12186.074066 nChanged 5 SP:Iteration 3Q (706.488734 sec): 3 clusters Score: Raw -13869.525544 + Penalty 1672.935705 = -12196.589839 nChanged 1 SP:Iteration 4Q (706.524037 sec): 3 clusters Score: Raw -13870.660174 + Penalty 1672.935705 = -12197.724469 nChanged 1 SP:Iteration 5Q (706.557089 sec): 3 clusters Score: Raw -13879.556175 + Penalty 1672.935705 = -12206.620470 nChanged 0 SP:Iteration 6F (706.592814 sec): 3 clusters Score: Raw -13879.556175 + Penalty 1672.935705 = -12206.620470 nChanged 0 Trying to split cluster 22 (21016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.646000 sec): 2 clusters Score: Raw -2655646.847856 + Penalty 1617.368891 = -2654029.478965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.712728 sec): 3 clusters Score: Raw -2642825.566032 + Penalty 3234.737783 = -2639590.828249 nChanged 9624 SP:Iteration 1F (706.782965 sec): 3 clusters Score: Raw -2648355.907040 + Penalty 3234.737783 = -2645121.169257 nChanged 1085 SP:Iteration 2F (706.849287 sec): 3 clusters Score: Raw -2648801.506476 + Penalty 3234.737783 = -2645566.768693 nChanged 1050 SP:Iteration 3Q (706.921618 sec): 3 clusters Score: Raw -2649301.714550 + Penalty 3234.737783 = -2646066.976768 nChanged 1082 SP:Iteration 4F (706.986568 sec): 3 clusters Score: Raw -2649887.862710 + Penalty 3234.737783 = -2646653.124927 nChanged 1134 SP:Iteration 5F (707.048454 sec): 3 clusters Score: Raw -2650599.823071 + Penalty 3234.737783 = -2647365.085288 nChanged 1175 SP:Iteration 6F (707.110413 sec): 3 clusters Score: Raw -2651422.638882 + Penalty 3234.737783 = -2648187.901099 nChanged 1176 SP:Iteration 7F (707.172999 sec): 3 clusters Score: Raw -2652341.153465 + Penalty 3234.737783 = -2649106.415682 nChanged 1091 SP:Iteration 8F (707.235206 sec): 3 clusters Score: Raw -2653211.544999 + Penalty 3234.737783 = -2649976.807216 nChanged 866 SP:Iteration 9Q (707.310486 sec): 3 clusters Score: Raw -2653854.766194 + Penalty 3234.737783 = -2650620.028412 nChanged 676 SP:Iteration 10Q (707.382899 sec): 3 clusters Score: Raw -2654314.539298 + Penalty 3234.737783 = -2651079.801515 nChanged 555 SP:Iteration 11Q (707.451655 sec): 3 clusters Score: Raw -2654654.727379 + Penalty 3234.737783 = -2651419.989597 nChanged 445 SP:Iteration 12Q (707.510926 sec): 3 clusters Score: Raw -2654935.210335 + Penalty 3234.737783 = -2651700.472552 nChanged 358 SP:Iteration 13Q (707.574381 sec): 3 clusters Score: Raw -2655156.631098 + Penalty 3234.737783 = -2651921.893315 nChanged 277 SP:Iteration 14Q (707.628130 sec): 3 clusters Score: Raw -2655325.844114 + Penalty 3234.737783 = -2652091.106331 nChanged 213 SP:Iteration 15Q (707.695009 sec): 3 clusters Score: Raw -2655458.259071 + Penalty 3234.737783 = -2652223.521288 nChanged 174 SP:Iteration 16Q (707.765744 sec): 3 clusters Score: Raw -2655564.046694 + Penalty 3234.737783 = -2652329.308912 nChanged 117 SP:Iteration 17Q (707.835567 sec): 3 clusters Score: Raw -2655638.737763 + Penalty 3234.737783 = -2652403.999980 nChanged 103 SP:Iteration 18Q (707.902635 sec): 3 clusters Score: Raw -2655704.553349 + Penalty 3234.737783 = -2652469.815567 nChanged 83 SP:Iteration 19Q (707.968021 sec): 3 clusters Score: Raw -2655751.818380 + Penalty 3234.737783 = -2652517.080597 nChanged 49 SP:Iteration 20F (708.035114 sec): 3 clusters Score: Raw -2655782.390287 + Penalty 3234.737783 = -2652547.652505 nChanged 44 SP:Iteration 21Q (708.100307 sec): 3 clusters Score: Raw -2655812.013670 + Penalty 3234.737783 = -2652577.275888 nChanged 37 SP:Iteration 22Q (708.160455 sec): 3 clusters Score: Raw -2655832.583897 + Penalty 3234.737783 = -2652597.846114 nChanged 23 SP:Iteration 23Q (708.220681 sec): 3 clusters Score: Raw -2655845.576612 + Penalty 3234.737783 = -2652610.838829 nChanged 14 SP:Iteration 24Q (708.280405 sec): 3 clusters Score: Raw -2655854.182840 + Penalty 3234.737783 = -2652619.445058 nChanged 12 SP:Iteration 25Q (708.340883 sec): 3 clusters Score: Raw -2655860.475626 + Penalty 3234.737783 = -2652625.737844 nChanged 11 SP:Iteration 26Q (708.405067 sec): 3 clusters Score: Raw -2655866.804870 + Penalty 3234.737783 = -2652632.067088 nChanged 7 SP:Iteration 27Q (708.471655 sec): 3 clusters Score: Raw -2655870.286641 + Penalty 3234.737783 = -2652635.548859 nChanged 4 SP:Iteration 28Q (708.534502 sec): 3 clusters Score: Raw -2655871.886354 + Penalty 3234.737783 = -2652637.148571 nChanged 4 SP:Iteration 29Q (708.593749 sec): 3 clusters Score: Raw -2655875.078710 + Penalty 3234.737783 = -2652640.340927 nChanged 4 SP:Iteration 30Q (708.652169 sec): 3 clusters Score: Raw -2655877.123968 + Penalty 3234.737783 = -2652642.386186 nChanged 1 SP:Iteration 31Q (708.711940 sec): 3 clusters Score: Raw -2655877.586109 + Penalty 3234.737783 = -2652642.848326 nChanged 0 SP:Iteration 32F (708.773932 sec): 3 clusters Score: Raw -2655877.586109 + Penalty 3234.737783 = -2652642.848326 nChanged 0 Iteration 179Q (711.189550 sec): 23 clusters Score: Raw -40648957.653357 + Penalty 45505.499431 = -40603452.153925 nChanged 169 Iteration 180F (715.114869 sec): 23 clusters Score: Raw -40648969.233052 + Penalty 45505.499431 = -40603463.733620 nChanged 173 Iteration 181Q (717.544517 sec): 23 clusters Score: Raw -40648983.850890 + Penalty 45505.499431 = -40603478.351458 nChanged 194 Iteration 182Q (719.906885 sec): 23 clusters Score: Raw -40648998.058775 + Penalty 45505.499431 = -40603492.559344 nChanged 213 Iteration 183Q (722.506265 sec): 23 clusters Score: Raw -40649015.091994 + Penalty 45505.499431 = -40603509.592562 nChanged 234 Iteration 184Q (725.145350 sec): 23 clusters Score: Raw -40649032.389250 + Penalty 45505.499431 = -40603526.889819 nChanged 215 Iteration 185Q (727.751600 sec): 23 clusters Score: Raw -40649049.623505 + Penalty 45505.499431 = -40603544.124073 nChanged 229 Iteration 186Q (730.358003 sec): 23 clusters Score: Raw -40649066.560060 + Penalty 45505.499431 = -40603561.060629 nChanged 220 Iteration 187Q (732.870759 sec): 23 clusters Score: Raw -40649081.220684 + Penalty 45505.499431 = -40603575.721253 nChanged 241 Iteration 188Q (735.226453 sec): 23 clusters Score: Raw -40649099.343937 + Penalty 45505.499431 = -40603593.844505 nChanged 232 Iteration 189Q (737.640295 sec): 23 clusters Score: Raw -40649115.267218 + Penalty 45505.499431 = -40603609.767786 nChanged 203 Iteration 190Q (740.170408 sec): 23 clusters Score: Raw -40649131.090011 + Penalty 45505.499431 = -40603625.590579 nChanged 208 Iteration 191Q (742.807923 sec): 23 clusters Score: Raw -40649147.271175 + Penalty 45505.499431 = -40603641.771744 nChanged 205 Iteration 192Q (745.375209 sec): 23 clusters Score: Raw -40649163.558136 + Penalty 45505.499431 = -40603658.058705 nChanged 220 Iteration 193Q (747.962027 sec): 23 clusters Score: Raw -40649183.518204 + Penalty 45505.499431 = -40603678.018773 nChanged 252 Iteration 194Q (750.626129 sec): 23 clusters Score: Raw -40649207.579271 + Penalty 45505.499431 = -40603702.079840 nChanged 260 Iteration 195Q (753.170446 sec): 23 clusters Score: Raw -40649232.269429 + Penalty 45505.499431 = -40603726.769997 nChanged 268 Iteration 196Q (755.656702 sec): 23 clusters Score: Raw -40649259.359811 + Penalty 45505.499431 = -40603753.860380 nChanged 283 Iteration 197Q (758.288552 sec): 23 clusters Score: Raw -40649286.777477 + Penalty 45505.499431 = -40603781.278045 nChanged 303 Iteration 198Q (760.847705 sec): 23 clusters Score: Raw -40649318.344572 + Penalty 45505.499431 = -40603812.845141 nChanged 318 Iteration 199Q (763.509407 sec): 23 clusters Score: Raw -40649356.444236 + Penalty 45505.499431 = -40603850.944804 nChanged 342 Iteration 200F (767.447410 sec): 23 clusters Score: Raw -40649403.461002 + Penalty 45505.499431 = -40603897.961571 nChanged 391 Iteration 201Q (770.110681 sec): 23 clusters Score: Raw -40649460.251888 + Penalty 45505.499431 = -40603954.752457 nChanged 413 Iteration 202Q (772.747760 sec): 23 clusters Score: Raw -40649529.883460 + Penalty 45505.499431 = -40604024.384029 nChanged 494 Iteration 203Q (775.364654 sec): 23 clusters Score: Raw -40649618.961130 + Penalty 45505.499431 = -40604113.461699 nChanged 590 Iteration 204Q (777.981123 sec): 23 clusters Score: Raw -40649725.450953 + Penalty 45505.499431 = -40604219.951521 nChanged 606 Iteration 205Q (780.604710 sec): 23 clusters Score: Raw -40649843.871526 + Penalty 45505.499431 = -40604338.372094 nChanged 648 Iteration 206Q (783.164983 sec): 23 clusters Score: Raw -40649983.101837 + Penalty 45505.499431 = -40604477.602405 nChanged 704 Iteration 207Q (785.564128 sec): 23 clusters Score: Raw -40650143.408752 + Penalty 45505.499431 = -40604637.909320 nChanged 807 Iteration 208Q (788.181896 sec): 23 clusters Score: Raw -40650357.190632 + Penalty 45505.499431 = -40604851.691201 nChanged 933 Iteration 209Q (790.821260 sec): 23 clusters Score: Raw -40650624.555298 + Penalty 45505.499431 = -40605119.055867 nChanged 1003 Iteration 210Q (793.471820 sec): 23 clusters Score: Raw -40650969.389379 + Penalty 45505.499431 = -40605463.889948 nChanged 1215 Iteration 211Q (796.159735 sec): 23 clusters Score: Raw -40651460.590251 + Penalty 45505.499431 = -40605955.090819 nChanged 1416 Iteration 212Q (798.886868 sec): 23 clusters Score: Raw -40652099.543673 + Penalty 45505.499431 = -40606594.044242 nChanged 1662 Iteration 213Q (801.469453 sec): 23 clusters Score: Raw -40652971.953048 + Penalty 45505.499431 = -40607466.453617 nChanged 1968 Iteration 214Q (804.028282 sec): 23 clusters Score: Raw -40654151.247317 + Penalty 45505.499431 = -40608645.747885 nChanged 2259 Iteration 215Q (806.447478 sec): 23 clusters Score: Raw -40655692.745996 + Penalty 45505.499431 = -40610187.246565 nChanged 2573 Iteration 216Q (809.128970 sec): 23 clusters Score: Raw -40657630.597701 + Penalty 45505.499431 = -40612125.098270 nChanged 2804 Iteration 217Q (811.699963 sec): 23 clusters Score: Raw -40659715.027530 + Penalty 45505.499431 = -40614209.528099 nChanged 2822 Iteration 218Q (814.479691 sec): 23 clusters Score: Raw -40661504.469870 + Penalty 45505.499431 = -40615998.970438 nChanged 2615 Writing temp clu file Because OldScore, -40614209.528099, is greater than current (better) Score,-40615998.970438 Compute initial score before splitting: Score: Raw -40661504.469870 + Penalty 45505.499431 = -40615998.970438 Trying to split cluster 1 (15383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (814.593833 sec): 2 clusters Score: Raw -1920495.097687 + Penalty 1566.665471 = -1918928.432216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (814.654487 sec): 3 clusters Score: Raw -1911417.850547 + Penalty 3133.330942 = -1908284.519605 nChanged 6832 SP:Iteration 1F (814.708341 sec): 3 clusters Score: Raw -1915648.806620 + Penalty 3133.330942 = -1912515.475679 nChanged 1199 SP:Iteration 2F (814.762145 sec): 3 clusters Score: Raw -1916500.651960 + Penalty 3133.330942 = -1913367.321018 nChanged 1222 SP:Iteration 3F (814.813314 sec): 3 clusters Score: Raw -1917536.751062 + Penalty 3133.330942 = -1914403.420121 nChanged 1197 SP:Iteration 4F (814.866717 sec): 3 clusters Score: Raw -1918592.758057 + Penalty 3133.330942 = -1915459.427115 nChanged 996 SP:Iteration 5F (814.935538 sec): 3 clusters Score: Raw -1919416.017044 + Penalty 3133.330942 = -1916282.686102 nChanged 758 SP:Iteration 6Q (815.002613 sec): 3 clusters Score: Raw -1919966.153574 + Penalty 3133.330942 = -1916832.822632 nChanged 511 SP:Iteration 7Q (815.070609 sec): 3 clusters Score: Raw -1920308.574051 + Penalty 3133.330942 = -1917175.243109 nChanged 398 SP:Iteration 8Q (815.136765 sec): 3 clusters Score: Raw -1920576.853081 + Penalty 3133.330942 = -1917443.522139 nChanged 311 SP:Iteration 9Q (815.202294 sec): 3 clusters Score: Raw -1920771.895370 + Penalty 3133.330942 = -1917638.564428 nChanged 243 SP:Iteration 10Q (815.268813 sec): 3 clusters Score: Raw -1920916.307420 + Penalty 3133.330942 = -1917782.976478 nChanged 213 SP:Iteration 11Q (815.324838 sec): 3 clusters Score: Raw -1921040.392661 + Penalty 3133.330942 = -1917907.061719 nChanged 200 SP:Iteration 12Q (815.390663 sec): 3 clusters Score: Raw -1921149.760361 + Penalty 3133.330942 = -1918016.429419 nChanged 181 SP:Iteration 13Q (815.455566 sec): 3 clusters Score: Raw -1921233.676973 + Penalty 3133.330942 = -1918100.346031 nChanged 136 SP:Iteration 14Q (815.525361 sec): 3 clusters Score: Raw -1921284.807531 + Penalty 3133.330942 = -1918151.476589 nChanged 113 SP:Iteration 15Q (815.588043 sec): 3 clusters Score: Raw -1921324.260910 + Penalty 3133.330942 = -1918190.929968 nChanged 87 SP:Iteration 16Q (815.651297 sec): 3 clusters Score: Raw -1921345.177304 + Penalty 3133.330942 = -1918211.846362 nChanged 67 SP:Iteration 17Q (815.713298 sec): 3 clusters Score: Raw -1921363.256175 + Penalty 3133.330942 = -1918229.925233 nChanged 58 SP:Iteration 18Q (815.776367 sec): 3 clusters Score: Raw -1921378.914071 + Penalty 3133.330942 = -1918245.583129 nChanged 61 SP:Iteration 19Q (815.841382 sec): 3 clusters Score: Raw -1921394.194203 + Penalty 3133.330942 = -1918260.863261 nChanged 49 SP:Iteration 20F (815.906891 sec): 3 clusters Score: Raw -1921405.090296 + Penalty 3133.330942 = -1918271.759354 nChanged 49 SP:Iteration 21Q (815.971225 sec): 3 clusters Score: Raw -1921416.146676 + Penalty 3133.330942 = -1918282.815734 nChanged 49 SP:Iteration 22Q (816.034918 sec): 3 clusters Score: Raw -1921424.516938 + Penalty 3133.330942 = -1918291.185996 nChanged 45 SP:Iteration 23Q (816.092385 sec): 3 clusters Score: Raw -1921432.733150 + Penalty 3133.330942 = -1918299.402208 nChanged 41 SP:Iteration 24Q (816.161206 sec): 3 clusters Score: Raw -1921441.286043 + Penalty 3133.330942 = -1918307.955101 nChanged 41 SP:Iteration 25Q (816.225653 sec): 3 clusters Score: Raw -1921448.648832 + Penalty 3133.330942 = -1918315.317890 nChanged 35 SP:Iteration 26Q (816.279226 sec): 3 clusters Score: Raw -1921453.517972 + Penalty 3133.330942 = -1918320.187031 nChanged 26 SP:Iteration 27Q (816.344413 sec): 3 clusters Score: Raw -1921456.588343 + Penalty 3133.330942 = -1918323.257401 nChanged 19 SP:Iteration 28Q (816.407501 sec): 3 clusters Score: Raw -1921458.795007 + Penalty 3133.330942 = -1918325.464065 nChanged 16 SP:Iteration 29Q (816.460653 sec): 3 clusters Score: Raw -1921460.789268 + Penalty 3133.330942 = -1918327.458326 nChanged 10 SP:Iteration 30Q (816.534517 sec): 3 clusters Score: Raw -1921461.763050 + Penalty 3133.330942 = -1918328.432108 nChanged 7 SP:Iteration 31Q (816.602142 sec): 3 clusters Score: Raw -1921463.168545 + Penalty 3133.330942 = -1918329.837603 nChanged 12 SP:Iteration 32Q (816.654460 sec): 3 clusters Score: Raw -1921464.861818 + Penalty 3133.330942 = -1918331.530876 nChanged 15 SP:Iteration 33Q (816.717709 sec): 3 clusters Score: Raw -1921466.414147 + Penalty 3133.330942 = -1918333.083205 nChanged 13 SP:Iteration 34Q (816.785232 sec): 3 clusters Score: Raw -1921467.691244 + Penalty 3133.330942 = -1918334.360302 nChanged 10 SP:Iteration 35Q (816.848952 sec): 3 clusters Score: Raw -1921468.642121 + Penalty 3133.330942 = -1918335.311179 nChanged 9 SP:Iteration 36Q (816.909690 sec): 3 clusters Score: Raw -1921469.700873 + Penalty 3133.330942 = -1918336.369932 nChanged 9 SP:Iteration 37Q (816.974268 sec): 3 clusters Score: Raw -1921470.586224 + Penalty 3133.330942 = -1918337.255282 nChanged 9 SP:Iteration 38Q (817.033651 sec): 3 clusters Score: Raw -1921471.367721 + Penalty 3133.330942 = -1918338.036779 nChanged 6 SP:Iteration 39Q (817.098701 sec): 3 clusters Score: Raw -1921471.887921 + Penalty 3133.330942 = -1918338.556979 nChanged 6 SP:Iteration 40F (817.157230 sec): 3 clusters Score: Raw -1921472.489255 + Penalty 3133.330942 = -1918339.158313 nChanged 10 SP:Iteration 41Q (817.221826 sec): 3 clusters Score: Raw -1921473.544826 + Penalty 3133.330942 = -1918340.213884 nChanged 6 SP:Iteration 42Q (817.283031 sec): 3 clusters Score: Raw -1921474.005326 + Penalty 3133.330942 = -1918340.674384 nChanged 12 SP:Iteration 43Q (817.347285 sec): 3 clusters Score: Raw -1921475.173560 + Penalty 3133.330942 = -1918341.842618 nChanged 9 SP:Iteration 44Q (817.411190 sec): 3 clusters Score: Raw -1921476.029564 + Penalty 3133.330942 = -1918342.698622 nChanged 6 SP:Iteration 45Q (817.475116 sec): 3 clusters Score: Raw -1921476.447581 + Penalty 3133.330942 = -1918343.116639 nChanged 2 SP:Iteration 46Q (817.538852 sec): 3 clusters Score: Raw -1921476.565822 + Penalty 3133.330942 = -1918343.234880 nChanged 0 SP:Iteration 47F (817.602077 sec): 3 clusters Score: Raw -1921476.565822 + Penalty 3133.330942 = -1918343.234880 nChanged 0 Trying to split cluster 2 (28863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (817.663519 sec): 2 clusters Score: Raw -3642583.224487 + Penalty 1668.926314 = -3640914.298173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (817.734235 sec): 3 clusters Score: Raw -3624676.837147 + Penalty 3337.852628 = -3621338.984520 nChanged 13390 SP:Iteration 1F (817.813604 sec): 3 clusters Score: Raw -3632350.711915 + Penalty 3337.852628 = -3629012.859287 nChanged 1563 SP:Iteration 2F (817.889900 sec): 3 clusters Score: Raw -3633068.836444 + Penalty 3337.852628 = -3629730.983817 nChanged 1648 SP:Iteration 3F (817.966240 sec): 3 clusters Score: Raw -3634013.696358 + Penalty 3337.852628 = -3630675.843731 nChanged 1752 SP:Iteration 4F (818.042345 sec): 3 clusters Score: Raw -3635234.171910 + Penalty 3337.852628 = -3631896.319283 nChanged 1893 SP:Iteration 5F (818.117612 sec): 3 clusters Score: Raw -3636693.075530 + Penalty 3337.852628 = -3633355.222902 nChanged 1895 SP:Iteration 6F (818.201645 sec): 3 clusters Score: Raw -3638209.644232 + Penalty 3337.852628 = -3634871.791605 nChanged 1772 SP:Iteration 7F (818.282152 sec): 3 clusters Score: Raw -3639422.153970 + Penalty 3337.852628 = -3636084.301342 nChanged 1414 SP:Iteration 8Q (818.360555 sec): 3 clusters Score: Raw -3640137.143847 + Penalty 3337.852628 = -3636799.291219 nChanged 1012 SP:Iteration 9Q (818.445031 sec): 3 clusters Score: Raw -3640483.007730 + Penalty 3337.852628 = -3637145.155103 nChanged 700 SP:Iteration 10Q (818.532633 sec): 3 clusters Score: Raw -3640655.615433 + Penalty 3337.852628 = -3637317.762806 nChanged 474 SP:Iteration 11Q (818.614067 sec): 3 clusters Score: Raw -3640758.861524 + Penalty 3337.852628 = -3637421.008896 nChanged 380 SP:Iteration 12Q (818.698311 sec): 3 clusters Score: Raw -3640843.303315 + Penalty 3337.852628 = -3637505.450687 nChanged 343 SP:Iteration 13Q (818.779570 sec): 3 clusters Score: Raw -3640927.358683 + Penalty 3337.852628 = -3637589.506056 nChanged 346 SP:Iteration 14Q (818.864213 sec): 3 clusters Score: Raw -3641012.432403 + Penalty 3337.852628 = -3637674.579775 nChanged 357 SP:Iteration 15Q (818.950486 sec): 3 clusters Score: Raw -3641095.235612 + Penalty 3337.852628 = -3637757.382985 nChanged 348 SP:Iteration 16Q (819.037815 sec): 3 clusters Score: Raw -3641176.273040 + Penalty 3337.852628 = -3637838.420412 nChanged 327 SP:Iteration 17Q (819.125697 sec): 3 clusters Score: Raw -3641254.032456 + Penalty 3337.852628 = -3637916.179828 nChanged 323 SP:Iteration 18Q (819.213174 sec): 3 clusters Score: Raw -3641332.456108 + Penalty 3337.852628 = -3637994.603481 nChanged 350 SP:Iteration 19Q (819.300120 sec): 3 clusters Score: Raw -3641423.665449 + Penalty 3337.852628 = -3638085.812821 nChanged 364 SP:Iteration 20F (819.375739 sec): 3 clusters Score: Raw -3641524.629482 + Penalty 3337.852628 = -3638186.776855 nChanged 402 SP:Iteration 21Q (819.451389 sec): 3 clusters Score: Raw -3641646.218988 + Penalty 3337.852628 = -3638308.366361 nChanged 422 SP:Iteration 22Q (819.529607 sec): 3 clusters Score: Raw -3641787.887767 + Penalty 3337.852628 = -3638450.035140 nChanged 427 SP:Iteration 23Q (819.618362 sec): 3 clusters Score: Raw -3641928.106120 + Penalty 3337.852628 = -3638590.253492 nChanged 432 SP:Iteration 24Q (819.704131 sec): 3 clusters Score: Raw -3642072.331663 + Penalty 3337.852628 = -3638734.479036 nChanged 450 SP:Iteration 25Q (819.790548 sec): 3 clusters Score: Raw -3642232.601070 + Penalty 3337.852628 = -3638894.748442 nChanged 442 SP:Iteration 26Q (819.867922 sec): 3 clusters Score: Raw -3642406.547284 + Penalty 3337.852628 = -3639068.694657 nChanged 471 SP:Iteration 27Q (819.938700 sec): 3 clusters Score: Raw -3642596.629996 + Penalty 3337.852628 = -3639258.777369 nChanged 430 SP:Iteration 28Q (820.015049 sec): 3 clusters Score: Raw -3642772.411323 + Penalty 3337.852628 = -3639434.558695 nChanged 434 SP:Iteration 29Q (820.090104 sec): 3 clusters Score: Raw -3642965.199475 + Penalty 3337.852628 = -3639627.346848 nChanged 435 SP:Iteration 30Q (820.170861 sec): 3 clusters Score: Raw -3643176.428403 + Penalty 3337.852628 = -3639838.575776 nChanged 386 SP:Iteration 31Q (820.239942 sec): 3 clusters Score: Raw -3643337.635045 + Penalty 3337.852628 = -3639999.782418 nChanged 320 SP:Iteration 32Q (820.315876 sec): 3 clusters Score: Raw -3643448.685207 + Penalty 3337.852628 = -3640110.832579 nChanged 262 SP:Iteration 33Q (820.391255 sec): 3 clusters Score: Raw -3643526.578675 + Penalty 3337.852628 = -3640188.726047 nChanged 234 SP:Iteration 34Q (820.465836 sec): 3 clusters Score: Raw -3643597.386091 + Penalty 3337.852628 = -3640259.533464 nChanged 219 SP:Iteration 35Q (820.540960 sec): 3 clusters Score: Raw -3643654.524732 + Penalty 3337.852628 = -3640316.672105 nChanged 187 SP:Iteration 36Q (820.620853 sec): 3 clusters Score: Raw -3643697.400877 + Penalty 3337.852628 = -3640359.548250 nChanged 156 SP:Iteration 37Q (820.685922 sec): 3 clusters Score: Raw -3643726.494559 + Penalty 3337.852628 = -3640388.641932 nChanged 138 SP:Iteration 38Q (820.770100 sec): 3 clusters Score: Raw -3643749.946538 + Penalty 3337.852628 = -3640412.093910 nChanged 122 SP:Iteration 39Q (820.840446 sec): 3 clusters Score: Raw -3643772.634044 + Penalty 3337.852628 = -3640434.781417 nChanged 111 SP:Iteration 40F (820.915708 sec): 3 clusters Score: Raw -3643792.495321 + Penalty 3337.852628 = -3640454.642694 nChanged 99 SP:Iteration 41Q (820.990290 sec): 3 clusters Score: Raw -3643810.413708 + Penalty 3337.852628 = -3640472.561080 nChanged 95 SP:Iteration 42Q (821.061085 sec): 3 clusters Score: Raw -3643825.910184 + Penalty 3337.852628 = -3640488.057556 nChanged 88 SP:Iteration 43Q (821.137762 sec): 3 clusters Score: Raw -3643841.011730 + Penalty 3337.852628 = -3640503.159103 nChanged 91 SP:Iteration 44Q (821.209957 sec): 3 clusters Score: Raw -3643856.732088 + Penalty 3337.852628 = -3640518.879460 nChanged 78 SP:Iteration 45Q (821.283079 sec): 3 clusters Score: Raw -3643868.354813 + Penalty 3337.852628 = -3640530.502185 nChanged 66 SP:Iteration 46Q (821.357271 sec): 3 clusters Score: Raw -3643877.283225 + Penalty 3337.852628 = -3640539.430598 nChanged 51 SP:Iteration 47Q (821.435212 sec): 3 clusters Score: Raw -3643883.130692 + Penalty 3337.852628 = -3640545.278064 nChanged 44 SP:Iteration 48Q (821.517186 sec): 3 clusters Score: Raw -3643888.214534 + Penalty 3337.852628 = -3640550.361906 nChanged 37 SP:Iteration 49Q (821.593848 sec): 3 clusters Score: Raw -3643892.789009 + Penalty 3337.852628 = -3640554.936382 nChanged 42 SP:Iteration 50Q (821.664143 sec): 3 clusters Score: Raw -3643896.542185 + Penalty 3337.852628 = -3640558.689558 nChanged 35 SP:Iteration 51Q (821.744251 sec): 3 clusters Score: Raw -3643900.467387 + Penalty 3337.852628 = -3640562.614759 nChanged 35 SP:Iteration 52Q (821.829927 sec): 3 clusters Score: Raw -3643903.716249 + Penalty 3337.852628 = -3640565.863621 nChanged 35 SP:Iteration 53Q (821.914072 sec): 3 clusters Score: Raw -3643906.758720 + Penalty 3337.852628 = -3640568.906092 nChanged 33 SP:Iteration 54Q (821.993990 sec): 3 clusters Score: Raw -3643910.726715 + Penalty 3337.852628 = -3640572.874087 nChanged 42 SP:Iteration 55Q (822.073716 sec): 3 clusters Score: Raw -3643915.145177 + Penalty 3337.852628 = -3640577.292549 nChanged 39 SP:Iteration 56Q (822.154472 sec): 3 clusters Score: Raw -3643920.105797 + Penalty 3337.852628 = -3640582.253170 nChanged 38 SP:Iteration 57Q (822.239852 sec): 3 clusters Score: Raw -3643924.082206 + Penalty 3337.852628 = -3640586.229579 nChanged 30 SP:Iteration 58Q (822.320291 sec): 3 clusters Score: Raw -3643926.693558 + Penalty 3337.852628 = -3640588.840930 nChanged 24 SP:Iteration 59Q (822.402298 sec): 3 clusters Score: Raw -3643928.781142 + Penalty 3337.852628 = -3640590.928514 nChanged 18 SP:Iteration 60F (822.482103 sec): 3 clusters Score: Raw -3643930.423399 + Penalty 3337.852628 = -3640592.570771 nChanged 19 SP:Iteration 61Q (822.566038 sec): 3 clusters Score: Raw -3643931.820227 + Penalty 3337.852628 = -3640593.967600 nChanged 14 SP:Iteration 62Q (822.646130 sec): 3 clusters Score: Raw -3643932.713569 + Penalty 3337.852628 = -3640594.860941 nChanged 11 SP:Iteration 63Q (822.730841 sec): 3 clusters Score: Raw -3643933.745980 + Penalty 3337.852628 = -3640595.893352 nChanged 16 SP:Iteration 64Q (822.814993 sec): 3 clusters Score: Raw -3643935.309655 + Penalty 3337.852628 = -3640597.457027 nChanged 16 SP:Iteration 65Q (822.898224 sec): 3 clusters Score: Raw -3643936.857061 + Penalty 3337.852628 = -3640599.004434 nChanged 20 SP:Iteration 66Q (822.970601 sec): 3 clusters Score: Raw -3643938.469865 + Penalty 3337.852628 = -3640600.617237 nChanged 16 SP:Iteration 67Q (823.049807 sec): 3 clusters Score: Raw -3643940.164710 + Penalty 3337.852628 = -3640602.312083 nChanged 16 SP:Iteration 68Q (823.130071 sec): 3 clusters Score: Raw -3643942.354311 + Penalty 3337.852628 = -3640604.501684 nChanged 19 SP:Iteration 69Q (823.212966 sec): 3 clusters Score: Raw -3643944.258961 + Penalty 3337.852628 = -3640606.406334 nChanged 13 SP:Iteration 70Q (823.293489 sec): 3 clusters Score: Raw -3643945.307290 + Penalty 3337.852628 = -3640607.454663 nChanged 13 SP:Iteration 71Q (823.372703 sec): 3 clusters Score: Raw -3643946.452691 + Penalty 3337.852628 = -3640608.600063 nChanged 18 SP:Iteration 72Q (823.449322 sec): 3 clusters Score: Raw -3643948.073912 + Penalty 3337.852628 = -3640610.221285 nChanged 13 SP:Iteration 73Q (823.522888 sec): 3 clusters Score: Raw -3643949.009866 + Penalty 3337.852628 = -3640611.157239 nChanged 11 SP:Iteration 74Q (823.590812 sec): 3 clusters Score: Raw -3643949.509131 + Penalty 3337.852628 = -3640611.656504 nChanged 7 SP:Iteration 75Q (823.663389 sec): 3 clusters Score: Raw -3643949.854949 + Penalty 3337.852628 = -3640612.002322 nChanged 5 SP:Iteration 76Q (823.737480 sec): 3 clusters Score: Raw -3643950.071087 + Penalty 3337.852628 = -3640612.218460 nChanged 3 SP:Iteration 77Q (823.811859 sec): 3 clusters Score: Raw -3643950.320758 + Penalty 3337.852628 = -3640612.468130 nChanged 5 SP:Iteration 78Q (823.885912 sec): 3 clusters Score: Raw -3643950.839477 + Penalty 3337.852628 = -3640612.986849 nChanged 7 SP:Iteration 79Q (823.959431 sec): 3 clusters Score: Raw -3643951.409963 + Penalty 3337.852628 = -3640613.557336 nChanged 7 SP:Iteration 80F (824.038898 sec): 3 clusters Score: Raw -3643951.835318 + Penalty 3337.852628 = -3640613.982691 nChanged 8 SP:Iteration 81Q (824.112426 sec): 3 clusters Score: Raw -3643952.500707 + Penalty 3337.852628 = -3640614.648079 nChanged 6 SP:Iteration 82Q (824.185996 sec): 3 clusters Score: Raw -3643952.955201 + Penalty 3337.852628 = -3640615.102573 nChanged 9 SP:Iteration 83Q (824.256634 sec): 3 clusters Score: Raw -3643953.752796 + Penalty 3337.852628 = -3640615.900168 nChanged 4 SP:Iteration 84Q (824.325641 sec): 3 clusters Score: Raw -3643953.982247 + Penalty 3337.852628 = -3640616.129619 nChanged 3 SP:Iteration 85Q (824.388831 sec): 3 clusters Score: Raw -3643954.233719 + Penalty 3337.852628 = -3640616.381092 nChanged 5 SP:Iteration 86Q (824.458810 sec): 3 clusters Score: Raw -3643954.548158 + Penalty 3337.852628 = -3640616.695531 nChanged 3 SP:Iteration 87Q (824.535621 sec): 3 clusters Score: Raw -3643954.693402 + Penalty 3337.852628 = -3640616.840775 nChanged 2 SP:Iteration 88Q (824.606222 sec): 3 clusters Score: Raw -3643954.753313 + Penalty 3337.852628 = -3640616.900686 nChanged 1 SP:Iteration 89Q (824.678330 sec): 3 clusters Score: Raw -3643954.793315 + Penalty 3337.852628 = -3640616.940688 nChanged 2 SP:Iteration 90Q (824.751384 sec): 3 clusters Score: Raw -3643954.926192 + Penalty 3337.852628 = -3640617.073564 nChanged 5 SP:Iteration 91Q (824.826101 sec): 3 clusters Score: Raw -3643955.318981 + Penalty 3337.852628 = -3640617.466354 nChanged 5 SP:Iteration 92Q (824.899740 sec): 3 clusters Score: Raw -3643955.574110 + Penalty 3337.852628 = -3640617.721482 nChanged 6 SP:Iteration 93Q (824.969515 sec): 3 clusters Score: Raw -3643956.066185 + Penalty 3337.852628 = -3640618.213557 nChanged 8 SP:Iteration 94Q (825.050150 sec): 3 clusters Score: Raw -3643956.571971 + Penalty 3337.852628 = -3640618.719343 nChanged 10 SP:Iteration 95Q (825.118224 sec): 3 clusters Score: Raw -3643957.197114 + Penalty 3337.852628 = -3640619.344486 nChanged 4 SP:Iteration 96Q (825.194736 sec): 3 clusters Score: Raw -3643957.540127 + Penalty 3337.852628 = -3640619.687500 nChanged 7 SP:Iteration 97Q (825.273548 sec): 3 clusters Score: Raw -3643958.010376 + Penalty 3337.852628 = -3640620.157748 nChanged 7 SP:Iteration 98Q (825.357598 sec): 3 clusters Score: Raw -3643958.499350 + Penalty 3337.852628 = -3640620.646722 nChanged 5 SP:Iteration 99Q (825.446929 sec): 3 clusters Score: Raw -3643958.833385 + Penalty 3337.852628 = -3640620.980757 nChanged 2 SP:Iteration 100F (825.530793 sec): 3 clusters Score: Raw -3643958.975480 + Penalty 3337.852628 = -3640621.122852 nChanged 3 SP:Iteration 101Q (825.613767 sec): 3 clusters Score: Raw -3643959.163132 + Penalty 3337.852628 = -3640621.310505 nChanged 2 SP:Iteration 102Q (825.695728 sec): 3 clusters Score: Raw -3643959.265472 + Penalty 3337.852628 = -3640621.412845 nChanged 0 SP:Iteration 103F (825.776794 sec): 3 clusters Score: Raw -3643959.265472 + Penalty 3337.852628 = -3640621.412845 nChanged 0 Trying to split cluster 3 (12974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (825.804362 sec): 2 clusters Score: Raw -1563928.854026 + Penalty 1538.989178 = -1562389.864848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (825.871111 sec): 3 clusters Score: Raw -1556423.679276 + Penalty 3077.978356 = -1553345.700920 nChanged 5709 SP:Iteration 1F (825.921835 sec): 3 clusters Score: Raw -1559554.784281 + Penalty 3077.978356 = -1556476.805925 nChanged 751 SP:Iteration 2F (825.988965 sec): 3 clusters Score: Raw -1559870.519154 + Penalty 3077.978356 = -1556792.540798 nChanged 657 SP:Iteration 3F (826.047478 sec): 3 clusters Score: Raw -1560196.028998 + Penalty 3077.978356 = -1557118.050642 nChanged 680 SP:Iteration 4F (826.106793 sec): 3 clusters Score: Raw -1560576.156523 + Penalty 3077.978356 = -1557498.178167 nChanged 727 SP:Iteration 5F (826.170351 sec): 3 clusters Score: Raw -1561072.716150 + Penalty 3077.978356 = -1557994.737794 nChanged 838 SP:Iteration 6F (826.228789 sec): 3 clusters Score: Raw -1561719.855432 + Penalty 3077.978356 = -1558641.877076 nChanged 874 SP:Iteration 7F (826.284194 sec): 3 clusters Score: Raw -1562424.310689 + Penalty 3077.978356 = -1559346.332333 nChanged 848 SP:Iteration 8F (826.333863 sec): 3 clusters Score: Raw -1563092.809215 + Penalty 3077.978356 = -1560014.830859 nChanged 674 SP:Iteration 9F (826.384438 sec): 3 clusters Score: Raw -1563541.203155 + Penalty 3077.978356 = -1560463.224799 nChanged 463 SP:Iteration 10Q (826.434916 sec): 3 clusters Score: Raw -1563804.749342 + Penalty 3077.978356 = -1560726.770986 nChanged 323 SP:Iteration 11Q (826.489620 sec): 3 clusters Score: Raw -1563949.675645 + Penalty 3077.978356 = -1560871.697289 nChanged 216 SP:Iteration 12Q (826.538921 sec): 3 clusters Score: Raw -1564029.473996 + Penalty 3077.978356 = -1560951.495640 nChanged 164 SP:Iteration 13Q (826.592170 sec): 3 clusters Score: Raw -1564080.810006 + Penalty 3077.978356 = -1561002.831650 nChanged 129 SP:Iteration 14Q (826.650869 sec): 3 clusters Score: Raw -1564113.966268 + Penalty 3077.978356 = -1561035.987912 nChanged 92 SP:Iteration 15Q (826.703485 sec): 3 clusters Score: Raw -1564136.346457 + Penalty 3077.978356 = -1561058.368101 nChanged 73 SP:Iteration 16Q (826.769908 sec): 3 clusters Score: Raw -1564151.770994 + Penalty 3077.978356 = -1561073.792638 nChanged 62 SP:Iteration 17Q (826.824984 sec): 3 clusters Score: Raw -1564162.620186 + Penalty 3077.978356 = -1561084.641830 nChanged 55 SP:Iteration 18Q (826.872328 sec): 3 clusters Score: Raw -1564171.011788 + Penalty 3077.978356 = -1561093.033432 nChanged 53 SP:Iteration 19Q (826.929436 sec): 3 clusters Score: Raw -1564179.762644 + Penalty 3077.978356 = -1561101.784288 nChanged 46 SP:Iteration 20F (826.981974 sec): 3 clusters Score: Raw -1564186.225263 + Penalty 3077.978356 = -1561108.246907 nChanged 43 SP:Iteration 21Q (827.046090 sec): 3 clusters Score: Raw -1564192.607545 + Penalty 3077.978356 = -1561114.629189 nChanged 34 SP:Iteration 22Q (827.102821 sec): 3 clusters Score: Raw -1564197.966228 + Penalty 3077.978356 = -1561119.987872 nChanged 34 SP:Iteration 23Q (827.153611 sec): 3 clusters Score: Raw -1564202.786155 + Penalty 3077.978356 = -1561124.807799 nChanged 40 SP:Iteration 24Q (827.206448 sec): 3 clusters Score: Raw -1564208.799740 + Penalty 3077.978356 = -1561130.821384 nChanged 41 SP:Iteration 25Q (827.272406 sec): 3 clusters Score: Raw -1564214.292421 + Penalty 3077.978356 = -1561136.314065 nChanged 38 SP:Iteration 26Q (827.328778 sec): 3 clusters Score: Raw -1564219.984286 + Penalty 3077.978356 = -1561142.005930 nChanged 38 SP:Iteration 27Q (827.379566 sec): 3 clusters Score: Raw -1564226.344330 + Penalty 3077.978356 = -1561148.365974 nChanged 39 SP:Iteration 28Q (827.432141 sec): 3 clusters Score: Raw -1564232.918977 + Penalty 3077.978356 = -1561154.940621 nChanged 37 SP:Iteration 29Q (827.492413 sec): 3 clusters Score: Raw -1564238.140609 + Penalty 3077.978356 = -1561160.162253 nChanged 30 SP:Iteration 30Q (827.552798 sec): 3 clusters Score: Raw -1564242.310176 + Penalty 3077.978356 = -1561164.331820 nChanged 34 SP:Iteration 31Q (827.602000 sec): 3 clusters Score: Raw -1564247.601786 + Penalty 3077.978356 = -1561169.623430 nChanged 38 SP:Iteration 32Q (827.661265 sec): 3 clusters Score: Raw -1564254.309393 + Penalty 3077.978356 = -1561176.331037 nChanged 34 SP:Iteration 33Q (827.721032 sec): 3 clusters Score: Raw -1564260.414729 + Penalty 3077.978356 = -1561182.436373 nChanged 30 SP:Iteration 34Q (827.770983 sec): 3 clusters Score: Raw -1564264.873207 + Penalty 3077.978356 = -1561186.894851 nChanged 37 SP:Iteration 35Q (827.829598 sec): 3 clusters Score: Raw -1564270.149649 + Penalty 3077.978356 = -1561192.171293 nChanged 29 SP:Iteration 36Q (827.894404 sec): 3 clusters Score: Raw -1564273.180106 + Penalty 3077.978356 = -1561195.201750 nChanged 25 SP:Iteration 37Q (827.941241 sec): 3 clusters Score: Raw -1564275.907602 + Penalty 3077.978356 = -1561197.929246 nChanged 21 SP:Iteration 38Q (827.993827 sec): 3 clusters Score: Raw -1564278.526396 + Penalty 3077.978356 = -1561200.548040 nChanged 17 SP:Iteration 39Q (828.054663 sec): 3 clusters Score: Raw -1564280.726541 + Penalty 3077.978356 = -1561202.748185 nChanged 14 SP:Iteration 40F (828.109902 sec): 3 clusters Score: Raw -1564282.343299 + Penalty 3077.978356 = -1561204.364944 nChanged 8 SP:Iteration 41Q (828.169791 sec): 3 clusters Score: Raw -1564283.222341 + Penalty 3077.978356 = -1561205.243985 nChanged 8 SP:Iteration 42Q (828.227684 sec): 3 clusters Score: Raw -1564284.248069 + Penalty 3077.978356 = -1561206.269713 nChanged 10 SP:Iteration 43Q (828.278076 sec): 3 clusters Score: Raw -1564285.703546 + Penalty 3077.978356 = -1561207.725190 nChanged 10 SP:Iteration 44Q (828.328963 sec): 3 clusters Score: Raw -1564286.933881 + Penalty 3077.978356 = -1561208.955525 nChanged 9 SP:Iteration 45Q (828.392401 sec): 3 clusters Score: Raw -1564287.733255 + Penalty 3077.978356 = -1561209.754899 nChanged 7 SP:Iteration 46Q (828.448834 sec): 3 clusters Score: Raw -1564288.698406 + Penalty 3077.978356 = -1561210.720050 nChanged 12 SP:Iteration 47Q (828.499333 sec): 3 clusters Score: Raw -1564290.147278 + Penalty 3077.978356 = -1561212.168922 nChanged 9 SP:Iteration 48Q (828.551390 sec): 3 clusters Score: Raw -1564291.198221 + Penalty 3077.978356 = -1561213.219865 nChanged 7 SP:Iteration 49Q (828.610911 sec): 3 clusters Score: Raw -1564291.857207 + Penalty 3077.978356 = -1561213.878851 nChanged 3 SP:Iteration 50Q (828.670374 sec): 3 clusters Score: Raw -1564292.234182 + Penalty 3077.978356 = -1561214.255826 nChanged 4 SP:Iteration 51Q (828.720945 sec): 3 clusters Score: Raw -1564292.735967 + Penalty 3077.978356 = -1561214.757611 nChanged 3 SP:Iteration 52Q (828.782766 sec): 3 clusters Score: Raw -1564292.882089 + Penalty 3077.978356 = -1561214.903733 nChanged 0 SP:Iteration 53F (828.844079 sec): 3 clusters Score: Raw -1564292.882089 + Penalty 3077.978356 = -1561214.903733 nChanged 0 Trying to split cluster 4 (106571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (828.968499 sec): 2 clusters Score: Raw -13304018.611527 + Penalty 1881.192090 = -13302137.419437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (829.160335 sec): 3 clusters Score: Raw -13234662.013646 + Penalty 3762.384180 = -13230899.629465 nChanged 51093 SP:Iteration 1F (829.342009 sec): 3 clusters Score: Raw -13281591.464089 + Penalty 3762.384180 = -13277829.079909 nChanged 10973 SP:Iteration 2F (829.521893 sec): 3 clusters Score: Raw -13293475.773798 + Penalty 3762.384180 = -13289713.389618 nChanged 12093 SP:Iteration 3F (829.704567 sec): 3 clusters Score: Raw -13309605.140691 + Penalty 3762.384180 = -13305842.756511 nChanged 13124 SP:Iteration 4F (829.894238 sec): 3 clusters Score: Raw -13334678.238171 + Penalty 3762.384180 = -13330915.853991 nChanged 11894 SP:Iteration 5F (830.079081 sec): 3 clusters Score: Raw -13369959.607537 + Penalty 3762.384180 = -13366197.223356 nChanged 7350 SP:Iteration 6F (830.263770 sec): 3 clusters Score: Raw -13425660.895502 + Penalty 3762.384180 = -13421898.511322 nChanged 2947 SP:Iteration 7Q (830.454309 sec): 3 clusters Score: Raw -13581814.784463 + Penalty 3762.384180 = -13578052.400282 nChanged 190 Unmasked E-step: Deleting class 2 (6069 points): covariance matrix is singular SP:Iteration 8Q (830.573467 sec): 3 clusters Score: Raw -13582032.962299 + Penalty 3762.384180 = -13578270.578119 nChanged 0 SP:Iteration 9F (830.678863 sec): 2 clusters Score: Raw -13263661.791498 + Penalty 1881.192090 = -13261780.599408 nChanged 6069 SP:Iteration 10F (830.793750 sec): 2 clusters Score: Raw -13304018.611527 + Penalty 1881.192090 = -13302137.419437 nChanged 0 Trying to split cluster 5 (22752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (830.842424 sec): 2 clusters Score: Raw -2628013.192711 + Penalty 1630.266354 = -2626382.926357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (830.914658 sec): 3 clusters Score: Raw -2614364.406855 + Penalty 3260.532708 = -2611103.874147 nChanged 10331 SP:Iteration 1F (830.985687 sec): 3 clusters Score: Raw -2620111.718158 + Penalty 3260.532708 = -2616851.185450 nChanged 1232 SP:Iteration 2F (831.057389 sec): 3 clusters Score: Raw -2620622.272207 + Penalty 3260.532708 = -2617361.739499 nChanged 1222 SP:Iteration 3F (831.118673 sec): 3 clusters Score: Raw -2621208.517927 + Penalty 3260.532708 = -2617947.985219 nChanged 1273 SP:Iteration 4F (831.180714 sec): 3 clusters Score: Raw -2621933.898552 + Penalty 3260.532708 = -2618673.365844 nChanged 1339 SP:Iteration 5F (831.243471 sec): 3 clusters Score: Raw -2622749.763950 + Penalty 3260.532708 = -2619489.231242 nChanged 1317 SP:Iteration 6F (831.314572 sec): 3 clusters Score: Raw -2623593.834759 + Penalty 3260.532708 = -2620333.302051 nChanged 1344 SP:Iteration 7F (831.374814 sec): 3 clusters Score: Raw -2624528.417881 + Penalty 3260.532708 = -2621267.885173 nChanged 1230 SP:Iteration 8F (831.435573 sec): 3 clusters Score: Raw -2625392.212615 + Penalty 3260.532708 = -2622131.679907 nChanged 1013 SP:Iteration 9Q (831.501459 sec): 3 clusters Score: Raw -2626007.355186 + Penalty 3260.532708 = -2622746.822478 nChanged 785 SP:Iteration 10Q (831.575067 sec): 3 clusters Score: Raw -2626348.520732 + Penalty 3260.532708 = -2623087.988024 nChanged 522 SP:Iteration 11Q (831.637981 sec): 3 clusters Score: Raw -2626540.295091 + Penalty 3260.532708 = -2623279.762383 nChanged 416 SP:Iteration 12Q (831.704912 sec): 3 clusters Score: Raw -2626674.592298 + Penalty 3260.532708 = -2623414.059590 nChanged 366 SP:Iteration 13Q (831.775609 sec): 3 clusters Score: Raw -2626781.847146 + Penalty 3260.532708 = -2623521.314438 nChanged 302 SP:Iteration 14Q (831.839972 sec): 3 clusters Score: Raw -2626861.345022 + Penalty 3260.532708 = -2623600.812314 nChanged 246 SP:Iteration 15Q (831.905099 sec): 3 clusters Score: Raw -2626921.620444 + Penalty 3260.532708 = -2623661.087736 nChanged 267 SP:Iteration 16Q (831.971838 sec): 3 clusters Score: Raw -2626995.383405 + Penalty 3260.532708 = -2623734.850697 nChanged 280 SP:Iteration 17Q (832.051331 sec): 3 clusters Score: Raw -2627075.306845 + Penalty 3260.532708 = -2623814.774137 nChanged 258 SP:Iteration 18Q (832.132668 sec): 3 clusters Score: Raw -2627147.375124 + Penalty 3260.532708 = -2623886.842416 nChanged 247 SP:Iteration 19Q (832.209854 sec): 3 clusters Score: Raw -2627227.458902 + Penalty 3260.532708 = -2623966.926194 nChanged 246 SP:Iteration 20F (832.280914 sec): 3 clusters Score: Raw -2627296.619660 + Penalty 3260.532708 = -2624036.086952 nChanged 236 SP:Iteration 21Q (832.354767 sec): 3 clusters Score: Raw -2627368.824041 + Penalty 3260.532708 = -2624108.291333 nChanged 262 SP:Iteration 22Q (832.426206 sec): 3 clusters Score: Raw -2627458.625779 + Penalty 3260.532708 = -2624198.093071 nChanged 281 SP:Iteration 23Q (832.502045 sec): 3 clusters Score: Raw -2627565.273299 + Penalty 3260.532708 = -2624304.740591 nChanged 289 SP:Iteration 24Q (832.565745 sec): 3 clusters Score: Raw -2627677.279456 + Penalty 3260.532708 = -2624416.746748 nChanged 265 SP:Iteration 25Q (832.642984 sec): 3 clusters Score: Raw -2627783.240613 + Penalty 3260.532708 = -2624522.707904 nChanged 257 SP:Iteration 26Q (832.714494 sec): 3 clusters Score: Raw -2627866.174660 + Penalty 3260.532708 = -2624605.641952 nChanged 206 SP:Iteration 27Q (832.785829 sec): 3 clusters Score: Raw -2627941.403698 + Penalty 3260.532708 = -2624680.870990 nChanged 211 SP:Iteration 28Q (832.856335 sec): 3 clusters Score: Raw -2628025.089597 + Penalty 3260.532708 = -2624764.556889 nChanged 223 SP:Iteration 29Q (832.927121 sec): 3 clusters Score: Raw -2628110.611961 + Penalty 3260.532708 = -2624850.079253 nChanged 200 SP:Iteration 30Q (833.002139 sec): 3 clusters Score: Raw -2628200.154265 + Penalty 3260.532708 = -2624939.621557 nChanged 195 SP:Iteration 31Q (833.075117 sec): 3 clusters Score: Raw -2628274.365885 + Penalty 3260.532708 = -2625013.833177 nChanged 154 SP:Iteration 32Q (833.152315 sec): 3 clusters Score: Raw -2628319.477970 + Penalty 3260.532708 = -2625058.945262 nChanged 128 SP:Iteration 33Q (833.225934 sec): 3 clusters Score: Raw -2628352.634437 + Penalty 3260.532708 = -2625092.101728 nChanged 107 SP:Iteration 34Q (833.298701 sec): 3 clusters Score: Raw -2628376.852058 + Penalty 3260.532708 = -2625116.319350 nChanged 94 SP:Iteration 35Q (833.373178 sec): 3 clusters Score: Raw -2628396.081718 + Penalty 3260.532708 = -2625135.549010 nChanged 88 SP:Iteration 36Q (833.441768 sec): 3 clusters Score: Raw -2628413.201956 + Penalty 3260.532708 = -2625152.669248 nChanged 77 SP:Iteration 37Q (833.513426 sec): 3 clusters Score: Raw -2628429.060650 + Penalty 3260.532708 = -2625168.527942 nChanged 67 SP:Iteration 38Q (833.589261 sec): 3 clusters Score: Raw -2628443.549481 + Penalty 3260.532708 = -2625183.016773 nChanged 73 SP:Iteration 39Q (833.660450 sec): 3 clusters Score: Raw -2628458.061324 + Penalty 3260.532708 = -2625197.528616 nChanged 60 SP:Iteration 40F (833.735719 sec): 3 clusters Score: Raw -2628468.569505 + Penalty 3260.532708 = -2625208.036797 nChanged 52 SP:Iteration 41Q (833.802658 sec): 3 clusters Score: Raw -2628477.388134 + Penalty 3260.532708 = -2625216.855426 nChanged 53 SP:Iteration 42Q (833.871277 sec): 3 clusters Score: Raw -2628486.749282 + Penalty 3260.532708 = -2625226.216574 nChanged 55 SP:Iteration 43Q (833.937156 sec): 3 clusters Score: Raw -2628495.249993 + Penalty 3260.532708 = -2625234.717285 nChanged 44 SP:Iteration 44Q (834.004609 sec): 3 clusters Score: Raw -2628502.000266 + Penalty 3260.532708 = -2625241.467558 nChanged 42 SP:Iteration 45Q (834.068624 sec): 3 clusters Score: Raw -2628509.028109 + Penalty 3260.532708 = -2625248.495401 nChanged 46 SP:Iteration 46Q (834.133798 sec): 3 clusters Score: Raw -2628517.583605 + Penalty 3260.532708 = -2625257.050897 nChanged 61 SP:Iteration 47Q (834.195859 sec): 3 clusters Score: Raw -2628528.477901 + Penalty 3260.532708 = -2625267.945193 nChanged 51 SP:Iteration 48Q (834.257997 sec): 3 clusters Score: Raw -2628537.379554 + Penalty 3260.532708 = -2625276.846846 nChanged 46 SP:Iteration 49Q (834.330082 sec): 3 clusters Score: Raw -2628545.755839 + Penalty 3260.532708 = -2625285.223130 nChanged 37 SP:Iteration 50Q (834.390706 sec): 3 clusters Score: Raw -2628552.082886 + Penalty 3260.532708 = -2625291.550178 nChanged 39 SP:Iteration 51Q (834.459186 sec): 3 clusters Score: Raw -2628557.357549 + Penalty 3260.532708 = -2625296.824841 nChanged 35 SP:Iteration 52Q (834.531780 sec): 3 clusters Score: Raw -2628563.335020 + Penalty 3260.532708 = -2625302.802312 nChanged 33 SP:Iteration 53Q (834.593952 sec): 3 clusters Score: Raw -2628567.697572 + Penalty 3260.532708 = -2625307.164864 nChanged 25 SP:Iteration 54Q (834.662145 sec): 3 clusters Score: Raw -2628571.178481 + Penalty 3260.532708 = -2625310.645773 nChanged 24 SP:Iteration 55Q (834.729011 sec): 3 clusters Score: Raw -2628573.770458 + Penalty 3260.532708 = -2625313.237750 nChanged 19 SP:Iteration 56Q (834.791684 sec): 3 clusters Score: Raw -2628576.903525 + Penalty 3260.532708 = -2625316.370817 nChanged 26 SP:Iteration 57Q (834.858362 sec): 3 clusters Score: Raw -2628581.994180 + Penalty 3260.532708 = -2625321.461472 nChanged 27 SP:Iteration 58Q (834.920977 sec): 3 clusters Score: Raw -2628587.078350 + Penalty 3260.532708 = -2625326.545642 nChanged 35 SP:Iteration 59Q (834.984898 sec): 3 clusters Score: Raw -2628594.649807 + Penalty 3260.532708 = -2625334.117099 nChanged 34 SP:Iteration 60F (835.054483 sec): 3 clusters Score: Raw -2628601.538091 + Penalty 3260.532708 = -2625341.005383 nChanged 30 SP:Iteration 61Q (835.115306 sec): 3 clusters Score: Raw -2628608.522542 + Penalty 3260.532708 = -2625347.989834 nChanged 32 SP:Iteration 62Q (835.179819 sec): 3 clusters Score: Raw -2628615.099562 + Penalty 3260.532708 = -2625354.566854 nChanged 30 SP:Iteration 63Q (835.236516 sec): 3 clusters Score: Raw -2628620.681760 + Penalty 3260.532708 = -2625360.149051 nChanged 28 SP:Iteration 64Q (835.303408 sec): 3 clusters Score: Raw -2628625.336621 + Penalty 3260.532708 = -2625364.803913 nChanged 21 SP:Iteration 65Q (835.376974 sec): 3 clusters Score: Raw -2628628.698039 + Penalty 3260.532708 = -2625368.165331 nChanged 22 SP:Iteration 66Q (835.439741 sec): 3 clusters Score: Raw -2628632.702411 + Penalty 3260.532708 = -2625372.169703 nChanged 25 SP:Iteration 67Q (835.509162 sec): 3 clusters Score: Raw -2628637.292181 + Penalty 3260.532708 = -2625376.759473 nChanged 28 SP:Iteration 68Q (835.582566 sec): 3 clusters Score: Raw -2628643.075681 + Penalty 3260.532708 = -2625382.542973 nChanged 28 SP:Iteration 69Q (835.648069 sec): 3 clusters Score: Raw -2628648.429203 + Penalty 3260.532708 = -2625387.896495 nChanged 22 SP:Iteration 70Q (835.709408 sec): 3 clusters Score: Raw -2628652.542982 + Penalty 3260.532708 = -2625392.010274 nChanged 18 SP:Iteration 71Q (835.786011 sec): 3 clusters Score: Raw -2628655.115046 + Penalty 3260.532708 = -2625394.582338 nChanged 16 SP:Iteration 72Q (835.846752 sec): 3 clusters Score: Raw -2628657.343556 + Penalty 3260.532708 = -2625396.810848 nChanged 12 SP:Iteration 73Q (835.909959 sec): 3 clusters Score: Raw -2628658.833502 + Penalty 3260.532708 = -2625398.300794 nChanged 5 SP:Iteration 74Q (835.982616 sec): 3 clusters Score: Raw -2628659.346264 + Penalty 3260.532708 = -2625398.813556 nChanged 5 SP:Iteration 75Q (836.042375 sec): 3 clusters Score: Raw -2628660.094310 + Penalty 3260.532708 = -2625399.561602 nChanged 2 SP:Iteration 76Q (836.098350 sec): 3 clusters Score: Raw -2628660.359537 + Penalty 3260.532708 = -2625399.826828 nChanged 3 SP:Iteration 77Q (836.170499 sec): 3 clusters Score: Raw -2628660.751984 + Penalty 3260.532708 = -2625400.219276 nChanged 2 SP:Iteration 78Q (836.241397 sec): 3 clusters Score: Raw -2628660.950515 + Penalty 3260.532708 = -2625400.417807 nChanged 1 SP:Iteration 79Q (836.313302 sec): 3 clusters Score: Raw -2628660.978628 + Penalty 3260.532708 = -2625400.445920 nChanged 0 SP:Iteration 80F (836.389305 sec): 3 clusters Score: Raw -2628660.978628 + Penalty 3260.532708 = -2625400.445920 nChanged 0 Trying to split cluster 6 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.414110 sec): 2 clusters Score: Raw -33321.479283 + Penalty 921.915031 = -32399.564252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.457916 sec): 3 clusters Score: Raw -34023.855605 + Penalty 1843.830062 = -32180.025543 nChanged 96 SP:Iteration 1F (836.498648 sec): 3 clusters Score: Raw -36189.291105 + Penalty 1843.830062 = -34345.461044 nChanged 22 SP:Iteration 2F (836.533647 sec): 3 clusters Score: Raw -36622.177086 + Penalty 1843.830062 = -34778.347024 nChanged 5 Unmasked E-step: Deleting class 2 (238 points): covariance matrix is singular SP:Iteration 3Q (836.552962 sec): 3 clusters Score: Raw -36668.867768 + Penalty 1843.830062 = -34825.037706 nChanged 5 SP:Iteration 4Q (836.571661 sec): 2 clusters Score: Raw -28115.584828 + Penalty 921.915031 = -27193.669797 nChanged 233 SP:Iteration 5F (836.590719 sec): 2 clusters Score: Raw -33321.479283 + Penalty 921.915031 = -32399.564252 nChanged 0 Trying to split cluster 7 (9008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.625898 sec): 2 clusters Score: Raw -1125445.222935 + Penalty 1479.703607 = -1123965.519328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.679875 sec): 3 clusters Score: Raw -1120419.285949 + Penalty 2959.407214 = -1117459.878735 nChanged 3862 SP:Iteration 1F (836.729240 sec): 3 clusters Score: Raw -1122561.618800 + Penalty 2959.407214 = -1119602.211586 nChanged 511 SP:Iteration 2F (836.772538 sec): 3 clusters Score: Raw -1122819.013300 + Penalty 2959.407214 = -1119859.606086 nChanged 464 SP:Iteration 3F (836.826967 sec): 3 clusters Score: Raw -1123049.659329 + Penalty 2959.407214 = -1120090.252115 nChanged 425 SP:Iteration 4Q (836.878669 sec): 3 clusters Score: Raw -1123254.841071 + Penalty 2959.407214 = -1120295.433857 nChanged 393 SP:Iteration 5Q (836.933204 sec): 3 clusters Score: Raw -1123474.041745 + Penalty 2959.407214 = -1120514.634531 nChanged 418 SP:Iteration 6Q (836.975950 sec): 3 clusters Score: Raw -1123765.318337 + Penalty 2959.407214 = -1120805.911124 nChanged 442 SP:Iteration 7Q (837.025646 sec): 3 clusters Score: Raw -1124098.609828 + Penalty 2959.407214 = -1121139.202614 nChanged 424 SP:Iteration 8Q (837.082093 sec): 3 clusters Score: Raw -1124465.664458 + Penalty 2959.407214 = -1121506.257244 nChanged 393 SP:Iteration 9Q (837.133139 sec): 3 clusters Score: Raw -1124835.191382 + Penalty 2959.407214 = -1121875.784168 nChanged 270 SP:Iteration 10Q (837.182775 sec): 3 clusters Score: Raw -1125063.275932 + Penalty 2959.407214 = -1122103.868718 nChanged 209 SP:Iteration 11Q (837.231145 sec): 3 clusters Score: Raw -1125212.543319 + Penalty 2959.407214 = -1122253.136105 nChanged 143 SP:Iteration 12Q (837.279611 sec): 3 clusters Score: Raw -1125324.014471 + Penalty 2959.407214 = -1122364.607257 nChanged 121 SP:Iteration 13Q (837.319593 sec): 3 clusters Score: Raw -1125421.596915 + Penalty 2959.407214 = -1122462.189701 nChanged 100 SP:Iteration 14Q (837.377226 sec): 3 clusters Score: Raw -1125492.611505 + Penalty 2959.407214 = -1122533.204291 nChanged 62 SP:Iteration 15Q (837.418146 sec): 3 clusters Score: Raw -1125528.295533 + Penalty 2959.407214 = -1122568.888319 nChanged 43 SP:Iteration 16Q (837.468443 sec): 3 clusters Score: Raw -1125552.612582 + Penalty 2959.407214 = -1122593.205368 nChanged 43 SP:Iteration 17Q (837.524377 sec): 3 clusters Score: Raw -1125579.458302 + Penalty 2959.407214 = -1122620.051088 nChanged 34 SP:Iteration 18Q (837.572294 sec): 3 clusters Score: Raw -1125601.765543 + Penalty 2959.407214 = -1122642.358329 nChanged 26 SP:Iteration 19Q (837.611222 sec): 3 clusters Score: Raw -1125614.437912 + Penalty 2959.407214 = -1122655.030698 nChanged 23 SP:Iteration 20F (837.661355 sec): 3 clusters Score: Raw -1125628.138876 + Penalty 2959.407214 = -1122668.731662 nChanged 14 SP:Iteration 21Q (837.710878 sec): 3 clusters Score: Raw -1125637.146864 + Penalty 2959.407214 = -1122677.739650 nChanged 12 SP:Iteration 22Q (837.761289 sec): 3 clusters Score: Raw -1125646.377061 + Penalty 2959.407214 = -1122686.969847 nChanged 16 SP:Iteration 23Q (837.817111 sec): 3 clusters Score: Raw -1125654.210234 + Penalty 2959.407214 = -1122694.803021 nChanged 15 SP:Iteration 24Q (837.857152 sec): 3 clusters Score: Raw -1125663.462581 + Penalty 2959.407214 = -1122704.055367 nChanged 15 SP:Iteration 25Q (837.906420 sec): 3 clusters Score: Raw -1125670.718072 + Penalty 2959.407214 = -1122711.310858 nChanged 7 SP:Iteration 26Q (837.950435 sec): 3 clusters Score: Raw -1125674.030508 + Penalty 2959.407214 = -1122714.623294 nChanged 4 SP:Iteration 27Q (837.997311 sec): 3 clusters Score: Raw -1125675.519072 + Penalty 2959.407214 = -1122716.111858 nChanged 3 SP:Iteration 28Q (838.044969 sec): 3 clusters Score: Raw -1125677.225935 + Penalty 2959.407214 = -1122717.818721 nChanged 1 SP:Iteration 29Q (838.091470 sec): 3 clusters Score: Raw -1125677.611517 + Penalty 2959.407214 = -1122718.204304 nChanged 1 SP:Iteration 30Q (838.142272 sec): 3 clusters Score: Raw -1125678.041142 + Penalty 2959.407214 = -1122718.633928 nChanged 2 SP:Iteration 31Q (838.187014 sec): 3 clusters Score: Raw -1125679.500893 + Penalty 2959.407214 = -1122720.093679 nChanged 0 SP:Iteration 32F (838.234608 sec): 3 clusters Score: Raw -1125679.500893 + Penalty 2959.407214 = -1122720.093679 nChanged 0 Trying to split cluster 8 (54171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (838.306807 sec): 2 clusters Score: Raw -6543528.324536 + Penalty 1771.233911 = -6541757.090626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (838.425356 sec): 3 clusters Score: Raw -6508821.627325 + Penalty 3542.467821 = -6505279.159504 nChanged 25633 SP:Iteration 1F (838.540225 sec): 3 clusters Score: Raw -6523576.251609 + Penalty 3542.467821 = -6520033.783787 nChanged 2074 SP:Iteration 2Q (838.665879 sec): 3 clusters Score: Raw -6524171.902187 + Penalty 3542.467821 = -6520629.434365 nChanged 2133 SP:Iteration 3Q (838.801628 sec): 3 clusters Score: Raw -6524824.983807 + Penalty 3542.467821 = -6521282.515986 nChanged 2195 SP:Iteration 4Q (838.922409 sec): 3 clusters Score: Raw -6525568.573313 + Penalty 3542.467821 = -6522026.105492 nChanged 2275 SP:Iteration 5Q (839.050786 sec): 3 clusters Score: Raw -6526423.203334 + Penalty 3542.467821 = -6522880.735513 nChanged 2366 SP:Iteration 6Q (839.172939 sec): 3 clusters Score: Raw -6527351.757831 + Penalty 3542.467821 = -6523809.290010 nChanged 2441 SP:Iteration 7Q (839.301486 sec): 3 clusters Score: Raw -6528322.674053 + Penalty 3542.467821 = -6524780.206232 nChanged 2433 SP:Iteration 8Q (839.429966 sec): 3 clusters Score: Raw -6529302.966898 + Penalty 3542.467821 = -6525760.499077 nChanged 2349 SP:Iteration 9Q (839.542439 sec): 3 clusters Score: Raw -6530278.700059 + Penalty 3542.467821 = -6526736.232238 nChanged 2249 SP:Iteration 10Q (839.667481 sec): 3 clusters Score: Raw -6531286.782941 + Penalty 3542.467821 = -6527744.315119 nChanged 2212 SP:Iteration 11Q (839.788208 sec): 3 clusters Score: Raw -6532341.385238 + Penalty 3542.467821 = -6528798.917417 nChanged 2232 SP:Iteration 12Q (839.897901 sec): 3 clusters Score: Raw -6533473.642697 + Penalty 3542.467821 = -6529931.174875 nChanged 2186 SP:Iteration 13Q (840.009903 sec): 3 clusters Score: Raw -6534548.113784 + Penalty 3542.467821 = -6531005.645963 nChanged 1979 SP:Iteration 14Q (840.121080 sec): 3 clusters Score: Raw -6535421.645926 + Penalty 3542.467821 = -6531879.178104 nChanged 1694 SP:Iteration 15Q (840.234849 sec): 3 clusters Score: Raw -6536040.662517 + Penalty 3542.467821 = -6532498.194696 nChanged 1307 SP:Iteration 16Q (840.345564 sec): 3 clusters Score: Raw -6536467.089427 + Penalty 3542.467821 = -6532924.621606 nChanged 1124 SP:Iteration 17Q (840.454604 sec): 3 clusters Score: Raw -6536802.029260 + Penalty 3542.467821 = -6533259.561439 nChanged 970 SP:Iteration 18Q (840.564168 sec): 3 clusters Score: Raw -6537087.497410 + Penalty 3542.467821 = -6533545.029589 nChanged 881 SP:Iteration 19Q (840.672503 sec): 3 clusters Score: Raw -6537342.411529 + Penalty 3542.467821 = -6533799.943708 nChanged 832 SP:Iteration 20F (840.778417 sec): 3 clusters Score: Raw -6537579.322319 + Penalty 3542.467821 = -6534036.854497 nChanged 781 SP:Iteration 21Q (840.890960 sec): 3 clusters Score: Raw -6537802.841667 + Penalty 3542.467821 = -6534260.373846 nChanged 743 SP:Iteration 22Q (841.000041 sec): 3 clusters Score: Raw -6538015.589750 + Penalty 3542.467821 = -6534473.121928 nChanged 764 SP:Iteration 23Q (841.112334 sec): 3 clusters Score: Raw -6538236.868480 + Penalty 3542.467821 = -6534694.400658 nChanged 785 SP:Iteration 24Q (841.220557 sec): 3 clusters Score: Raw -6538479.389453 + Penalty 3542.467821 = -6534936.921632 nChanged 789 SP:Iteration 25Q (841.336470 sec): 3 clusters Score: Raw -6538734.783730 + Penalty 3542.467821 = -6535192.315909 nChanged 801 SP:Iteration 26Q (841.463887 sec): 3 clusters Score: Raw -6538992.319518 + Penalty 3542.467821 = -6535449.851697 nChanged 815 SP:Iteration 27Q (841.582564 sec): 3 clusters Score: Raw -6539278.861243 + Penalty 3542.467821 = -6535736.393421 nChanged 866 SP:Iteration 28Q (841.704369 sec): 3 clusters Score: Raw -6539598.494507 + Penalty 3542.467821 = -6536056.026686 nChanged 860 SP:Iteration 29Q (841.816672 sec): 3 clusters Score: Raw -6539933.961741 + Penalty 3542.467821 = -6536391.493919 nChanged 875 SP:Iteration 30Q (841.931170 sec): 3 clusters Score: Raw -6540286.184173 + Penalty 3542.467821 = -6536743.716352 nChanged 864 SP:Iteration 31Q (842.052005 sec): 3 clusters Score: Raw -6540626.427075 + Penalty 3542.467821 = -6537083.959253 nChanged 784 SP:Iteration 32Q (842.171154 sec): 3 clusters Score: Raw -6540938.440954 + Penalty 3542.467821 = -6537395.973133 nChanged 779 SP:Iteration 33Q (842.273833 sec): 3 clusters Score: Raw -6541269.535628 + Penalty 3542.467821 = -6537727.067807 nChanged 740 SP:Iteration 34Q (842.377326 sec): 3 clusters Score: Raw -6541591.911286 + Penalty 3542.467821 = -6538049.443464 nChanged 676 SP:Iteration 35Q (842.491401 sec): 3 clusters Score: Raw -6541881.980267 + Penalty 3542.467821 = -6538339.512445 nChanged 643 SP:Iteration 36Q (842.599244 sec): 3 clusters Score: Raw -6542174.208420 + Penalty 3542.467821 = -6538631.740598 nChanged 597 SP:Iteration 37Q (842.703993 sec): 3 clusters Score: Raw -6542458.816227 + Penalty 3542.467821 = -6538916.348405 nChanged 548 SP:Iteration 38Q (842.808225 sec): 3 clusters Score: Raw -6542731.637601 + Penalty 3542.467821 = -6539189.169779 nChanged 473 SP:Iteration 39Q (842.910963 sec): 3 clusters Score: Raw -6542972.511331 + Penalty 3542.467821 = -6539430.043510 nChanged 403 SP:Iteration 40F (843.014003 sec): 3 clusters Score: Raw -6543194.048675 + Penalty 3542.467821 = -6539651.580853 nChanged 336 SP:Iteration 41Q (843.117900 sec): 3 clusters Score: Raw -6543362.962504 + Penalty 3542.467821 = -6539820.494683 nChanged 273 SP:Iteration 42Q (843.217019 sec): 3 clusters Score: Raw -6543500.204547 + Penalty 3542.467821 = -6539957.736726 nChanged 202 SP:Iteration 43Q (843.316427 sec): 3 clusters Score: Raw -6543590.366129 + Penalty 3542.467821 = -6540047.898307 nChanged 157 SP:Iteration 44Q (843.418083 sec): 3 clusters Score: Raw -6543659.100604 + Penalty 3542.467821 = -6540116.632782 nChanged 127 SP:Iteration 45Q (843.514688 sec): 3 clusters Score: Raw -6543714.174364 + Penalty 3542.467821 = -6540171.706543 nChanged 93 SP:Iteration 46Q (843.615053 sec): 3 clusters Score: Raw -6543755.484124 + Penalty 3542.467821 = -6540213.016302 nChanged 81 SP:Iteration 47Q (843.713706 sec): 3 clusters Score: Raw -6543786.763385 + Penalty 3542.467821 = -6540244.295564 nChanged 62 SP:Iteration 48Q (843.812136 sec): 3 clusters Score: Raw -6543813.594572 + Penalty 3542.467821 = -6540271.126750 nChanged 53 SP:Iteration 49Q (843.912767 sec): 3 clusters Score: Raw -6543841.736591 + Penalty 3542.467821 = -6540299.268770 nChanged 60 SP:Iteration 50Q (844.009223 sec): 3 clusters Score: Raw -6543871.179976 + Penalty 3542.467821 = -6540328.712155 nChanged 45 SP:Iteration 51Q (844.109892 sec): 3 clusters Score: Raw -6543890.436439 + Penalty 3542.467821 = -6540347.968618 nChanged 40 SP:Iteration 52Q (844.211324 sec): 3 clusters Score: Raw -6543907.747984 + Penalty 3542.467821 = -6540365.280162 nChanged 39 SP:Iteration 53Q (844.325588 sec): 3 clusters Score: Raw -6543926.884416 + Penalty 3542.467821 = -6540384.416594 nChanged 38 SP:Iteration 54Q (844.429626 sec): 3 clusters Score: Raw -6543947.634003 + Penalty 3542.467821 = -6540405.166182 nChanged 34 SP:Iteration 55Q (844.533870 sec): 3 clusters Score: Raw -6543962.778729 + Penalty 3542.467821 = -6540420.310908 nChanged 32 SP:Iteration 56Q (844.648244 sec): 3 clusters Score: Raw -6543979.099331 + Penalty 3542.467821 = -6540436.631510 nChanged 39 SP:Iteration 57Q (844.757686 sec): 3 clusters Score: Raw -6543999.690401 + Penalty 3542.467821 = -6540457.222580 nChanged 33 SP:Iteration 58Q (844.860988 sec): 3 clusters Score: Raw -6544016.111980 + Penalty 3542.467821 = -6540473.644158 nChanged 28 SP:Iteration 59Q (844.974405 sec): 3 clusters Score: Raw -6544028.285096 + Penalty 3542.467821 = -6540485.817274 nChanged 23 SP:Iteration 60F (845.082982 sec): 3 clusters Score: Raw -6544041.558694 + Penalty 3542.467821 = -6540499.090872 nChanged 25 SP:Iteration 61Q (845.184357 sec): 3 clusters Score: Raw -6544057.020857 + Penalty 3542.467821 = -6540514.553036 nChanged 27 SP:Iteration 62Q (845.289246 sec): 3 clusters Score: Raw -6544075.641916 + Penalty 3542.467821 = -6540533.174094 nChanged 35 SP:Iteration 63Q (845.390080 sec): 3 clusters Score: Raw -6544096.485659 + Penalty 3542.467821 = -6540554.017838 nChanged 30 SP:Iteration 64Q (845.493287 sec): 3 clusters Score: Raw -6544115.355731 + Penalty 3542.467821 = -6540572.887910 nChanged 30 SP:Iteration 65Q (845.586553 sec): 3 clusters Score: Raw -6544130.758370 + Penalty 3542.467821 = -6540588.290549 nChanged 27 SP:Iteration 66Q (845.699115 sec): 3 clusters Score: Raw -6544144.379564 + Penalty 3542.467821 = -6540601.911742 nChanged 25 SP:Iteration 67Q (845.807317 sec): 3 clusters Score: Raw -6544156.967878 + Penalty 3542.467821 = -6540614.500056 nChanged 19 SP:Iteration 68Q (845.911715 sec): 3 clusters Score: Raw -6544164.938894 + Penalty 3542.467821 = -6540622.471073 nChanged 12 SP:Iteration 69Q (846.008702 sec): 3 clusters Score: Raw -6544169.860428 + Penalty 3542.467821 = -6540627.392607 nChanged 10 SP:Iteration 70Q (846.108425 sec): 3 clusters Score: Raw -6544173.848022 + Penalty 3542.467821 = -6540631.380201 nChanged 9 SP:Iteration 71Q (846.205429 sec): 3 clusters Score: Raw -6544178.115530 + Penalty 3542.467821 = -6540635.647709 nChanged 9 SP:Iteration 72Q (846.300226 sec): 3 clusters Score: Raw -6544182.352774 + Penalty 3542.467821 = -6540639.884953 nChanged 9 SP:Iteration 73Q (846.400855 sec): 3 clusters Score: Raw -6544184.934344 + Penalty 3542.467821 = -6540642.466523 nChanged 10 SP:Iteration 74Q (846.498476 sec): 3 clusters Score: Raw -6544187.508123 + Penalty 3542.467821 = -6540645.040302 nChanged 4 SP:Iteration 75Q (846.598450 sec): 3 clusters Score: Raw -6544188.383156 + Penalty 3542.467821 = -6540645.915334 nChanged 5 SP:Iteration 76Q (846.694850 sec): 3 clusters Score: Raw -6544189.938766 + Penalty 3542.467821 = -6540647.470945 nChanged 5 SP:Iteration 77Q (846.790939 sec): 3 clusters Score: Raw -6544192.704894 + Penalty 3542.467821 = -6540650.237073 nChanged 6 SP:Iteration 78Q (846.894140 sec): 3 clusters Score: Raw -6544194.862351 + Penalty 3542.467821 = -6540652.394529 nChanged 6 SP:Iteration 79Q (846.990127 sec): 3 clusters Score: Raw -6544197.129639 + Penalty 3542.467821 = -6540654.661818 nChanged 7 SP:Iteration 80F (847.093823 sec): 3 clusters Score: Raw -6544198.889937 + Penalty 3542.467821 = -6540656.422115 nChanged 5 SP:Iteration 81Q (847.195937 sec): 3 clusters Score: Raw -6544200.220110 + Penalty 3542.467821 = -6540657.752288 nChanged 2 SP:Iteration 82Q (847.295400 sec): 3 clusters Score: Raw -6544201.131255 + Penalty 3542.467821 = -6540658.663433 nChanged 2 SP:Iteration 83Q (847.395123 sec): 3 clusters Score: Raw -6544202.378389 + Penalty 3542.467821 = -6540659.910567 nChanged 3 SP:Iteration 84Q (847.493917 sec): 3 clusters Score: Raw -6544203.829700 + Penalty 3542.467821 = -6540661.361879 nChanged 1 SP:Iteration 85Q (847.593388 sec): 3 clusters Score: Raw -6544204.456716 + Penalty 3542.467821 = -6540661.988894 nChanged 2 SP:Iteration 86Q (847.699115 sec): 3 clusters Score: Raw -6544204.976490 + Penalty 3542.467821 = -6540662.508669 nChanged 0 SP:Iteration 87F (847.811841 sec): 3 clusters Score: Raw -6544204.976490 + Penalty 3542.467821 = -6540662.508669 nChanged 0 Trying to split cluster 9 (17550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.866766 sec): 2 clusters Score: Raw -2186783.108808 + Penalty 1588.081500 = -2185195.027309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.935010 sec): 3 clusters Score: Raw -2176393.284684 + Penalty 3176.162999 = -2173217.121684 nChanged 7832 SP:Iteration 1F (848.003842 sec): 3 clusters Score: Raw -2180746.689973 + Penalty 3176.162999 = -2177570.526973 nChanged 998 SP:Iteration 2F (848.075130 sec): 3 clusters Score: Raw -2181186.117629 + Penalty 3176.162999 = -2178009.954630 nChanged 949 SP:Iteration 3F (848.144088 sec): 3 clusters Score: Raw -2181681.050940 + Penalty 3176.162999 = -2178504.887940 nChanged 1027 SP:Iteration 4F (848.214812 sec): 3 clusters Score: Raw -2182278.992513 + Penalty 3176.162999 = -2179102.829513 nChanged 1040 SP:Iteration 5F (848.285516 sec): 3 clusters Score: Raw -2182923.935155 + Penalty 3176.162999 = -2179747.772156 nChanged 1019 SP:Iteration 6F (848.354543 sec): 3 clusters Score: Raw -2183715.915506 + Penalty 3176.162999 = -2180539.752507 nChanged 1046 SP:Iteration 7F (848.421690 sec): 3 clusters Score: Raw -2184636.323127 + Penalty 3176.162999 = -2181460.160128 nChanged 945 SP:Iteration 8F (848.487278 sec): 3 clusters Score: Raw -2185338.924160 + Penalty 3176.162999 = -2182162.761160 nChanged 692 SP:Iteration 9Q (848.559251 sec): 3 clusters Score: Raw -2185760.319201 + Penalty 3176.162999 = -2182584.156201 nChanged 472 SP:Iteration 10Q (848.631685 sec): 3 clusters Score: Raw -2186004.215561 + Penalty 3176.162999 = -2182828.052562 nChanged 314 SP:Iteration 11Q (848.703553 sec): 3 clusters Score: Raw -2186152.758121 + Penalty 3176.162999 = -2182976.595121 nChanged 261 SP:Iteration 12Q (848.776350 sec): 3 clusters Score: Raw -2186274.889471 + Penalty 3176.162999 = -2183098.726471 nChanged 253 SP:Iteration 13Q (848.844847 sec): 3 clusters Score: Raw -2186406.693215 + Penalty 3176.162999 = -2183230.530216 nChanged 239 SP:Iteration 14Q (848.915147 sec): 3 clusters Score: Raw -2186515.090214 + Penalty 3176.162999 = -2183338.927215 nChanged 215 SP:Iteration 15Q (848.986782 sec): 3 clusters Score: Raw -2186609.157682 + Penalty 3176.162999 = -2183432.994682 nChanged 200 SP:Iteration 16Q (849.045488 sec): 3 clusters Score: Raw -2186691.674683 + Penalty 3176.162999 = -2183515.511683 nChanged 167 SP:Iteration 17Q (849.100156 sec): 3 clusters Score: Raw -2186758.040882 + Penalty 3176.162999 = -2183581.877883 nChanged 171 SP:Iteration 18Q (849.155420 sec): 3 clusters Score: Raw -2186820.345653 + Penalty 3176.162999 = -2183644.182653 nChanged 143 SP:Iteration 19Q (849.217459 sec): 3 clusters Score: Raw -2186865.122319 + Penalty 3176.162999 = -2183688.959320 nChanged 117 SP:Iteration 20F (849.285015 sec): 3 clusters Score: Raw -2186901.329037 + Penalty 3176.162999 = -2183725.166037 nChanged 105 SP:Iteration 21Q (849.348540 sec): 3 clusters Score: Raw -2186933.495613 + Penalty 3176.162999 = -2183757.332614 nChanged 90 SP:Iteration 22Q (849.421238 sec): 3 clusters Score: Raw -2186959.355640 + Penalty 3176.162999 = -2183783.192640 nChanged 81 SP:Iteration 23Q (849.478345 sec): 3 clusters Score: Raw -2186980.629931 + Penalty 3176.162999 = -2183804.466931 nChanged 73 SP:Iteration 24Q (849.533303 sec): 3 clusters Score: Raw -2187002.389226 + Penalty 3176.162999 = -2183826.226227 nChanged 74 SP:Iteration 25Q (849.596110 sec): 3 clusters Score: Raw -2187028.292141 + Penalty 3176.162999 = -2183852.129142 nChanged 72 SP:Iteration 26Q (849.661603 sec): 3 clusters Score: Raw -2187055.925829 + Penalty 3176.162999 = -2183879.762829 nChanged 67 SP:Iteration 27Q (849.718414 sec): 3 clusters Score: Raw -2187076.981153 + Penalty 3176.162999 = -2183900.818154 nChanged 71 SP:Iteration 28Q (849.771846 sec): 3 clusters Score: Raw -2187097.871646 + Penalty 3176.162999 = -2183921.708647 nChanged 55 SP:Iteration 29Q (849.832660 sec): 3 clusters Score: Raw -2187113.580801 + Penalty 3176.162999 = -2183937.417802 nChanged 46 SP:Iteration 30Q (849.900138 sec): 3 clusters Score: Raw -2187125.134659 + Penalty 3176.162999 = -2183948.971659 nChanged 46 SP:Iteration 31Q (849.958732 sec): 3 clusters Score: Raw -2187134.596337 + Penalty 3176.162999 = -2183958.433338 nChanged 48 SP:Iteration 32Q (850.018428 sec): 3 clusters Score: Raw -2187146.541925 + Penalty 3176.162999 = -2183970.378925 nChanged 42 SP:Iteration 33Q (850.081267 sec): 3 clusters Score: Raw -2187155.140443 + Penalty 3176.162999 = -2183978.977444 nChanged 35 SP:Iteration 34Q (850.135618 sec): 3 clusters Score: Raw -2187162.646501 + Penalty 3176.162999 = -2183986.483502 nChanged 27 SP:Iteration 35Q (850.201009 sec): 3 clusters Score: Raw -2187167.362785 + Penalty 3176.162999 = -2183991.199785 nChanged 28 SP:Iteration 36Q (850.259333 sec): 3 clusters Score: Raw -2187171.753580 + Penalty 3176.162999 = -2183995.590580 nChanged 18 SP:Iteration 37Q (850.308648 sec): 3 clusters Score: Raw -2187175.262360 + Penalty 3176.162999 = -2183999.099360 nChanged 17 SP:Iteration 38Q (850.369850 sec): 3 clusters Score: Raw -2187177.868317 + Penalty 3176.162999 = -2184001.705317 nChanged 14 SP:Iteration 39Q (850.432103 sec): 3 clusters Score: Raw -2187180.167983 + Penalty 3176.162999 = -2184004.004984 nChanged 11 SP:Iteration 40F (850.496316 sec): 3 clusters Score: Raw -2187181.864981 + Penalty 3176.162999 = -2184005.701981 nChanged 16 SP:Iteration 41Q (850.558278 sec): 3 clusters Score: Raw -2187185.021633 + Penalty 3176.162999 = -2184008.858633 nChanged 20 SP:Iteration 42Q (850.609993 sec): 3 clusters Score: Raw -2187188.753154 + Penalty 3176.162999 = -2184012.590155 nChanged 22 SP:Iteration 43Q (850.671447 sec): 3 clusters Score: Raw -2187191.722754 + Penalty 3176.162999 = -2184015.559755 nChanged 17 SP:Iteration 44Q (850.736218 sec): 3 clusters Score: Raw -2187193.859203 + Penalty 3176.162999 = -2184017.696204 nChanged 17 SP:Iteration 45Q (850.799202 sec): 3 clusters Score: Raw -2187197.128344 + Penalty 3176.162999 = -2184020.965345 nChanged 20 SP:Iteration 46Q (850.865125 sec): 3 clusters Score: Raw -2187201.937304 + Penalty 3176.162999 = -2184025.774305 nChanged 22 SP:Iteration 47Q (850.929378 sec): 3 clusters Score: Raw -2187207.237361 + Penalty 3176.162999 = -2184031.074362 nChanged 23 SP:Iteration 48Q (850.993379 sec): 3 clusters Score: Raw -2187211.342670 + Penalty 3176.162999 = -2184035.179670 nChanged 15 SP:Iteration 49Q (851.057165 sec): 3 clusters Score: Raw -2187213.406919 + Penalty 3176.162999 = -2184037.243920 nChanged 14 SP:Iteration 50Q (851.120682 sec): 3 clusters Score: Raw -2187215.596403 + Penalty 3176.162999 = -2184039.433403 nChanged 15 SP:Iteration 51Q (851.180846 sec): 3 clusters Score: Raw -2187218.442898 + Penalty 3176.162999 = -2184042.279899 nChanged 15 SP:Iteration 52Q (851.245745 sec): 3 clusters Score: Raw -2187220.868315 + Penalty 3176.162999 = -2184044.705315 nChanged 16 SP:Iteration 53Q (851.309276 sec): 3 clusters Score: Raw -2187223.138580 + Penalty 3176.162999 = -2184046.975581 nChanged 12 SP:Iteration 54Q (851.372776 sec): 3 clusters Score: Raw -2187224.512209 + Penalty 3176.162999 = -2184048.349210 nChanged 8 SP:Iteration 55Q (851.430764 sec): 3 clusters Score: Raw -2187225.420392 + Penalty 3176.162999 = -2184049.257393 nChanged 5 SP:Iteration 56Q (851.494773 sec): 3 clusters Score: Raw -2187226.302281 + Penalty 3176.162999 = -2184050.139282 nChanged 5 SP:Iteration 57Q (851.557550 sec): 3 clusters Score: Raw -2187227.480100 + Penalty 3176.162999 = -2184051.317101 nChanged 5 SP:Iteration 58Q (851.616944 sec): 3 clusters Score: Raw -2187228.307814 + Penalty 3176.162999 = -2184052.144815 nChanged 5 SP:Iteration 59Q (851.680734 sec): 3 clusters Score: Raw -2187229.230263 + Penalty 3176.162999 = -2184053.067264 nChanged 6 SP:Iteration 60F (851.748001 sec): 3 clusters Score: Raw -2187230.107065 + Penalty 3176.162999 = -2184053.944066 nChanged 4 SP:Iteration 61Q (851.812685 sec): 3 clusters Score: Raw -2187230.949552 + Penalty 3176.162999 = -2184054.786552 nChanged 5 SP:Iteration 62Q (851.876930 sec): 3 clusters Score: Raw -2187231.961486 + Penalty 3176.162999 = -2184055.798487 nChanged 2 SP:Iteration 63Q (851.943926 sec): 3 clusters Score: Raw -2187232.177208 + Penalty 3176.162999 = -2184056.014209 nChanged 2 SP:Iteration 64Q (852.012106 sec): 3 clusters Score: Raw -2187232.450566 + Penalty 3176.162999 = -2184056.287567 nChanged 1 SP:Iteration 65Q (852.077568 sec): 3 clusters Score: Raw -2187232.562895 + Penalty 3176.162999 = -2184056.399896 nChanged 1 SP:Iteration 66Q (852.142189 sec): 3 clusters Score: Raw -2187232.741013 + Penalty 3176.162999 = -2184056.578014 nChanged 1 SP:Iteration 67Q (852.207668 sec): 3 clusters Score: Raw -2187232.788987 + Penalty 3176.162999 = -2184056.625988 nChanged 0 SP:Iteration 68F (852.262204 sec): 3 clusters Score: Raw -2187232.788987 + Penalty 3176.162999 = -2184056.625988 nChanged 0 Trying to split cluster 10 (1795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (852.286409 sec): 2 clusters Score: Raw -216946.285049 + Penalty 1217.573549 = -215728.711500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (852.342374 sec): 3 clusters Score: Raw -216200.834780 + Penalty 2435.147098 = -213765.687682 nChanged 578 SP:Iteration 1F (852.388395 sec): 3 clusters Score: Raw -216552.661311 + Penalty 2435.147098 = -214117.514213 nChanged 134 SP:Iteration 2F (852.432536 sec): 3 clusters Score: Raw -216659.275487 + Penalty 2435.147098 = -214224.128389 nChanged 76 SP:Iteration 3Q (852.472733 sec): 3 clusters Score: Raw -216715.274740 + Penalty 2435.147098 = -214280.127642 nChanged 51 SP:Iteration 4Q (852.511704 sec): 3 clusters Score: Raw -216750.223530 + Penalty 2435.147098 = -214315.076432 nChanged 46 SP:Iteration 5Q (852.558364 sec): 3 clusters Score: Raw -216790.029365 + Penalty 2435.147098 = -214354.882267 nChanged 34 SP:Iteration 6Q (852.604748 sec): 3 clusters Score: Raw -216813.957134 + Penalty 2435.147098 = -214378.810036 nChanged 30 SP:Iteration 7Q (852.650525 sec): 3 clusters Score: Raw -216827.138364 + Penalty 2435.147098 = -214391.991266 nChanged 23 SP:Iteration 8Q (852.697651 sec): 3 clusters Score: Raw -216840.534993 + Penalty 2435.147098 = -214405.387895 nChanged 24 SP:Iteration 9Q (852.741927 sec): 3 clusters Score: Raw -216855.723389 + Penalty 2435.147098 = -214420.576291 nChanged 20 SP:Iteration 10Q (852.786672 sec): 3 clusters Score: Raw -216871.955059 + Penalty 2435.147098 = -214436.807961 nChanged 21 SP:Iteration 11Q (852.829483 sec): 3 clusters Score: Raw -216884.988118 + Penalty 2435.147098 = -214449.841020 nChanged 18 SP:Iteration 12Q (852.873610 sec): 3 clusters Score: Raw -216895.959551 + Penalty 2435.147098 = -214460.812453 nChanged 13 SP:Iteration 13Q (852.912246 sec): 3 clusters Score: Raw -216904.388282 + Penalty 2435.147098 = -214469.241184 nChanged 13 SP:Iteration 14Q (852.945154 sec): 3 clusters Score: Raw -216912.238237 + Penalty 2435.147098 = -214477.091139 nChanged 10 SP:Iteration 15Q (852.976954 sec): 3 clusters Score: Raw -216916.818159 + Penalty 2435.147098 = -214481.671061 nChanged 9 SP:Iteration 16Q (853.014710 sec): 3 clusters Score: Raw -216924.860066 + Penalty 2435.147098 = -214489.712968 nChanged 11 SP:Iteration 17Q (853.054047 sec): 3 clusters Score: Raw -216931.424232 + Penalty 2435.147098 = -214496.277134 nChanged 13 SP:Iteration 18Q (853.090940 sec): 3 clusters Score: Raw -216938.568632 + Penalty 2435.147098 = -214503.421534 nChanged 8 SP:Iteration 19Q (853.131045 sec): 3 clusters Score: Raw -216943.498214 + Penalty 2435.147098 = -214508.351116 nChanged 5 SP:Iteration 20F (853.171005 sec): 3 clusters Score: Raw -216946.285052 + Penalty 2435.147098 = -214511.137954 nChanged 4 SP:Iteration 21Q (853.208579 sec): 3 clusters Score: Raw -216947.782594 + Penalty 2435.147098 = -214512.635497 nChanged 1 SP:Iteration 22Q (853.248223 sec): 3 clusters Score: Raw -216947.966032 + Penalty 2435.147098 = -214512.818934 nChanged 0 SP:Iteration 23F (853.287837 sec): 3 clusters Score: Raw -216947.966032 + Penalty 2435.147098 = -214512.818934 nChanged 0 Trying to split cluster 11 (3608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (853.323850 sec): 2 clusters Score: Raw -403867.755285 + Penalty 1331.022693 = -402536.732592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (853.360805 sec): 3 clusters Score: Raw -402157.610225 + Penalty 2662.045386 = -399495.564838 nChanged 1411 SP:Iteration 1F (853.404614 sec): 3 clusters Score: Raw -403066.816308 + Penalty 2662.045386 = -400404.770921 nChanged 310 SP:Iteration 2F (853.447453 sec): 3 clusters Score: Raw -403299.031825 + Penalty 2662.045386 = -400636.986439 nChanged 230 SP:Iteration 3F (853.496893 sec): 3 clusters Score: Raw -403462.983210 + Penalty 2662.045386 = -400800.937823 nChanged 187 SP:Iteration 4F (853.532855 sec): 3 clusters Score: Raw -403591.530741 + Penalty 2662.045386 = -400929.485354 nChanged 142 SP:Iteration 5Q (853.573548 sec): 3 clusters Score: Raw -403682.110556 + Penalty 2662.045386 = -401020.065170 nChanged 114 SP:Iteration 6Q (853.618215 sec): 3 clusters Score: Raw -403760.357174 + Penalty 2662.045386 = -401098.311788 nChanged 113 SP:Iteration 7Q (853.660214 sec): 3 clusters Score: Raw -403828.495806 + Penalty 2662.045386 = -401166.450419 nChanged 95 SP:Iteration 8Q (853.712249 sec): 3 clusters Score: Raw -403892.348833 + Penalty 2662.045386 = -401230.303447 nChanged 105 SP:Iteration 9Q (853.747869 sec): 3 clusters Score: Raw -403964.261219 + Penalty 2662.045386 = -401302.215832 nChanged 85 SP:Iteration 10Q (853.799438 sec): 3 clusters Score: Raw -404024.821025 + Penalty 2662.045386 = -401362.775638 nChanged 77 SP:Iteration 11Q (853.834470 sec): 3 clusters Score: Raw -404077.281882 + Penalty 2662.045386 = -401415.236496 nChanged 59 SP:Iteration 12Q (853.875683 sec): 3 clusters Score: Raw -404111.088264 + Penalty 2662.045386 = -401449.042878 nChanged 40 SP:Iteration 13Q (853.927734 sec): 3 clusters Score: Raw -404137.020327 + Penalty 2662.045386 = -401474.974941 nChanged 43 SP:Iteration 14Q (853.962195 sec): 3 clusters Score: Raw -404160.386861 + Penalty 2662.045386 = -401498.341475 nChanged 36 SP:Iteration 15Q (854.013197 sec): 3 clusters Score: Raw -404184.459819 + Penalty 2662.045386 = -401522.414433 nChanged 37 SP:Iteration 16Q (854.057122 sec): 3 clusters Score: Raw -404207.749671 + Penalty 2662.045386 = -401545.704285 nChanged 34 SP:Iteration 17Q (854.092592 sec): 3 clusters Score: Raw -404230.460608 + Penalty 2662.045386 = -401568.415221 nChanged 23 SP:Iteration 18Q (854.133933 sec): 3 clusters Score: Raw -404243.322548 + Penalty 2662.045386 = -401581.277162 nChanged 23 SP:Iteration 19Q (854.177790 sec): 3 clusters Score: Raw -404258.438297 + Penalty 2662.045386 = -401596.392910 nChanged 21 SP:Iteration 20F (854.217668 sec): 3 clusters Score: Raw -404271.049560 + Penalty 2662.045386 = -401609.004173 nChanged 15 SP:Iteration 21Q (854.260553 sec): 3 clusters Score: Raw -404279.995764 + Penalty 2662.045386 = -401617.950378 nChanged 10 SP:Iteration 22Q (854.311002 sec): 3 clusters Score: Raw -404287.497746 + Penalty 2662.045386 = -401625.452360 nChanged 9 SP:Iteration 23Q (854.346699 sec): 3 clusters Score: Raw -404293.120066 + Penalty 2662.045386 = -401631.074680 nChanged 8 SP:Iteration 24Q (854.398838 sec): 3 clusters Score: Raw -404300.570307 + Penalty 2662.045386 = -401638.524920 nChanged 10 SP:Iteration 25Q (854.434539 sec): 3 clusters Score: Raw -404311.995440 + Penalty 2662.045386 = -401649.950053 nChanged 10 SP:Iteration 26Q (854.472625 sec): 3 clusters Score: Raw -404321.374949 + Penalty 2662.045386 = -401659.329563 nChanged 4 SP:Iteration 27Q (854.513235 sec): 3 clusters Score: Raw -404323.739224 + Penalty 2662.045386 = -401661.693838 nChanged 1 SP:Iteration 28Q (854.555323 sec): 3 clusters Score: Raw -404323.969341 + Penalty 2662.045386 = -401661.923955 nChanged 0 SP:Iteration 29F (854.597317 sec): 3 clusters Score: Raw -404323.969341 + Penalty 2662.045386 = -401661.923955 nChanged 0 Trying to split cluster 12 (1585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (854.618571 sec): 2 clusters Score: Raw -199931.639022 + Penalty 1197.355199 = -198734.283823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (854.660181 sec): 3 clusters Score: Raw -199324.136747 + Penalty 2394.710398 = -196929.426349 nChanged 498 SP:Iteration 1F (854.697337 sec): 3 clusters Score: Raw -199664.709265 + Penalty 2394.710398 = -197269.998867 nChanged 109 SP:Iteration 2F (854.736917 sec): 3 clusters Score: Raw -199750.199032 + Penalty 2394.710398 = -197355.488634 nChanged 56 SP:Iteration 3Q (854.775493 sec): 3 clusters Score: Raw -199790.610009 + Penalty 2394.710398 = -197395.899611 nChanged 36 SP:Iteration 4Q (854.815188 sec): 3 clusters Score: Raw -199812.611883 + Penalty 2394.710398 = -197417.901485 nChanged 17 SP:Iteration 5Q (854.854623 sec): 3 clusters Score: Raw -199824.705825 + Penalty 2394.710398 = -197429.995427 nChanged 19 SP:Iteration 6Q (854.893468 sec): 3 clusters Score: Raw -199835.159421 + Penalty 2394.710398 = -197440.449023 nChanged 13 SP:Iteration 7Q (854.933397 sec): 3 clusters Score: Raw -199842.421919 + Penalty 2394.710398 = -197447.711521 nChanged 11 SP:Iteration 8Q (854.971310 sec): 3 clusters Score: Raw -199850.120474 + Penalty 2394.710398 = -197455.410076 nChanged 13 SP:Iteration 9Q (855.010394 sec): 3 clusters Score: Raw -199855.263466 + Penalty 2394.710398 = -197460.553068 nChanged 9 SP:Iteration 10Q (855.050101 sec): 3 clusters Score: Raw -199861.897007 + Penalty 2394.710398 = -197467.186609 nChanged 7 SP:Iteration 11Q (855.089539 sec): 3 clusters Score: Raw -199867.678810 + Penalty 2394.710398 = -197472.968412 nChanged 6 SP:Iteration 12Q (855.133458 sec): 3 clusters Score: Raw -199871.409086 + Penalty 2394.710398 = -197476.698688 nChanged 4 SP:Iteration 13Q (855.173410 sec): 3 clusters Score: Raw -199873.644078 + Penalty 2394.710398 = -197478.933680 nChanged 7 SP:Iteration 14Q (855.214113 sec): 3 clusters Score: Raw -199877.980441 + Penalty 2394.710398 = -197483.270043 nChanged 6 SP:Iteration 15Q (855.253905 sec): 3 clusters Score: Raw -199882.724352 + Penalty 2394.710398 = -197488.013954 nChanged 3 SP:Iteration 16Q (855.293679 sec): 3 clusters Score: Raw -199884.502130 + Penalty 2394.710398 = -197489.791732 nChanged 5 SP:Iteration 17Q (855.334039 sec): 3 clusters Score: Raw -199887.616622 + Penalty 2394.710398 = -197492.906224 nChanged 2 SP:Iteration 18Q (855.374148 sec): 3 clusters Score: Raw -199888.325466 + Penalty 2394.710398 = -197493.615068 nChanged 2 SP:Iteration 19Q (855.415716 sec): 3 clusters Score: Raw -199889.418098 + Penalty 2394.710398 = -197494.707700 nChanged 2 SP:Iteration 20F (855.455917 sec): 3 clusters Score: Raw -199890.892480 + Penalty 2394.710398 = -197496.182082 nChanged 4 SP:Iteration 21Q (855.496684 sec): 3 clusters Score: Raw -199892.323898 + Penalty 2394.710398 = -197497.613500 nChanged 4 SP:Iteration 22Q (855.537965 sec): 3 clusters Score: Raw -199894.268312 + Penalty 2394.710398 = -197499.557914 nChanged 5 SP:Iteration 23Q (855.578916 sec): 3 clusters Score: Raw -199897.933917 + Penalty 2394.710398 = -197503.223519 nChanged 3 SP:Iteration 24Q (855.619275 sec): 3 clusters Score: Raw -199899.215451 + Penalty 2394.710398 = -197504.505053 nChanged 2 SP:Iteration 25Q (855.659274 sec): 3 clusters Score: Raw -199899.632404 + Penalty 2394.710398 = -197504.922006 nChanged 0 SP:Iteration 26F (855.700224 sec): 3 clusters Score: Raw -199899.632404 + Penalty 2394.710398 = -197504.922006 nChanged 0 Trying to split cluster 13 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (855.730896 sec): 2 clusters Score: Raw -217429.358564 + Penalty 1212.142570 = -216217.215993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (855.762554 sec): 3 clusters Score: Raw -216737.494083 + Penalty 2424.285141 = -214313.208942 nChanged 559 SP:Iteration 1F (855.802238 sec): 3 clusters Score: Raw -217123.202549 + Penalty 2424.285141 = -214698.917408 nChanged 115 SP:Iteration 2F (855.841014 sec): 3 clusters Score: Raw -217217.167719 + Penalty 2424.285141 = -214792.882578 nChanged 88 SP:Iteration 3F (855.882034 sec): 3 clusters Score: Raw -217284.254122 + Penalty 2424.285141 = -214859.968981 nChanged 50 SP:Iteration 4Q (855.930489 sec): 3 clusters Score: Raw -217327.990995 + Penalty 2424.285141 = -214903.705854 nChanged 45 SP:Iteration 5Q (855.971195 sec): 3 clusters Score: Raw -217362.769017 + Penalty 2424.285141 = -214938.483876 nChanged 41 SP:Iteration 6Q (856.003640 sec): 3 clusters Score: Raw -217395.252403 + Penalty 2424.285141 = -214970.967262 nChanged 33 SP:Iteration 7Q (856.046862 sec): 3 clusters Score: Raw -217418.552622 + Penalty 2424.285141 = -214994.267481 nChanged 35 SP:Iteration 8Q (856.092573 sec): 3 clusters Score: Raw -217443.907507 + Penalty 2424.285141 = -215019.622366 nChanged 38 SP:Iteration 9Q (856.132352 sec): 3 clusters Score: Raw -217474.995797 + Penalty 2424.285141 = -215050.710656 nChanged 35 SP:Iteration 10Q (856.164448 sec): 3 clusters Score: Raw -217507.348236 + Penalty 2424.285141 = -215083.063095 nChanged 47 SP:Iteration 11Q (856.205113 sec): 3 clusters Score: Raw -217547.436367 + Penalty 2424.285141 = -215123.151226 nChanged 39 SP:Iteration 12Q (856.247086 sec): 3 clusters Score: Raw -217572.407739 + Penalty 2424.285141 = -215148.122598 nChanged 30 SP:Iteration 13Q (856.295954 sec): 3 clusters Score: Raw -217597.946840 + Penalty 2424.285141 = -215173.661699 nChanged 23 SP:Iteration 14Q (856.327731 sec): 3 clusters Score: Raw -217618.151999 + Penalty 2424.285141 = -215193.866858 nChanged 24 SP:Iteration 15Q (856.366957 sec): 3 clusters Score: Raw -217635.998095 + Penalty 2424.285141 = -215211.712954 nChanged 25 SP:Iteration 16Q (856.407088 sec): 3 clusters Score: Raw -217659.616267 + Penalty 2424.285141 = -215235.331126 nChanged 19 SP:Iteration 17Q (856.448779 sec): 3 clusters Score: Raw -217674.076388 + Penalty 2424.285141 = -215249.791247 nChanged 20 SP:Iteration 18Q (856.495717 sec): 3 clusters Score: Raw -217689.615386 + Penalty 2424.285141 = -215265.330245 nChanged 15 SP:Iteration 19Q (856.527968 sec): 3 clusters Score: Raw -217700.994707 + Penalty 2424.285141 = -215276.709566 nChanged 14 SP:Iteration 20F (856.567318 sec): 3 clusters Score: Raw -217709.009874 + Penalty 2424.285141 = -215284.724733 nChanged 12 SP:Iteration 21Q (856.610141 sec): 3 clusters Score: Raw -217715.508912 + Penalty 2424.285141 = -215291.223771 nChanged 7 SP:Iteration 22Q (856.651629 sec): 3 clusters Score: Raw -217721.806078 + Penalty 2424.285141 = -215297.520937 nChanged 3 SP:Iteration 23Q (856.695292 sec): 3 clusters Score: Raw -217723.399979 + Penalty 2424.285141 = -215299.114838 nChanged 4 SP:Iteration 24Q (856.741226 sec): 3 clusters Score: Raw -217725.208131 + Penalty 2424.285141 = -215300.922990 nChanged 2 SP:Iteration 25Q (856.781988 sec): 3 clusters Score: Raw -217725.961631 + Penalty 2424.285141 = -215301.676490 nChanged 1 SP:Iteration 26Q (856.824555 sec): 3 clusters Score: Raw -217726.495329 + Penalty 2424.285141 = -215302.210188 nChanged 2 SP:Iteration 27Q (856.872976 sec): 3 clusters Score: Raw -217727.786428 + Penalty 2424.285141 = -215303.501287 nChanged 0 SP:Iteration 28F (856.910204 sec): 3 clusters Score: Raw -217727.786428 + Penalty 2424.285141 = -215303.501287 nChanged 0 Trying to split cluster 14 (5616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (856.937853 sec): 2 clusters Score: Raw -606120.917312 + Penalty 1402.923429 = -604717.993883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (856.994406 sec): 3 clusters Score: Raw -603139.774366 + Penalty 2805.846857 = -600333.927509 nChanged 2287 SP:Iteration 1F (857.043663 sec): 3 clusters Score: Raw -604460.671396 + Penalty 2805.846857 = -601654.824539 nChanged 446 SP:Iteration 2F (857.088966 sec): 3 clusters Score: Raw -604698.696614 + Penalty 2805.846857 = -601892.849756 nChanged 310 SP:Iteration 3F (857.146787 sec): 3 clusters Score: Raw -604838.204227 + Penalty 2805.846857 = -602032.357369 nChanged 215 SP:Iteration 4Q (857.196063 sec): 3 clusters Score: Raw -604941.666745 + Penalty 2805.846857 = -602135.819888 nChanged 203 SP:Iteration 5Q (857.251603 sec): 3 clusters Score: Raw -605053.990378 + Penalty 2805.846857 = -602248.143520 nChanged 197 SP:Iteration 6Q (857.292937 sec): 3 clusters Score: Raw -605147.917351 + Penalty 2805.846857 = -602342.070493 nChanged 207 SP:Iteration 7Q (857.348782 sec): 3 clusters Score: Raw -605231.858773 + Penalty 2805.846857 = -602426.011915 nChanged 182 SP:Iteration 8Q (857.394282 sec): 3 clusters Score: Raw -605331.932198 + Penalty 2805.846857 = -602526.085341 nChanged 187 SP:Iteration 9Q (857.451565 sec): 3 clusters Score: Raw -605426.794504 + Penalty 2805.846857 = -602620.947647 nChanged 151 SP:Iteration 10Q (857.506782 sec): 3 clusters Score: Raw -605489.486794 + Penalty 2805.846857 = -602683.639936 nChanged 137 SP:Iteration 11Q (857.557507 sec): 3 clusters Score: Raw -605550.081239 + Penalty 2805.846857 = -602744.234382 nChanged 117 SP:Iteration 12Q (857.608558 sec): 3 clusters Score: Raw -605597.629297 + Penalty 2805.846857 = -602791.782439 nChanged 111 SP:Iteration 13Q (857.656226 sec): 3 clusters Score: Raw -605642.765395 + Penalty 2805.846857 = -602836.918538 nChanged 104 SP:Iteration 14Q (857.704455 sec): 3 clusters Score: Raw -605682.986656 + Penalty 2805.846857 = -602877.139799 nChanged 111 SP:Iteration 15Q (857.743915 sec): 3 clusters Score: Raw -605722.070225 + Penalty 2805.846857 = -602916.223367 nChanged 93 SP:Iteration 16Q (857.787197 sec): 3 clusters Score: Raw -605756.803627 + Penalty 2805.846857 = -602950.956770 nChanged 79 SP:Iteration 17Q (857.829366 sec): 3 clusters Score: Raw -605784.888632 + Penalty 2805.846857 = -602979.041775 nChanged 73 SP:Iteration 18Q (857.872011 sec): 3 clusters Score: Raw -605804.082088 + Penalty 2805.846857 = -602998.235230 nChanged 60 SP:Iteration 19Q (857.914096 sec): 3 clusters Score: Raw -605818.707785 + Penalty 2805.846857 = -603012.860928 nChanged 59 SP:Iteration 20F (857.950382 sec): 3 clusters Score: Raw -605835.937750 + Penalty 2805.846857 = -603030.090892 nChanged 55 SP:Iteration 21Q (857.993553 sec): 3 clusters Score: Raw -605851.261858 + Penalty 2805.846857 = -603045.415000 nChanged 46 SP:Iteration 22Q (858.037772 sec): 3 clusters Score: Raw -605861.676713 + Penalty 2805.846857 = -603055.829856 nChanged 58 SP:Iteration 23Q (858.088162 sec): 3 clusters Score: Raw -605877.655193 + Penalty 2805.846857 = -603071.808335 nChanged 56 SP:Iteration 24Q (858.130438 sec): 3 clusters Score: Raw -605897.307893 + Penalty 2805.846857 = -603091.461035 nChanged 58 SP:Iteration 25Q (858.170788 sec): 3 clusters Score: Raw -605916.683262 + Penalty 2805.846857 = -603110.836404 nChanged 59 SP:Iteration 26Q (858.212484 sec): 3 clusters Score: Raw -605934.988339 + Penalty 2805.846857 = -603129.141482 nChanged 59 SP:Iteration 27Q (858.252973 sec): 3 clusters Score: Raw -605951.929496 + Penalty 2805.846857 = -603146.082639 nChanged 67 SP:Iteration 28Q (858.295593 sec): 3 clusters Score: Raw -605969.891297 + Penalty 2805.846857 = -603164.044440 nChanged 69 SP:Iteration 29Q (858.336569 sec): 3 clusters Score: Raw -605991.600447 + Penalty 2805.846857 = -603185.753589 nChanged 73 SP:Iteration 30Q (858.377621 sec): 3 clusters Score: Raw -606020.007205 + Penalty 2805.846857 = -603214.160348 nChanged 85 SP:Iteration 31Q (858.418789 sec): 3 clusters Score: Raw -606048.812242 + Penalty 2805.846857 = -603242.965384 nChanged 66 SP:Iteration 32Q (858.458465 sec): 3 clusters Score: Raw -606069.688248 + Penalty 2805.846857 = -603263.841390 nChanged 77 SP:Iteration 33Q (858.500095 sec): 3 clusters Score: Raw -606095.701999 + Penalty 2805.846857 = -603289.855141 nChanged 87 SP:Iteration 34Q (858.550905 sec): 3 clusters Score: Raw -606125.500373 + Penalty 2805.846857 = -603319.653515 nChanged 93 SP:Iteration 35Q (858.585078 sec): 3 clusters Score: Raw -606166.540795 + Penalty 2805.846857 = -603360.693937 nChanged 95 SP:Iteration 36Q (858.625080 sec): 3 clusters Score: Raw -606201.244062 + Penalty 2805.846857 = -603395.397205 nChanged 106 SP:Iteration 37Q (858.666249 sec): 3 clusters Score: Raw -606243.067004 + Penalty 2805.846857 = -603437.220147 nChanged 113 SP:Iteration 38Q (858.718997 sec): 3 clusters Score: Raw -606292.383161 + Penalty 2805.846857 = -603486.536303 nChanged 139 SP:Iteration 39Q (858.755785 sec): 3 clusters Score: Raw -606364.781146 + Penalty 2805.846857 = -603558.934289 nChanged 159 SP:Iteration 40F (858.805425 sec): 3 clusters Score: Raw -606452.528367 + Penalty 2805.846857 = -603646.681509 nChanged 154 SP:Iteration 41Q (858.834889 sec): 3 clusters Score: Raw -606541.563387 + Penalty 2805.846857 = -603735.716530 nChanged 157 SP:Iteration 42Q (858.875379 sec): 3 clusters Score: Raw -606619.202611 + Penalty 2805.846857 = -603813.355754 nChanged 116 SP:Iteration 43Q (858.919203 sec): 3 clusters Score: Raw -606670.534609 + Penalty 2805.846857 = -603864.687751 nChanged 111 SP:Iteration 44Q (858.948371 sec): 3 clusters Score: Raw -606725.479687 + Penalty 2805.846857 = -603919.632830 nChanged 115 SP:Iteration 45Q (858.990930 sec): 3 clusters Score: Raw -606780.955238 + Penalty 2805.846857 = -603975.108381 nChanged 90 SP:Iteration 46Q (859.030666 sec): 3 clusters Score: Raw -606818.888142 + Penalty 2805.846857 = -604013.041285 nChanged 81 SP:Iteration 47Q (859.071589 sec): 3 clusters Score: Raw -606856.327101 + Penalty 2805.846857 = -604050.480243 nChanged 82 SP:Iteration 48Q (859.110131 sec): 3 clusters Score: Raw -606889.805595 + Penalty 2805.846857 = -604083.958738 nChanged 71 SP:Iteration 49Q (859.165483 sec): 3 clusters Score: Raw -606919.316160 + Penalty 2805.846857 = -604113.469303 nChanged 56 SP:Iteration 50Q (859.214973 sec): 3 clusters Score: Raw -606940.199174 + Penalty 2805.846857 = -604134.352316 nChanged 46 SP:Iteration 51Q (859.257433 sec): 3 clusters Score: Raw -606956.169175 + Penalty 2805.846857 = -604150.322317 nChanged 34 SP:Iteration 52Q (859.299592 sec): 3 clusters Score: Raw -606969.965036 + Penalty 2805.846857 = -604164.118179 nChanged 35 SP:Iteration 53Q (859.347791 sec): 3 clusters Score: Raw -606982.855412 + Penalty 2805.846857 = -604177.008555 nChanged 29 SP:Iteration 54Q (859.385557 sec): 3 clusters Score: Raw -606992.729903 + Penalty 2805.846857 = -604186.883045 nChanged 25 SP:Iteration 55Q (859.436666 sec): 3 clusters Score: Raw -607000.047694 + Penalty 2805.846857 = -604194.200837 nChanged 10 SP:Iteration 56Q (859.488055 sec): 3 clusters Score: Raw -607002.454103 + Penalty 2805.846857 = -604196.607246 nChanged 8 SP:Iteration 57Q (859.536071 sec): 3 clusters Score: Raw -607004.980280 + Penalty 2805.846857 = -604199.133423 nChanged 9 SP:Iteration 58Q (859.581592 sec): 3 clusters Score: Raw -607008.104080 + Penalty 2805.846857 = -604202.257223 nChanged 14 SP:Iteration 59Q (859.621516 sec): 3 clusters Score: Raw -607012.763429 + Penalty 2805.846857 = -604206.916572 nChanged 10 SP:Iteration 60F (859.662531 sec): 3 clusters Score: Raw -607015.831829 + Penalty 2805.846857 = -604209.984972 nChanged 16 SP:Iteration 61Q (859.695058 sec): 3 clusters Score: Raw -607020.576640 + Penalty 2805.846857 = -604214.729783 nChanged 14 SP:Iteration 62Q (859.732490 sec): 3 clusters Score: Raw -607024.703391 + Penalty 2805.846857 = -604218.856534 nChanged 9 SP:Iteration 63Q (859.775496 sec): 3 clusters Score: Raw -607027.347989 + Penalty 2805.846857 = -604221.501132 nChanged 10 SP:Iteration 64Q (859.816485 sec): 3 clusters Score: Raw -607031.957142 + Penalty 2805.846857 = -604226.110285 nChanged 10 SP:Iteration 65Q (859.865116 sec): 3 clusters Score: Raw -607034.812096 + Penalty 2805.846857 = -604228.965238 nChanged 9 SP:Iteration 66Q (859.897935 sec): 3 clusters Score: Raw -607037.106461 + Penalty 2805.846857 = -604231.259604 nChanged 5 SP:Iteration 67Q (859.936424 sec): 3 clusters Score: Raw -607038.557358 + Penalty 2805.846857 = -604232.710500 nChanged 2 SP:Iteration 68Q (859.977426 sec): 3 clusters Score: Raw -607039.238703 + Penalty 2805.846857 = -604233.391846 nChanged 3 SP:Iteration 69Q (860.018479 sec): 3 clusters Score: Raw -607039.843283 + Penalty 2805.846857 = -604233.996425 nChanged 3 SP:Iteration 70Q (860.061005 sec): 3 clusters Score: Raw -607040.607431 + Penalty 2805.846857 = -604234.760573 nChanged 1 SP:Iteration 71Q (860.109829 sec): 3 clusters Score: Raw -607040.980618 + Penalty 2805.846857 = -604235.133761 nChanged 2 SP:Iteration 72Q (860.153067 sec): 3 clusters Score: Raw -607041.905390 + Penalty 2805.846857 = -604236.058533 nChanged 1 SP:Iteration 73Q (860.184775 sec): 3 clusters Score: Raw -607042.232896 + Penalty 2805.846857 = -604236.386039 nChanged 1 SP:Iteration 74Q (860.229409 sec): 3 clusters Score: Raw -607042.415953 + Penalty 2805.846857 = -604236.569095 nChanged 1 SP:Iteration 75Q (860.261299 sec): 3 clusters Score: Raw -607042.576082 + Penalty 2805.846857 = -604236.729225 nChanged 0 SP:Iteration 76F (860.305695 sec): 3 clusters Score: Raw -607042.576082 + Penalty 2805.846857 = -604236.729225 nChanged 0 Trying to split cluster 15 (4338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.321632 sec): 2 clusters Score: Raw -549918.406182 + Penalty 1360.964912 = -548557.441270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (860.359742 sec): 3 clusters Score: Raw -547655.562282 + Penalty 2721.929825 = -544933.632457 nChanged 1747 SP:Iteration 1F (860.400160 sec): 3 clusters Score: Raw -548590.546161 + Penalty 2721.929825 = -545868.616336 nChanged 320 SP:Iteration 2F (860.448389 sec): 3 clusters Score: Raw -548754.889251 + Penalty 2721.929825 = -546032.959426 nChanged 222 SP:Iteration 3F (860.496732 sec): 3 clusters Score: Raw -548855.662617 + Penalty 2721.929825 = -546133.732792 nChanged 156 SP:Iteration 4Q (860.545885 sec): 3 clusters Score: Raw -548920.261255 + Penalty 2721.929825 = -546198.331431 nChanged 141 SP:Iteration 5Q (860.604837 sec): 3 clusters Score: Raw -548978.249519 + Penalty 2721.929825 = -546256.319694 nChanged 120 SP:Iteration 6Q (860.641443 sec): 3 clusters Score: Raw -549030.159274 + Penalty 2721.929825 = -546308.229449 nChanged 116 SP:Iteration 7Q (860.691692 sec): 3 clusters Score: Raw -549084.349075 + Penalty 2721.929825 = -546362.419251 nChanged 124 SP:Iteration 8Q (860.740491 sec): 3 clusters Score: Raw -549149.617059 + Penalty 2721.929825 = -546427.687234 nChanged 112 SP:Iteration 9Q (860.790203 sec): 3 clusters Score: Raw -549205.687989 + Penalty 2721.929825 = -546483.758164 nChanged 116 SP:Iteration 10Q (860.839920 sec): 3 clusters Score: Raw -549266.204451 + Penalty 2721.929825 = -546544.274626 nChanged 101 SP:Iteration 11Q (860.888550 sec): 3 clusters Score: Raw -549324.820618 + Penalty 2721.929825 = -546602.890793 nChanged 121 SP:Iteration 12Q (860.936724 sec): 3 clusters Score: Raw -549399.837296 + Penalty 2721.929825 = -546677.907472 nChanged 112 SP:Iteration 13Q (860.985141 sec): 3 clusters Score: Raw -549467.884444 + Penalty 2721.929825 = -546745.954619 nChanged 104 SP:Iteration 14Q (861.034275 sec): 3 clusters Score: Raw -549536.781047 + Penalty 2721.929825 = -546814.851222 nChanged 109 SP:Iteration 15Q (861.083645 sec): 3 clusters Score: Raw -549613.452609 + Penalty 2721.929825 = -546891.522784 nChanged 102 SP:Iteration 16Q (861.131242 sec): 3 clusters Score: Raw -549685.804733 + Penalty 2721.929825 = -546963.874909 nChanged 98 SP:Iteration 17Q (861.180657 sec): 3 clusters Score: Raw -549761.499066 + Penalty 2721.929825 = -547039.569241 nChanged 80 SP:Iteration 18Q (861.228123 sec): 3 clusters Score: Raw -549826.958287 + Penalty 2721.929825 = -547105.028463 nChanged 81 SP:Iteration 19Q (861.278216 sec): 3 clusters Score: Raw -549903.402979 + Penalty 2721.929825 = -547181.473154 nChanged 52 SP:Iteration 20F (861.325810 sec): 3 clusters Score: Raw -549945.036181 + Penalty 2721.929825 = -547223.106356 nChanged 27 SP:Iteration 21Q (861.369416 sec): 3 clusters Score: Raw -549966.040645 + Penalty 2721.929825 = -547244.110820 nChanged 22 SP:Iteration 22Q (861.413494 sec): 3 clusters Score: Raw -549984.804465 + Penalty 2721.929825 = -547262.874641 nChanged 16 SP:Iteration 23Q (861.457299 sec): 3 clusters Score: Raw -549998.455125 + Penalty 2721.929825 = -547276.525300 nChanged 14 SP:Iteration 24Q (861.497541 sec): 3 clusters Score: Raw -550011.988680 + Penalty 2721.929825 = -547290.058855 nChanged 10 SP:Iteration 25Q (861.527602 sec): 3 clusters Score: Raw -550023.076919 + Penalty 2721.929825 = -547301.147095 nChanged 10 SP:Iteration 26Q (861.568238 sec): 3 clusters Score: Raw -550033.573688 + Penalty 2721.929825 = -547311.643864 nChanged 9 SP:Iteration 27Q (861.612223 sec): 3 clusters Score: Raw -550041.807063 + Penalty 2721.929825 = -547319.877239 nChanged 7 SP:Iteration 28Q (861.644155 sec): 3 clusters Score: Raw -550049.746047 + Penalty 2721.929825 = -547327.816222 nChanged 6 SP:Iteration 29Q (861.685987 sec): 3 clusters Score: Raw -550054.803533 + Penalty 2721.929825 = -547332.873709 nChanged 7 SP:Iteration 30Q (861.726584 sec): 3 clusters Score: Raw -550062.674920 + Penalty 2721.929825 = -547340.745095 nChanged 6 SP:Iteration 31Q (861.770401 sec): 3 clusters Score: Raw -550069.584841 + Penalty 2721.929825 = -547347.655016 nChanged 5 SP:Iteration 32Q (861.810444 sec): 3 clusters Score: Raw -550075.198002 + Penalty 2721.929825 = -547353.268178 nChanged 3 SP:Iteration 33Q (861.854030 sec): 3 clusters Score: Raw -550079.127114 + Penalty 2721.929825 = -547357.197290 nChanged 2 SP:Iteration 34Q (861.907150 sec): 3 clusters Score: Raw -550080.104080 + Penalty 2721.929825 = -547358.174255 nChanged 0 SP:Iteration 35F (861.943596 sec): 3 clusters Score: Raw -550080.104080 + Penalty 2721.929825 = -547358.174255 nChanged 0 Trying to split cluster 16 (10801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (861.974390 sec): 2 clusters Score: Raw -1342957.301734 + Penalty 1509.201525 = -1341448.100209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.023596 sec): 3 clusters Score: Raw -1336838.269034 + Penalty 3018.403050 = -1333819.865983 nChanged 4730 SP:Iteration 1F (862.083806 sec): 3 clusters Score: Raw -1339553.831355 + Penalty 3018.403050 = -1336535.428305 nChanged 717 SP:Iteration 2F (862.126168 sec): 3 clusters Score: Raw -1339960.191046 + Penalty 3018.403050 = -1336941.787996 nChanged 663 SP:Iteration 3F (862.176838 sec): 3 clusters Score: Raw -1340394.401377 + Penalty 3018.403050 = -1337375.998326 nChanged 595 SP:Iteration 4F (862.237600 sec): 3 clusters Score: Raw -1340854.312074 + Penalty 3018.403050 = -1337835.909023 nChanged 616 SP:Iteration 5F (862.281011 sec): 3 clusters Score: Raw -1341390.240690 + Penalty 3018.403050 = -1338371.837639 nChanged 604 SP:Iteration 6F (862.334236 sec): 3 clusters Score: Raw -1341795.727462 + Penalty 3018.403050 = -1338777.324412 nChanged 558 SP:Iteration 7F (862.386118 sec): 3 clusters Score: Raw -1342111.980454 + Penalty 3018.403050 = -1339093.577403 nChanged 449 SP:Iteration 8Q (862.445404 sec): 3 clusters Score: Raw -1342335.811418 + Penalty 3018.403050 = -1339317.408368 nChanged 370 SP:Iteration 9Q (862.487905 sec): 3 clusters Score: Raw -1342492.330858 + Penalty 3018.403050 = -1339473.927808 nChanged 287 SP:Iteration 10Q (862.539277 sec): 3 clusters Score: Raw -1342608.785053 + Penalty 3018.403050 = -1339590.382002 nChanged 263 SP:Iteration 11Q (862.590492 sec): 3 clusters Score: Raw -1342716.543109 + Penalty 3018.403050 = -1339698.140059 nChanged 240 SP:Iteration 12Q (862.643020 sec): 3 clusters Score: Raw -1342816.986417 + Penalty 3018.403050 = -1339798.583366 nChanged 223 SP:Iteration 13Q (862.694852 sec): 3 clusters Score: Raw -1342909.481920 + Penalty 3018.403050 = -1339891.078869 nChanged 214 SP:Iteration 14Q (862.747503 sec): 3 clusters Score: Raw -1342999.829205 + Penalty 3018.403050 = -1339981.426155 nChanged 212 SP:Iteration 15Q (862.799737 sec): 3 clusters Score: Raw -1343089.392304 + Penalty 3018.403050 = -1340070.989253 nChanged 210 SP:Iteration 16Q (862.859009 sec): 3 clusters Score: Raw -1343171.873889 + Penalty 3018.403050 = -1340153.470839 nChanged 203 SP:Iteration 17Q (862.901061 sec): 3 clusters Score: Raw -1343250.321332 + Penalty 3018.403050 = -1340231.918282 nChanged 198 SP:Iteration 18Q (862.952915 sec): 3 clusters Score: Raw -1343333.486442 + Penalty 3018.403050 = -1340315.083391 nChanged 208 SP:Iteration 19Q (863.004788 sec): 3 clusters Score: Raw -1343420.098985 + Penalty 3018.403050 = -1340401.695935 nChanged 205 SP:Iteration 20F (863.056971 sec): 3 clusters Score: Raw -1343506.129352 + Penalty 3018.403050 = -1340487.726301 nChanged 172 SP:Iteration 21Q (863.109198 sec): 3 clusters Score: Raw -1343576.103334 + Penalty 3018.403050 = -1340557.700284 nChanged 158 SP:Iteration 22Q (863.171450 sec): 3 clusters Score: Raw -1343641.507033 + Penalty 3018.403050 = -1340623.103982 nChanged 150 SP:Iteration 23Q (863.228338 sec): 3 clusters Score: Raw -1343706.182942 + Penalty 3018.403050 = -1340687.779891 nChanged 133 SP:Iteration 24Q (863.284922 sec): 3 clusters Score: Raw -1343760.626518 + Penalty 3018.403050 = -1340742.223468 nChanged 128 SP:Iteration 25Q (863.341382 sec): 3 clusters Score: Raw -1343816.876479 + Penalty 3018.403050 = -1340798.473428 nChanged 127 SP:Iteration 26Q (863.397955 sec): 3 clusters Score: Raw -1343876.706054 + Penalty 3018.403050 = -1340858.303003 nChanged 126 SP:Iteration 27Q (863.454331 sec): 3 clusters Score: Raw -1343949.911702 + Penalty 3018.403050 = -1340931.508652 nChanged 125 SP:Iteration 28Q (863.510701 sec): 3 clusters Score: Raw -1344020.523800 + Penalty 3018.403050 = -1341002.120750 nChanged 98 SP:Iteration 29Q (863.567019 sec): 3 clusters Score: Raw -1344077.257179 + Penalty 3018.403050 = -1341058.854129 nChanged 89 SP:Iteration 30Q (863.622033 sec): 3 clusters Score: Raw -1344129.438111 + Penalty 3018.403050 = -1341111.035061 nChanged 94 SP:Iteration 31Q (863.674697 sec): 3 clusters Score: Raw -1344191.047428 + Penalty 3018.403050 = -1341172.644378 nChanged 80 SP:Iteration 32Q (863.725496 sec): 3 clusters Score: Raw -1344246.254265 + Penalty 3018.403050 = -1341227.851214 nChanged 77 SP:Iteration 33Q (863.787656 sec): 3 clusters Score: Raw -1344292.566497 + Penalty 3018.403050 = -1341274.163447 nChanged 64 SP:Iteration 34Q (863.844735 sec): 3 clusters Score: Raw -1344338.276447 + Penalty 3018.403050 = -1341319.873396 nChanged 60 SP:Iteration 35Q (863.887527 sec): 3 clusters Score: Raw -1344375.699441 + Penalty 3018.403050 = -1341357.296391 nChanged 47 SP:Iteration 36Q (863.950657 sec): 3 clusters Score: Raw -1344401.608033 + Penalty 3018.403050 = -1341383.204982 nChanged 47 SP:Iteration 37Q (864.002619 sec): 3 clusters Score: Raw -1344437.828868 + Penalty 3018.403050 = -1341419.425818 nChanged 43 SP:Iteration 38Q (864.050886 sec): 3 clusters Score: Raw -1344461.596870 + Penalty 3018.403050 = -1341443.193820 nChanged 44 SP:Iteration 39Q (864.105524 sec): 3 clusters Score: Raw -1344485.756558 + Penalty 3018.403050 = -1341467.353508 nChanged 30 SP:Iteration 40F (864.163218 sec): 3 clusters Score: Raw -1344505.074784 + Penalty 3018.403050 = -1341486.671733 nChanged 24 SP:Iteration 41Q (864.218331 sec): 3 clusters Score: Raw -1344515.140910 + Penalty 3018.403050 = -1341496.737860 nChanged 15 SP:Iteration 42Q (864.280963 sec): 3 clusters Score: Raw -1344518.940047 + Penalty 3018.403050 = -1341500.536996 nChanged 7 SP:Iteration 43Q (864.328907 sec): 3 clusters Score: Raw -1344522.005458 + Penalty 3018.403050 = -1341503.602408 nChanged 5 SP:Iteration 44Q (864.388842 sec): 3 clusters Score: Raw -1344523.961490 + Penalty 3018.403050 = -1341505.558439 nChanged 3 SP:Iteration 45Q (864.446093 sec): 3 clusters Score: Raw -1344524.984732 + Penalty 3018.403050 = -1341506.581682 nChanged 5 SP:Iteration 46Q (864.498999 sec): 3 clusters Score: Raw -1344526.813472 + Penalty 3018.403050 = -1341508.410422 nChanged 5 SP:Iteration 47Q (864.554043 sec): 3 clusters Score: Raw -1344528.885483 + Penalty 3018.403050 = -1341510.482432 nChanged 6 SP:Iteration 48Q (864.598830 sec): 3 clusters Score: Raw -1344530.657655 + Penalty 3018.403050 = -1341512.254604 nChanged 4 SP:Iteration 49Q (864.653032 sec): 3 clusters Score: Raw -1344531.989534 + Penalty 3018.403050 = -1341513.586483 nChanged 5 SP:Iteration 50Q (864.697158 sec): 3 clusters Score: Raw -1344534.154792 + Penalty 3018.403050 = -1341515.751741 nChanged 11 SP:Iteration 51Q (864.746739 sec): 3 clusters Score: Raw -1344537.943470 + Penalty 3018.403050 = -1341519.540420 nChanged 6 SP:Iteration 52Q (864.795244 sec): 3 clusters Score: Raw -1344539.792826 + Penalty 3018.403050 = -1341521.389776 nChanged 7 SP:Iteration 53Q (864.843877 sec): 3 clusters Score: Raw -1344541.766774 + Penalty 3018.403050 = -1341523.363723 nChanged 4 SP:Iteration 54Q (864.892662 sec): 3 clusters Score: Raw -1344543.677985 + Penalty 3018.403050 = -1341525.274935 nChanged 6 SP:Iteration 55Q (864.936825 sec): 3 clusters Score: Raw -1344545.894113 + Penalty 3018.403050 = -1341527.491062 nChanged 4 SP:Iteration 56Q (864.983010 sec): 3 clusters Score: Raw -1344548.145843 + Penalty 3018.403050 = -1341529.742792 nChanged 7 SP:Iteration 57Q (865.028931 sec): 3 clusters Score: Raw -1344551.876183 + Penalty 3018.403050 = -1341533.473132 nChanged 15 SP:Iteration 58Q (865.074793 sec): 3 clusters Score: Raw -1344556.459154 + Penalty 3018.403050 = -1341538.056104 nChanged 5 SP:Iteration 59Q (865.120720 sec): 3 clusters Score: Raw -1344557.949333 + Penalty 3018.403050 = -1341539.546282 nChanged 6 SP:Iteration 60F (865.168556 sec): 3 clusters Score: Raw -1344559.273649 + Penalty 3018.403050 = -1341540.870598 nChanged 2 SP:Iteration 61Q (865.214768 sec): 3 clusters Score: Raw -1344559.720943 + Penalty 3018.403050 = -1341541.317893 nChanged 1 SP:Iteration 62Q (865.259475 sec): 3 clusters Score: Raw -1344559.904844 + Penalty 3018.403050 = -1341541.501793 nChanged 1 SP:Iteration 63Q (865.312240 sec): 3 clusters Score: Raw -1344559.977358 + Penalty 3018.403050 = -1341541.574308 nChanged 0 SP:Iteration 64F (865.350979 sec): 3 clusters Score: Raw -1344559.977358 + Penalty 3018.403050 = -1341541.574308 nChanged 0 Score: Raw -40663746.331224 + Penalty 47573.931224 = -40616172.400000 Splitting cluster 16 changes total score from -40615998.970438 to -40616172.400000 So it's getting split into cluster 23. Trying to split cluster 17 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.257199 sec): 2 clusters Score: Raw -43266.055313 + Penalty 965.277829 = -42300.777484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.299402 sec): 3 clusters Score: Raw -43311.212162 + Penalty 1930.555657 = -41380.656505 nChanged 69 SP:Iteration 1F (869.341562 sec): 3 clusters Score: Raw -43462.660188 + Penalty 1930.555657 = -41532.104531 nChanged 14 SP:Iteration 2Q (869.384093 sec): 3 clusters Score: Raw -43498.908564 + Penalty 1930.555657 = -41568.352907 nChanged 10 SP:Iteration 3Q (869.426563 sec): 3 clusters Score: Raw -43517.333448 + Penalty 1930.555657 = -41586.777790 nChanged 7 SP:Iteration 4Q (869.468726 sec): 3 clusters Score: Raw -43528.023731 + Penalty 1930.555657 = -41597.468074 nChanged 5 SP:Iteration 5Q (869.511038 sec): 3 clusters Score: Raw -43538.115886 + Penalty 1930.555657 = -41607.560229 nChanged 2 SP:Iteration 6Q (869.553233 sec): 3 clusters Score: Raw -43543.850769 + Penalty 1930.555657 = -41613.295111 nChanged 0 SP:Iteration 7F (869.595326 sec): 3 clusters Score: Raw -43543.850769 + Penalty 1930.555657 = -41613.295111 nChanged 0 Trying to split cluster 18 (2480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.621038 sec): 2 clusters Score: Raw -277120.074800 + Penalty 1270.102249 = -275849.972551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.662525 sec): 3 clusters Score: Raw -276035.846797 + Penalty 2540.204498 = -273495.642300 nChanged 898 SP:Iteration 1F (869.709994 sec): 3 clusters Score: Raw -276650.567136 + Penalty 2540.204498 = -274110.362639 nChanged 213 SP:Iteration 2F (869.754231 sec): 3 clusters Score: Raw -276846.153721 + Penalty 2540.204498 = -274305.949223 nChanged 157 SP:Iteration 3F (869.795294 sec): 3 clusters Score: Raw -276969.369964 + Penalty 2540.204498 = -274429.165466 nChanged 120 SP:Iteration 4Q (869.842662 sec): 3 clusters Score: Raw -277062.264835 + Penalty 2540.204498 = -274522.060337 nChanged 85 SP:Iteration 5Q (869.878165 sec): 3 clusters Score: Raw -277129.742008 + Penalty 2540.204498 = -274589.537511 nChanged 73 SP:Iteration 6Q (869.922337 sec): 3 clusters Score: Raw -277190.582429 + Penalty 2540.204498 = -274650.377932 nChanged 82 SP:Iteration 7Q (869.962296 sec): 3 clusters Score: Raw -277253.331495 + Penalty 2540.204498 = -274713.126997 nChanged 66 SP:Iteration 8Q (870.009424 sec): 3 clusters Score: Raw -277298.336247 + Penalty 2540.204498 = -274758.131750 nChanged 61 SP:Iteration 9Q (870.056600 sec): 3 clusters Score: Raw -277358.965678 + Penalty 2540.204498 = -274818.761181 nChanged 56 SP:Iteration 10Q (870.101315 sec): 3 clusters Score: Raw -277404.075388 + Penalty 2540.204498 = -274863.870890 nChanged 48 SP:Iteration 11Q (870.143516 sec): 3 clusters Score: Raw -277447.653279 + Penalty 2540.204498 = -274907.448781 nChanged 45 SP:Iteration 12Q (870.199904 sec): 3 clusters Score: Raw -277486.796809 + Penalty 2540.204498 = -274946.592311 nChanged 44 SP:Iteration 13Q (870.238277 sec): 3 clusters Score: Raw -277523.325534 + Penalty 2540.204498 = -274983.121036 nChanged 50 SP:Iteration 14Q (870.292671 sec): 3 clusters Score: Raw -277564.810498 + Penalty 2540.204498 = -275024.606001 nChanged 50 SP:Iteration 15Q (870.333109 sec): 3 clusters Score: Raw -277602.604630 + Penalty 2540.204498 = -275062.400132 nChanged 45 SP:Iteration 16Q (870.382023 sec): 3 clusters Score: Raw -277634.577931 + Penalty 2540.204498 = -275094.373433 nChanged 38 SP:Iteration 17Q (870.416082 sec): 3 clusters Score: Raw -277659.855910 + Penalty 2540.204498 = -275119.651412 nChanged 31 SP:Iteration 18Q (870.465030 sec): 3 clusters Score: Raw -277683.493173 + Penalty 2540.204498 = -275143.288675 nChanged 32 SP:Iteration 19Q (870.506335 sec): 3 clusters Score: Raw -277712.722609 + Penalty 2540.204498 = -275172.518111 nChanged 33 SP:Iteration 20F (870.545119 sec): 3 clusters Score: Raw -277738.873245 + Penalty 2540.204498 = -275198.668747 nChanged 21 SP:Iteration 21Q (870.572067 sec): 3 clusters Score: Raw -277752.287311 + Penalty 2540.204498 = -275212.082814 nChanged 12 SP:Iteration 22Q (870.606608 sec): 3 clusters Score: Raw -277760.548416 + Penalty 2540.204498 = -275220.343918 nChanged 11 SP:Iteration 23Q (870.648007 sec): 3 clusters Score: Raw -277767.434199 + Penalty 2540.204498 = -275227.229701 nChanged 5 SP:Iteration 24Q (870.686184 sec): 3 clusters Score: Raw -277769.515356 + Penalty 2540.204498 = -275229.310858 nChanged 1 SP:Iteration 25Q (870.730171 sec): 3 clusters Score: Raw -277769.654516 + Penalty 2540.204498 = -275229.450018 nChanged 1 SP:Iteration 26Q (870.779360 sec): 3 clusters Score: Raw -277770.338351 + Penalty 2540.204498 = -275230.133854 nChanged 1 SP:Iteration 27Q (870.810577 sec): 3 clusters Score: Raw -277770.717009 + Penalty 2540.204498 = -275230.512511 nChanged 2 SP:Iteration 28Q (870.842242 sec): 3 clusters Score: Raw -277771.313599 + Penalty 2540.204498 = -275231.109101 nChanged 4 SP:Iteration 29Q (870.878988 sec): 3 clusters Score: Raw -277772.606332 + Penalty 2540.204498 = -275232.401834 nChanged 4 SP:Iteration 30Q (870.918305 sec): 3 clusters Score: Raw -277774.342717 + Penalty 2540.204498 = -275234.138220 nChanged 4 SP:Iteration 31Q (870.950953 sec): 3 clusters Score: Raw -277775.970723 + Penalty 2540.204498 = -275235.766225 nChanged 3 SP:Iteration 32Q (870.977847 sec): 3 clusters Score: Raw -277776.895649 + Penalty 2540.204498 = -275236.691151 nChanged 5 SP:Iteration 33Q (871.010848 sec): 3 clusters Score: Raw -277778.929542 + Penalty 2540.204498 = -275238.725044 nChanged 6 SP:Iteration 34Q (871.042233 sec): 3 clusters Score: Raw -277785.597142 + Penalty 2540.204498 = -275245.392644 nChanged 8 SP:Iteration 35Q (871.079365 sec): 3 clusters Score: Raw -277790.420010 + Penalty 2540.204498 = -275250.215512 nChanged 14 SP:Iteration 36Q (871.109980 sec): 3 clusters Score: Raw -277796.859129 + Penalty 2540.204498 = -275256.654631 nChanged 10 SP:Iteration 37Q (871.133798 sec): 3 clusters Score: Raw -277802.284000 + Penalty 2540.204498 = -275262.079502 nChanged 6 SP:Iteration 38Q (871.164454 sec): 3 clusters Score: Raw -277804.471777 + Penalty 2540.204498 = -275264.267279 nChanged 7 SP:Iteration 39Q (871.201441 sec): 3 clusters Score: Raw -277809.287950 + Penalty 2540.204498 = -275269.083452 nChanged 9 SP:Iteration 40F (871.226051 sec): 3 clusters Score: Raw -277818.765244 + Penalty 2540.204498 = -275278.560746 nChanged 7 SP:Iteration 41Q (871.256524 sec): 3 clusters Score: Raw -277823.296069 + Penalty 2540.204498 = -275283.091571 nChanged 5 SP:Iteration 42Q (871.287146 sec): 3 clusters Score: Raw -277825.372569 + Penalty 2540.204498 = -275285.168071 nChanged 7 SP:Iteration 43Q (871.325004 sec): 3 clusters Score: Raw -277828.502969 + Penalty 2540.204498 = -275288.298471 nChanged 7 SP:Iteration 44Q (871.360086 sec): 3 clusters Score: Raw -277831.139528 + Penalty 2540.204498 = -275290.935030 nChanged 4 SP:Iteration 45Q (871.390428 sec): 3 clusters Score: Raw -277832.707550 + Penalty 2540.204498 = -275292.503052 nChanged 4 SP:Iteration 46Q (871.436586 sec): 3 clusters Score: Raw -277834.767948 + Penalty 2540.204498 = -275294.563450 nChanged 3 SP:Iteration 47Q (871.467136 sec): 3 clusters Score: Raw -277835.728470 + Penalty 2540.204498 = -275295.523972 nChanged 0 SP:Iteration 48F (871.497833 sec): 3 clusters Score: Raw -277835.728470 + Penalty 2540.204498 = -275295.523972 nChanged 0 Trying to split cluster 19 (1045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (871.509962 sec): 2 clusters Score: Raw -121885.540021 + Penalty 1129.662977 = -120755.877044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.544955 sec): 3 clusters Score: Raw -121634.771404 + Penalty 2259.325953 = -119375.445450 nChanged 334 SP:Iteration 1F (871.577031 sec): 3 clusters Score: Raw -122206.292479 + Penalty 2259.325953 = -119946.966526 nChanged 131 SP:Iteration 2F (871.609267 sec): 3 clusters Score: Raw -122381.263360 + Penalty 2259.325953 = -120121.937406 nChanged 63 SP:Iteration 3F (871.641578 sec): 3 clusters Score: Raw -122461.942262 + Penalty 2259.325953 = -120202.616309 nChanged 47 SP:Iteration 4Q (871.681705 sec): 3 clusters Score: Raw -122519.449019 + Penalty 2259.325953 = -120260.123066 nChanged 30 SP:Iteration 5Q (871.708039 sec): 3 clusters Score: Raw -122562.101988 + Penalty 2259.325953 = -120302.776035 nChanged 23 SP:Iteration 6Q (871.740676 sec): 3 clusters Score: Raw -122588.154319 + Penalty 2259.325953 = -120328.828366 nChanged 18 SP:Iteration 7Q (871.781724 sec): 3 clusters Score: Raw -122615.253442 + Penalty 2259.325953 = -120355.927489 nChanged 16 SP:Iteration 8Q (871.814957 sec): 3 clusters Score: Raw -122638.060163 + Penalty 2259.325953 = -120378.734210 nChanged 9 SP:Iteration 9Q (871.848055 sec): 3 clusters Score: Raw -122652.289050 + Penalty 2259.325953 = -120392.963097 nChanged 10 SP:Iteration 10Q (871.874378 sec): 3 clusters Score: Raw -122668.922373 + Penalty 2259.325953 = -120409.596420 nChanged 6 SP:Iteration 11Q (871.918085 sec): 3 clusters Score: Raw -122678.216101 + Penalty 2259.325953 = -120418.890148 nChanged 3 SP:Iteration 12Q (871.943988 sec): 3 clusters Score: Raw -122681.641081 + Penalty 2259.325953 = -120422.315127 nChanged 1 SP:Iteration 13Q (871.978889 sec): 3 clusters Score: Raw -122682.703505 + Penalty 2259.325953 = -120423.377552 nChanged 0 SP:Iteration 14F (872.020155 sec): 3 clusters Score: Raw -122682.703505 + Penalty 2259.325953 = -120423.377552 nChanged 0 Trying to split cluster 20 (14411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (872.055604 sec): 2 clusters Score: Raw -1802028.669943 + Penalty 1556.058901 = -1800472.611042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.099560 sec): 3 clusters Score: Raw -1793489.934013 + Penalty 3112.117802 = -1790377.816212 nChanged 6452 SP:Iteration 1F (872.151344 sec): 3 clusters Score: Raw -1797007.345875 + Penalty 3112.117802 = -1793895.228073 nChanged 794 SP:Iteration 2F (872.200414 sec): 3 clusters Score: Raw -1797384.597015 + Penalty 3112.117802 = -1794272.479213 nChanged 794 SP:Iteration 3F (872.252528 sec): 3 clusters Score: Raw -1797850.055991 + Penalty 3112.117802 = -1794737.938189 nChanged 851 SP:Iteration 4F (872.304341 sec): 3 clusters Score: Raw -1798465.072985 + Penalty 3112.117802 = -1795352.955183 nChanged 944 SP:Iteration 5F (872.356488 sec): 3 clusters Score: Raw -1799267.914282 + Penalty 3112.117802 = -1796155.796480 nChanged 1020 SP:Iteration 6F (872.408473 sec): 3 clusters Score: Raw -1800173.366740 + Penalty 3112.117802 = -1797061.248939 nChanged 968 SP:Iteration 7F (872.460243 sec): 3 clusters Score: Raw -1800979.866756 + Penalty 3112.117802 = -1797867.748955 nChanged 785 SP:Iteration 8F (872.512655 sec): 3 clusters Score: Raw -1801523.135431 + Penalty 3112.117802 = -1798411.017629 nChanged 570 SP:Iteration 9Q (872.572351 sec): 3 clusters Score: Raw -1801832.596727 + Penalty 3112.117802 = -1798720.478925 nChanged 400 SP:Iteration 10Q (872.623393 sec): 3 clusters Score: Raw -1802005.057474 + Penalty 3112.117802 = -1798892.939672 nChanged 281 SP:Iteration 11Q (872.667231 sec): 3 clusters Score: Raw -1802122.565656 + Penalty 3112.117802 = -1799010.447855 nChanged 248 SP:Iteration 12Q (872.722995 sec): 3 clusters Score: Raw -1802220.646605 + Penalty 3112.117802 = -1799108.528803 nChanged 214 SP:Iteration 13Q (872.766674 sec): 3 clusters Score: Raw -1802314.935974 + Penalty 3112.117802 = -1799202.818172 nChanged 213 SP:Iteration 14Q (872.825633 sec): 3 clusters Score: Raw -1802412.238026 + Penalty 3112.117802 = -1799300.120225 nChanged 211 SP:Iteration 15Q (872.877167 sec): 3 clusters Score: Raw -1802505.842184 + Penalty 3112.117802 = -1799393.724382 nChanged 192 SP:Iteration 16Q (872.927986 sec): 3 clusters Score: Raw -1802592.027790 + Penalty 3112.117802 = -1799479.909988 nChanged 172 SP:Iteration 17Q (872.990000 sec): 3 clusters Score: Raw -1802660.234511 + Penalty 3112.117802 = -1799548.116709 nChanged 143 SP:Iteration 18Q (873.061315 sec): 3 clusters Score: Raw -1802699.467900 + Penalty 3112.117802 = -1799587.350098 nChanged 98 SP:Iteration 19Q (873.121086 sec): 3 clusters Score: Raw -1802724.285345 + Penalty 3112.117802 = -1799612.167543 nChanged 79 SP:Iteration 20F (873.180998 sec): 3 clusters Score: Raw -1802740.728732 + Penalty 3112.117802 = -1799628.610930 nChanged 71 SP:Iteration 21Q (873.244883 sec): 3 clusters Score: Raw -1802755.953894 + Penalty 3112.117802 = -1799643.836092 nChanged 59 SP:Iteration 22Q (873.298464 sec): 3 clusters Score: Raw -1802769.089474 + Penalty 3112.117802 = -1799656.971672 nChanged 49 SP:Iteration 23Q (873.356280 sec): 3 clusters Score: Raw -1802777.108237 + Penalty 3112.117802 = -1799664.990435 nChanged 38 SP:Iteration 24Q (873.413803 sec): 3 clusters Score: Raw -1802782.826348 + Penalty 3112.117802 = -1799670.708546 nChanged 33 SP:Iteration 25Q (873.482124 sec): 3 clusters Score: Raw -1802787.725584 + Penalty 3112.117802 = -1799675.607782 nChanged 21 SP:Iteration 26Q (873.538356 sec): 3 clusters Score: Raw -1802790.285736 + Penalty 3112.117802 = -1799678.167934 nChanged 25 SP:Iteration 27Q (873.590040 sec): 3 clusters Score: Raw -1802793.104135 + Penalty 3112.117802 = -1799680.986333 nChanged 22 SP:Iteration 28Q (873.649638 sec): 3 clusters Score: Raw -1802795.410927 + Penalty 3112.117802 = -1799683.293125 nChanged 19 SP:Iteration 29Q (873.718069 sec): 3 clusters Score: Raw -1802797.083811 + Penalty 3112.117802 = -1799684.966010 nChanged 22 SP:Iteration 30Q (873.771428 sec): 3 clusters Score: Raw -1802799.115065 + Penalty 3112.117802 = -1799686.997263 nChanged 13 SP:Iteration 31Q (873.830327 sec): 3 clusters Score: Raw -1802800.624368 + Penalty 3112.117802 = -1799688.506566 nChanged 14 SP:Iteration 32Q (873.889592 sec): 3 clusters Score: Raw -1802801.580526 + Penalty 3112.117802 = -1799689.462724 nChanged 7 SP:Iteration 33Q (873.957278 sec): 3 clusters Score: Raw -1802802.145519 + Penalty 3112.117802 = -1799690.027717 nChanged 4 SP:Iteration 34Q (874.016400 sec): 3 clusters Score: Raw -1802802.545190 + Penalty 3112.117802 = -1799690.427388 nChanged 6 SP:Iteration 35Q (874.069686 sec): 3 clusters Score: Raw -1802803.038730 + Penalty 3112.117802 = -1799690.920928 nChanged 6 SP:Iteration 36Q (874.116509 sec): 3 clusters Score: Raw -1802803.625419 + Penalty 3112.117802 = -1799691.507617 nChanged 4 SP:Iteration 37Q (874.170684 sec): 3 clusters Score: Raw -1802804.069834 + Penalty 3112.117802 = -1799691.952032 nChanged 8 SP:Iteration 38Q (874.226231 sec): 3 clusters Score: Raw -1802804.717555 + Penalty 3112.117802 = -1799692.599753 nChanged 7 SP:Iteration 39Q (874.282918 sec): 3 clusters Score: Raw -1802805.201536 + Penalty 3112.117802 = -1799693.083734 nChanged 6 SP:Iteration 40F (874.335265 sec): 3 clusters Score: Raw -1802805.627304 + Penalty 3112.117802 = -1799693.509502 nChanged 5 SP:Iteration 41Q (874.385828 sec): 3 clusters Score: Raw -1802805.937217 + Penalty 3112.117802 = -1799693.819415 nChanged 4 SP:Iteration 42Q (874.429374 sec): 3 clusters Score: Raw -1802806.356443 + Penalty 3112.117802 = -1799694.238641 nChanged 6 SP:Iteration 43Q (874.481252 sec): 3 clusters Score: Raw -1802806.873309 + Penalty 3112.117802 = -1799694.755507 nChanged 4 SP:Iteration 44Q (874.533621 sec): 3 clusters Score: Raw -1802807.112257 + Penalty 3112.117802 = -1799694.994455 nChanged 4 SP:Iteration 45Q (874.586237 sec): 3 clusters Score: Raw -1802807.469708 + Penalty 3112.117802 = -1799695.351906 nChanged 4 SP:Iteration 46Q (874.638066 sec): 3 clusters Score: Raw -1802807.777778 + Penalty 3112.117802 = -1799695.659976 nChanged 3 SP:Iteration 47Q (874.690143 sec): 3 clusters Score: Raw -1802807.963111 + Penalty 3112.117802 = -1799695.845309 nChanged 4 SP:Iteration 48Q (874.742521 sec): 3 clusters Score: Raw -1802808.187789 + Penalty 3112.117802 = -1799696.069987 nChanged 2 SP:Iteration 49Q (874.794417 sec): 3 clusters Score: Raw -1802808.362703 + Penalty 3112.117802 = -1799696.244901 nChanged 3 SP:Iteration 50Q (874.846794 sec): 3 clusters Score: Raw -1802808.699477 + Penalty 3112.117802 = -1799696.581675 nChanged 4 SP:Iteration 51Q (874.899079 sec): 3 clusters Score: Raw -1802808.845974 + Penalty 3112.117802 = -1799696.728172 nChanged 3 SP:Iteration 52Q (874.950923 sec): 3 clusters Score: Raw -1802808.958650 + Penalty 3112.117802 = -1799696.840848 nChanged 3 SP:Iteration 53Q (875.002654 sec): 3 clusters Score: Raw -1802809.070225 + Penalty 3112.117802 = -1799696.952423 nChanged 3 SP:Iteration 54Q (875.054619 sec): 3 clusters Score: Raw -1802809.346649 + Penalty 3112.117802 = -1799697.228847 nChanged 3 SP:Iteration 55Q (875.106857 sec): 3 clusters Score: Raw -1802809.646817 + Penalty 3112.117802 = -1799697.529015 nChanged 1 SP:Iteration 56Q (875.159447 sec): 3 clusters Score: Raw -1802809.730887 + Penalty 3112.117802 = -1799697.613085 nChanged 2 SP:Iteration 57Q (875.211475 sec): 3 clusters Score: Raw -1802809.840716 + Penalty 3112.117802 = -1799697.722914 nChanged 2 SP:Iteration 58Q (875.263286 sec): 3 clusters Score: Raw -1802809.919126 + Penalty 3112.117802 = -1799697.801324 nChanged 3 SP:Iteration 59Q (875.315725 sec): 3 clusters Score: Raw -1802810.056915 + Penalty 3112.117802 = -1799697.939113 nChanged 3 SP:Iteration 60F (875.368066 sec): 3 clusters Score: Raw -1802810.191998 + Penalty 3112.117802 = -1799698.074196 nChanged 0 Trying to split cluster 21 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (875.384924 sec): 2 clusters Score: Raw -13131.284651 + Penalty 836.467852 = -12294.816799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (875.416227 sec): 3 clusters Score: Raw -13557.217856 + Penalty 1672.935705 = -11884.282151 nChanged 37 SP:Iteration 1F (875.448026 sec): 3 clusters Score: Raw -13724.060766 + Penalty 1672.935705 = -12051.125061 nChanged 13 SP:Iteration 2F (875.482083 sec): 3 clusters Score: Raw -13803.457555 + Penalty 1672.935705 = -12130.521850 nChanged 7 SP:Iteration 3Q (875.514437 sec): 3 clusters Score: Raw -13827.561087 + Penalty 1672.935705 = -12154.625382 nChanged 2 SP:Iteration 4Q (875.547127 sec): 3 clusters Score: Raw -13832.869053 + Penalty 1672.935705 = -12159.933348 nChanged 2 SP:Iteration 5Q (875.587646 sec): 3 clusters Score: Raw -13836.680927 + Penalty 1672.935705 = -12163.745222 nChanged 0 SP:Iteration 6F (875.620267 sec): 3 clusters Score: Raw -13836.680927 + Penalty 1672.935705 = -12163.745222 nChanged 0 Trying to split cluster 22 (21387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (875.652878 sec): 2 clusters Score: Raw -2701680.457099 + Penalty 1620.212513 = -2700060.244586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (875.722266 sec): 3 clusters Score: Raw -2688765.474804 + Penalty 3240.425025 = -2685525.049778 nChanged 9737 SP:Iteration 1F (875.774224 sec): 3 clusters Score: Raw -2694109.552103 + Penalty 3240.425025 = -2690869.127077 nChanged 1150 SP:Iteration 2F (875.841569 sec): 3 clusters Score: Raw -2694557.139156 + Penalty 3240.425025 = -2691316.714131 nChanged 1066 SP:Iteration 3Q (875.893513 sec): 3 clusters Score: Raw -2694966.669243 + Penalty 3240.425025 = -2691726.244218 nChanged 1032 SP:Iteration 4Q (875.961377 sec): 3 clusters Score: Raw -2695422.506374 + Penalty 3240.425025 = -2692182.081349 nChanged 1084 SP:Iteration 5F (876.013566 sec): 3 clusters Score: Raw -2695981.692233 + Penalty 3240.425025 = -2692741.267207 nChanged 1149 SP:Iteration 6F (876.079956 sec): 3 clusters Score: Raw -2696623.596550 + Penalty 3240.425025 = -2693383.171525 nChanged 1166 SP:Iteration 7F (876.133276 sec): 3 clusters Score: Raw -2697408.524446 + Penalty 3240.425025 = -2694168.099420 nChanged 1245 SP:Iteration 8F (876.200241 sec): 3 clusters Score: Raw -2698340.105622 + Penalty 3240.425025 = -2695099.680597 nChanged 1192 SP:Iteration 9F (876.252806 sec): 3 clusters Score: Raw -2699282.304065 + Penalty 3240.425025 = -2696041.879040 nChanged 983 SP:Iteration 10Q (876.322928 sec): 3 clusters Score: Raw -2700040.314844 + Penalty 3240.425025 = -2696799.889819 nChanged 770 SP:Iteration 11Q (876.378630 sec): 3 clusters Score: Raw -2700527.348051 + Penalty 3240.425025 = -2697286.923026 nChanged 550 SP:Iteration 12Q (876.445520 sec): 3 clusters Score: Raw -2700840.752120 + Penalty 3240.425025 = -2697600.327095 nChanged 445 SP:Iteration 13Q (876.518815 sec): 3 clusters Score: Raw -2701066.416942 + Penalty 3240.425025 = -2697825.991916 nChanged 359 SP:Iteration 14Q (876.592019 sec): 3 clusters Score: Raw -2701238.459311 + Penalty 3240.425025 = -2697998.034286 nChanged 358 SP:Iteration 15Q (876.648622 sec): 3 clusters Score: Raw -2701406.204969 + Penalty 3240.425025 = -2698165.779944 nChanged 312 SP:Iteration 16Q (876.721353 sec): 3 clusters Score: Raw -2701558.128583 + Penalty 3240.425025 = -2698317.703558 nChanged 299 SP:Iteration 17Q (876.790506 sec): 3 clusters Score: Raw -2701705.624231 + Penalty 3240.425025 = -2698465.199206 nChanged 251 SP:Iteration 18Q (876.860910 sec): 3 clusters Score: Raw -2701821.229460 + Penalty 3240.425025 = -2698580.804434 nChanged 198 SP:Iteration 19Q (876.929856 sec): 3 clusters Score: Raw -2701910.914745 + Penalty 3240.425025 = -2698670.489720 nChanged 185 SP:Iteration 20F (876.994813 sec): 3 clusters Score: Raw -2701996.627749 + Penalty 3240.425025 = -2698756.202724 nChanged 169 SP:Iteration 21Q (877.052581 sec): 3 clusters Score: Raw -2702077.734166 + Penalty 3240.425025 = -2698837.309141 nChanged 132 SP:Iteration 22Q (877.116633 sec): 3 clusters Score: Raw -2702138.725042 + Penalty 3240.425025 = -2698898.300016 nChanged 119 SP:Iteration 23Q (877.183370 sec): 3 clusters Score: Raw -2702187.356236 + Penalty 3240.425025 = -2698946.931211 nChanged 83 SP:Iteration 24Q (877.251746 sec): 3 clusters Score: Raw -2702220.335927 + Penalty 3240.425025 = -2698979.910902 nChanged 75 SP:Iteration 25Q (877.312109 sec): 3 clusters Score: Raw -2702250.137884 + Penalty 3240.425025 = -2699009.712858 nChanged 58 SP:Iteration 26Q (877.386239 sec): 3 clusters Score: Raw -2702271.676574 + Penalty 3240.425025 = -2699031.251549 nChanged 58 SP:Iteration 27Q (877.453849 sec): 3 clusters Score: Raw -2702292.093730 + Penalty 3240.425025 = -2699051.668705 nChanged 40 SP:Iteration 28Q (877.505313 sec): 3 clusters Score: Raw -2702306.343090 + Penalty 3240.425025 = -2699065.918064 nChanged 32 SP:Iteration 29Q (877.570896 sec): 3 clusters Score: Raw -2702316.424103 + Penalty 3240.425025 = -2699075.999077 nChanged 28 SP:Iteration 30Q (877.628161 sec): 3 clusters Score: Raw -2702326.130454 + Penalty 3240.425025 = -2699085.705429 nChanged 31 SP:Iteration 31Q (877.690692 sec): 3 clusters Score: Raw -2702335.565895 + Penalty 3240.425025 = -2699095.140870 nChanged 31 SP:Iteration 32Q (877.753076 sec): 3 clusters Score: Raw -2702346.026087 + Penalty 3240.425025 = -2699105.601062 nChanged 24 SP:Iteration 33Q (877.807407 sec): 3 clusters Score: Raw -2702351.665449 + Penalty 3240.425025 = -2699111.240424 nChanged 17 SP:Iteration 34Q (877.866630 sec): 3 clusters Score: Raw -2702357.259583 + Penalty 3240.425025 = -2699116.834558 nChanged 16 SP:Iteration 35Q (877.924541 sec): 3 clusters Score: Raw -2702363.449488 + Penalty 3240.425025 = -2699123.024462 nChanged 26 SP:Iteration 36Q (877.987110 sec): 3 clusters Score: Raw -2702373.309157 + Penalty 3240.425025 = -2699132.884131 nChanged 25 SP:Iteration 37Q (878.037367 sec): 3 clusters Score: Raw -2702384.003157 + Penalty 3240.425025 = -2699143.578132 nChanged 26 SP:Iteration 38Q (878.094720 sec): 3 clusters Score: Raw -2702395.776086 + Penalty 3240.425025 = -2699155.351060 nChanged 33 SP:Iteration 39Q (878.153284 sec): 3 clusters Score: Raw -2702411.282916 + Penalty 3240.425025 = -2699170.857891 nChanged 31 SP:Iteration 40F (878.219144 sec): 3 clusters Score: Raw -2702423.004217 + Penalty 3240.425025 = -2699182.579192 nChanged 23 SP:Iteration 41Q (878.268754 sec): 3 clusters Score: Raw -2702432.807661 + Penalty 3240.425025 = -2699192.382635 nChanged 22 SP:Iteration 42Q (878.332314 sec): 3 clusters Score: Raw -2702442.233278 + Penalty 3240.425025 = -2699201.808252 nChanged 16 SP:Iteration 43Q (878.392527 sec): 3 clusters Score: Raw -2702448.444354 + Penalty 3240.425025 = -2699208.019329 nChanged 17 SP:Iteration 44Q (878.440466 sec): 3 clusters Score: Raw -2702452.690220 + Penalty 3240.425025 = -2699212.265195 nChanged 9 SP:Iteration 45Q (878.496582 sec): 3 clusters Score: Raw -2702456.211032 + Penalty 3240.425025 = -2699215.786007 nChanged 15 SP:Iteration 46Q (878.552468 sec): 3 clusters Score: Raw -2702461.881618 + Penalty 3240.425025 = -2699221.456593 nChanged 12 SP:Iteration 47Q (878.614495 sec): 3 clusters Score: Raw -2702466.990818 + Penalty 3240.425025 = -2699226.565792 nChanged 13 SP:Iteration 48Q (878.664277 sec): 3 clusters Score: Raw -2702472.420967 + Penalty 3240.425025 = -2699231.995942 nChanged 12 SP:Iteration 49Q (878.725290 sec): 3 clusters Score: Raw -2702476.485075 + Penalty 3240.425025 = -2699236.060049 nChanged 9 SP:Iteration 50Q (878.780487 sec): 3 clusters Score: Raw -2702480.813455 + Penalty 3240.425025 = -2699240.388430 nChanged 8 SP:Iteration 51Q (878.828474 sec): 3 clusters Score: Raw -2702483.733521 + Penalty 3240.425025 = -2699243.308495 nChanged 11 SP:Iteration 52Q (878.884441 sec): 3 clusters Score: Raw -2702487.347574 + Penalty 3240.425025 = -2699246.922548 nChanged 9 SP:Iteration 53Q (878.943573 sec): 3 clusters Score: Raw -2702489.837191 + Penalty 3240.425025 = -2699249.412166 nChanged 7 SP:Iteration 54Q (879.000824 sec): 3 clusters Score: Raw -2702491.748352 + Penalty 3240.425025 = -2699251.323326 nChanged 5 SP:Iteration 55Q (879.060047 sec): 3 clusters Score: Raw -2702492.949208 + Penalty 3240.425025 = -2699252.524183 nChanged 2 SP:Iteration 56Q (879.117243 sec): 3 clusters Score: Raw -2702493.393078 + Penalty 3240.425025 = -2699252.968052 nChanged 1 SP:Iteration 57Q (879.175786 sec): 3 clusters Score: Raw -2702493.870319 + Penalty 3240.425025 = -2699253.445294 nChanged 1 SP:Iteration 58Q (879.238550 sec): 3 clusters Score: Raw -2702494.141818 + Penalty 3240.425025 = -2699253.716792 nChanged 2 SP:Iteration 59Q (879.292416 sec): 3 clusters Score: Raw -2702494.752881 + Penalty 3240.425025 = -2699254.327856 nChanged 0 SP:Iteration 60F (879.349941 sec): 3 clusters Score: Raw -2702494.752881 + Penalty 3240.425025 = -2699254.327856 nChanged 0 Iteration 219Q (881.619978 sec): 24 clusters Score: Raw -40664557.981230 + Penalty 47573.931224 = -40616984.050006 nChanged 2383 Iteration 220F (885.615242 sec): 24 clusters Score: Raw -40666530.880613 + Penalty 47573.931224 = -40618956.949390 nChanged 3079 Iteration 221Q (888.038934 sec): 24 clusters Score: Raw -40668306.076863 + Penalty 47573.931224 = -40620732.145639 nChanged 2753 Iteration 222Q (890.643090 sec): 24 clusters Score: Raw -40669463.783184 + Penalty 47573.931224 = -40621889.851960 nChanged 2272 Iteration 223Q (893.004704 sec): 24 clusters Score: Raw -40670183.813541 + Penalty 47573.931224 = -40622609.882317 nChanged 1906 Iteration 224Q (895.547199 sec): 24 clusters Score: Raw -40670654.030652 + Penalty 47573.931224 = -40623080.099429 nChanged 1522 Iteration 225Q (897.608774 sec): 24 clusters Score: Raw -40670955.923124 + Penalty 47573.931224 = -40623381.991901 nChanged 1290 Iteration 226Q (899.710177 sec): 24 clusters Score: Raw -40671151.941445 + Penalty 47573.931224 = -40623578.010222 nChanged 1023 Iteration 227Q (901.870041 sec): 24 clusters Score: Raw -40671281.912887 + Penalty 47573.931224 = -40623707.981663 nChanged 812 Iteration 228Q (903.957883 sec): 24 clusters Score: Raw -40671365.199911 + Penalty 47573.931224 = -40623791.268687 nChanged 627 Iteration 229Q (906.415194 sec): 24 clusters Score: Raw -40671413.607923 + Penalty 47573.931224 = -40623839.676700 nChanged 484 Iteration 230Q (908.773553 sec): 24 clusters Score: Raw -40671442.226204 + Penalty 47573.931224 = -40623868.294980 nChanged 326 Iteration 231Q (911.340202 sec): 24 clusters Score: Raw -40671456.893616 + Penalty 47573.931224 = -40623882.962392 nChanged 252 Iteration 232Q (913.788042 sec): 24 clusters Score: Raw -40671466.000956 + Penalty 47573.931224 = -40623892.069733 nChanged 198 Iteration 233Q (916.429498 sec): 24 clusters Score: Raw -40671472.011400 + Penalty 47573.931224 = -40623898.080176 nChanged 121 Iteration 234Q (918.713232 sec): 24 clusters Score: Raw -40671474.953026 + Penalty 47573.931224 = -40623901.021802 nChanged 77 Iteration 235Q (921.331731 sec): 24 clusters Score: Raw -40671477.081846 + Penalty 47573.931224 = -40623903.150623 nChanged 78 Iteration 236Q (923.957882 sec): 24 clusters Score: Raw -40671479.204448 + Penalty 47573.931224 = -40623905.273224 nChanged 69 Iteration 237Q (926.188219 sec): 24 clusters Score: Raw -40671481.128366 + Penalty 47573.931224 = -40623907.197142 nChanged 64 Iteration 238Q (928.269659 sec): 24 clusters Score: Raw -40671482.816701 + Penalty 47573.931224 = -40623908.885478 nChanged 44 Iteration 239Q (930.552904 sec): 24 clusters Score: Raw -40671483.611280 + Penalty 47573.931224 = -40623909.680056 nChanged 39 Iteration 240F (934.592958 sec): 24 clusters Score: Raw -40671487.826846 + Penalty 47573.931224 = -40623913.895622 nChanged 43 Iteration 241Q (937.016812 sec): 24 clusters Score: Raw -40671488.897673 + Penalty 47573.931224 = -40623914.966449 nChanged 50 Iteration 242Q (939.585308 sec): 24 clusters Score: Raw -40671490.309321 + Penalty 47573.931224 = -40623916.378097 nChanged 43 Iteration 243Q (942.246939 sec): 24 clusters Score: Raw -40671491.480949 + Penalty 47573.931224 = -40623917.549725 nChanged 38 Iteration 244Q (944.742661 sec): 24 clusters Score: Raw -40671492.391237 + Penalty 47573.931224 = -40623918.460013 nChanged 33 Iteration 245Q (947.304380 sec): 24 clusters Score: Raw -40671493.489918 + Penalty 47573.931224 = -40623919.558695 nChanged 29 Iteration 246Q (949.921402 sec): 24 clusters Score: Raw -40671494.188474 + Penalty 47573.931224 = -40623920.257250 nChanged 26 Iteration 247Q (952.443380 sec): 24 clusters Score: Raw -40671494.819340 + Penalty 47573.931224 = -40623920.888116 nChanged 22 Iteration 248Q (955.012868 sec): 24 clusters Score: Raw -40671495.315618 + Penalty 47573.931224 = -40623921.384395 nChanged 17 Iteration 249Q (957.774143 sec): 24 clusters Score: Raw -40671496.097567 + Penalty 47573.931224 = -40623922.166343 nChanged 23 Iteration 250Q (960.286345 sec): 24 clusters Score: Raw -40671496.799369 + Penalty 47573.931224 = -40623922.868145 nChanged 14 Iteration 251Q (962.931579 sec): 24 clusters Score: Raw -40671497.425611 + Penalty 47573.931224 = -40623923.494387 nChanged 17 Iteration 252Q (965.472455 sec): 24 clusters Score: Raw -40671497.877843 + Penalty 47573.931224 = -40623923.946620 nChanged 25 Iteration 253Q (968.068292 sec): 24 clusters Score: Raw -40671498.602755 + Penalty 47573.931224 = -40623924.671531 nChanged 18 Iteration 254Q (970.690155 sec): 24 clusters Score: Raw -40671499.260978 + Penalty 47573.931224 = -40623925.329754 nChanged 17 Iteration 255Q (973.369348 sec): 24 clusters Score: Raw -40671499.851210 + Penalty 47573.931224 = -40623925.919986 nChanged 20 Iteration 256Q (975.961805 sec): 24 clusters Score: Raw -40671500.555448 + Penalty 47573.931224 = -40623926.624225 nChanged 17 Iteration 257Q (978.616595 sec): 24 clusters Score: Raw -40671501.017813 + Penalty 47573.931224 = -40623927.086589 nChanged 19 Iteration 258Q (981.220475 sec): 24 clusters Score: Raw -40671501.745422 + Penalty 47573.931224 = -40623927.814198 nChanged 18 Writing temp clu file Because OldScore, -40623927.086589, is greater than current (better) Score,-40623927.814198 Compute initial score before splitting: Score: Raw -40671501.745422 + Penalty 47573.931224 = -40623927.814198 Trying to split cluster 1 (25778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (981.331253 sec): 2 clusters Score: Raw -3223581.692699 + Penalty 1650.557463 = -3221931.135236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (981.388731 sec): 3 clusters Score: Raw -3207806.190702 + Penalty 3301.114926 = -3204505.075777 nChanged 11800 SP:Iteration 1F (981.457218 sec): 3 clusters Score: Raw -3214381.906996 + Penalty 3301.114926 = -3211080.792070 nChanged 1376 SP:Iteration 2F (981.528603 sec): 3 clusters Score: Raw -3214938.536671 + Penalty 3301.114926 = -3211637.421745 nChanged 1363 SP:Iteration 3F (981.597945 sec): 3 clusters Score: Raw -3215583.003505 + Penalty 3301.114926 = -3212281.888580 nChanged 1445 SP:Iteration 4F (981.674850 sec): 3 clusters Score: Raw -3216375.593296 + Penalty 3301.114926 = -3213074.478370 nChanged 1583 SP:Iteration 5F (981.740921 sec): 3 clusters Score: Raw -3217371.892276 + Penalty 3301.114926 = -3214070.777351 nChanged 1699 SP:Iteration 6F (981.813697 sec): 3 clusters Score: Raw -3218606.013836 + Penalty 3301.114926 = -3215304.898911 nChanged 1692 SP:Iteration 7F (981.888423 sec): 3 clusters Score: Raw -3219885.581772 + Penalty 3301.114926 = -3216584.466846 nChanged 1483 SP:Iteration 8F (981.956113 sec): 3 clusters Score: Raw -3220920.704311 + Penalty 3301.114926 = -3217619.589385 nChanged 1130 SP:Iteration 9Q (982.032649 sec): 3 clusters Score: Raw -3221573.417212 + Penalty 3301.114926 = -3218272.302287 nChanged 782 SP:Iteration 10Q (982.104991 sec): 3 clusters Score: Raw -3221947.696678 + Penalty 3301.114926 = -3218646.581752 nChanged 565 SP:Iteration 11Q (982.177241 sec): 3 clusters Score: Raw -3222186.603834 + Penalty 3301.114926 = -3218885.488909 nChanged 399 SP:Iteration 12Q (982.248915 sec): 3 clusters Score: Raw -3222345.053638 + Penalty 3301.114926 = -3219043.938712 nChanged 366 SP:Iteration 13Q (982.323626 sec): 3 clusters Score: Raw -3222480.920663 + Penalty 3301.114926 = -3219179.805738 nChanged 310 SP:Iteration 14Q (982.390864 sec): 3 clusters Score: Raw -3222586.122773 + Penalty 3301.114926 = -3219285.007848 nChanged 281 SP:Iteration 15Q (982.465523 sec): 3 clusters Score: Raw -3222680.408582 + Penalty 3301.114926 = -3219379.293656 nChanged 240 SP:Iteration 16Q (982.537014 sec): 3 clusters Score: Raw -3222763.202570 + Penalty 3301.114926 = -3219462.087644 nChanged 249 SP:Iteration 17Q (982.607608 sec): 3 clusters Score: Raw -3222838.412797 + Penalty 3301.114926 = -3219537.297872 nChanged 228 SP:Iteration 18Q (982.679192 sec): 3 clusters Score: Raw -3222907.962039 + Penalty 3301.114926 = -3219606.847113 nChanged 216 SP:Iteration 19Q (982.756159 sec): 3 clusters Score: Raw -3222973.316032 + Penalty 3301.114926 = -3219672.201106 nChanged 215 SP:Iteration 20F (982.828133 sec): 3 clusters Score: Raw -3223034.576344 + Penalty 3301.114926 = -3219733.461419 nChanged 211 SP:Iteration 21Q (982.900552 sec): 3 clusters Score: Raw -3223090.041385 + Penalty 3301.114926 = -3219788.926460 nChanged 198 SP:Iteration 22Q (982.979162 sec): 3 clusters Score: Raw -3223141.363318 + Penalty 3301.114926 = -3219840.248392 nChanged 190 SP:Iteration 23Q (983.049337 sec): 3 clusters Score: Raw -3223194.455398 + Penalty 3301.114926 = -3219893.340472 nChanged 197 SP:Iteration 24Q (983.117208 sec): 3 clusters Score: Raw -3223248.303584 + Penalty 3301.114926 = -3219947.188659 nChanged 199 SP:Iteration 25Q (983.188590 sec): 3 clusters Score: Raw -3223309.046550 + Penalty 3301.114926 = -3220007.931625 nChanged 200 SP:Iteration 26Q (983.258717 sec): 3 clusters Score: Raw -3223372.488547 + Penalty 3301.114926 = -3220071.373621 nChanged 189 SP:Iteration 27Q (983.332766 sec): 3 clusters Score: Raw -3223427.513234 + Penalty 3301.114926 = -3220126.398308 nChanged 177 SP:Iteration 28Q (983.416612 sec): 3 clusters Score: Raw -3223481.192530 + Penalty 3301.114926 = -3220180.077605 nChanged 155 SP:Iteration 29Q (983.486323 sec): 3 clusters Score: Raw -3223528.407826 + Penalty 3301.114926 = -3220227.292901 nChanged 145 SP:Iteration 30Q (983.559242 sec): 3 clusters Score: Raw -3223574.258553 + Penalty 3301.114926 = -3220273.143628 nChanged 139 SP:Iteration 31Q (983.622090 sec): 3 clusters Score: Raw -3223621.121955 + Penalty 3301.114926 = -3220320.007029 nChanged 120 SP:Iteration 32Q (983.698033 sec): 3 clusters Score: Raw -3223660.287907 + Penalty 3301.114926 = -3220359.172982 nChanged 113 SP:Iteration 33Q (983.761882 sec): 3 clusters Score: Raw -3223697.664796 + Penalty 3301.114926 = -3220396.549870 nChanged 108 SP:Iteration 34Q (983.835854 sec): 3 clusters Score: Raw -3223731.909204 + Penalty 3301.114926 = -3220430.794278 nChanged 107 SP:Iteration 35Q (983.914724 sec): 3 clusters Score: Raw -3223762.312665 + Penalty 3301.114926 = -3220461.197740 nChanged 97 SP:Iteration 36Q (983.976397 sec): 3 clusters Score: Raw -3223785.463446 + Penalty 3301.114926 = -3220484.348521 nChanged 79 SP:Iteration 37Q (984.037128 sec): 3 clusters Score: Raw -3223802.731542 + Penalty 3301.114926 = -3220501.616616 nChanged 65 SP:Iteration 38Q (984.100707 sec): 3 clusters Score: Raw -3223819.815074 + Penalty 3301.114926 = -3220518.700148 nChanged 72 SP:Iteration 39Q (984.170975 sec): 3 clusters Score: Raw -3223838.720641 + Penalty 3301.114926 = -3220537.605716 nChanged 63 SP:Iteration 40F (984.243940 sec): 3 clusters Score: Raw -3223856.999665 + Penalty 3301.114926 = -3220555.884740 nChanged 54 SP:Iteration 41Q (984.304562 sec): 3 clusters Score: Raw -3223870.817393 + Penalty 3301.114926 = -3220569.702467 nChanged 47 SP:Iteration 42Q (984.372746 sec): 3 clusters Score: Raw -3223883.231391 + Penalty 3301.114926 = -3220582.116465 nChanged 49 SP:Iteration 43Q (984.450018 sec): 3 clusters Score: Raw -3223896.180360 + Penalty 3301.114926 = -3220595.065435 nChanged 43 SP:Iteration 44Q (984.516487 sec): 3 clusters Score: Raw -3223908.041414 + Penalty 3301.114926 = -3220606.926488 nChanged 42 SP:Iteration 45Q (984.579020 sec): 3 clusters Score: Raw -3223918.069294 + Penalty 3301.114926 = -3220616.954369 nChanged 38 SP:Iteration 46Q (984.647239 sec): 3 clusters Score: Raw -3223926.053170 + Penalty 3301.114926 = -3220624.938245 nChanged 35 SP:Iteration 47Q (984.711913 sec): 3 clusters Score: Raw -3223933.948210 + Penalty 3301.114926 = -3220632.833285 nChanged 30 SP:Iteration 48Q (984.776451 sec): 3 clusters Score: Raw -3223939.848999 + Penalty 3301.114926 = -3220638.734074 nChanged 28 SP:Iteration 49Q (984.839425 sec): 3 clusters Score: Raw -3223947.341719 + Penalty 3301.114926 = -3220646.226794 nChanged 28 SP:Iteration 50Q (984.898513 sec): 3 clusters Score: Raw -3223955.436049 + Penalty 3301.114926 = -3220654.321123 nChanged 31 SP:Iteration 51Q (984.961623 sec): 3 clusters Score: Raw -3223962.064923 + Penalty 3301.114926 = -3220660.949997 nChanged 21 SP:Iteration 52Q (985.028354 sec): 3 clusters Score: Raw -3223967.121952 + Penalty 3301.114926 = -3220666.007027 nChanged 16 SP:Iteration 53Q (985.094322 sec): 3 clusters Score: Raw -3223970.587698 + Penalty 3301.114926 = -3220669.472773 nChanged 15 SP:Iteration 54Q (985.172049 sec): 3 clusters Score: Raw -3223973.497713 + Penalty 3301.114926 = -3220672.382788 nChanged 12 SP:Iteration 55Q (985.240637 sec): 3 clusters Score: Raw -3223975.567651 + Penalty 3301.114926 = -3220674.452726 nChanged 10 SP:Iteration 56Q (985.304269 sec): 3 clusters Score: Raw -3223977.410075 + Penalty 3301.114926 = -3220676.295149 nChanged 5 SP:Iteration 57Q (985.372211 sec): 3 clusters Score: Raw -3223978.759206 + Penalty 3301.114926 = -3220677.644281 nChanged 10 SP:Iteration 58Q (985.444537 sec): 3 clusters Score: Raw -3223980.790817 + Penalty 3301.114926 = -3220679.675891 nChanged 8 SP:Iteration 59Q (985.501702 sec): 3 clusters Score: Raw -3223982.841959 + Penalty 3301.114926 = -3220681.727033 nChanged 9 SP:Iteration 60F (985.576539 sec): 3 clusters Score: Raw -3223984.557031 + Penalty 3301.114926 = -3220683.442105 nChanged 6 SP:Iteration 61Q (985.638613 sec): 3 clusters Score: Raw -3223985.354081 + Penalty 3301.114926 = -3220684.239156 nChanged 2 SP:Iteration 62Q (985.708902 sec): 3 clusters Score: Raw -3223985.831266 + Penalty 3301.114926 = -3220684.716340 nChanged 4 SP:Iteration 63Q (985.773601 sec): 3 clusters Score: Raw -3223986.411855 + Penalty 3301.114926 = -3220685.296929 nChanged 0 SP:Iteration 64F (985.842575 sec): 3 clusters Score: Raw -3223986.411855 + Penalty 3301.114926 = -3220685.296929 nChanged 0 Trying to split cluster 2 (28673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (985.887659 sec): 2 clusters Score: Raw -3619207.505203 + Penalty 1667.853069 = -3617539.652135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (985.968603 sec): 3 clusters Score: Raw -3601573.973767 + Penalty 3335.706138 = -3598238.267630 nChanged 13203 SP:Iteration 1F (986.032114 sec): 3 clusters Score: Raw -3609046.376092 + Penalty 3335.706138 = -3605710.669955 nChanged 1659 SP:Iteration 2F (986.104235 sec): 3 clusters Score: Raw -3609914.176581 + Penalty 3335.706138 = -3606578.470443 nChanged 1904 SP:Iteration 3F (986.176584 sec): 3 clusters Score: Raw -3611285.611085 + Penalty 3335.706138 = -3607949.904947 nChanged 2181 SP:Iteration 4F (986.257027 sec): 3 clusters Score: Raw -3613080.147708 + Penalty 3335.706138 = -3609744.441571 nChanged 2294 SP:Iteration 5F (986.336925 sec): 3 clusters Score: Raw -3615162.144326 + Penalty 3335.706138 = -3611826.438188 nChanged 2020 SP:Iteration 6F (986.405731 sec): 3 clusters Score: Raw -3617030.952582 + Penalty 3335.706138 = -3613695.246444 nChanged 1506 SP:Iteration 7F (986.472087 sec): 3 clusters Score: Raw -3618242.070925 + Penalty 3335.706138 = -3614906.364787 nChanged 978 SP:Iteration 8Q (986.542617 sec): 3 clusters Score: Raw -3618808.842065 + Penalty 3335.706138 = -3615473.135927 nChanged 596 SP:Iteration 9Q (986.629121 sec): 3 clusters Score: Raw -3619073.133667 + Penalty 3335.706138 = -3615737.427529 nChanged 376 SP:Iteration 10Q (986.700053 sec): 3 clusters Score: Raw -3619261.284153 + Penalty 3335.706138 = -3615925.578015 nChanged 348 SP:Iteration 11Q (986.773854 sec): 3 clusters Score: Raw -3619438.754383 + Penalty 3335.706138 = -3616103.048245 nChanged 343 SP:Iteration 12Q (986.847431 sec): 3 clusters Score: Raw -3619625.964385 + Penalty 3335.706138 = -3616290.258248 nChanged 326 SP:Iteration 13Q (986.928555 sec): 3 clusters Score: Raw -3619810.882653 + Penalty 3335.706138 = -3616475.176515 nChanged 286 SP:Iteration 14Q (987.003847 sec): 3 clusters Score: Raw -3619973.163609 + Penalty 3335.706138 = -3616637.457472 nChanged 242 SP:Iteration 15Q (987.076754 sec): 3 clusters Score: Raw -3620112.442051 + Penalty 3335.706138 = -3616776.735913 nChanged 223 SP:Iteration 16Q (987.148588 sec): 3 clusters Score: Raw -3620217.539493 + Penalty 3335.706138 = -3616881.833356 nChanged 189 SP:Iteration 17Q (987.225948 sec): 3 clusters Score: Raw -3620306.203897 + Penalty 3335.706138 = -3616970.497760 nChanged 143 SP:Iteration 18Q (987.300774 sec): 3 clusters Score: Raw -3620365.309908 + Penalty 3335.706138 = -3617029.603771 nChanged 133 SP:Iteration 19Q (987.368818 sec): 3 clusters Score: Raw -3620404.456313 + Penalty 3335.706138 = -3617068.750175 nChanged 117 SP:Iteration 20F (987.430482 sec): 3 clusters Score: Raw -3620440.231740 + Penalty 3335.706138 = -3617104.525602 nChanged 94 SP:Iteration 21Q (987.507637 sec): 3 clusters Score: Raw -3620465.500732 + Penalty 3335.706138 = -3617129.794595 nChanged 83 SP:Iteration 22Q (987.577827 sec): 3 clusters Score: Raw -3620485.657845 + Penalty 3335.706138 = -3617149.951707 nChanged 68 SP:Iteration 23Q (987.648638 sec): 3 clusters Score: Raw -3620497.354633 + Penalty 3335.706138 = -3617161.648495 nChanged 53 SP:Iteration 24Q (987.715623 sec): 3 clusters Score: Raw -3620506.075454 + Penalty 3335.706138 = -3617170.369316 nChanged 47 SP:Iteration 25Q (987.777418 sec): 3 clusters Score: Raw -3620512.948156 + Penalty 3335.706138 = -3617177.242019 nChanged 49 SP:Iteration 26Q (987.860267 sec): 3 clusters Score: Raw -3620521.797964 + Penalty 3335.706138 = -3617186.091827 nChanged 50 SP:Iteration 27Q (987.936303 sec): 3 clusters Score: Raw -3620529.800701 + Penalty 3335.706138 = -3617194.094564 nChanged 34 SP:Iteration 28Q (988.011797 sec): 3 clusters Score: Raw -3620534.060784 + Penalty 3335.706138 = -3617198.354647 nChanged 22 SP:Iteration 29Q (988.090151 sec): 3 clusters Score: Raw -3620536.419505 + Penalty 3335.706138 = -3617200.713367 nChanged 22 SP:Iteration 30Q (988.161159 sec): 3 clusters Score: Raw -3620538.511898 + Penalty 3335.706138 = -3617202.805760 nChanged 16 SP:Iteration 31Q (988.236828 sec): 3 clusters Score: Raw -3620540.199212 + Penalty 3335.706138 = -3617204.493074 nChanged 19 SP:Iteration 32Q (988.309944 sec): 3 clusters Score: Raw -3620542.732795 + Penalty 3335.706138 = -3617207.026658 nChanged 21 SP:Iteration 33Q (988.382850 sec): 3 clusters Score: Raw -3620545.058422 + Penalty 3335.706138 = -3617209.352285 nChanged 16 SP:Iteration 34Q (988.454315 sec): 3 clusters Score: Raw -3620546.736850 + Penalty 3335.706138 = -3617211.030713 nChanged 16 SP:Iteration 35Q (988.525794 sec): 3 clusters Score: Raw -3620548.264071 + Penalty 3335.706138 = -3617212.557934 nChanged 13 SP:Iteration 36Q (988.596939 sec): 3 clusters Score: Raw -3620549.383675 + Penalty 3335.706138 = -3617213.677538 nChanged 13 SP:Iteration 37Q (988.668052 sec): 3 clusters Score: Raw -3620550.691104 + Penalty 3335.706138 = -3617214.984966 nChanged 15 SP:Iteration 38Q (988.738033 sec): 3 clusters Score: Raw -3620552.236484 + Penalty 3335.706138 = -3617216.530347 nChanged 11 SP:Iteration 39Q (988.810550 sec): 3 clusters Score: Raw -3620554.031228 + Penalty 3335.706138 = -3617218.325090 nChanged 14 SP:Iteration 40F (988.884356 sec): 3 clusters Score: Raw -3620555.399324 + Penalty 3335.706138 = -3617219.693186 nChanged 9 SP:Iteration 41Q (988.947719 sec): 3 clusters Score: Raw -3620556.105551 + Penalty 3335.706138 = -3617220.399414 nChanged 4 SP:Iteration 42Q (989.021775 sec): 3 clusters Score: Raw -3620556.389164 + Penalty 3335.706138 = -3617220.683027 nChanged 2 SP:Iteration 43Q (989.088846 sec): 3 clusters Score: Raw -3620556.466878 + Penalty 3335.706138 = -3617220.760740 nChanged 1 SP:Iteration 44Q (989.156965 sec): 3 clusters Score: Raw -3620556.525392 + Penalty 3335.706138 = -3617220.819255 nChanged 2 SP:Iteration 45Q (989.221800 sec): 3 clusters Score: Raw -3620556.717086 + Penalty 3335.706138 = -3617221.010948 nChanged 3 SP:Iteration 46Q (989.295395 sec): 3 clusters Score: Raw -3620556.972308 + Penalty 3335.706138 = -3617221.266171 nChanged 1 SP:Iteration 47Q (989.363423 sec): 3 clusters Score: Raw -3620557.039212 + Penalty 3335.706138 = -3617221.333074 nChanged 1 SP:Iteration 48Q (989.433187 sec): 3 clusters Score: Raw -3620557.089943 + Penalty 3335.706138 = -3617221.383805 nChanged 1 SP:Iteration 49Q (989.501149 sec): 3 clusters Score: Raw -3620557.199534 + Penalty 3335.706138 = -3617221.493397 nChanged 2 SP:Iteration 50Q (989.577408 sec): 3 clusters Score: Raw -3620557.324757 + Penalty 3335.706138 = -3617221.618620 nChanged 2 SP:Iteration 51Q (989.644996 sec): 3 clusters Score: Raw -3620557.580108 + Penalty 3335.706138 = -3617221.873970 nChanged 3 SP:Iteration 52Q (989.719505 sec): 3 clusters Score: Raw -3620558.062011 + Penalty 3335.706138 = -3617222.355873 nChanged 2 SP:Iteration 53Q (989.786386 sec): 3 clusters Score: Raw -3620558.185001 + Penalty 3335.706138 = -3617222.478864 nChanged 0 SP:Iteration 54F (989.857765 sec): 3 clusters Score: Raw -3620558.185001 + Penalty 3335.706138 = -3617222.478864 nChanged 0 Trying to split cluster 3 (12919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (989.888011 sec): 2 clusters Score: Raw -1558002.064089 + Penalty 1538.298836 = -1556463.765253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (989.945877 sec): 3 clusters Score: Raw -1550496.037387 + Penalty 3076.597672 = -1547419.439715 nChanged 5712 SP:Iteration 1F (990.007002 sec): 3 clusters Score: Raw -1553788.640697 + Penalty 3076.597672 = -1550712.043025 nChanged 900 SP:Iteration 2F (990.067858 sec): 3 clusters Score: Raw -1554355.730698 + Penalty 3076.597672 = -1551279.133026 nChanged 872 SP:Iteration 3F (990.122301 sec): 3 clusters Score: Raw -1554960.810834 + Penalty 3076.597672 = -1551884.213162 nChanged 903 SP:Iteration 4F (990.184248 sec): 3 clusters Score: Raw -1555605.729612 + Penalty 3076.597672 = -1552529.131940 nChanged 820 SP:Iteration 5F (990.245911 sec): 3 clusters Score: Raw -1556219.391086 + Penalty 3076.597672 = -1553142.793415 nChanged 788 SP:Iteration 6F (990.298902 sec): 3 clusters Score: Raw -1556798.719916 + Penalty 3076.597672 = -1553722.122244 nChanged 694 SP:Iteration 7F (990.368821 sec): 3 clusters Score: Raw -1557265.905146 + Penalty 3076.597672 = -1554189.307474 nChanged 553 SP:Iteration 8Q (990.430451 sec): 3 clusters Score: Raw -1557594.559574 + Penalty 3076.597672 = -1554517.961902 nChanged 421 SP:Iteration 9Q (990.484047 sec): 3 clusters Score: Raw -1557793.970005 + Penalty 3076.597672 = -1554717.372333 nChanged 328 SP:Iteration 10Q (990.545128 sec): 3 clusters Score: Raw -1557927.490478 + Penalty 3076.597672 = -1554850.892806 nChanged 214 SP:Iteration 11Q (990.614286 sec): 3 clusters Score: Raw -1557992.916549 + Penalty 3076.597672 = -1554916.318877 nChanged 162 SP:Iteration 12Q (990.667661 sec): 3 clusters Score: Raw -1558040.111616 + Penalty 3076.597672 = -1554963.513944 nChanged 137 SP:Iteration 13Q (990.733520 sec): 3 clusters Score: Raw -1558074.273802 + Penalty 3076.597672 = -1554997.676130 nChanged 112 SP:Iteration 14Q (990.790127 sec): 3 clusters Score: Raw -1558097.676321 + Penalty 3076.597672 = -1555021.078649 nChanged 98 SP:Iteration 15Q (990.846056 sec): 3 clusters Score: Raw -1558117.055007 + Penalty 3076.597672 = -1555040.457335 nChanged 75 SP:Iteration 16Q (990.909136 sec): 3 clusters Score: Raw -1558130.124993 + Penalty 3076.597672 = -1555053.527321 nChanged 71 SP:Iteration 17Q (990.972321 sec): 3 clusters Score: Raw -1558141.143577 + Penalty 3076.597672 = -1555064.545905 nChanged 62 SP:Iteration 18Q (991.025450 sec): 3 clusters Score: Raw -1558150.425918 + Penalty 3076.597672 = -1555073.828246 nChanged 49 SP:Iteration 19Q (991.082863 sec): 3 clusters Score: Raw -1558159.045082 + Penalty 3076.597672 = -1555082.447411 nChanged 51 SP:Iteration 20F (991.140015 sec): 3 clusters Score: Raw -1558169.149706 + Penalty 3076.597672 = -1555092.552034 nChanged 48 SP:Iteration 21Q (991.197872 sec): 3 clusters Score: Raw -1558178.507973 + Penalty 3076.597672 = -1555101.910301 nChanged 43 SP:Iteration 22Q (991.261138 sec): 3 clusters Score: Raw -1558184.181676 + Penalty 3076.597672 = -1555107.584004 nChanged 34 SP:Iteration 23Q (991.318736 sec): 3 clusters Score: Raw -1558189.128202 + Penalty 3076.597672 = -1555112.530530 nChanged 37 SP:Iteration 24Q (991.379937 sec): 3 clusters Score: Raw -1558194.219281 + Penalty 3076.597672 = -1555117.621609 nChanged 33 SP:Iteration 25Q (991.441221 sec): 3 clusters Score: Raw -1558198.686839 + Penalty 3076.597672 = -1555122.089167 nChanged 28 SP:Iteration 26Q (991.504929 sec): 3 clusters Score: Raw -1558203.084739 + Penalty 3076.597672 = -1555126.487067 nChanged 29 SP:Iteration 27Q (991.552796 sec): 3 clusters Score: Raw -1558206.628925 + Penalty 3076.597672 = -1555130.031253 nChanged 27 SP:Iteration 28Q (991.625834 sec): 3 clusters Score: Raw -1558210.509415 + Penalty 3076.597672 = -1555133.911744 nChanged 31 SP:Iteration 29Q (991.678161 sec): 3 clusters Score: Raw -1558214.565984 + Penalty 3076.597672 = -1555137.968313 nChanged 37 SP:Iteration 30Q (991.750212 sec): 3 clusters Score: Raw -1558218.725697 + Penalty 3076.597672 = -1555142.128025 nChanged 27 SP:Iteration 31Q (991.801247 sec): 3 clusters Score: Raw -1558221.628647 + Penalty 3076.597672 = -1555145.030975 nChanged 18 SP:Iteration 32Q (991.861553 sec): 3 clusters Score: Raw -1558223.502226 + Penalty 3076.597672 = -1555146.904554 nChanged 22 SP:Iteration 33Q (991.934412 sec): 3 clusters Score: Raw -1558225.870129 + Penalty 3076.597672 = -1555149.272457 nChanged 22 SP:Iteration 34Q (991.987833 sec): 3 clusters Score: Raw -1558227.698738 + Penalty 3076.597672 = -1555151.101066 nChanged 17 SP:Iteration 35Q (992.058200 sec): 3 clusters Score: Raw -1558229.277869 + Penalty 3076.597672 = -1555152.680197 nChanged 20 SP:Iteration 36Q (992.113418 sec): 3 clusters Score: Raw -1558231.431051 + Penalty 3076.597672 = -1555154.833379 nChanged 18 SP:Iteration 37Q (992.169760 sec): 3 clusters Score: Raw -1558233.511487 + Penalty 3076.597672 = -1555156.913815 nChanged 25 SP:Iteration 38Q (992.237882 sec): 3 clusters Score: Raw -1558236.032294 + Penalty 3076.597672 = -1555159.434622 nChanged 22 SP:Iteration 39Q (992.293700 sec): 3 clusters Score: Raw -1558238.695425 + Penalty 3076.597672 = -1555162.097753 nChanged 28 SP:Iteration 40F (992.359396 sec): 3 clusters Score: Raw -1558241.581533 + Penalty 3076.597672 = -1555164.983861 nChanged 23 SP:Iteration 41Q (992.421304 sec): 3 clusters Score: Raw -1558244.697759 + Penalty 3076.597672 = -1555168.100087 nChanged 26 SP:Iteration 42Q (992.482528 sec): 3 clusters Score: Raw -1558247.328843 + Penalty 3076.597672 = -1555170.731171 nChanged 26 SP:Iteration 43Q (992.545182 sec): 3 clusters Score: Raw -1558250.231971 + Penalty 3076.597672 = -1555173.634300 nChanged 27 SP:Iteration 44Q (992.605556 sec): 3 clusters Score: Raw -1558254.115380 + Penalty 3076.597672 = -1555177.517708 nChanged 38 SP:Iteration 45Q (992.659500 sec): 3 clusters Score: Raw -1558259.396539 + Penalty 3076.597672 = -1555182.798867 nChanged 35 SP:Iteration 46Q (992.730670 sec): 3 clusters Score: Raw -1558264.038731 + Penalty 3076.597672 = -1555187.441059 nChanged 32 SP:Iteration 47Q (992.791986 sec): 3 clusters Score: Raw -1558267.604858 + Penalty 3076.597672 = -1555191.007186 nChanged 28 SP:Iteration 48Q (992.852442 sec): 3 clusters Score: Raw -1558270.753107 + Penalty 3076.597672 = -1555194.155436 nChanged 29 SP:Iteration 49Q (992.914379 sec): 3 clusters Score: Raw -1558273.887537 + Penalty 3076.597672 = -1555197.289865 nChanged 29 SP:Iteration 50Q (992.969329 sec): 3 clusters Score: Raw -1558278.284890 + Penalty 3076.597672 = -1555201.687218 nChanged 26 SP:Iteration 51Q (993.035034 sec): 3 clusters Score: Raw -1558282.169863 + Penalty 3076.597672 = -1555205.572191 nChanged 25 SP:Iteration 52Q (993.078384 sec): 3 clusters Score: Raw -1558286.025265 + Penalty 3076.597672 = -1555209.427594 nChanged 24 SP:Iteration 53Q (993.136584 sec): 3 clusters Score: Raw -1558289.185478 + Penalty 3076.597672 = -1555212.587806 nChanged 20 SP:Iteration 54Q (993.192219 sec): 3 clusters Score: Raw -1558291.323714 + Penalty 3076.597672 = -1555214.726042 nChanged 23 SP:Iteration 55Q (993.251430 sec): 3 clusters Score: Raw -1558294.548438 + Penalty 3076.597672 = -1555217.950766 nChanged 20 SP:Iteration 56Q (993.306681 sec): 3 clusters Score: Raw -1558297.308146 + Penalty 3076.597672 = -1555220.710474 nChanged 21 SP:Iteration 57Q (993.376051 sec): 3 clusters Score: Raw -1558299.784993 + Penalty 3076.597672 = -1555223.187321 nChanged 27 SP:Iteration 58Q (993.426947 sec): 3 clusters Score: Raw -1558303.354914 + Penalty 3076.597672 = -1555226.757243 nChanged 25 SP:Iteration 59Q (993.482882 sec): 3 clusters Score: Raw -1558306.324142 + Penalty 3076.597672 = -1555229.726470 nChanged 21 SP:Iteration 60F (993.537540 sec): 3 clusters Score: Raw -1558309.100817 + Penalty 3076.597672 = -1555232.503145 nChanged 15 SP:Iteration 61Q (993.603136 sec): 3 clusters Score: Raw -1558310.678073 + Penalty 3076.597672 = -1555234.080401 nChanged 9 SP:Iteration 62Q (993.654462 sec): 3 clusters Score: Raw -1558311.697912 + Penalty 3076.597672 = -1555235.100241 nChanged 14 SP:Iteration 63Q (993.722830 sec): 3 clusters Score: Raw -1558313.281901 + Penalty 3076.597672 = -1555236.684229 nChanged 13 SP:Iteration 64Q (993.766333 sec): 3 clusters Score: Raw -1558314.292340 + Penalty 3076.597672 = -1555237.694669 nChanged 6 SP:Iteration 65Q (993.819804 sec): 3 clusters Score: Raw -1558315.101625 + Penalty 3076.597672 = -1555238.503953 nChanged 12 SP:Iteration 66Q (993.879569 sec): 3 clusters Score: Raw -1558316.664304 + Penalty 3076.597672 = -1555240.066632 nChanged 11 SP:Iteration 67Q (993.934012 sec): 3 clusters Score: Raw -1558317.938035 + Penalty 3076.597672 = -1555241.340363 nChanged 14 SP:Iteration 68Q (993.997324 sec): 3 clusters Score: Raw -1558319.339598 + Penalty 3076.597672 = -1555242.741926 nChanged 13 SP:Iteration 69Q (994.050674 sec): 3 clusters Score: Raw -1558320.329791 + Penalty 3076.597672 = -1555243.732119 nChanged 11 SP:Iteration 70Q (994.106764 sec): 3 clusters Score: Raw -1558321.220704 + Penalty 3076.597672 = -1555244.623032 nChanged 10 SP:Iteration 71Q (994.161505 sec): 3 clusters Score: Raw -1558322.479434 + Penalty 3076.597672 = -1555245.881762 nChanged 10 SP:Iteration 72Q (994.202255 sec): 3 clusters Score: Raw -1558323.813939 + Penalty 3076.597672 = -1555247.216267 nChanged 11 SP:Iteration 73Q (994.264570 sec): 3 clusters Score: Raw -1558325.543191 + Penalty 3076.597672 = -1555248.945520 nChanged 11 SP:Iteration 74Q (994.313235 sec): 3 clusters Score: Raw -1558327.163783 + Penalty 3076.597672 = -1555250.566111 nChanged 8 SP:Iteration 75Q (994.373932 sec): 3 clusters Score: Raw -1558327.976690 + Penalty 3076.597672 = -1555251.379018 nChanged 7 SP:Iteration 76Q (994.431191 sec): 3 clusters Score: Raw -1558328.623496 + Penalty 3076.597672 = -1555252.025825 nChanged 5 SP:Iteration 77Q (994.480933 sec): 3 clusters Score: Raw -1558329.297806 + Penalty 3076.597672 = -1555252.700134 nChanged 8 SP:Iteration 78Q (994.537204 sec): 3 clusters Score: Raw -1558330.195162 + Penalty 3076.597672 = -1555253.597490 nChanged 9 SP:Iteration 79Q (994.583295 sec): 3 clusters Score: Raw -1558331.457020 + Penalty 3076.597672 = -1555254.859349 nChanged 12 SP:Iteration 80F (994.628693 sec): 3 clusters Score: Raw -1558332.872816 + Penalty 3076.597672 = -1555256.275144 nChanged 8 SP:Iteration 81Q (994.684844 sec): 3 clusters Score: Raw -1558333.486216 + Penalty 3076.597672 = -1555256.888544 nChanged 7 SP:Iteration 82Q (994.744341 sec): 3 clusters Score: Raw -1558334.439406 + Penalty 3076.597672 = -1555257.841734 nChanged 7 SP:Iteration 83Q (994.804513 sec): 3 clusters Score: Raw -1558335.058148 + Penalty 3076.597672 = -1555258.460477 nChanged 10 SP:Iteration 84Q (994.857475 sec): 3 clusters Score: Raw -1558335.933857 + Penalty 3076.597672 = -1555259.336186 nChanged 13 SP:Iteration 85Q (994.903112 sec): 3 clusters Score: Raw -1558336.973108 + Penalty 3076.597672 = -1555260.375437 nChanged 9 SP:Iteration 86Q (994.963372 sec): 3 clusters Score: Raw -1558337.919883 + Penalty 3076.597672 = -1555261.322211 nChanged 12 SP:Iteration 87Q (995.014525 sec): 3 clusters Score: Raw -1558339.208712 + Penalty 3076.597672 = -1555262.611040 nChanged 12 SP:Iteration 88Q (995.079469 sec): 3 clusters Score: Raw -1558340.670306 + Penalty 3076.597672 = -1555264.072634 nChanged 12 SP:Iteration 89Q (995.127097 sec): 3 clusters Score: Raw -1558341.967773 + Penalty 3076.597672 = -1555265.370101 nChanged 8 SP:Iteration 90Q (995.193787 sec): 3 clusters Score: Raw -1558342.777790 + Penalty 3076.597672 = -1555266.180118 nChanged 8 SP:Iteration 91Q (995.235686 sec): 3 clusters Score: Raw -1558343.846375 + Penalty 3076.597672 = -1555267.248703 nChanged 12 SP:Iteration 92Q (995.299735 sec): 3 clusters Score: Raw -1558345.020928 + Penalty 3076.597672 = -1555268.423256 nChanged 9 SP:Iteration 93Q (995.346911 sec): 3 clusters Score: Raw -1558345.903359 + Penalty 3076.597672 = -1555269.305687 nChanged 6 SP:Iteration 94Q (995.408132 sec): 3 clusters Score: Raw -1558346.729230 + Penalty 3076.597672 = -1555270.131558 nChanged 8 SP:Iteration 95Q (995.466889 sec): 3 clusters Score: Raw -1558347.558995 + Penalty 3076.597672 = -1555270.961323 nChanged 4 SP:Iteration 96Q (995.529976 sec): 3 clusters Score: Raw -1558347.997916 + Penalty 3076.597672 = -1555271.400244 nChanged 2 SP:Iteration 97Q (995.570649 sec): 3 clusters Score: Raw -1558348.062378 + Penalty 3076.597672 = -1555271.464707 nChanged 0 SP:Iteration 98F (995.623446 sec): 3 clusters Score: Raw -1558348.062378 + Penalty 3076.597672 = -1555271.464707 nChanged 0 Trying to split cluster 4 (95632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (995.744666 sec): 2 clusters Score: Raw -11958671.642433 + Penalty 1863.592700 = -11956808.049733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (995.904599 sec): 3 clusters Score: Raw -11896305.608071 + Penalty 3727.185401 = -11892578.422670 nChanged 45887 SP:Iteration 1F (996.058072 sec): 3 clusters Score: Raw -11946385.386189 + Penalty 3727.185401 = -11942658.200788 nChanged 12544 SP:Iteration 2F (996.204817 sec): 3 clusters Score: Raw -11963739.834531 + Penalty 3727.185401 = -11960012.649131 nChanged 11762 SP:Iteration 3F (996.366464 sec): 3 clusters Score: Raw -11985242.190009 + Penalty 3727.185401 = -11981515.004609 nChanged 10291 SP:Iteration 4F (996.515075 sec): 3 clusters Score: Raw -12009982.619892 + Penalty 3727.185401 = -12006255.434491 nChanged 8379 SP:Iteration 5F (996.667793 sec): 3 clusters Score: Raw -12044281.693259 + Penalty 3727.185401 = -12040554.507858 nChanged 5382 SP:Iteration 6F (996.822408 sec): 3 clusters Score: Raw -12116422.622254 + Penalty 3727.185401 = -12112695.436853 nChanged 1517 Unmasked E-step: Deleting class 2 (6109 points): covariance matrix is singular SP:Iteration 7Q (996.918174 sec): 3 clusters Score: Raw -12118030.753798 + Penalty 3727.185401 = -12114303.568397 nChanged 0 SP:Iteration 8F (997.001683 sec): 2 clusters Score: Raw -11914079.105317 + Penalty 1863.592700 = -11912215.512617 nChanged 6109 SP:Iteration 9F (997.094621 sec): 2 clusters Score: Raw -11958671.642433 + Penalty 1863.592700 = -11956808.049733 nChanged 0 Trying to split cluster 5 (22559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (997.138405 sec): 2 clusters Score: Raw -2606819.692184 + Penalty 1628.882024 = -2605190.810160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (997.208465 sec): 3 clusters Score: Raw -2593115.353219 + Penalty 3257.764048 = -2589857.589171 nChanged 10323 SP:Iteration 1F (997.278955 sec): 3 clusters Score: Raw -2598979.342961 + Penalty 3257.764048 = -2595721.578913 nChanged 1248 SP:Iteration 2F (997.336121 sec): 3 clusters Score: Raw -2599537.571999 + Penalty 3257.764048 = -2596279.807951 nChanged 1260 SP:Iteration 3F (997.396381 sec): 3 clusters Score: Raw -2600097.548339 + Penalty 3257.764048 = -2596839.784291 nChanged 1197 SP:Iteration 4F (997.463982 sec): 3 clusters Score: Raw -2600651.659444 + Penalty 3257.764048 = -2597393.895396 nChanged 1134 SP:Iteration 5F (997.521642 sec): 3 clusters Score: Raw -2601151.623987 + Penalty 3257.764048 = -2597893.859939 nChanged 1058 SP:Iteration 6Q (997.591280 sec): 3 clusters Score: Raw -2601603.017270 + Penalty 3257.764048 = -2598345.253222 nChanged 920 SP:Iteration 7Q (997.670958 sec): 3 clusters Score: Raw -2602002.942047 + Penalty 3257.764048 = -2598745.177999 nChanged 854 SP:Iteration 8Q (997.723054 sec): 3 clusters Score: Raw -2602402.214995 + Penalty 3257.764048 = -2599144.450947 nChanged 871 SP:Iteration 9Q (997.788762 sec): 3 clusters Score: Raw -2602789.131186 + Penalty 3257.764048 = -2599531.367138 nChanged 810 SP:Iteration 10Q (997.859229 sec): 3 clusters Score: Raw -2603171.530746 + Penalty 3257.764048 = -2599913.766698 nChanged 766 SP:Iteration 11Q (997.940926 sec): 3 clusters Score: Raw -2603538.120841 + Penalty 3257.764048 = -2600280.356793 nChanged 706 SP:Iteration 12Q (997.995239 sec): 3 clusters Score: Raw -2603859.426664 + Penalty 3257.764048 = -2600601.662616 nChanged 635 SP:Iteration 13Q (998.072977 sec): 3 clusters Score: Raw -2604116.358519 + Penalty 3257.764048 = -2600858.594471 nChanged 531 SP:Iteration 14Q (998.135129 sec): 3 clusters Score: Raw -2604311.969425 + Penalty 3257.764048 = -2601054.205377 nChanged 431 SP:Iteration 15Q (998.210170 sec): 3 clusters Score: Raw -2604461.960871 + Penalty 3257.764048 = -2601204.196823 nChanged 385 SP:Iteration 16Q (998.283314 sec): 3 clusters Score: Raw -2604598.667190 + Penalty 3257.764048 = -2601340.903142 nChanged 367 SP:Iteration 17Q (998.341445 sec): 3 clusters Score: Raw -2604728.256386 + Penalty 3257.764048 = -2601470.492338 nChanged 335 SP:Iteration 18Q (998.414751 sec): 3 clusters Score: Raw -2604846.261180 + Penalty 3257.764048 = -2601588.497132 nChanged 331 SP:Iteration 19Q (998.483885 sec): 3 clusters Score: Raw -2604975.348896 + Penalty 3257.764048 = -2601717.584848 nChanged 337 SP:Iteration 20F (998.553895 sec): 3 clusters Score: Raw -2605112.521308 + Penalty 3257.764048 = -2601854.757260 nChanged 333 SP:Iteration 21Q (998.619521 sec): 3 clusters Score: Raw -2605242.780274 + Penalty 3257.764048 = -2601985.016226 nChanged 299 SP:Iteration 22Q (998.673103 sec): 3 clusters Score: Raw -2605355.769691 + Penalty 3257.764048 = -2602098.005643 nChanged 298 SP:Iteration 23Q (998.742121 sec): 3 clusters Score: Raw -2605471.490484 + Penalty 3257.764048 = -2602213.726436 nChanged 255 SP:Iteration 24Q (998.809315 sec): 3 clusters Score: Raw -2605572.743191 + Penalty 3257.764048 = -2602314.979143 nChanged 248 SP:Iteration 25Q (998.878941 sec): 3 clusters Score: Raw -2605670.166422 + Penalty 3257.764048 = -2602412.402374 nChanged 243 SP:Iteration 26Q (998.948961 sec): 3 clusters Score: Raw -2605776.000214 + Penalty 3257.764048 = -2602518.236166 nChanged 249 SP:Iteration 27Q (999.017230 sec): 3 clusters Score: Raw -2605885.646817 + Penalty 3257.764048 = -2602627.882769 nChanged 219 SP:Iteration 28Q (999.070428 sec): 3 clusters Score: Raw -2605987.073656 + Penalty 3257.764048 = -2602729.309608 nChanged 223 SP:Iteration 29Q (999.138835 sec): 3 clusters Score: Raw -2606096.189374 + Penalty 3257.764048 = -2602838.425326 nChanged 213 SP:Iteration 30Q (999.199017 sec): 3 clusters Score: Raw -2606201.476882 + Penalty 3257.764048 = -2602943.712834 nChanged 189 SP:Iteration 31Q (999.269714 sec): 3 clusters Score: Raw -2606286.250234 + Penalty 3257.764048 = -2603028.486186 nChanged 178 SP:Iteration 32Q (999.343932 sec): 3 clusters Score: Raw -2606360.497829 + Penalty 3257.764048 = -2603102.733781 nChanged 158 SP:Iteration 33Q (999.408735 sec): 3 clusters Score: Raw -2606420.452211 + Penalty 3257.764048 = -2603162.688163 nChanged 135 SP:Iteration 34Q (999.473687 sec): 3 clusters Score: Raw -2606474.375220 + Penalty 3257.764048 = -2603216.611172 nChanged 133 SP:Iteration 35Q (999.540179 sec): 3 clusters Score: Raw -2606532.930416 + Penalty 3257.764048 = -2603275.166368 nChanged 127 SP:Iteration 36Q (999.608632 sec): 3 clusters Score: Raw -2606591.526689 + Penalty 3257.764048 = -2603333.762641 nChanged 115 SP:Iteration 37Q (999.655201 sec): 3 clusters Score: Raw -2606643.200697 + Penalty 3257.764048 = -2603385.436649 nChanged 95 SP:Iteration 38Q (999.718817 sec): 3 clusters Score: Raw -2606685.074548 + Penalty 3257.764048 = -2603427.310500 nChanged 95 SP:Iteration 39Q (999.794375 sec): 3 clusters Score: Raw -2606730.642312 + Penalty 3257.764048 = -2603472.878264 nChanged 96 SP:Iteration 40F (999.849916 sec): 3 clusters Score: Raw -2606780.835898 + Penalty 3257.764048 = -2603523.071850 nChanged 97 SP:Iteration 41Q (999.901391 sec): 3 clusters Score: Raw -2606838.937830 + Penalty 3257.764048 = -2603581.173782 nChanged 81 SP:Iteration 42Q (999.955795 sec): 3 clusters Score: Raw -2606879.281949 + Penalty 3257.764048 = -2603621.517901 nChanged 71 SP:Iteration 43Q (1000.020454 sec): 3 clusters Score: Raw -2606911.748966 + Penalty 3257.764048 = -2603653.984918 nChanged 62 SP:Iteration 44Q (1000.088993 sec): 3 clusters Score: Raw -2606938.933419 + Penalty 3257.764048 = -2603681.169371 nChanged 51 SP:Iteration 45Q (1000.158319 sec): 3 clusters Score: Raw -2606963.348039 + Penalty 3257.764048 = -2603705.583991 nChanged 40 SP:Iteration 46Q (1000.215579 sec): 3 clusters Score: Raw -2606978.534266 + Penalty 3257.764048 = -2603720.770218 nChanged 35 SP:Iteration 47Q (1000.285692 sec): 3 clusters Score: Raw -2606998.182334 + Penalty 3257.764048 = -2603740.418286 nChanged 33 SP:Iteration 48Q (1000.342860 sec): 3 clusters Score: Raw -2607013.015294 + Penalty 3257.764048 = -2603755.251246 nChanged 37 SP:Iteration 49Q (1000.407483 sec): 3 clusters Score: Raw -2607027.795168 + Penalty 3257.764048 = -2603770.031120 nChanged 26 SP:Iteration 50Q (1000.477076 sec): 3 clusters Score: Raw -2607038.652244 + Penalty 3257.764048 = -2603780.888196 nChanged 17 SP:Iteration 51Q (1000.545245 sec): 3 clusters Score: Raw -2607045.126513 + Penalty 3257.764048 = -2603787.362465 nChanged 9 SP:Iteration 52Q (1000.610809 sec): 3 clusters Score: Raw -2607047.872826 + Penalty 3257.764048 = -2603790.108778 nChanged 9 SP:Iteration 53Q (1000.659996 sec): 3 clusters Score: Raw -2607051.126622 + Penalty 3257.764048 = -2603793.362574 nChanged 6 SP:Iteration 54Q (1000.726836 sec): 3 clusters Score: Raw -2607052.543893 + Penalty 3257.764048 = -2603794.779845 nChanged 8 SP:Iteration 55Q (1000.788125 sec): 3 clusters Score: Raw -2607054.360199 + Penalty 3257.764048 = -2603796.596151 nChanged 6 SP:Iteration 56Q (1000.862605 sec): 3 clusters Score: Raw -2607057.000103 + Penalty 3257.764048 = -2603799.236055 nChanged 12 SP:Iteration 57Q (1000.912483 sec): 3 clusters Score: Raw -2607060.981590 + Penalty 3257.764048 = -2603803.217542 nChanged 6 SP:Iteration 58Q (1000.979591 sec): 3 clusters Score: Raw -2607063.024147 + Penalty 3257.764048 = -2603805.260099 nChanged 8 SP:Iteration 59Q (1001.042481 sec): 3 clusters Score: Raw -2607064.753892 + Penalty 3257.764048 = -2603806.989844 nChanged 9 SP:Iteration 60F (1001.095392 sec): 3 clusters Score: Raw -2607069.855420 + Penalty 3257.764048 = -2603812.091372 nChanged 17 SP:Iteration 61Q (1001.157655 sec): 3 clusters Score: Raw -2607077.590648 + Penalty 3257.764048 = -2603819.826600 nChanged 18 SP:Iteration 62Q (1001.208842 sec): 3 clusters Score: Raw -2607084.627095 + Penalty 3257.764048 = -2603826.863047 nChanged 10 SP:Iteration 63Q (1001.262573 sec): 3 clusters Score: Raw -2607088.479837 + Penalty 3257.764048 = -2603830.715789 nChanged 6 SP:Iteration 64Q (1001.332795 sec): 3 clusters Score: Raw -2607091.308580 + Penalty 3257.764048 = -2603833.544532 nChanged 3 SP:Iteration 65Q (1001.395471 sec): 3 clusters Score: Raw -2607091.879797 + Penalty 3257.764048 = -2603834.115749 nChanged 2 SP:Iteration 66Q (1001.468335 sec): 3 clusters Score: Raw -2607092.846780 + Penalty 3257.764048 = -2603835.082732 nChanged 2 SP:Iteration 67Q (1001.522383 sec): 3 clusters Score: Raw -2607094.093598 + Penalty 3257.764048 = -2603836.329551 nChanged 2 SP:Iteration 68Q (1001.583109 sec): 3 clusters Score: Raw -2607095.306754 + Penalty 3257.764048 = -2603837.542706 nChanged 2 SP:Iteration 69Q (1001.657995 sec): 3 clusters Score: Raw -2607095.871372 + Penalty 3257.764048 = -2603838.107324 nChanged 3 SP:Iteration 70Q (1001.721928 sec): 3 clusters Score: Raw -2607096.927322 + Penalty 3257.764048 = -2603839.163274 nChanged 3 SP:Iteration 71Q (1001.780686 sec): 3 clusters Score: Raw -2607097.635735 + Penalty 3257.764048 = -2603839.871687 nChanged 3 SP:Iteration 72Q (1001.837549 sec): 3 clusters Score: Raw -2607098.830389 + Penalty 3257.764048 = -2603841.066341 nChanged 3 SP:Iteration 73Q (1001.904964 sec): 3 clusters Score: Raw -2607099.691245 + Penalty 3257.764048 = -2603841.927197 nChanged 4 SP:Iteration 74Q (1001.970596 sec): 3 clusters Score: Raw -2607101.332607 + Penalty 3257.764048 = -2603843.568559 nChanged 7 SP:Iteration 75Q (1002.034883 sec): 3 clusters Score: Raw -2607103.735833 + Penalty 3257.764048 = -2603845.971785 nChanged 10 SP:Iteration 76Q (1002.093182 sec): 3 clusters Score: Raw -2607108.457923 + Penalty 3257.764048 = -2603850.693875 nChanged 13 SP:Iteration 77Q (1002.149680 sec): 3 clusters Score: Raw -2607115.762204 + Penalty 3257.764048 = -2603857.998156 nChanged 9 SP:Iteration 78Q (1002.205480 sec): 3 clusters Score: Raw -2607120.632266 + Penalty 3257.764048 = -2603862.868218 nChanged 11 SP:Iteration 79Q (1002.278269 sec): 3 clusters Score: Raw -2607125.563529 + Penalty 3257.764048 = -2603867.799481 nChanged 8 SP:Iteration 80F (1002.347126 sec): 3 clusters Score: Raw -2607127.665491 + Penalty 3257.764048 = -2603869.901443 nChanged 8 SP:Iteration 81Q (1002.404951 sec): 3 clusters Score: Raw -2607131.585469 + Penalty 3257.764048 = -2603873.821421 nChanged 12 SP:Iteration 82Q (1002.469202 sec): 3 clusters Score: Raw -2607138.874396 + Penalty 3257.764048 = -2603881.110348 nChanged 9 SP:Iteration 83Q (1002.526830 sec): 3 clusters Score: Raw -2607144.562623 + Penalty 3257.764048 = -2603886.798575 nChanged 8 SP:Iteration 84Q (1002.591508 sec): 3 clusters Score: Raw -2607147.899316 + Penalty 3257.764048 = -2603890.135268 nChanged 3 SP:Iteration 85Q (1002.662177 sec): 3 clusters Score: Raw -2607149.314959 + Penalty 3257.764048 = -2603891.550911 nChanged 4 SP:Iteration 86Q (1002.729856 sec): 3 clusters Score: Raw -2607150.501080 + Penalty 3257.764048 = -2603892.737032 nChanged 2 SP:Iteration 87Q (1002.779978 sec): 3 clusters Score: Raw -2607152.337425 + Penalty 3257.764048 = -2603894.573377 nChanged 1 SP:Iteration 88Q (1002.837940 sec): 3 clusters Score: Raw -2607153.368192 + Penalty 3257.764048 = -2603895.604144 nChanged 2 SP:Iteration 89Q (1002.903158 sec): 3 clusters Score: Raw -2607154.602900 + Penalty 3257.764048 = -2603896.838852 nChanged 2 SP:Iteration 90Q (1002.957206 sec): 3 clusters Score: Raw -2607155.818529 + Penalty 3257.764048 = -2603898.054481 nChanged 1 SP:Iteration 91Q (1003.031101 sec): 3 clusters Score: Raw -2607156.249219 + Penalty 3257.764048 = -2603898.485171 nChanged 1 SP:Iteration 92Q (1003.089397 sec): 3 clusters Score: Raw -2607157.231489 + Penalty 3257.764048 = -2603899.467441 nChanged 1 SP:Iteration 93Q (1003.151649 sec): 3 clusters Score: Raw -2607159.026107 + Penalty 3257.764048 = -2603901.262059 nChanged 4 SP:Iteration 94Q (1003.215046 sec): 3 clusters Score: Raw -2607162.862659 + Penalty 3257.764048 = -2603905.098611 nChanged 2 SP:Iteration 95Q (1003.272610 sec): 3 clusters Score: Raw -2607163.516748 + Penalty 3257.764048 = -2603905.752700 nChanged 0 SP:Iteration 96F (1003.349340 sec): 3 clusters Score: Raw -2607163.516748 + Penalty 3257.764048 = -2603905.752700 nChanged 0 Trying to split cluster 6 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1003.371848 sec): 2 clusters Score: Raw -33321.479283 + Penalty 921.915031 = -32399.564252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1003.402514 sec): 3 clusters Score: Raw -34504.031902 + Penalty 1843.830062 = -32660.201840 nChanged 118 Unmasked E-step: Deleting class 1 (66 points): covariance matrix is singular Unmasked E-step: Deleting class 2 (225 points): covariance matrix is singular SP:Iteration 1F (1003.403843 sec): 3 clusters Score: Raw -34504.031902 + Penalty 1843.830062 = -32660.201840 nChanged 0 Unmasked E-step: Deleting class 6 (66 points): covariance matrix is singular Unmasked E-step: Deleting class 24 (225 points): covariance matrix is singular Score: Raw -40640232.952460 + Penalty 49642.363016 = -40590590.589444 Splitting cluster 6 changes total score from -40623927.814198 to -40590590.589444 So it's not getting split. Trying to split cluster 7 (8841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1007.298334 sec): 2 clusters Score: Raw -1104070.125873 + Penalty 1476.662732 = -1102593.463141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1007.344270 sec): 3 clusters Score: Raw -1099204.903871 + Penalty 2953.325463 = -1096251.578408 nChanged 3755 SP:Iteration 1F (1007.389909 sec): 3 clusters Score: Raw -1101121.602588 + Penalty 2953.325463 = -1098168.277125 nChanged 501 SP:Iteration 2F (1007.435129 sec): 3 clusters Score: Raw -1101309.479594 + Penalty 2953.325463 = -1098356.154131 nChanged 383 SP:Iteration 3Q (1007.475103 sec): 3 clusters Score: Raw -1101462.188980 + Penalty 2953.325463 = -1098508.863517 nChanged 351 SP:Iteration 4Q (1007.528576 sec): 3 clusters Score: Raw -1101596.617815 + Penalty 2953.325463 = -1098643.292352 nChanged 342 SP:Iteration 5Q (1007.566865 sec): 3 clusters Score: Raw -1101757.525599 + Penalty 2953.325463 = -1098804.200135 nChanged 335 SP:Iteration 6Q (1007.621630 sec): 3 clusters Score: Raw -1101911.517667 + Penalty 2953.325463 = -1098958.192204 nChanged 318 SP:Iteration 7Q (1007.668488 sec): 3 clusters Score: Raw -1102095.183848 + Penalty 2953.325463 = -1099141.858385 nChanged 357 SP:Iteration 8Q (1007.713940 sec): 3 clusters Score: Raw -1102320.999379 + Penalty 2953.325463 = -1099367.673915 nChanged 397 SP:Iteration 9Q (1007.754339 sec): 3 clusters Score: Raw -1102601.199039 + Penalty 2953.325463 = -1099647.873576 nChanged 444 SP:Iteration 10F (1007.800993 sec): 3 clusters Score: Raw -1102934.077178 + Penalty 2953.325463 = -1099980.751715 nChanged 435 SP:Iteration 11Q (1007.845022 sec): 3 clusters Score: Raw -1103236.791187 + Penalty 2953.325463 = -1100283.465724 nChanged 386 SP:Iteration 12Q (1007.891491 sec): 3 clusters Score: Raw -1103496.763138 + Penalty 2953.325463 = -1100543.437675 nChanged 316 SP:Iteration 13Q (1007.942762 sec): 3 clusters Score: Raw -1103677.048382 + Penalty 2953.325463 = -1100723.722919 nChanged 272 SP:Iteration 14Q (1007.982663 sec): 3 clusters Score: Raw -1103809.245402 + Penalty 2953.325463 = -1100855.919938 nChanged 208 SP:Iteration 15Q (1008.026180 sec): 3 clusters Score: Raw -1103908.797675 + Penalty 2953.325463 = -1100955.472212 nChanged 194 SP:Iteration 16Q (1008.080187 sec): 3 clusters Score: Raw -1103993.847089 + Penalty 2953.325463 = -1101040.521626 nChanged 158 SP:Iteration 17Q (1008.127708 sec): 3 clusters Score: Raw -1104064.728041 + Penalty 2953.325463 = -1101111.402578 nChanged 144 SP:Iteration 18Q (1008.186650 sec): 3 clusters Score: Raw -1104130.920963 + Penalty 2953.325463 = -1101177.595500 nChanged 135 SP:Iteration 19Q (1008.243009 sec): 3 clusters Score: Raw -1104185.109407 + Penalty 2953.325463 = -1101231.783943 nChanged 121 SP:Iteration 20F (1008.298827 sec): 3 clusters Score: Raw -1104237.728596 + Penalty 2953.325463 = -1101284.403133 nChanged 112 SP:Iteration 21Q (1008.352275 sec): 3 clusters Score: Raw -1104283.844196 + Penalty 2953.325463 = -1101330.518732 nChanged 122 SP:Iteration 22Q (1008.408635 sec): 3 clusters Score: Raw -1104330.941275 + Penalty 2953.325463 = -1101377.615811 nChanged 106 SP:Iteration 23Q (1008.455349 sec): 3 clusters Score: Raw -1104368.986580 + Penalty 2953.325463 = -1101415.661117 nChanged 88 SP:Iteration 24Q (1008.522884 sec): 3 clusters Score: Raw -1104396.636556 + Penalty 2953.325463 = -1101443.311093 nChanged 58 SP:Iteration 25Q (1008.579127 sec): 3 clusters Score: Raw -1104413.859482 + Penalty 2953.325463 = -1101460.534019 nChanged 52 SP:Iteration 26Q (1008.633697 sec): 3 clusters Score: Raw -1104426.089008 + Penalty 2953.325463 = -1101472.763545 nChanged 36 SP:Iteration 27Q (1008.689438 sec): 3 clusters Score: Raw -1104432.762776 + Penalty 2953.325463 = -1101479.437312 nChanged 28 SP:Iteration 28Q (1008.736512 sec): 3 clusters Score: Raw -1104439.390865 + Penalty 2953.325463 = -1101486.065402 nChanged 25 SP:Iteration 29Q (1008.802587 sec): 3 clusters Score: Raw -1104445.396574 + Penalty 2953.325463 = -1101492.071111 nChanged 19 SP:Iteration 30Q (1008.850425 sec): 3 clusters Score: Raw -1104449.334152 + Penalty 2953.325463 = -1101496.008689 nChanged 19 SP:Iteration 31Q (1008.913602 sec): 3 clusters Score: Raw -1104453.974532 + Penalty 2953.325463 = -1101500.649068 nChanged 24 SP:Iteration 32Q (1008.961510 sec): 3 clusters Score: Raw -1104459.273480 + Penalty 2953.325463 = -1101505.948016 nChanged 32 SP:Iteration 33Q (1009.014885 sec): 3 clusters Score: Raw -1104465.886073 + Penalty 2953.325463 = -1101512.560610 nChanged 29 SP:Iteration 34Q (1009.079077 sec): 3 clusters Score: Raw -1104472.821405 + Penalty 2953.325463 = -1101519.495942 nChanged 28 SP:Iteration 35Q (1009.135006 sec): 3 clusters Score: Raw -1104478.602942 + Penalty 2953.325463 = -1101525.277479 nChanged 23 SP:Iteration 36Q (1009.183009 sec): 3 clusters Score: Raw -1104483.107594 + Penalty 2953.325463 = -1101529.782131 nChanged 17 SP:Iteration 37Q (1009.249127 sec): 3 clusters Score: Raw -1104485.777613 + Penalty 2953.325463 = -1101532.452150 nChanged 18 SP:Iteration 38Q (1009.304095 sec): 3 clusters Score: Raw -1104488.489075 + Penalty 2953.325463 = -1101535.163612 nChanged 15 SP:Iteration 39Q (1009.359576 sec): 3 clusters Score: Raw -1104490.989078 + Penalty 2953.325463 = -1101537.663615 nChanged 13 SP:Iteration 40F (1009.415296 sec): 3 clusters Score: Raw -1104493.428329 + Penalty 2953.325463 = -1101540.102866 nChanged 15 SP:Iteration 41Q (1009.471337 sec): 3 clusters Score: Raw -1104495.669530 + Penalty 2953.325463 = -1101542.344066 nChanged 15 SP:Iteration 42Q (1009.516745 sec): 3 clusters Score: Raw -1104498.127284 + Penalty 2953.325463 = -1101544.801821 nChanged 12 SP:Iteration 43Q (1009.573379 sec): 3 clusters Score: Raw -1104500.176455 + Penalty 2953.325463 = -1101546.850991 nChanged 17 SP:Iteration 44Q (1009.630134 sec): 3 clusters Score: Raw -1104503.248924 + Penalty 2953.325463 = -1101549.923461 nChanged 14 SP:Iteration 45Q (1009.685694 sec): 3 clusters Score: Raw -1104504.613290 + Penalty 2953.325463 = -1101551.287827 nChanged 11 SP:Iteration 46Q (1009.752639 sec): 3 clusters Score: Raw -1104505.974682 + Penalty 2953.325463 = -1101552.649219 nChanged 11 SP:Iteration 47Q (1009.809113 sec): 3 clusters Score: Raw -1104507.648527 + Penalty 2953.325463 = -1101554.323064 nChanged 11 SP:Iteration 48Q (1009.865466 sec): 3 clusters Score: Raw -1104509.259218 + Penalty 2953.325463 = -1101555.933755 nChanged 4 SP:Iteration 49Q (1009.910916 sec): 3 clusters Score: Raw -1104509.675983 + Penalty 2953.325463 = -1101556.350520 nChanged 4 SP:Iteration 50Q (1009.967137 sec): 3 clusters Score: Raw -1104510.275421 + Penalty 2953.325463 = -1101556.949958 nChanged 8 SP:Iteration 51Q (1010.022014 sec): 3 clusters Score: Raw -1104511.358051 + Penalty 2953.325463 = -1101558.032587 nChanged 12 SP:Iteration 52Q (1010.089178 sec): 3 clusters Score: Raw -1104513.869555 + Penalty 2953.325463 = -1101560.544092 nChanged 9 SP:Iteration 53Q (1010.145424 sec): 3 clusters Score: Raw -1104515.594035 + Penalty 2953.325463 = -1101562.268572 nChanged 5 SP:Iteration 54Q (1010.201776 sec): 3 clusters Score: Raw -1104516.666115 + Penalty 2953.325463 = -1101563.340652 nChanged 8 SP:Iteration 55Q (1010.257837 sec): 3 clusters Score: Raw -1104518.266938 + Penalty 2953.325463 = -1101564.941474 nChanged 9 SP:Iteration 56Q (1010.303416 sec): 3 clusters Score: Raw -1104520.493120 + Penalty 2953.325463 = -1101567.167657 nChanged 14 SP:Iteration 57Q (1010.367808 sec): 3 clusters Score: Raw -1104523.293890 + Penalty 2953.325463 = -1101569.968427 nChanged 12 SP:Iteration 58Q (1010.416767 sec): 3 clusters Score: Raw -1104525.253963 + Penalty 2953.325463 = -1101571.928499 nChanged 10 SP:Iteration 59Q (1010.484101 sec): 3 clusters Score: Raw -1104527.124613 + Penalty 2953.325463 = -1101573.799150 nChanged 9 SP:Iteration 60F (1010.540204 sec): 3 clusters Score: Raw -1104529.297676 + Penalty 2953.325463 = -1101575.972212 nChanged 12 SP:Iteration 61Q (1010.597390 sec): 3 clusters Score: Raw -1104532.994744 + Penalty 2953.325463 = -1101579.669281 nChanged 23 SP:Iteration 62Q (1010.644900 sec): 3 clusters Score: Raw -1104539.318290 + Penalty 2953.325463 = -1101585.992827 nChanged 22 SP:Iteration 63Q (1010.706808 sec): 3 clusters Score: Raw -1104544.025590 + Penalty 2953.325463 = -1101590.700127 nChanged 13 SP:Iteration 64Q (1010.755116 sec): 3 clusters Score: Raw -1104546.049986 + Penalty 2953.325463 = -1101592.724523 nChanged 7 SP:Iteration 65Q (1010.807170 sec): 3 clusters Score: Raw -1104547.298207 + Penalty 2953.325463 = -1101593.972743 nChanged 4 SP:Iteration 66Q (1010.854481 sec): 3 clusters Score: Raw -1104548.164719 + Penalty 2953.325463 = -1101594.839255 nChanged 7 SP:Iteration 67Q (1010.904692 sec): 3 clusters Score: Raw -1104549.885392 + Penalty 2953.325463 = -1101596.559929 nChanged 5 SP:Iteration 68Q (1010.954299 sec): 3 clusters Score: Raw -1104550.966529 + Penalty 2953.325463 = -1101597.641066 nChanged 8 SP:Iteration 69Q (1011.006135 sec): 3 clusters Score: Raw -1104552.542139 + Penalty 2953.325463 = -1101599.216676 nChanged 7 SP:Iteration 70Q (1011.060888 sec): 3 clusters Score: Raw -1104553.493466 + Penalty 2953.325463 = -1101600.168003 nChanged 5 SP:Iteration 71Q (1011.114172 sec): 3 clusters Score: Raw -1104554.510377 + Penalty 2953.325463 = -1101601.184914 nChanged 8 SP:Iteration 72Q (1011.157557 sec): 3 clusters Score: Raw -1104556.049739 + Penalty 2953.325463 = -1101602.724276 nChanged 7 SP:Iteration 73Q (1011.210252 sec): 3 clusters Score: Raw -1104556.920186 + Penalty 2953.325463 = -1101603.594723 nChanged 2 SP:Iteration 74Q (1011.273003 sec): 3 clusters Score: Raw -1104557.037116 + Penalty 2953.325463 = -1101603.711652 nChanged 1 SP:Iteration 75Q (1011.328677 sec): 3 clusters Score: Raw -1104557.151074 + Penalty 2953.325463 = -1101603.825611 nChanged 1 SP:Iteration 76Q (1011.378394 sec): 3 clusters Score: Raw -1104557.271697 + Penalty 2953.325463 = -1101603.946234 nChanged 3 SP:Iteration 77Q (1011.433113 sec): 3 clusters Score: Raw -1104557.883988 + Penalty 2953.325463 = -1101604.558525 nChanged 7 SP:Iteration 78Q (1011.484412 sec): 3 clusters Score: Raw -1104559.695027 + Penalty 2953.325463 = -1101606.369564 nChanged 11 SP:Iteration 79Q (1011.526307 sec): 3 clusters Score: Raw -1104561.027890 + Penalty 2953.325463 = -1101607.702427 nChanged 8 SP:Iteration 80F (1011.580918 sec): 3 clusters Score: Raw -1104562.114654 + Penalty 2953.325463 = -1101608.789191 nChanged 8 SP:Iteration 81Q (1011.631888 sec): 3 clusters Score: Raw -1104563.124478 + Penalty 2953.325463 = -1101609.799015 nChanged 9 SP:Iteration 82Q (1011.680562 sec): 3 clusters Score: Raw -1104564.224546 + Penalty 2953.325463 = -1101610.899083 nChanged 6 SP:Iteration 83Q (1011.731455 sec): 3 clusters Score: Raw -1104565.029357 + Penalty 2953.325463 = -1101611.703894 nChanged 5 SP:Iteration 84Q (1011.775323 sec): 3 clusters Score: Raw -1104565.661124 + Penalty 2953.325463 = -1101612.335661 nChanged 2 SP:Iteration 85Q (1011.821252 sec): 3 clusters Score: Raw -1104565.940890 + Penalty 2953.325463 = -1101612.615427 nChanged 3 SP:Iteration 86Q (1011.868077 sec): 3 clusters Score: Raw -1104566.466068 + Penalty 2953.325463 = -1101613.140604 nChanged 0 SP:Iteration 87F (1011.924442 sec): 3 clusters Score: Raw -1104566.466068 + Penalty 2953.325463 = -1101613.140604 nChanged 0 Trying to split cluster 8 (54694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1011.999118 sec): 2 clusters Score: Raw -6604933.614701 + Penalty 1772.795260 = -6603160.819440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1012.094882 sec): 3 clusters Score: Raw -6570061.359665 + Penalty 3545.590520 = -6566515.769145 nChanged 25842 SP:Iteration 1F (1012.199066 sec): 3 clusters Score: Raw -6586320.241459 + Penalty 3545.590520 = -6582774.650939 nChanged 3173 SP:Iteration 2F (1012.307871 sec): 3 clusters Score: Raw -6587997.666524 + Penalty 3545.590520 = -6584452.076004 nChanged 3493 SP:Iteration 3F (1012.424741 sec): 3 clusters Score: Raw -6590231.073138 + Penalty 3545.590520 = -6586685.482617 nChanged 3693 SP:Iteration 4F (1012.530753 sec): 3 clusters Score: Raw -6592818.953994 + Penalty 3545.590520 = -6589273.363474 nChanged 3559 SP:Iteration 5F (1012.650417 sec): 3 clusters Score: Raw -6595310.503501 + Penalty 3545.590520 = -6591764.912981 nChanged 3105 SP:Iteration 6F (1012.767930 sec): 3 clusters Score: Raw -6597142.265575 + Penalty 3545.590520 = -6593596.675054 nChanged 2379 SP:Iteration 7Q (1012.890039 sec): 3 clusters Score: Raw -6598161.608832 + Penalty 3545.590520 = -6594616.018312 nChanged 1599 SP:Iteration 8Q (1013.015560 sec): 3 clusters Score: Raw -6598690.940765 + Penalty 3545.590520 = -6595145.350245 nChanged 1099 SP:Iteration 9Q (1013.141123 sec): 3 clusters Score: Raw -6598981.389187 + Penalty 3545.590520 = -6595435.798667 nChanged 853 SP:Iteration 10Q (1013.261247 sec): 3 clusters Score: Raw -6599192.705969 + Penalty 3545.590520 = -6595647.115449 nChanged 707 SP:Iteration 11Q (1013.385938 sec): 3 clusters Score: Raw -6599356.704888 + Penalty 3545.590520 = -6595811.114367 nChanged 651 SP:Iteration 12Q (1013.508708 sec): 3 clusters Score: Raw -6599493.687441 + Penalty 3545.590520 = -6595948.096920 nChanged 560 SP:Iteration 13Q (1013.635069 sec): 3 clusters Score: Raw -6599598.678168 + Penalty 3545.590520 = -6596053.087647 nChanged 516 SP:Iteration 14Q (1013.758763 sec): 3 clusters Score: Raw -6599692.711805 + Penalty 3545.590520 = -6596147.121284 nChanged 454 SP:Iteration 15Q (1013.880914 sec): 3 clusters Score: Raw -6599768.174966 + Penalty 3545.590520 = -6596222.584445 nChanged 440 SP:Iteration 16Q (1014.004344 sec): 3 clusters Score: Raw -6599839.458874 + Penalty 3545.590520 = -6596293.868354 nChanged 445 SP:Iteration 17Q (1014.125247 sec): 3 clusters Score: Raw -6599912.011122 + Penalty 3545.590520 = -6596366.420602 nChanged 414 SP:Iteration 18Q (1014.249160 sec): 3 clusters Score: Raw -6599980.715297 + Penalty 3545.590520 = -6596435.124777 nChanged 430 SP:Iteration 19Q (1014.367734 sec): 3 clusters Score: Raw -6600050.066659 + Penalty 3545.590520 = -6596504.476139 nChanged 406 SP:Iteration 20F (1014.478144 sec): 3 clusters Score: Raw -6600111.353058 + Penalty 3545.590520 = -6596565.762538 nChanged 377 SP:Iteration 21Q (1014.598765 sec): 3 clusters Score: Raw -6600170.987186 + Penalty 3545.590520 = -6596625.396666 nChanged 407 SP:Iteration 22Q (1014.715786 sec): 3 clusters Score: Raw -6600232.176663 + Penalty 3545.590520 = -6596686.586143 nChanged 357 SP:Iteration 23Q (1014.832502 sec): 3 clusters Score: Raw -6600282.499198 + Penalty 3545.590520 = -6596736.908678 nChanged 343 SP:Iteration 24Q (1014.962220 sec): 3 clusters Score: Raw -6600332.024497 + Penalty 3545.590520 = -6596786.433977 nChanged 352 SP:Iteration 25Q (1015.078984 sec): 3 clusters Score: Raw -6600380.801503 + Penalty 3545.590520 = -6596835.210983 nChanged 329 SP:Iteration 26Q (1015.199441 sec): 3 clusters Score: Raw -6600428.944440 + Penalty 3545.590520 = -6596883.353920 nChanged 335 SP:Iteration 27Q (1015.322968 sec): 3 clusters Score: Raw -6600481.405028 + Penalty 3545.590520 = -6596935.814508 nChanged 380 SP:Iteration 28Q (1015.450378 sec): 3 clusters Score: Raw -6600541.002547 + Penalty 3545.590520 = -6596995.412027 nChanged 380 SP:Iteration 29Q (1015.555041 sec): 3 clusters Score: Raw -6600601.223105 + Penalty 3545.590520 = -6597055.632584 nChanged 385 SP:Iteration 30Q (1015.667214 sec): 3 clusters Score: Raw -6600661.881620 + Penalty 3545.590520 = -6597116.291100 nChanged 371 SP:Iteration 31Q (1015.780395 sec): 3 clusters Score: Raw -6600719.838605 + Penalty 3545.590520 = -6597174.248084 nChanged 367 SP:Iteration 32Q (1015.886453 sec): 3 clusters Score: Raw -6600777.932155 + Penalty 3545.590520 = -6597232.341635 nChanged 367 SP:Iteration 33Q (1016.004399 sec): 3 clusters Score: Raw -6600833.748805 + Penalty 3545.590520 = -6597288.158285 nChanged 375 SP:Iteration 34Q (1016.111596 sec): 3 clusters Score: Raw -6600891.512609 + Penalty 3545.590520 = -6597345.922089 nChanged 381 SP:Iteration 35Q (1016.222015 sec): 3 clusters Score: Raw -6600957.080247 + Penalty 3545.590520 = -6597411.489727 nChanged 377 SP:Iteration 36Q (1016.336579 sec): 3 clusters Score: Raw -6601023.669774 + Penalty 3545.590520 = -6597478.079253 nChanged 378 SP:Iteration 37Q (1016.453615 sec): 3 clusters Score: Raw -6601085.134675 + Penalty 3545.590520 = -6597539.544155 nChanged 359 SP:Iteration 38Q (1016.561754 sec): 3 clusters Score: Raw -6601138.610515 + Penalty 3545.590520 = -6597593.019995 nChanged 340 SP:Iteration 39Q (1016.667827 sec): 3 clusters Score: Raw -6601186.670095 + Penalty 3545.590520 = -6597641.079575 nChanged 345 SP:Iteration 40F (1016.783946 sec): 3 clusters Score: Raw -6601234.288970 + Penalty 3545.590520 = -6597688.698450 nChanged 334 SP:Iteration 41Q (1016.892371 sec): 3 clusters Score: Raw -6601278.906546 + Penalty 3545.590520 = -6597733.316026 nChanged 306 SP:Iteration 42Q (1017.008925 sec): 3 clusters Score: Raw -6601319.548816 + Penalty 3545.590520 = -6597773.958295 nChanged 257 SP:Iteration 43Q (1017.123254 sec): 3 clusters Score: Raw -6601349.608413 + Penalty 3545.590520 = -6597804.017893 nChanged 248 SP:Iteration 44Q (1017.235101 sec): 3 clusters Score: Raw -6601377.202785 + Penalty 3545.590520 = -6597831.612265 nChanged 254 SP:Iteration 45Q (1017.342901 sec): 3 clusters Score: Raw -6601405.458646 + Penalty 3545.590520 = -6597859.868126 nChanged 266 SP:Iteration 46Q (1017.454654 sec): 3 clusters Score: Raw -6601436.606089 + Penalty 3545.590520 = -6597891.015569 nChanged 285 SP:Iteration 47Q (1017.564633 sec): 3 clusters Score: Raw -6601473.223873 + Penalty 3545.590520 = -6597927.633352 nChanged 291 SP:Iteration 48Q (1017.673799 sec): 3 clusters Score: Raw -6601512.082107 + Penalty 3545.590520 = -6597966.491586 nChanged 259 SP:Iteration 49Q (1017.793718 sec): 3 clusters Score: Raw -6601543.676611 + Penalty 3545.590520 = -6597998.086091 nChanged 267 SP:Iteration 50Q (1017.915584 sec): 3 clusters Score: Raw -6601575.769029 + Penalty 3545.590520 = -6598030.178509 nChanged 254 SP:Iteration 51Q (1018.033237 sec): 3 clusters Score: Raw -6601607.727731 + Penalty 3545.590520 = -6598062.137211 nChanged 258 SP:Iteration 52Q (1018.151804 sec): 3 clusters Score: Raw -6601640.107964 + Penalty 3545.590520 = -6598094.517444 nChanged 278 SP:Iteration 53Q (1018.258576 sec): 3 clusters Score: Raw -6601671.806528 + Penalty 3545.590520 = -6598126.216008 nChanged 267 SP:Iteration 54Q (1018.377514 sec): 3 clusters Score: Raw -6601702.801962 + Penalty 3545.590520 = -6598157.211442 nChanged 294 SP:Iteration 55Q (1018.485459 sec): 3 clusters Score: Raw -6601738.562889 + Penalty 3545.590520 = -6598192.972369 nChanged 297 SP:Iteration 56Q (1018.588861 sec): 3 clusters Score: Raw -6601771.919397 + Penalty 3545.590520 = -6598226.328877 nChanged 297 SP:Iteration 57Q (1018.707068 sec): 3 clusters Score: Raw -6601808.844692 + Penalty 3545.590520 = -6598263.254172 nChanged 307 SP:Iteration 58Q (1018.817992 sec): 3 clusters Score: Raw -6601849.192600 + Penalty 3545.590520 = -6598303.602080 nChanged 309 SP:Iteration 59Q (1018.930934 sec): 3 clusters Score: Raw -6601891.303469 + Penalty 3545.590520 = -6598345.712948 nChanged 317 SP:Iteration 60F (1019.040193 sec): 3 clusters Score: Raw -6601938.687710 + Penalty 3545.590520 = -6598393.097189 nChanged 322 SP:Iteration 61Q (1019.142570 sec): 3 clusters Score: Raw -6601988.446299 + Penalty 3545.590520 = -6598442.855779 nChanged 338 SP:Iteration 62Q (1019.252515 sec): 3 clusters Score: Raw -6602045.103067 + Penalty 3545.590520 = -6598499.512547 nChanged 376 SP:Iteration 63Q (1019.366791 sec): 3 clusters Score: Raw -6602107.689584 + Penalty 3545.590520 = -6598562.099064 nChanged 369 SP:Iteration 64Q (1019.472762 sec): 3 clusters Score: Raw -6602167.170229 + Penalty 3545.590520 = -6598621.579708 nChanged 379 SP:Iteration 65Q (1019.588922 sec): 3 clusters Score: Raw -6602229.610025 + Penalty 3545.590520 = -6598684.019505 nChanged 362 SP:Iteration 66Q (1019.696669 sec): 3 clusters Score: Raw -6602295.269816 + Penalty 3545.590520 = -6598749.679296 nChanged 393 SP:Iteration 67Q (1019.798941 sec): 3 clusters Score: Raw -6602367.218018 + Penalty 3545.590520 = -6598821.627498 nChanged 394 SP:Iteration 68Q (1019.910716 sec): 3 clusters Score: Raw -6602441.930594 + Penalty 3545.590520 = -6598896.340074 nChanged 407 SP:Iteration 69Q (1020.006148 sec): 3 clusters Score: Raw -6602528.530320 + Penalty 3545.590520 = -6598982.939799 nChanged 451 SP:Iteration 70Q (1020.119892 sec): 3 clusters Score: Raw -6602635.508644 + Penalty 3545.590520 = -6599089.918124 nChanged 489 SP:Iteration 71Q (1020.232321 sec): 3 clusters Score: Raw -6602753.720696 + Penalty 3545.590520 = -6599208.130175 nChanged 471 SP:Iteration 72Q (1020.330855 sec): 3 clusters Score: Raw -6602868.700184 + Penalty 3545.590520 = -6599323.109664 nChanged 484 SP:Iteration 73Q (1020.436258 sec): 3 clusters Score: Raw -6602988.217746 + Penalty 3545.590520 = -6599442.627225 nChanged 471 SP:Iteration 74Q (1020.548177 sec): 3 clusters Score: Raw -6603113.165538 + Penalty 3545.590520 = -6599567.575018 nChanged 494 SP:Iteration 75Q (1020.649088 sec): 3 clusters Score: Raw -6603259.245840 + Penalty 3545.590520 = -6599713.655320 nChanged 513 SP:Iteration 76Q (1020.757093 sec): 3 clusters Score: Raw -6603411.565496 + Penalty 3545.590520 = -6599865.974976 nChanged 497 SP:Iteration 77Q (1020.854823 sec): 3 clusters Score: Raw -6603558.151434 + Penalty 3545.590520 = -6600012.560913 nChanged 458 SP:Iteration 78Q (1020.969117 sec): 3 clusters Score: Raw -6603685.361593 + Penalty 3545.590520 = -6600139.771073 nChanged 424 SP:Iteration 79Q (1021.073598 sec): 3 clusters Score: Raw -6603807.868348 + Penalty 3545.590520 = -6600262.277828 nChanged 437 SP:Iteration 80F (1021.166486 sec): 3 clusters Score: Raw -6603945.697953 + Penalty 3545.590520 = -6600400.107433 nChanged 414 SP:Iteration 81Q (1021.277640 sec): 3 clusters Score: Raw -6604075.823672 + Penalty 3545.590520 = -6600530.233151 nChanged 390 SP:Iteration 82Q (1021.376901 sec): 3 clusters Score: Raw -6604199.248185 + Penalty 3545.590520 = -6600653.657665 nChanged 369 SP:Iteration 83Q (1021.487486 sec): 3 clusters Score: Raw -6604313.558929 + Penalty 3545.590520 = -6600767.968408 nChanged 336 SP:Iteration 84Q (1021.599305 sec): 3 clusters Score: Raw -6604418.133798 + Penalty 3545.590520 = -6600872.543277 nChanged 324 SP:Iteration 85Q (1021.708887 sec): 3 clusters Score: Raw -6604521.986300 + Penalty 3545.590520 = -6600976.395780 nChanged 284 SP:Iteration 86Q (1021.807167 sec): 3 clusters Score: Raw -6604617.604421 + Penalty 3545.590520 = -6601072.013901 nChanged 291 SP:Iteration 87Q (1021.913114 sec): 3 clusters Score: Raw -6604727.177108 + Penalty 3545.590520 = -6601181.586588 nChanged 288 SP:Iteration 88Q (1022.014148 sec): 3 clusters Score: Raw -6604846.938730 + Penalty 3545.590520 = -6601301.348209 nChanged 253 SP:Iteration 89Q (1022.115369 sec): 3 clusters Score: Raw -6604957.637968 + Penalty 3545.590520 = -6601412.047448 nChanged 212 SP:Iteration 90Q (1022.217516 sec): 3 clusters Score: Raw -6605045.079835 + Penalty 3545.590520 = -6601499.489314 nChanged 191 SP:Iteration 91Q (1022.309018 sec): 3 clusters Score: Raw -6605122.790080 + Penalty 3545.590520 = -6601577.199559 nChanged 172 SP:Iteration 92Q (1022.407979 sec): 3 clusters Score: Raw -6605188.176658 + Penalty 3545.590520 = -6601642.586138 nChanged 145 SP:Iteration 93Q (1022.504699 sec): 3 clusters Score: Raw -6605238.066749 + Penalty 3545.590520 = -6601692.476229 nChanged 119 SP:Iteration 94Q (1022.614497 sec): 3 clusters Score: Raw -6605276.320119 + Penalty 3545.590520 = -6601730.729599 nChanged 89 SP:Iteration 95Q (1022.721873 sec): 3 clusters Score: Raw -6605306.623749 + Penalty 3545.590520 = -6601761.033229 nChanged 71 SP:Iteration 96Q (1022.826667 sec): 3 clusters Score: Raw -6605325.699175 + Penalty 3545.590520 = -6601780.108655 nChanged 61 SP:Iteration 97Q (1022.929816 sec): 3 clusters Score: Raw -6605344.097482 + Penalty 3545.590520 = -6601798.506962 nChanged 57 SP:Iteration 98Q (1023.027920 sec): 3 clusters Score: Raw -6605359.168111 + Penalty 3545.590520 = -6601813.577591 nChanged 38 SP:Iteration 99Q (1023.122058 sec): 3 clusters Score: Raw -6605367.573551 + Penalty 3545.590520 = -6601821.983031 nChanged 26 SP:Iteration 100F (1023.214786 sec): 3 clusters Score: Raw -6605373.360667 + Penalty 3545.590520 = -6601827.770147 nChanged 28 SP:Iteration 101Q (1023.315222 sec): 3 clusters Score: Raw -6605379.137159 + Penalty 3545.590520 = -6601833.546638 nChanged 25 SP:Iteration 102Q (1023.412722 sec): 3 clusters Score: Raw -6605384.650169 + Penalty 3545.590520 = -6601839.059649 nChanged 21 SP:Iteration 103Q (1023.509689 sec): 3 clusters Score: Raw -6605389.089471 + Penalty 3545.590520 = -6601843.498951 nChanged 17 SP:Iteration 104Q (1023.605683 sec): 3 clusters Score: Raw -6605391.761183 + Penalty 3545.590520 = -6601846.170662 nChanged 15 SP:Iteration 105Q (1023.695499 sec): 3 clusters Score: Raw -6605394.686269 + Penalty 3545.590520 = -6601849.095749 nChanged 10 SP:Iteration 106Q (1023.786051 sec): 3 clusters Score: Raw -6605395.952964 + Penalty 3545.590520 = -6601850.362444 nChanged 11 SP:Iteration 107Q (1023.896656 sec): 3 clusters Score: Raw -6605398.116525 + Penalty 3545.590520 = -6601852.526005 nChanged 14 SP:Iteration 108Q (1023.992196 sec): 3 clusters Score: Raw -6605401.146887 + Penalty 3545.590520 = -6601855.556367 nChanged 18 SP:Iteration 109Q (1024.089411 sec): 3 clusters Score: Raw -6605404.748538 + Penalty 3545.590520 = -6601859.158017 nChanged 12 SP:Iteration 110Q (1024.183867 sec): 3 clusters Score: Raw -6605406.803032 + Penalty 3545.590520 = -6601861.212512 nChanged 15 SP:Iteration 111Q (1024.282062 sec): 3 clusters Score: Raw -6605409.779381 + Penalty 3545.590520 = -6601864.188861 nChanged 17 SP:Iteration 112Q (1024.373213 sec): 3 clusters Score: Raw -6605413.508043 + Penalty 3545.590520 = -6601867.917522 nChanged 15 SP:Iteration 113Q (1024.472341 sec): 3 clusters Score: Raw -6605417.174141 + Penalty 3545.590520 = -6601871.583621 nChanged 9 SP:Iteration 114Q (1024.567891 sec): 3 clusters Score: Raw -6605419.438846 + Penalty 3545.590520 = -6601873.848326 nChanged 12 SP:Iteration 115Q (1024.670875 sec): 3 clusters Score: Raw -6605421.146294 + Penalty 3545.590520 = -6601875.555774 nChanged 8 SP:Iteration 116Q (1024.774587 sec): 3 clusters Score: Raw -6605422.423514 + Penalty 3545.590520 = -6601876.832993 nChanged 11 SP:Iteration 117Q (1024.869064 sec): 3 clusters Score: Raw -6605423.925274 + Penalty 3545.590520 = -6601878.334754 nChanged 10 SP:Iteration 118Q (1024.975586 sec): 3 clusters Score: Raw -6605426.324754 + Penalty 3545.590520 = -6601880.734234 nChanged 8 SP:Iteration 119Q (1025.084934 sec): 3 clusters Score: Raw -6605427.482706 + Penalty 3545.590520 = -6601881.892186 nChanged 8 SP:Iteration 120F (1025.200346 sec): 3 clusters Score: Raw -6605428.831540 + Penalty 3545.590520 = -6601883.241020 nChanged 8 SP:Iteration 121Q (1025.308722 sec): 3 clusters Score: Raw -6605431.181579 + Penalty 3545.590520 = -6601885.591059 nChanged 8 SP:Iteration 122Q (1025.410877 sec): 3 clusters Score: Raw -6605432.874982 + Penalty 3545.590520 = -6601887.284462 nChanged 9 SP:Iteration 123Q (1025.515472 sec): 3 clusters Score: Raw -6605435.277446 + Penalty 3545.590520 = -6601889.686925 nChanged 11 SP:Iteration 124Q (1025.621727 sec): 3 clusters Score: Raw -6605437.835964 + Penalty 3545.590520 = -6601892.245444 nChanged 10 SP:Iteration 125Q (1025.714123 sec): 3 clusters Score: Raw -6605440.912838 + Penalty 3545.590520 = -6601895.322318 nChanged 12 SP:Iteration 126Q (1025.807220 sec): 3 clusters Score: Raw -6605445.287847 + Penalty 3545.590520 = -6601899.697327 nChanged 12 SP:Iteration 127Q (1025.912616 sec): 3 clusters Score: Raw -6605448.915404 + Penalty 3545.590520 = -6601903.324884 nChanged 8 SP:Iteration 128Q (1026.020030 sec): 3 clusters Score: Raw -6605450.894408 + Penalty 3545.590520 = -6601905.303888 nChanged 10 SP:Iteration 129Q (1026.109872 sec): 3 clusters Score: Raw -6605453.557232 + Penalty 3545.590520 = -6601907.966712 nChanged 7 SP:Iteration 130Q (1026.201939 sec): 3 clusters Score: Raw -6605454.913099 + Penalty 3545.590520 = -6601909.322579 nChanged 3 SP:Iteration 131Q (1026.301850 sec): 3 clusters Score: Raw -6605455.669461 + Penalty 3545.590520 = -6601910.078941 nChanged 3 SP:Iteration 132Q (1026.401159 sec): 3 clusters Score: Raw -6605456.169631 + Penalty 3545.590520 = -6601910.579111 nChanged 6 SP:Iteration 133Q (1026.495090 sec): 3 clusters Score: Raw -6605457.104121 + Penalty 3545.590520 = -6601911.513601 nChanged 4 SP:Iteration 134Q (1026.585307 sec): 3 clusters Score: Raw -6605457.857950 + Penalty 3545.590520 = -6601912.267429 nChanged 2 SP:Iteration 135Q (1026.687346 sec): 3 clusters Score: Raw -6605458.518840 + Penalty 3545.590520 = -6601912.928319 nChanged 2 SP:Iteration 136Q (1026.767874 sec): 3 clusters Score: Raw -6605459.926361 + Penalty 3545.590520 = -6601914.335841 nChanged 6 SP:Iteration 137Q (1026.872415 sec): 3 clusters Score: Raw -6605462.986895 + Penalty 3545.590520 = -6601917.396374 nChanged 11 SP:Iteration 138Q (1026.966658 sec): 3 clusters Score: Raw -6605466.298820 + Penalty 3545.590520 = -6601920.708300 nChanged 7 SP:Iteration 139Q (1027.061960 sec): 3 clusters Score: Raw -6605467.945436 + Penalty 3545.590520 = -6601922.354916 nChanged 8 SP:Iteration 140F (1027.164205 sec): 3 clusters Score: Raw -6605469.181422 + Penalty 3545.590520 = -6601923.590901 nChanged 4 SP:Iteration 141Q (1027.248544 sec): 3 clusters Score: Raw -6605469.515902 + Penalty 3545.590520 = -6601923.925381 nChanged 1 SP:Iteration 142Q (1027.355509 sec): 3 clusters Score: Raw -6605469.767269 + Penalty 3545.590520 = -6601924.176748 nChanged 2 SP:Iteration 143Q (1027.466363 sec): 3 clusters Score: Raw -6605470.057663 + Penalty 3545.590520 = -6601924.467143 nChanged 3 SP:Iteration 144Q (1027.564217 sec): 3 clusters Score: Raw -6605470.532610 + Penalty 3545.590520 = -6601924.942090 nChanged 5 SP:Iteration 145Q (1027.667054 sec): 3 clusters Score: Raw -6605471.651035 + Penalty 3545.590520 = -6601926.060515 nChanged 9 SP:Iteration 146Q (1027.766653 sec): 3 clusters Score: Raw -6605473.350999 + Penalty 3545.590520 = -6601927.760479 nChanged 2 SP:Iteration 147Q (1027.855627 sec): 3 clusters Score: Raw -6605473.716644 + Penalty 3545.590520 = -6601928.126123 nChanged 1 SP:Iteration 148Q (1027.957334 sec): 3 clusters Score: Raw -6605473.908199 + Penalty 3545.590520 = -6601928.317678 nChanged 1 SP:Iteration 149Q (1028.053270 sec): 3 clusters Score: Raw -6605473.930660 + Penalty 3545.590520 = -6601928.340140 nChanged 0 SP:Iteration 150F (1028.160489 sec): 3 clusters Score: Raw -6605473.930660 + Penalty 3545.590520 = -6601928.340140 nChanged 0 Trying to split cluster 9 (17645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1028.195500 sec): 2 clusters Score: Raw -2200194.517537 + Penalty 1588.958757 = -2198605.558780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1028.262878 sec): 3 clusters Score: Raw -2189711.747491 + Penalty 3177.917514 = -2186533.829976 nChanged 7893 SP:Iteration 1F (1028.321249 sec): 3 clusters Score: Raw -2194131.217117 + Penalty 3177.917514 = -2190953.299603 nChanged 999 SP:Iteration 2F (1028.382766 sec): 3 clusters Score: Raw -2194573.844094 + Penalty 3177.917514 = -2191395.926580 nChanged 957 SP:Iteration 3F (1028.433966 sec): 3 clusters Score: Raw -2195068.815645 + Penalty 3177.917514 = -2191890.898131 nChanged 1025 SP:Iteration 4F (1028.495793 sec): 3 clusters Score: Raw -2195643.534987 + Penalty 3177.917514 = -2192465.617473 nChanged 1034 SP:Iteration 5F (1028.554704 sec): 3 clusters Score: Raw -2196270.734528 + Penalty 3177.917514 = -2193092.817014 nChanged 1038 SP:Iteration 6F (1028.621682 sec): 3 clusters Score: Raw -2196869.324817 + Penalty 3177.917514 = -2193691.407303 nChanged 925 SP:Iteration 7F (1028.674544 sec): 3 clusters Score: Raw -2197353.624952 + Penalty 3177.917514 = -2194175.707438 nChanged 723 SP:Iteration 8Q (1028.735064 sec): 3 clusters Score: Raw -2197725.661301 + Penalty 3177.917514 = -2194547.743786 nChanged 644 SP:Iteration 9Q (1028.800640 sec): 3 clusters Score: Raw -2198070.023844 + Penalty 3177.917514 = -2194892.106330 nChanged 590 SP:Iteration 10Q (1028.864249 sec): 3 clusters Score: Raw -2198344.016201 + Penalty 3177.917514 = -2195166.098687 nChanged 468 SP:Iteration 11Q (1028.922038 sec): 3 clusters Score: Raw -2198585.498277 + Penalty 3177.917514 = -2195407.580762 nChanged 400 SP:Iteration 12Q (1028.986698 sec): 3 clusters Score: Raw -2198761.437153 + Penalty 3177.917514 = -2195583.519639 nChanged 322 SP:Iteration 13Q (1029.051432 sec): 3 clusters Score: Raw -2198863.451026 + Penalty 3177.917514 = -2195685.533512 nChanged 230 SP:Iteration 14Q (1029.112018 sec): 3 clusters Score: Raw -2198936.839032 + Penalty 3177.917514 = -2195758.921517 nChanged 202 SP:Iteration 15Q (1029.174717 sec): 3 clusters Score: Raw -2198991.519940 + Penalty 3177.917514 = -2195813.602425 nChanged 195 SP:Iteration 16Q (1029.234059 sec): 3 clusters Score: Raw -2199045.112495 + Penalty 3177.917514 = -2195867.194981 nChanged 197 SP:Iteration 17Q (1029.303254 sec): 3 clusters Score: Raw -2199092.286976 + Penalty 3177.917514 = -2195914.369462 nChanged 169 SP:Iteration 18Q (1029.357420 sec): 3 clusters Score: Raw -2199126.253064 + Penalty 3177.917514 = -2195948.335549 nChanged 132 SP:Iteration 19Q (1029.423709 sec): 3 clusters Score: Raw -2199151.938570 + Penalty 3177.917514 = -2195974.021056 nChanged 134 SP:Iteration 20F (1029.477437 sec): 3 clusters Score: Raw -2199179.449774 + Penalty 3177.917514 = -2196001.532259 nChanged 132 SP:Iteration 21Q (1029.539451 sec): 3 clusters Score: Raw -2199208.092654 + Penalty 3177.917514 = -2196030.175139 nChanged 137 SP:Iteration 22Q (1029.599162 sec): 3 clusters Score: Raw -2199240.170156 + Penalty 3177.917514 = -2196062.252642 nChanged 139 SP:Iteration 23Q (1029.665151 sec): 3 clusters Score: Raw -2199269.980495 + Penalty 3177.917514 = -2196092.062981 nChanged 130 SP:Iteration 24Q (1029.723106 sec): 3 clusters Score: Raw -2199300.786439 + Penalty 3177.917514 = -2196122.868924 nChanged 146 SP:Iteration 25Q (1029.795426 sec): 3 clusters Score: Raw -2199339.390019 + Penalty 3177.917514 = -2196161.472505 nChanged 151 SP:Iteration 26Q (1029.853071 sec): 3 clusters Score: Raw -2199380.256729 + Penalty 3177.917514 = -2196202.339214 nChanged 149 SP:Iteration 27Q (1029.917773 sec): 3 clusters Score: Raw -2199417.717130 + Penalty 3177.917514 = -2196239.799615 nChanged 155 SP:Iteration 28Q (1029.985414 sec): 3 clusters Score: Raw -2199463.569437 + Penalty 3177.917514 = -2196285.651923 nChanged 165 SP:Iteration 29Q (1030.055359 sec): 3 clusters Score: Raw -2199520.516211 + Penalty 3177.917514 = -2196342.598697 nChanged 184 SP:Iteration 30Q (1030.113447 sec): 3 clusters Score: Raw -2199584.039536 + Penalty 3177.917514 = -2196406.122022 nChanged 180 SP:Iteration 31Q (1030.171543 sec): 3 clusters Score: Raw -2199648.892836 + Penalty 3177.917514 = -2196470.975322 nChanged 198 SP:Iteration 32Q (1030.237539 sec): 3 clusters Score: Raw -2199724.372953 + Penalty 3177.917514 = -2196546.455439 nChanged 174 SP:Iteration 33Q (1030.300568 sec): 3 clusters Score: Raw -2199784.009111 + Penalty 3177.917514 = -2196606.091597 nChanged 163 SP:Iteration 34Q (1030.353486 sec): 3 clusters Score: Raw -2199830.216203 + Penalty 3177.917514 = -2196652.298688 nChanged 140 SP:Iteration 35Q (1030.416939 sec): 3 clusters Score: Raw -2199872.050807 + Penalty 3177.917514 = -2196694.133293 nChanged 141 SP:Iteration 36Q (1030.476842 sec): 3 clusters Score: Raw -2199910.634827 + Penalty 3177.917514 = -2196732.717312 nChanged 127 SP:Iteration 37Q (1030.532656 sec): 3 clusters Score: Raw -2199945.816134 + Penalty 3177.917514 = -2196767.898620 nChanged 125 SP:Iteration 38Q (1030.598419 sec): 3 clusters Score: Raw -2199982.821919 + Penalty 3177.917514 = -2196804.904405 nChanged 115 SP:Iteration 39Q (1030.651283 sec): 3 clusters Score: Raw -2200011.422722 + Penalty 3177.917514 = -2196833.505208 nChanged 110 SP:Iteration 40F (1030.715715 sec): 3 clusters Score: Raw -2200037.622703 + Penalty 3177.917514 = -2196859.705188 nChanged 105 SP:Iteration 41Q (1030.774087 sec): 3 clusters Score: Raw -2200065.956561 + Penalty 3177.917514 = -2196888.039046 nChanged 98 SP:Iteration 42Q (1030.832309 sec): 3 clusters Score: Raw -2200093.639897 + Penalty 3177.917514 = -2196915.722383 nChanged 103 SP:Iteration 43Q (1030.892999 sec): 3 clusters Score: Raw -2200122.198296 + Penalty 3177.917514 = -2196944.280782 nChanged 96 SP:Iteration 44Q (1030.943378 sec): 3 clusters Score: Raw -2200147.092462 + Penalty 3177.917514 = -2196969.174948 nChanged 89 SP:Iteration 45Q (1030.999124 sec): 3 clusters Score: Raw -2200169.052902 + Penalty 3177.917514 = -2196991.135388 nChanged 86 SP:Iteration 46Q (1031.057145 sec): 3 clusters Score: Raw -2200190.125680 + Penalty 3177.917514 = -2197012.208165 nChanged 75 SP:Iteration 47Q (1031.116833 sec): 3 clusters Score: Raw -2200209.225853 + Penalty 3177.917514 = -2197031.308339 nChanged 80 SP:Iteration 48Q (1031.179781 sec): 3 clusters Score: Raw -2200231.297483 + Penalty 3177.917514 = -2197053.379969 nChanged 67 SP:Iteration 49Q (1031.232464 sec): 3 clusters Score: Raw -2200248.395637 + Penalty 3177.917514 = -2197070.478123 nChanged 66 SP:Iteration 50Q (1031.297709 sec): 3 clusters Score: Raw -2200264.792018 + Penalty 3177.917514 = -2197086.874503 nChanged 71 SP:Iteration 51Q (1031.353456 sec): 3 clusters Score: Raw -2200285.556646 + Penalty 3177.917514 = -2197107.639131 nChanged 53 SP:Iteration 52Q (1031.412925 sec): 3 clusters Score: Raw -2200299.428031 + Penalty 3177.917514 = -2197121.510517 nChanged 43 SP:Iteration 53Q (1031.479362 sec): 3 clusters Score: Raw -2200309.167085 + Penalty 3177.917514 = -2197131.249571 nChanged 34 SP:Iteration 54Q (1031.533235 sec): 3 clusters Score: Raw -2200316.267003 + Penalty 3177.917514 = -2197138.349488 nChanged 33 SP:Iteration 55Q (1031.596168 sec): 3 clusters Score: Raw -2200323.360255 + Penalty 3177.917514 = -2197145.442741 nChanged 27 SP:Iteration 56Q (1031.650326 sec): 3 clusters Score: Raw -2200329.248123 + Penalty 3177.917514 = -2197151.330608 nChanged 22 SP:Iteration 57Q (1031.710153 sec): 3 clusters Score: Raw -2200333.249185 + Penalty 3177.917514 = -2197155.331671 nChanged 22 SP:Iteration 58Q (1031.775120 sec): 3 clusters Score: Raw -2200337.416569 + Penalty 3177.917514 = -2197159.499054 nChanged 19 SP:Iteration 59Q (1031.829065 sec): 3 clusters Score: Raw -2200340.397902 + Penalty 3177.917514 = -2197162.480387 nChanged 21 SP:Iteration 60F (1031.879502 sec): 3 clusters Score: Raw -2200344.694244 + Penalty 3177.917514 = -2197166.776729 nChanged 27 SP:Iteration 61Q (1031.940436 sec): 3 clusters Score: Raw -2200350.592993 + Penalty 3177.917514 = -2197172.675479 nChanged 31 SP:Iteration 62Q (1032.004038 sec): 3 clusters Score: Raw -2200355.752903 + Penalty 3177.917514 = -2197177.835389 nChanged 24 SP:Iteration 63Q (1032.051038 sec): 3 clusters Score: Raw -2200359.885881 + Penalty 3177.917514 = -2197181.968367 nChanged 18 SP:Iteration 64Q (1032.107112 sec): 3 clusters Score: Raw -2200362.941178 + Penalty 3177.917514 = -2197185.023663 nChanged 19 SP:Iteration 65Q (1032.163858 sec): 3 clusters Score: Raw -2200367.989815 + Penalty 3177.917514 = -2197190.072301 nChanged 18 SP:Iteration 66Q (1032.229365 sec): 3 clusters Score: Raw -2200373.586857 + Penalty 3177.917514 = -2197195.669343 nChanged 22 SP:Iteration 67Q (1032.284687 sec): 3 clusters Score: Raw -2200378.399123 + Penalty 3177.917514 = -2197200.481609 nChanged 23 SP:Iteration 68Q (1032.342844 sec): 3 clusters Score: Raw -2200384.387615 + Penalty 3177.917514 = -2197206.470101 nChanged 28 SP:Iteration 69Q (1032.398523 sec): 3 clusters Score: Raw -2200393.294285 + Penalty 3177.917514 = -2197215.376771 nChanged 34 SP:Iteration 70Q (1032.453483 sec): 3 clusters Score: Raw -2200402.473350 + Penalty 3177.917514 = -2197224.555836 nChanged 30 SP:Iteration 71Q (1032.507493 sec): 3 clusters Score: Raw -2200408.993944 + Penalty 3177.917514 = -2197231.076430 nChanged 21 SP:Iteration 72Q (1032.567825 sec): 3 clusters Score: Raw -2200412.393589 + Penalty 3177.917514 = -2197234.476074 nChanged 16 SP:Iteration 73Q (1032.614138 sec): 3 clusters Score: Raw -2200416.194223 + Penalty 3177.917514 = -2197238.276709 nChanged 23 SP:Iteration 74Q (1032.679324 sec): 3 clusters Score: Raw -2200420.032892 + Penalty 3177.917514 = -2197242.115378 nChanged 13 SP:Iteration 75Q (1032.734834 sec): 3 clusters Score: Raw -2200422.278084 + Penalty 3177.917514 = -2197244.360570 nChanged 11 SP:Iteration 76Q (1032.792339 sec): 3 clusters Score: Raw -2200423.845786 + Penalty 3177.917514 = -2197245.928272 nChanged 7 SP:Iteration 77Q (1032.851481 sec): 3 clusters Score: Raw -2200425.021722 + Penalty 3177.917514 = -2197247.104207 nChanged 7 SP:Iteration 78Q (1032.912337 sec): 3 clusters Score: Raw -2200425.760598 + Penalty 3177.917514 = -2197247.843084 nChanged 2 SP:Iteration 79Q (1032.965124 sec): 3 clusters Score: Raw -2200425.947252 + Penalty 3177.917514 = -2197248.029738 nChanged 2 SP:Iteration 80F (1033.023692 sec): 3 clusters Score: Raw -2200426.189313 + Penalty 3177.917514 = -2197248.271799 nChanged 1 SP:Iteration 81Q (1033.077645 sec): 3 clusters Score: Raw -2200426.416984 + Penalty 3177.917514 = -2197248.499470 nChanged 2 SP:Iteration 82Q (1033.139623 sec): 3 clusters Score: Raw -2200426.705417 + Penalty 3177.917514 = -2197248.787903 nChanged 3 SP:Iteration 83Q (1033.202194 sec): 3 clusters Score: Raw -2200427.260811 + Penalty 3177.917514 = -2197249.343297 nChanged 6 SP:Iteration 84Q (1033.249407 sec): 3 clusters Score: Raw -2200427.916889 + Penalty 3177.917514 = -2197249.999374 nChanged 2 SP:Iteration 85Q (1033.305320 sec): 3 clusters Score: Raw -2200428.245175 + Penalty 3177.917514 = -2197250.327661 nChanged 3 SP:Iteration 86Q (1033.360900 sec): 3 clusters Score: Raw -2200428.554408 + Penalty 3177.917514 = -2197250.636894 nChanged 0 SP:Iteration 87F (1033.424518 sec): 3 clusters Score: Raw -2200428.554408 + Penalty 3177.917514 = -2197250.636894 nChanged 0 Trying to split cluster 10 (1799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1033.441803 sec): 2 clusters Score: Raw -217376.263475 + Penalty 1217.935263 = -216158.328212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1033.478299 sec): 3 clusters Score: Raw -216669.224773 + Penalty 2435.870526 = -214233.354247 nChanged 575 SP:Iteration 1F (1033.519001 sec): 3 clusters Score: Raw -217087.568685 + Penalty 2435.870526 = -214651.698159 nChanged 124 SP:Iteration 2F (1033.546164 sec): 3 clusters Score: Raw -217189.541477 + Penalty 2435.870526 = -214753.670951 nChanged 87 SP:Iteration 3Q (1033.580138 sec): 3 clusters Score: Raw -217261.160323 + Penalty 2435.870526 = -214825.289797 nChanged 63 SP:Iteration 4Q (1033.613882 sec): 3 clusters Score: Raw -217303.151940 + Penalty 2435.870526 = -214867.281414 nChanged 46 SP:Iteration 5Q (1033.656505 sec): 3 clusters Score: Raw -217331.462956 + Penalty 2435.870526 = -214895.592430 nChanged 24 SP:Iteration 6Q (1033.686450 sec): 3 clusters Score: Raw -217343.962144 + Penalty 2435.870526 = -214908.091618 nChanged 11 SP:Iteration 7Q (1033.730591 sec): 3 clusters Score: Raw -217349.104576 + Penalty 2435.870526 = -214913.234050 nChanged 11 SP:Iteration 8Q (1033.768287 sec): 3 clusters Score: Raw -217355.425454 + Penalty 2435.870526 = -214919.554928 nChanged 6 SP:Iteration 9Q (1033.796714 sec): 3 clusters Score: Raw -217357.591946 + Penalty 2435.870526 = -214921.721420 nChanged 3 SP:Iteration 10Q (1033.832883 sec): 3 clusters Score: Raw -217359.032520 + Penalty 2435.870526 = -214923.161994 nChanged 4 SP:Iteration 11Q (1033.868883 sec): 3 clusters Score: Raw -217360.698107 + Penalty 2435.870526 = -214924.827581 nChanged 3 SP:Iteration 12Q (1033.904646 sec): 3 clusters Score: Raw -217362.053987 + Penalty 2435.870526 = -214926.183461 nChanged 4 SP:Iteration 13Q (1033.940291 sec): 3 clusters Score: Raw -217363.188002 + Penalty 2435.870526 = -214927.317476 nChanged 2 SP:Iteration 14Q (1033.976877 sec): 3 clusters Score: Raw -217364.141196 + Penalty 2435.870526 = -214928.270670 nChanged 3 SP:Iteration 15Q (1034.014704 sec): 3 clusters Score: Raw -217365.609032 + Penalty 2435.870526 = -214929.738506 nChanged 2 SP:Iteration 16Q (1034.059707 sec): 3 clusters Score: Raw -217366.080519 + Penalty 2435.870526 = -214930.209993 nChanged 0 SP:Iteration 17F (1034.095400 sec): 3 clusters Score: Raw -217366.080519 + Penalty 2435.870526 = -214930.209993 nChanged 0 Trying to split cluster 11 (3594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1034.126424 sec): 2 clusters Score: Raw -402470.752195 + Penalty 1330.390923 = -401140.361272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1034.158193 sec): 3 clusters Score: Raw -400736.400031 + Penalty 2660.781847 = -398075.618184 nChanged 1445 SP:Iteration 1F (1034.194117 sec): 3 clusters Score: Raw -401764.689531 + Penalty 2660.781847 = -399103.907685 nChanged 323 SP:Iteration 2F (1034.232201 sec): 3 clusters Score: Raw -402010.491271 + Penalty 2660.781847 = -399349.709424 nChanged 220 SP:Iteration 3F (1034.268453 sec): 3 clusters Score: Raw -402170.149825 + Penalty 2660.781847 = -399509.367978 nChanged 172 SP:Iteration 4Q (1034.308041 sec): 3 clusters Score: Raw -402277.509325 + Penalty 2660.781847 = -399616.727478 nChanged 133 SP:Iteration 5Q (1034.348959 sec): 3 clusters Score: Raw -402361.673282 + Penalty 2660.781847 = -399700.891435 nChanged 117 SP:Iteration 6Q (1034.405347 sec): 3 clusters Score: Raw -402431.335270 + Penalty 2660.781847 = -399770.553423 nChanged 90 SP:Iteration 7Q (1034.443470 sec): 3 clusters Score: Raw -402486.720537 + Penalty 2660.781847 = -399825.938690 nChanged 70 SP:Iteration 8Q (1034.483126 sec): 3 clusters Score: Raw -402526.852269 + Penalty 2660.781847 = -399866.070422 nChanged 56 SP:Iteration 9Q (1034.515089 sec): 3 clusters Score: Raw -402562.797851 + Penalty 2660.781847 = -399902.016004 nChanged 57 SP:Iteration 10Q (1034.553451 sec): 3 clusters Score: Raw -402606.565762 + Penalty 2660.781847 = -399945.783915 nChanged 62 SP:Iteration 11Q (1034.588189 sec): 3 clusters Score: Raw -402645.432947 + Penalty 2660.781847 = -399984.651100 nChanged 58 SP:Iteration 12Q (1034.624872 sec): 3 clusters Score: Raw -402683.769680 + Penalty 2660.781847 = -400022.987833 nChanged 47 SP:Iteration 13Q (1034.662295 sec): 3 clusters Score: Raw -402715.395992 + Penalty 2660.781847 = -400054.614145 nChanged 51 SP:Iteration 14Q (1034.706104 sec): 3 clusters Score: Raw -402759.041645 + Penalty 2660.781847 = -400098.259798 nChanged 69 SP:Iteration 15Q (1034.749810 sec): 3 clusters Score: Raw -402814.133562 + Penalty 2660.781847 = -400153.351715 nChanged 64 SP:Iteration 16Q (1034.788829 sec): 3 clusters Score: Raw -402873.667670 + Penalty 2660.781847 = -400212.885823 nChanged 71 SP:Iteration 17Q (1034.827728 sec): 3 clusters Score: Raw -402941.923811 + Penalty 2660.781847 = -400281.141965 nChanged 59 SP:Iteration 18Q (1034.866220 sec): 3 clusters Score: Raw -403008.258208 + Penalty 2660.781847 = -400347.476361 nChanged 61 SP:Iteration 19Q (1034.905492 sec): 3 clusters Score: Raw -403057.237735 + Penalty 2660.781847 = -400396.455888 nChanged 35 SP:Iteration 20F (1034.945114 sec): 3 clusters Score: Raw -403083.991248 + Penalty 2660.781847 = -400423.209402 nChanged 24 SP:Iteration 21Q (1034.990018 sec): 3 clusters Score: Raw -403107.369554 + Penalty 2660.781847 = -400446.587708 nChanged 32 SP:Iteration 22Q (1035.020638 sec): 3 clusters Score: Raw -403141.982620 + Penalty 2660.781847 = -400481.200773 nChanged 37 SP:Iteration 23Q (1035.057171 sec): 3 clusters Score: Raw -403177.216722 + Penalty 2660.781847 = -400516.434875 nChanged 36 SP:Iteration 24Q (1035.091101 sec): 3 clusters Score: Raw -403199.240668 + Penalty 2660.781847 = -400538.458821 nChanged 27 SP:Iteration 25Q (1035.130629 sec): 3 clusters Score: Raw -403212.694416 + Penalty 2660.781847 = -400551.912569 nChanged 20 SP:Iteration 26Q (1035.178044 sec): 3 clusters Score: Raw -403221.365378 + Penalty 2660.781847 = -400560.583531 nChanged 14 SP:Iteration 27Q (1035.209901 sec): 3 clusters Score: Raw -403228.621218 + Penalty 2660.781847 = -400567.839371 nChanged 12 SP:Iteration 28Q (1035.264909 sec): 3 clusters Score: Raw -403233.244967 + Penalty 2660.781847 = -400572.463120 nChanged 10 SP:Iteration 29Q (1035.295859 sec): 3 clusters Score: Raw -403237.058508 + Penalty 2660.781847 = -400576.276661 nChanged 8 SP:Iteration 30Q (1035.344846 sec): 3 clusters Score: Raw -403239.789425 + Penalty 2660.781847 = -400579.007578 nChanged 5 SP:Iteration 31Q (1035.382496 sec): 3 clusters Score: Raw -403245.230816 + Penalty 2660.781847 = -400584.448969 nChanged 8 SP:Iteration 32Q (1035.422100 sec): 3 clusters Score: Raw -403252.910403 + Penalty 2660.781847 = -400592.128556 nChanged 18 SP:Iteration 33Q (1035.452028 sec): 3 clusters Score: Raw -403260.968753 + Penalty 2660.781847 = -400600.186907 nChanged 11 SP:Iteration 34Q (1035.504099 sec): 3 clusters Score: Raw -403266.644600 + Penalty 2660.781847 = -400605.862753 nChanged 7 SP:Iteration 35Q (1035.543108 sec): 3 clusters Score: Raw -403271.808652 + Penalty 2660.781847 = -400611.026805 nChanged 6 SP:Iteration 36Q (1035.584539 sec): 3 clusters Score: Raw -403274.473665 + Penalty 2660.781847 = -400613.691818 nChanged 3 SP:Iteration 37Q (1035.617269 sec): 3 clusters Score: Raw -403275.023981 + Penalty 2660.781847 = -400614.242134 nChanged 3 SP:Iteration 38Q (1035.666719 sec): 3 clusters Score: Raw -403275.725197 + Penalty 2660.781847 = -400614.943350 nChanged 2 SP:Iteration 39Q (1035.705880 sec): 3 clusters Score: Raw -403276.142182 + Penalty 2660.781847 = -400615.360335 nChanged 2 SP:Iteration 40F (1035.737245 sec): 3 clusters Score: Raw -403276.945572 + Penalty 2660.781847 = -400616.163725 nChanged 1 SP:Iteration 41Q (1035.772133 sec): 3 clusters Score: Raw -403277.149102 + Penalty 2660.781847 = -400616.367256 nChanged 1 SP:Iteration 42Q (1035.816141 sec): 3 clusters Score: Raw -403277.730328 + Penalty 2660.781847 = -400616.948482 nChanged 3 SP:Iteration 43Q (1035.850043 sec): 3 clusters Score: Raw -403278.346713 + Penalty 2660.781847 = -400617.564866 nChanged 2 SP:Iteration 44Q (1035.893810 sec): 3 clusters Score: Raw -403278.850185 + Penalty 2660.781847 = -400618.068339 nChanged 2 SP:Iteration 45Q (1035.943552 sec): 3 clusters Score: Raw -403280.220085 + Penalty 2660.781847 = -400619.438238 nChanged 3 SP:Iteration 46Q (1035.986766 sec): 3 clusters Score: Raw -403281.482938 + Penalty 2660.781847 = -400620.701091 nChanged 3 SP:Iteration 47Q (1036.030647 sec): 3 clusters Score: Raw -403284.824447 + Penalty 2660.781847 = -400624.042600 nChanged 5 SP:Iteration 48Q (1036.070352 sec): 3 clusters Score: Raw -403286.493386 + Penalty 2660.781847 = -400625.711539 nChanged 3 SP:Iteration 49Q (1036.098594 sec): 3 clusters Score: Raw -403287.400194 + Penalty 2660.781847 = -400626.618347 nChanged 0 SP:Iteration 50F (1036.140092 sec): 3 clusters Score: Raw -403287.400194 + Penalty 2660.781847 = -400626.618347 nChanged 0 Trying to split cluster 12 (1582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1036.152623 sec): 2 clusters Score: Raw -199580.777398 + Penalty 1197.047337 = -198383.730061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1036.179711 sec): 3 clusters Score: Raw -198954.595380 + Penalty 2394.094673 = -196560.500707 nChanged 519 SP:Iteration 1F (1036.222086 sec): 3 clusters Score: Raw -199370.929322 + Penalty 2394.094673 = -196976.834649 nChanged 142 SP:Iteration 2F (1036.264380 sec): 3 clusters Score: Raw -199500.042393 + Penalty 2394.094673 = -197105.947720 nChanged 78 SP:Iteration 3Q (1036.314860 sec): 3 clusters Score: Raw -199556.166529 + Penalty 2394.094673 = -197162.071855 nChanged 39 SP:Iteration 4Q (1036.349797 sec): 3 clusters Score: Raw -199583.482552 + Penalty 2394.094673 = -197189.387879 nChanged 23 SP:Iteration 5Q (1036.378441 sec): 3 clusters Score: Raw -199597.652802 + Penalty 2394.094673 = -197203.558129 nChanged 16 SP:Iteration 6Q (1036.408439 sec): 3 clusters Score: Raw -199609.554042 + Penalty 2394.094673 = -197215.459369 nChanged 14 SP:Iteration 7Q (1036.438815 sec): 3 clusters Score: Raw -199617.104994 + Penalty 2394.094673 = -197223.010320 nChanged 8 SP:Iteration 8Q (1036.468072 sec): 3 clusters Score: Raw -199620.963471 + Penalty 2394.094673 = -197226.868798 nChanged 5 SP:Iteration 9Q (1036.498237 sec): 3 clusters Score: Raw -199623.577889 + Penalty 2394.094673 = -197229.483216 nChanged 7 SP:Iteration 10Q (1036.528362 sec): 3 clusters Score: Raw -199629.813418 + Penalty 2394.094673 = -197235.718745 nChanged 6 SP:Iteration 11Q (1036.564935 sec): 3 clusters Score: Raw -199634.564455 + Penalty 2394.094673 = -197240.469782 nChanged 5 SP:Iteration 12Q (1036.595223 sec): 3 clusters Score: Raw -199637.439006 + Penalty 2394.094673 = -197243.344333 nChanged 6 SP:Iteration 13Q (1036.624833 sec): 3 clusters Score: Raw -199639.407639 + Penalty 2394.094673 = -197245.312965 nChanged 4 SP:Iteration 14Q (1036.657360 sec): 3 clusters Score: Raw -199640.547063 + Penalty 2394.094673 = -197246.452390 nChanged 3 SP:Iteration 15Q (1036.687165 sec): 3 clusters Score: Raw -199641.745260 + Penalty 2394.094673 = -197247.650587 nChanged 2 SP:Iteration 16Q (1036.711189 sec): 3 clusters Score: Raw -199642.749261 + Penalty 2394.094673 = -197248.654587 nChanged 0 SP:Iteration 17F (1036.752112 sec): 3 clusters Score: Raw -199642.749261 + Penalty 2394.094673 = -197248.654587 nChanged 0 Trying to split cluster 13 (1733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1036.773410 sec): 2 clusters Score: Raw -217120.271990 + Penalty 1211.861510 = -215908.410481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1036.809780 sec): 3 clusters Score: Raw -216410.642973 + Penalty 2423.723019 = -213986.919953 nChanged 599 SP:Iteration 1F (1036.841894 sec): 3 clusters Score: Raw -216852.980012 + Penalty 2423.723019 = -214429.256992 nChanged 142 SP:Iteration 2F (1036.871946 sec): 3 clusters Score: Raw -216956.888872 + Penalty 2423.723019 = -214533.165853 nChanged 73 SP:Iteration 3Q (1036.900719 sec): 3 clusters Score: Raw -217004.859398 + Penalty 2423.723019 = -214581.136379 nChanged 48 SP:Iteration 4Q (1036.932236 sec): 3 clusters Score: Raw -217043.782660 + Penalty 2423.723019 = -214620.059641 nChanged 40 SP:Iteration 5Q (1036.962938 sec): 3 clusters Score: Raw -217066.597426 + Penalty 2423.723019 = -214642.874406 nChanged 35 SP:Iteration 6Q (1036.993633 sec): 3 clusters Score: Raw -217092.130816 + Penalty 2423.723019 = -214668.407797 nChanged 29 SP:Iteration 7Q (1037.024042 sec): 3 clusters Score: Raw -217116.075028 + Penalty 2423.723019 = -214692.352009 nChanged 28 SP:Iteration 8Q (1037.053861 sec): 3 clusters Score: Raw -217134.664393 + Penalty 2423.723019 = -214710.941374 nChanged 21 SP:Iteration 9Q (1037.084989 sec): 3 clusters Score: Raw -217149.520982 + Penalty 2423.723019 = -214725.797963 nChanged 21 SP:Iteration 10Q (1037.114002 sec): 3 clusters Score: Raw -217163.438548 + Penalty 2423.723019 = -214739.715529 nChanged 24 SP:Iteration 11Q (1037.146486 sec): 3 clusters Score: Raw -217178.609686 + Penalty 2423.723019 = -214754.886667 nChanged 17 SP:Iteration 12Q (1037.178315 sec): 3 clusters Score: Raw -217188.017356 + Penalty 2423.723019 = -214764.294337 nChanged 13 SP:Iteration 13Q (1037.212986 sec): 3 clusters Score: Raw -217194.021422 + Penalty 2423.723019 = -214770.298403 nChanged 17 SP:Iteration 14Q (1037.247622 sec): 3 clusters Score: Raw -217205.866272 + Penalty 2423.723019 = -214782.143253 nChanged 23 SP:Iteration 15Q (1037.281655 sec): 3 clusters Score: Raw -217218.665012 + Penalty 2423.723019 = -214794.941993 nChanged 17 SP:Iteration 16Q (1037.315086 sec): 3 clusters Score: Raw -217225.435481 + Penalty 2423.723019 = -214801.712462 nChanged 11 SP:Iteration 17Q (1037.356108 sec): 3 clusters Score: Raw -217229.939605 + Penalty 2423.723019 = -214806.216586 nChanged 6 SP:Iteration 18Q (1037.395847 sec): 3 clusters Score: Raw -217233.771484 + Penalty 2423.723019 = -214810.048465 nChanged 10 SP:Iteration 19Q (1037.435096 sec): 3 clusters Score: Raw -217239.086172 + Penalty 2423.723019 = -214815.363153 nChanged 9 SP:Iteration 20F (1037.465750 sec): 3 clusters Score: Raw -217244.719270 + Penalty 2423.723019 = -214820.996251 nChanged 9 SP:Iteration 21Q (1037.502488 sec): 3 clusters Score: Raw -217251.471619 + Penalty 2423.723019 = -214827.748600 nChanged 13 SP:Iteration 22Q (1037.537909 sec): 3 clusters Score: Raw -217260.687181 + Penalty 2423.723019 = -214836.964161 nChanged 12 SP:Iteration 23Q (1037.581922 sec): 3 clusters Score: Raw -217270.686490 + Penalty 2423.723019 = -214846.963471 nChanged 19 SP:Iteration 24Q (1037.611119 sec): 3 clusters Score: Raw -217284.207381 + Penalty 2423.723019 = -214860.484362 nChanged 18 SP:Iteration 25Q (1037.646899 sec): 3 clusters Score: Raw -217292.416690 + Penalty 2423.723019 = -214868.693671 nChanged 10 SP:Iteration 26Q (1037.681672 sec): 3 clusters Score: Raw -217300.003549 + Penalty 2423.723019 = -214876.280529 nChanged 11 SP:Iteration 27Q (1037.722304 sec): 3 clusters Score: Raw -217306.765204 + Penalty 2423.723019 = -214883.042185 nChanged 9 SP:Iteration 28Q (1037.765480 sec): 3 clusters Score: Raw -217311.796724 + Penalty 2423.723019 = -214888.073705 nChanged 10 SP:Iteration 29Q (1037.794269 sec): 3 clusters Score: Raw -217321.780985 + Penalty 2423.723019 = -214898.057966 nChanged 13 SP:Iteration 30Q (1037.839735 sec): 3 clusters Score: Raw -217330.902193 + Penalty 2423.723019 = -214907.179173 nChanged 19 SP:Iteration 31Q (1037.876086 sec): 3 clusters Score: Raw -217342.087948 + Penalty 2423.723019 = -214918.364929 nChanged 17 SP:Iteration 32Q (1037.911240 sec): 3 clusters Score: Raw -217352.316756 + Penalty 2423.723019 = -214928.593736 nChanged 12 SP:Iteration 33Q (1037.941411 sec): 3 clusters Score: Raw -217360.439777 + Penalty 2423.723019 = -214936.716758 nChanged 12 SP:Iteration 34Q (1037.975601 sec): 3 clusters Score: Raw -217369.687062 + Penalty 2423.723019 = -214945.964043 nChanged 11 SP:Iteration 35Q (1038.011598 sec): 3 clusters Score: Raw -217375.053524 + Penalty 2423.723019 = -214951.330505 nChanged 6 SP:Iteration 36Q (1038.053417 sec): 3 clusters Score: Raw -217377.828523 + Penalty 2423.723019 = -214954.105503 nChanged 5 SP:Iteration 37Q (1038.080707 sec): 3 clusters Score: Raw -217380.359323 + Penalty 2423.723019 = -214956.636304 nChanged 7 SP:Iteration 38Q (1038.121563 sec): 3 clusters Score: Raw -217385.537413 + Penalty 2423.723019 = -214961.814394 nChanged 7 SP:Iteration 39Q (1038.165017 sec): 3 clusters Score: Raw -217388.987585 + Penalty 2423.723019 = -214965.264566 nChanged 4 SP:Iteration 40F (1038.209146 sec): 3 clusters Score: Raw -217391.418911 + Penalty 2423.723019 = -214967.695892 nChanged 9 SP:Iteration 41Q (1038.244682 sec): 3 clusters Score: Raw -217395.853797 + Penalty 2423.723019 = -214972.130778 nChanged 7 SP:Iteration 42Q (1038.280192 sec): 3 clusters Score: Raw -217399.271495 + Penalty 2423.723019 = -214975.548476 nChanged 6 SP:Iteration 43Q (1038.316382 sec): 3 clusters Score: Raw -217403.668708 + Penalty 2423.723019 = -214979.945689 nChanged 7 SP:Iteration 44Q (1038.351824 sec): 3 clusters Score: Raw -217406.805050 + Penalty 2423.723019 = -214983.082031 nChanged 2 SP:Iteration 45Q (1038.387716 sec): 3 clusters Score: Raw -217407.671558 + Penalty 2423.723019 = -214983.948539 nChanged 1 SP:Iteration 46Q (1038.422688 sec): 3 clusters Score: Raw -217407.861664 + Penalty 2423.723019 = -214984.138645 nChanged 0 SP:Iteration 47F (1038.455554 sec): 3 clusters Score: Raw -217407.861664 + Penalty 2423.723019 = -214984.138645 nChanged 0 Trying to split cluster 14 (5716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1038.483694 sec): 2 clusters Score: Raw -617055.034426 + Penalty 1405.791488 = -615649.242938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1038.533975 sec): 3 clusters Score: Raw -614140.670059 + Penalty 2811.582975 = -611329.087084 nChanged 2306 SP:Iteration 1F (1038.567819 sec): 3 clusters Score: Raw -615582.967798 + Penalty 2811.582975 = -612771.384823 nChanged 547 SP:Iteration 2F (1038.608421 sec): 3 clusters Score: Raw -616024.092048 + Penalty 2811.582975 = -613212.509073 nChanged 479 SP:Iteration 3F (1038.648536 sec): 3 clusters Score: Raw -616460.708050 + Penalty 2811.582975 = -613649.125075 nChanged 462 SP:Iteration 4F (1038.687638 sec): 3 clusters Score: Raw -616870.392856 + Penalty 2811.582975 = -614058.809881 nChanged 400 SP:Iteration 5F (1038.734240 sec): 3 clusters Score: Raw -617200.543515 + Penalty 2811.582975 = -614388.960539 nChanged 286 SP:Iteration 6F (1038.786973 sec): 3 clusters Score: Raw -617432.352315 + Penalty 2811.582975 = -614620.769340 nChanged 221 SP:Iteration 7Q (1038.826462 sec): 3 clusters Score: Raw -617584.906035 + Penalty 2811.582975 = -614773.323060 nChanged 166 SP:Iteration 8Q (1038.859646 sec): 3 clusters Score: Raw -617697.583981 + Penalty 2811.582975 = -614886.001006 nChanged 146 SP:Iteration 9Q (1038.910134 sec): 3 clusters Score: Raw -617785.556496 + Penalty 2811.582975 = -614973.973521 nChanged 114 SP:Iteration 10Q (1038.946551 sec): 3 clusters Score: Raw -617848.544211 + Penalty 2811.582975 = -615036.961236 nChanged 93 SP:Iteration 11Q (1038.994244 sec): 3 clusters Score: Raw -617894.620422 + Penalty 2811.582975 = -615083.037446 nChanged 50 SP:Iteration 12Q (1039.026281 sec): 3 clusters Score: Raw -617912.513206 + Penalty 2811.582975 = -615100.930230 nChanged 37 SP:Iteration 13Q (1039.076318 sec): 3 clusters Score: Raw -617929.615124 + Penalty 2811.582975 = -615118.032148 nChanged 35 SP:Iteration 14Q (1039.114651 sec): 3 clusters Score: Raw -617945.229021 + Penalty 2811.582975 = -615133.646046 nChanged 27 SP:Iteration 15Q (1039.152596 sec): 3 clusters Score: Raw -617952.970550 + Penalty 2811.582975 = -615141.387575 nChanged 25 SP:Iteration 16Q (1039.200200 sec): 3 clusters Score: Raw -617961.375428 + Penalty 2811.582975 = -615149.792453 nChanged 20 SP:Iteration 17Q (1039.236024 sec): 3 clusters Score: Raw -617968.961346 + Penalty 2811.582975 = -615157.378371 nChanged 19 SP:Iteration 18Q (1039.285772 sec): 3 clusters Score: Raw -617975.197770 + Penalty 2811.582975 = -615163.614794 nChanged 7 SP:Iteration 19Q (1039.319826 sec): 3 clusters Score: Raw -617976.786713 + Penalty 2811.582975 = -615165.203738 nChanged 2 SP:Iteration 20F (1039.367247 sec): 3 clusters Score: Raw -617976.997351 + Penalty 2811.582975 = -615165.414376 nChanged 2 SP:Iteration 21Q (1039.408089 sec): 3 clusters Score: Raw -617977.407755 + Penalty 2811.582975 = -615165.824780 nChanged 2 SP:Iteration 22Q (1039.448642 sec): 3 clusters Score: Raw -617977.752581 + Penalty 2811.582975 = -615166.169606 nChanged 0 SP:Iteration 23F (1039.488487 sec): 3 clusters Score: Raw -617977.752581 + Penalty 2811.582975 = -615166.169606 nChanged 0 Trying to split cluster 15 (4343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1039.512639 sec): 2 clusters Score: Raw -550511.228973 + Penalty 1361.152103 = -549150.076870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1039.552928 sec): 3 clusters Score: Raw -548315.079971 + Penalty 2722.304206 = -545592.775766 nChanged 1682 SP:Iteration 1F (1039.588427 sec): 3 clusters Score: Raw -549281.145636 + Penalty 2722.304206 = -546558.841430 nChanged 309 SP:Iteration 2F (1039.625548 sec): 3 clusters Score: Raw -549453.020273 + Penalty 2722.304206 = -546730.716068 nChanged 232 SP:Iteration 3F (1039.660150 sec): 3 clusters Score: Raw -549555.275908 + Penalty 2722.304206 = -546832.971703 nChanged 158 SP:Iteration 4Q (1039.707202 sec): 3 clusters Score: Raw -549622.190140 + Penalty 2722.304206 = -546899.885934 nChanged 126 SP:Iteration 5Q (1039.750446 sec): 3 clusters Score: Raw -549680.047231 + Penalty 2722.304206 = -546957.743025 nChanged 105 SP:Iteration 6Q (1039.785180 sec): 3 clusters Score: Raw -549728.247952 + Penalty 2722.304206 = -547005.943747 nChanged 89 SP:Iteration 7Q (1039.819955 sec): 3 clusters Score: Raw -549763.183453 + Penalty 2722.304206 = -547040.879248 nChanged 81 SP:Iteration 8Q (1039.864147 sec): 3 clusters Score: Raw -549794.687066 + Penalty 2722.304206 = -547072.382861 nChanged 73 SP:Iteration 9Q (1039.896751 sec): 3 clusters Score: Raw -549834.186146 + Penalty 2722.304206 = -547111.881941 nChanged 83 SP:Iteration 10Q (1039.934366 sec): 3 clusters Score: Raw -549881.531327 + Penalty 2722.304206 = -547159.227121 nChanged 90 SP:Iteration 11Q (1039.976679 sec): 3 clusters Score: Raw -549934.600715 + Penalty 2722.304206 = -547212.296509 nChanged 101 SP:Iteration 12Q (1040.016361 sec): 3 clusters Score: Raw -549995.621551 + Penalty 2722.304206 = -547273.317346 nChanged 86 SP:Iteration 13Q (1040.064223 sec): 3 clusters Score: Raw -550048.483455 + Penalty 2722.304206 = -547326.179250 nChanged 93 SP:Iteration 14Q (1040.104053 sec): 3 clusters Score: Raw -550103.298167 + Penalty 2722.304206 = -547380.993961 nChanged 99 SP:Iteration 15Q (1040.139846 sec): 3 clusters Score: Raw -550167.541013 + Penalty 2722.304206 = -547445.236807 nChanged 103 SP:Iteration 16Q (1040.181121 sec): 3 clusters Score: Raw -550232.236026 + Penalty 2722.304206 = -547509.931821 nChanged 93 SP:Iteration 17Q (1040.214609 sec): 3 clusters Score: Raw -550295.034655 + Penalty 2722.304206 = -547572.730449 nChanged 86 SP:Iteration 18Q (1040.263906 sec): 3 clusters Score: Raw -550346.817300 + Penalty 2722.304206 = -547624.513094 nChanged 64 SP:Iteration 19Q (1040.304839 sec): 3 clusters Score: Raw -550394.123790 + Penalty 2722.304206 = -547671.819584 nChanged 71 SP:Iteration 20F (1040.342225 sec): 3 clusters Score: Raw -550438.963028 + Penalty 2722.304206 = -547716.658822 nChanged 58 SP:Iteration 21Q (1040.386026 sec): 3 clusters Score: Raw -550477.871571 + Penalty 2722.304206 = -547755.567366 nChanged 31 SP:Iteration 22Q (1040.417308 sec): 3 clusters Score: Raw -550498.049081 + Penalty 2722.304206 = -547775.744875 nChanged 28 SP:Iteration 23Q (1040.456078 sec): 3 clusters Score: Raw -550514.503511 + Penalty 2722.304206 = -547792.199305 nChanged 30 SP:Iteration 24Q (1040.491929 sec): 3 clusters Score: Raw -550533.497117 + Penalty 2722.304206 = -547811.192911 nChanged 20 SP:Iteration 25Q (1040.527750 sec): 3 clusters Score: Raw -550544.792693 + Penalty 2722.304206 = -547822.488487 nChanged 12 SP:Iteration 26Q (1040.571712 sec): 3 clusters Score: Raw -550553.298244 + Penalty 2722.304206 = -547830.994038 nChanged 13 SP:Iteration 27Q (1040.609832 sec): 3 clusters Score: Raw -550560.821521 + Penalty 2722.304206 = -547838.517315 nChanged 11 SP:Iteration 28Q (1040.648258 sec): 3 clusters Score: Raw -550566.559956 + Penalty 2722.304206 = -547844.255751 nChanged 5 SP:Iteration 29Q (1040.691029 sec): 3 clusters Score: Raw -550569.516843 + Penalty 2722.304206 = -547847.212637 nChanged 4 SP:Iteration 30Q (1040.722198 sec): 3 clusters Score: Raw -550571.857835 + Penalty 2722.304206 = -547849.553630 nChanged 7 SP:Iteration 31Q (1040.767389 sec): 3 clusters Score: Raw -550575.664540 + Penalty 2722.304206 = -547853.360335 nChanged 10 SP:Iteration 32Q (1040.800790 sec): 3 clusters Score: Raw -550581.922002 + Penalty 2722.304206 = -547859.617796 nChanged 8 SP:Iteration 33Q (1040.843288 sec): 3 clusters Score: Raw -550586.418315 + Penalty 2722.304206 = -547864.114109 nChanged 7 SP:Iteration 34Q (1040.881119 sec): 3 clusters Score: Raw -550591.573066 + Penalty 2722.304206 = -547869.268861 nChanged 5 SP:Iteration 35Q (1040.931568 sec): 3 clusters Score: Raw -550594.429164 + Penalty 2722.304206 = -547872.124959 nChanged 2 SP:Iteration 36Q (1040.963668 sec): 3 clusters Score: Raw -550595.708030 + Penalty 2722.304206 = -547873.403825 nChanged 4 SP:Iteration 37Q (1041.007456 sec): 3 clusters Score: Raw -550597.700414 + Penalty 2722.304206 = -547875.396208 nChanged 1 SP:Iteration 38Q (1041.048214 sec): 3 clusters Score: Raw -550597.889216 + Penalty 2722.304206 = -547875.585011 nChanged 0 SP:Iteration 39F (1041.088659 sec): 3 clusters Score: Raw -550597.889216 + Penalty 2722.304206 = -547875.585011 nChanged 0 Trying to split cluster 16 (1169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1041.107985 sec): 2 clusters Score: Raw -145980.522953 + Penalty 1147.884394 = -144832.638559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1041.142606 sec): 3 clusters Score: Raw -145553.761581 + Penalty 2295.768787 = -143257.992794 nChanged 361 SP:Iteration 1F (1041.178227 sec): 3 clusters Score: Raw -145856.459597 + Penalty 2295.768787 = -143560.690810 nChanged 99 SP:Iteration 2F (1041.218903 sec): 3 clusters Score: Raw -145963.894612 + Penalty 2295.768787 = -143668.125824 nChanged 61 SP:Iteration 3F (1041.246668 sec): 3 clusters Score: Raw -146024.486973 + Penalty 2295.768787 = -143728.718186 nChanged 51 SP:Iteration 4Q (1041.290366 sec): 3 clusters Score: Raw -146066.060100 + Penalty 2295.768787 = -143770.291312 nChanged 28 SP:Iteration 5Q (1041.316015 sec): 3 clusters Score: Raw -146089.245141 + Penalty 2295.768787 = -143793.476354 nChanged 21 SP:Iteration 6Q (1041.348882 sec): 3 clusters Score: Raw -146107.131846 + Penalty 2295.768787 = -143811.363059 nChanged 10 SP:Iteration 7Q (1041.381401 sec): 3 clusters Score: Raw -146112.627648 + Penalty 2295.768787 = -143816.858861 nChanged 5 SP:Iteration 8Q (1041.414509 sec): 3 clusters Score: Raw -146114.996415 + Penalty 2295.768787 = -143819.227628 nChanged 3 SP:Iteration 9Q (1041.454855 sec): 3 clusters Score: Raw -146116.349691 + Penalty 2295.768787 = -143820.580904 nChanged 1 SP:Iteration 10Q (1041.480390 sec): 3 clusters Score: Raw -146116.759702 + Penalty 2295.768787 = -143820.990914 nChanged 0 SP:Iteration 11F (1041.512897 sec): 3 clusters Score: Raw -146116.759702 + Penalty 2295.768787 = -143820.990914 nChanged 0 Trying to split cluster 17 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1041.543026 sec): 2 clusters Score: Raw -43382.125015 + Penalty 965.704898 = -42416.420116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1041.572282 sec): 3 clusters Score: Raw -43402.929369 + Penalty 1931.409797 = -41471.519572 nChanged 87 SP:Iteration 1F (1041.601680 sec): 3 clusters Score: Raw -43553.857247 + Penalty 1931.409797 = -41622.447450 nChanged 32 SP:Iteration 2F (1041.635299 sec): 3 clusters Score: Raw -43707.921302 + Penalty 1931.409797 = -41776.511505 nChanged 14 SP:Iteration 3Q (1041.668980 sec): 3 clusters Score: Raw -43734.074852 + Penalty 1931.409797 = -41802.665055 nChanged 9 SP:Iteration 4Q (1041.709595 sec): 3 clusters Score: Raw -43752.621991 + Penalty 1931.409797 = -41821.212194 nChanged 11 SP:Iteration 5Q (1041.743519 sec): 3 clusters Score: Raw -43774.084311 + Penalty 1931.409797 = -41842.674514 nChanged 10 SP:Iteration 6Q (1041.771037 sec): 3 clusters Score: Raw -43789.977312 + Penalty 1931.409797 = -41858.567515 nChanged 2 SP:Iteration 7Q (1041.802140 sec): 3 clusters Score: Raw -43793.325967 + Penalty 1931.409797 = -41861.916170 nChanged 0 SP:Iteration 8F (1041.839025 sec): 3 clusters Score: Raw -43793.325967 + Penalty 1931.409797 = -41861.916170 nChanged 0 Trying to split cluster 18 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1041.864404 sec): 2 clusters Score: Raw -283148.983506 + Penalty 1273.538443 = -281875.445063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1041.903470 sec): 3 clusters Score: Raw -282037.921924 + Penalty 2547.076886 = -279490.845038 nChanged 924 SP:Iteration 1F (1041.959461 sec): 3 clusters Score: Raw -282606.431307 + Penalty 2547.076886 = -280059.354420 nChanged 211 SP:Iteration 2F (1042.003038 sec): 3 clusters Score: Raw -282783.519275 + Penalty 2547.076886 = -280236.442389 nChanged 166 SP:Iteration 3F (1042.049229 sec): 3 clusters Score: Raw -282943.618447 + Penalty 2547.076886 = -280396.541561 nChanged 139 SP:Iteration 4F (1042.085229 sec): 3 clusters Score: Raw -283069.196214 + Penalty 2547.076886 = -280522.119328 nChanged 99 SP:Iteration 5Q (1042.129578 sec): 3 clusters Score: Raw -283144.665980 + Penalty 2547.076886 = -280597.589093 nChanged 64 SP:Iteration 6Q (1042.175751 sec): 3 clusters Score: Raw -283193.895399 + Penalty 2547.076886 = -280646.818513 nChanged 59 SP:Iteration 7Q (1042.212835 sec): 3 clusters Score: Raw -283238.145471 + Penalty 2547.076886 = -280691.068585 nChanged 51 SP:Iteration 8Q (1042.260275 sec): 3 clusters Score: Raw -283271.100679 + Penalty 2547.076886 = -280724.023793 nChanged 40 SP:Iteration 9Q (1042.299583 sec): 3 clusters Score: Raw -283295.382472 + Penalty 2547.076886 = -280748.305586 nChanged 40 SP:Iteration 10Q (1042.333068 sec): 3 clusters Score: Raw -283318.743235 + Penalty 2547.076886 = -280771.666349 nChanged 28 SP:Iteration 11Q (1042.377924 sec): 3 clusters Score: Raw -283337.456218 + Penalty 2547.076886 = -280790.379331 nChanged 30 SP:Iteration 12Q (1042.423159 sec): 3 clusters Score: Raw -283354.223851 + Penalty 2547.076886 = -280807.146965 nChanged 25 SP:Iteration 13Q (1042.474550 sec): 3 clusters Score: Raw -283366.917622 + Penalty 2547.076886 = -280819.840736 nChanged 24 SP:Iteration 14Q (1042.516569 sec): 3 clusters Score: Raw -283381.281931 + Penalty 2547.076886 = -280834.205045 nChanged 20 SP:Iteration 15Q (1042.557510 sec): 3 clusters Score: Raw -283396.200573 + Penalty 2547.076886 = -280849.123687 nChanged 28 SP:Iteration 16Q (1042.590499 sec): 3 clusters Score: Raw -283413.979244 + Penalty 2547.076886 = -280866.902358 nChanged 33 SP:Iteration 17Q (1042.617028 sec): 3 clusters Score: Raw -283435.574546 + Penalty 2547.076886 = -280888.497659 nChanged 30 SP:Iteration 18Q (1042.649481 sec): 3 clusters Score: Raw -283460.698925 + Penalty 2547.076886 = -280913.622038 nChanged 37 SP:Iteration 19Q (1042.681112 sec): 3 clusters Score: Raw -283482.823855 + Penalty 2547.076886 = -280935.746968 nChanged 33 SP:Iteration 20F (1042.724383 sec): 3 clusters Score: Raw -283503.699877 + Penalty 2547.076886 = -280956.622991 nChanged 25 SP:Iteration 21Q (1042.773416 sec): 3 clusters Score: Raw -283524.282919 + Penalty 2547.076886 = -280977.206032 nChanged 28 SP:Iteration 22Q (1042.817123 sec): 3 clusters Score: Raw -283540.358980 + Penalty 2547.076886 = -280993.282094 nChanged 28 SP:Iteration 23Q (1042.854933 sec): 3 clusters Score: Raw -283555.538400 + Penalty 2547.076886 = -281008.461514 nChanged 17 SP:Iteration 24Q (1042.887869 sec): 3 clusters Score: Raw -283561.689469 + Penalty 2547.076886 = -281014.612583 nChanged 7 SP:Iteration 25Q (1042.920298 sec): 3 clusters Score: Raw -283563.550076 + Penalty 2547.076886 = -281016.473190 nChanged 7 SP:Iteration 26Q (1042.953030 sec): 3 clusters Score: Raw -283565.837816 + Penalty 2547.076886 = -281018.760930 nChanged 8 SP:Iteration 27Q (1042.984451 sec): 3 clusters Score: Raw -283568.586567 + Penalty 2547.076886 = -281021.509681 nChanged 8 SP:Iteration 28Q (1043.032612 sec): 3 clusters Score: Raw -283573.697933 + Penalty 2547.076886 = -281026.621047 nChanged 11 SP:Iteration 29Q (1043.077705 sec): 3 clusters Score: Raw -283577.833015 + Penalty 2547.076886 = -281030.756129 nChanged 7 SP:Iteration 30Q (1043.123220 sec): 3 clusters Score: Raw -283580.088886 + Penalty 2547.076886 = -281033.012000 nChanged 6 SP:Iteration 31Q (1043.165938 sec): 3 clusters Score: Raw -283582.734556 + Penalty 2547.076886 = -281035.657670 nChanged 6 SP:Iteration 32Q (1043.201803 sec): 3 clusters Score: Raw -283587.775282 + Penalty 2547.076886 = -281040.698396 nChanged 11 SP:Iteration 33Q (1043.236652 sec): 3 clusters Score: Raw -283594.652556 + Penalty 2547.076886 = -281047.575670 nChanged 11 SP:Iteration 34Q (1043.269036 sec): 3 clusters Score: Raw -283599.443855 + Penalty 2547.076886 = -281052.366969 nChanged 11 SP:Iteration 35Q (1043.301117 sec): 3 clusters Score: Raw -283605.008557 + Penalty 2547.076886 = -281057.931671 nChanged 12 SP:Iteration 36Q (1043.352085 sec): 3 clusters Score: Raw -283609.871992 + Penalty 2547.076886 = -281062.795106 nChanged 10 SP:Iteration 37Q (1043.393098 sec): 3 clusters Score: Raw -283613.091794 + Penalty 2547.076886 = -281066.014907 nChanged 7 SP:Iteration 38Q (1043.432371 sec): 3 clusters Score: Raw -283615.231075 + Penalty 2547.076886 = -281068.154189 nChanged 4 SP:Iteration 39Q (1043.477415 sec): 3 clusters Score: Raw -283616.424885 + Penalty 2547.076886 = -281069.347998 nChanged 6 SP:Iteration 40F (1043.527686 sec): 3 clusters Score: Raw -283618.015604 + Penalty 2547.076886 = -281070.938718 nChanged 5 SP:Iteration 41Q (1043.564143 sec): 3 clusters Score: Raw -283619.795481 + Penalty 2547.076886 = -281072.718595 nChanged 3 SP:Iteration 42Q (1043.611557 sec): 3 clusters Score: Raw -283620.751940 + Penalty 2547.076886 = -281073.675053 nChanged 4 SP:Iteration 43Q (1043.647811 sec): 3 clusters Score: Raw -283622.248077 + Penalty 2547.076886 = -281075.171191 nChanged 5 SP:Iteration 44Q (1043.689675 sec): 3 clusters Score: Raw -283623.873478 + Penalty 2547.076886 = -281076.796592 nChanged 4 SP:Iteration 45Q (1043.738196 sec): 3 clusters Score: Raw -283625.353991 + Penalty 2547.076886 = -281078.277105 nChanged 2 SP:Iteration 46Q (1043.781015 sec): 3 clusters Score: Raw -283626.265740 + Penalty 2547.076886 = -281079.188853 nChanged 2 SP:Iteration 47Q (1043.822463 sec): 3 clusters Score: Raw -283627.015704 + Penalty 2547.076886 = -281079.938817 nChanged 2 SP:Iteration 48Q (1043.863939 sec): 3 clusters Score: Raw -283627.908327 + Penalty 2547.076886 = -281080.831441 nChanged 2 SP:Iteration 49Q (1043.905238 sec): 3 clusters Score: Raw -283628.267391 + Penalty 2547.076886 = -281081.190504 nChanged 1 SP:Iteration 50Q (1043.946192 sec): 3 clusters Score: Raw -283628.412841 + Penalty 2547.076886 = -281081.335954 nChanged 0 SP:Iteration 51F (1043.981336 sec): 3 clusters Score: Raw -283628.412841 + Penalty 2547.076886 = -281081.335954 nChanged 0 Trying to split cluster 19 (1025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1043.997466 sec): 2 clusters Score: Raw -119425.052536 + Penalty 1126.522782 = -118298.529753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1044.045371 sec): 3 clusters Score: Raw -119152.886186 + Penalty 2253.045565 = -116899.840621 nChanged 334 SP:Iteration 1F (1044.077542 sec): 3 clusters Score: Raw -119695.974424 + Penalty 2253.045565 = -117442.928860 nChanged 116 SP:Iteration 2F (1044.117150 sec): 3 clusters Score: Raw -119845.916413 + Penalty 2253.045565 = -117592.870848 nChanged 68 SP:Iteration 3F (1044.154555 sec): 3 clusters Score: Raw -119960.303505 + Penalty 2253.045565 = -117707.257940 nChanged 52 SP:Iteration 4F (1044.182757 sec): 3 clusters Score: Raw -120031.674749 + Penalty 2253.045565 = -117778.629184 nChanged 42 SP:Iteration 5Q (1044.211087 sec): 3 clusters Score: Raw -120087.676665 + Penalty 2253.045565 = -117834.631101 nChanged 29 SP:Iteration 6Q (1044.239974 sec): 3 clusters Score: Raw -120122.130894 + Penalty 2253.045565 = -117869.085329 nChanged 23 SP:Iteration 7Q (1044.268410 sec): 3 clusters Score: Raw -120149.080127 + Penalty 2253.045565 = -117896.034562 nChanged 11 SP:Iteration 8Q (1044.296770 sec): 3 clusters Score: Raw -120161.229440 + Penalty 2253.045565 = -117908.183875 nChanged 6 SP:Iteration 9Q (1044.325731 sec): 3 clusters Score: Raw -120169.812542 + Penalty 2253.045565 = -117916.766977 nChanged 6 SP:Iteration 10Q (1044.352066 sec): 3 clusters Score: Raw -120174.141303 + Penalty 2253.045565 = -117921.095739 nChanged 2 SP:Iteration 11Q (1044.404074 sec): 3 clusters Score: Raw -120175.227159 + Penalty 2253.045565 = -117922.181594 nChanged 0 SP:Iteration 12F (1044.444032 sec): 3 clusters Score: Raw -120175.227159 + Penalty 2253.045565 = -117922.181594 nChanged 0 Trying to split cluster 20 (14256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1044.478322 sec): 2 clusters Score: Raw -1783112.388673 + Penalty 1554.301637 = -1781558.087037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1044.542330 sec): 3 clusters Score: Raw -1774793.985020 + Penalty 3108.603274 = -1771685.381746 nChanged 6272 SP:Iteration 1F (1044.595668 sec): 3 clusters Score: Raw -1778306.293089 + Penalty 3108.603274 = -1775197.689816 nChanged 816 SP:Iteration 2F (1044.645776 sec): 3 clusters Score: Raw -1778642.195752 + Penalty 3108.603274 = -1775533.592478 nChanged 747 SP:Iteration 3F (1044.699879 sec): 3 clusters Score: Raw -1778944.252707 + Penalty 3108.603274 = -1775835.649433 nChanged 667 SP:Iteration 4Q (1044.753468 sec): 3 clusters Score: Raw -1779252.148915 + Penalty 3108.603274 = -1776143.545641 nChanged 678 SP:Iteration 5Q (1044.801151 sec): 3 clusters Score: Raw -1779660.603614 + Penalty 3108.603274 = -1776552.000340 nChanged 762 SP:Iteration 6F (1044.859166 sec): 3 clusters Score: Raw -1780200.533726 + Penalty 3108.603274 = -1777091.930452 nChanged 833 SP:Iteration 7F (1044.904598 sec): 3 clusters Score: Raw -1780889.937117 + Penalty 3108.603274 = -1777781.333843 nChanged 896 SP:Iteration 8F (1044.967516 sec): 3 clusters Score: Raw -1781651.300001 + Penalty 3108.603274 = -1778542.696728 nChanged 836 SP:Iteration 9F (1045.025116 sec): 3 clusters Score: Raw -1782371.669490 + Penalty 3108.603274 = -1779263.066216 nChanged 687 SP:Iteration 10Q (1045.083602 sec): 3 clusters Score: Raw -1782859.062183 + Penalty 3108.603274 = -1779750.458909 nChanged 461 SP:Iteration 11Q (1045.131019 sec): 3 clusters Score: Raw -1783156.431183 + Penalty 3108.603274 = -1780047.827909 nChanged 369 SP:Iteration 12Q (1045.184976 sec): 3 clusters Score: Raw -1783386.729546 + Penalty 3108.603274 = -1780278.126272 nChanged 271 SP:Iteration 13Q (1045.243298 sec): 3 clusters Score: Raw -1783558.427707 + Penalty 3108.603274 = -1780449.824433 nChanged 229 SP:Iteration 14Q (1045.288884 sec): 3 clusters Score: Raw -1783686.823253 + Penalty 3108.603274 = -1780578.219979 nChanged 184 SP:Iteration 15Q (1045.342758 sec): 3 clusters Score: Raw -1783755.849302 + Penalty 3108.603274 = -1780647.246028 nChanged 137 SP:Iteration 16Q (1045.406271 sec): 3 clusters Score: Raw -1783802.607750 + Penalty 3108.603274 = -1780694.004476 nChanged 111 SP:Iteration 17Q (1045.467951 sec): 3 clusters Score: Raw -1783837.541748 + Penalty 3108.603274 = -1780728.938474 nChanged 105 SP:Iteration 18Q (1045.523197 sec): 3 clusters Score: Raw -1783865.222714 + Penalty 3108.603274 = -1780756.619441 nChanged 82 SP:Iteration 19Q (1045.568551 sec): 3 clusters Score: Raw -1783884.885046 + Penalty 3108.603274 = -1780776.281773 nChanged 64 SP:Iteration 20F (1045.626830 sec): 3 clusters Score: Raw -1783895.047824 + Penalty 3108.603274 = -1780786.444550 nChanged 37 SP:Iteration 21Q (1045.678755 sec): 3 clusters Score: Raw -1783901.445272 + Penalty 3108.603274 = -1780792.841998 nChanged 36 SP:Iteration 22Q (1045.731843 sec): 3 clusters Score: Raw -1783906.644071 + Penalty 3108.603274 = -1780798.040798 nChanged 27 SP:Iteration 23Q (1045.783267 sec): 3 clusters Score: Raw -1783910.340265 + Penalty 3108.603274 = -1780801.736991 nChanged 22 SP:Iteration 24Q (1045.841313 sec): 3 clusters Score: Raw -1783912.781711 + Penalty 3108.603274 = -1780804.178437 nChanged 11 SP:Iteration 25Q (1045.902431 sec): 3 clusters Score: Raw -1783913.936524 + Penalty 3108.603274 = -1780805.333251 nChanged 9 SP:Iteration 26Q (1045.955913 sec): 3 clusters Score: Raw -1783914.791364 + Penalty 3108.603274 = -1780806.188090 nChanged 7 SP:Iteration 27Q (1046.000597 sec): 3 clusters Score: Raw -1783915.445199 + Penalty 3108.603274 = -1780806.841925 nChanged 5 SP:Iteration 28Q (1046.057731 sec): 3 clusters Score: Raw -1783915.867036 + Penalty 3108.603274 = -1780807.263762 nChanged 3 SP:Iteration 29Q (1046.102674 sec): 3 clusters Score: Raw -1783916.250230 + Penalty 3108.603274 = -1780807.646956 nChanged 3 SP:Iteration 30Q (1046.154104 sec): 3 clusters Score: Raw -1783916.484353 + Penalty 3108.603274 = -1780807.881080 nChanged 1 SP:Iteration 31Q (1046.211748 sec): 3 clusters Score: Raw -1783916.625487 + Penalty 3108.603274 = -1780808.022214 nChanged 0 SP:Iteration 32F (1046.262527 sec): 3 clusters Score: Raw -1783916.625487 + Penalty 3108.603274 = -1780808.022214 nChanged 0 Trying to split cluster 21 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1046.283287 sec): 2 clusters Score: Raw -13131.284651 + Penalty 836.467852 = -12294.816799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1046.322158 sec): 3 clusters Score: Raw -13599.052564 + Penalty 1672.935705 = -11926.116859 nChanged 41 SP:Iteration 1F (1046.351370 sec): 3 clusters Score: Raw -13815.594931 + Penalty 1672.935705 = -12142.659226 nChanged 11 SP:Iteration 2F (1046.388686 sec): 3 clusters Score: Raw -13883.582953 + Penalty 1672.935705 = -12210.647248 nChanged 2 SP:Iteration 3Q (1046.426033 sec): 3 clusters Score: Raw -13912.144854 + Penalty 1672.935705 = -12239.209149 nChanged 1 SP:Iteration 4Q (1046.463836 sec): 3 clusters Score: Raw -13915.911699 + Penalty 1672.935705 = -12242.975994 nChanged 1 SP:Iteration 5Q (1046.499901 sec): 3 clusters Score: Raw -13919.738776 + Penalty 1672.935705 = -12246.803071 nChanged 0 SP:Iteration 6F (1046.538140 sec): 3 clusters Score: Raw -13919.738776 + Penalty 1672.935705 = -12246.803071 nChanged 0 Trying to split cluster 22 (21610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1046.584807 sec): 2 clusters Score: Raw -2729254.647264 + Penalty 1621.898111 = -2727632.749154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1046.656213 sec): 3 clusters Score: Raw -2716252.554862 + Penalty 3243.796221 = -2713008.758641 nChanged 9778 SP:Iteration 1F (1046.724397 sec): 3 clusters Score: Raw -2721769.270690 + Penalty 3243.796221 = -2718525.474469 nChanged 1174 SP:Iteration 2F (1046.800150 sec): 3 clusters Score: Raw -2722256.217610 + Penalty 3243.796221 = -2719012.421388 nChanged 1103 SP:Iteration 3F (1046.868154 sec): 3 clusters Score: Raw -2722757.440818 + Penalty 3243.796221 = -2719513.644597 nChanged 1120 SP:Iteration 4F (1046.938012 sec): 3 clusters Score: Raw -2723342.786804 + Penalty 3243.796221 = -2720098.990583 nChanged 1124 SP:Iteration 5F (1047.009821 sec): 3 clusters Score: Raw -2724056.995012 + Penalty 3243.796221 = -2720813.198791 nChanged 1176 SP:Iteration 6F (1047.069369 sec): 3 clusters Score: Raw -2724920.247077 + Penalty 3243.796221 = -2721676.450856 nChanged 1101 SP:Iteration 7F (1047.136208 sec): 3 clusters Score: Raw -2725812.431740 + Penalty 3243.796221 = -2722568.635519 nChanged 959 SP:Iteration 8Q (1047.205246 sec): 3 clusters Score: Raw -2726577.812066 + Penalty 3243.796221 = -2723334.015845 nChanged 802 SP:Iteration 9Q (1047.279431 sec): 3 clusters Score: Raw -2727183.706360 + Penalty 3243.796221 = -2723939.910138 nChanged 644 SP:Iteration 10Q (1047.352148 sec): 3 clusters Score: Raw -2727633.448404 + Penalty 3243.796221 = -2724389.652183 nChanged 500 SP:Iteration 11Q (1047.413933 sec): 3 clusters Score: Raw -2727934.792958 + Penalty 3243.796221 = -2724690.996737 nChanged 428 SP:Iteration 12Q (1047.473633 sec): 3 clusters Score: Raw -2728187.949846 + Penalty 3243.796221 = -2724944.153625 nChanged 353 SP:Iteration 13Q (1047.541062 sec): 3 clusters Score: Raw -2728404.311407 + Penalty 3243.796221 = -2725160.515186 nChanged 295 SP:Iteration 14Q (1047.607800 sec): 3 clusters Score: Raw -2728583.859744 + Penalty 3243.796221 = -2725340.063522 nChanged 304 SP:Iteration 15Q (1047.675215 sec): 3 clusters Score: Raw -2728765.353879 + Penalty 3243.796221 = -2725521.557657 nChanged 239 SP:Iteration 16Q (1047.738885 sec): 3 clusters Score: Raw -2728902.838112 + Penalty 3243.796221 = -2725659.041891 nChanged 216 SP:Iteration 17Q (1047.816915 sec): 3 clusters Score: Raw -2729028.207313 + Penalty 3243.796221 = -2725784.411092 nChanged 190 SP:Iteration 18Q (1047.878167 sec): 3 clusters Score: Raw -2729131.456194 + Penalty 3243.796221 = -2725887.659973 nChanged 149 SP:Iteration 19Q (1047.940821 sec): 3 clusters Score: Raw -2729210.512139 + Penalty 3243.796221 = -2725966.715918 nChanged 129 SP:Iteration 20F (1048.008279 sec): 3 clusters Score: Raw -2729276.102560 + Penalty 3243.796221 = -2726032.306339 nChanged 98 SP:Iteration 21Q (1048.071797 sec): 3 clusters Score: Raw -2729322.935176 + Penalty 3243.796221 = -2726079.138955 nChanged 68 SP:Iteration 22Q (1048.135841 sec): 3 clusters Score: Raw -2729354.087069 + Penalty 3243.796221 = -2726110.290848 nChanged 55 SP:Iteration 23Q (1048.199673 sec): 3 clusters Score: Raw -2729375.365362 + Penalty 3243.796221 = -2726131.569141 nChanged 24 SP:Iteration 24Q (1048.269315 sec): 3 clusters Score: Raw -2729386.095684 + Penalty 3243.796221 = -2726142.299463 nChanged 33 SP:Iteration 25Q (1048.334959 sec): 3 clusters Score: Raw -2729399.078600 + Penalty 3243.796221 = -2726155.282379 nChanged 23 SP:Iteration 26Q (1048.396614 sec): 3 clusters Score: Raw -2729410.201167 + Penalty 3243.796221 = -2726166.404946 nChanged 21 SP:Iteration 27Q (1048.451331 sec): 3 clusters Score: Raw -2729420.421086 + Penalty 3243.796221 = -2726176.624865 nChanged 19 SP:Iteration 28Q (1048.514186 sec): 3 clusters Score: Raw -2729427.948992 + Penalty 3243.796221 = -2726184.152771 nChanged 15 SP:Iteration 29Q (1048.577755 sec): 3 clusters Score: Raw -2729434.730585 + Penalty 3243.796221 = -2726190.934364 nChanged 14 SP:Iteration 30Q (1048.647680 sec): 3 clusters Score: Raw -2729440.404820 + Penalty 3243.796221 = -2726196.608599 nChanged 16 SP:Iteration 31Q (1048.711796 sec): 3 clusters Score: Raw -2729446.729971 + Penalty 3243.796221 = -2726202.933750 nChanged 15 SP:Iteration 32Q (1048.783911 sec): 3 clusters Score: Raw -2729452.403257 + Penalty 3243.796221 = -2726208.607035 nChanged 16 SP:Iteration 33Q (1048.841080 sec): 3 clusters Score: Raw -2729460.204561 + Penalty 3243.796221 = -2726216.408340 nChanged 19 SP:Iteration 34Q (1048.897835 sec): 3 clusters Score: Raw -2729468.618261 + Penalty 3243.796221 = -2726224.822040 nChanged 16 SP:Iteration 35Q (1048.947156 sec): 3 clusters Score: Raw -2729473.919359 + Penalty 3243.796221 = -2726230.123138 nChanged 9 SP:Iteration 36Q (1049.013832 sec): 3 clusters Score: Raw -2729477.094242 + Penalty 3243.796221 = -2726233.298021 nChanged 10 SP:Iteration 37Q (1049.077485 sec): 3 clusters Score: Raw -2729481.463144 + Penalty 3243.796221 = -2726237.666923 nChanged 11 SP:Iteration 38Q (1049.134269 sec): 3 clusters Score: Raw -2729485.257838 + Penalty 3243.796221 = -2726241.461617 nChanged 16 SP:Iteration 39Q (1049.197657 sec): 3 clusters Score: Raw -2729492.589697 + Penalty 3243.796221 = -2726248.793476 nChanged 9 SP:Iteration 40F (1049.264069 sec): 3 clusters Score: Raw -2729497.487585 + Penalty 3243.796221 = -2726253.691364 nChanged 6 SP:Iteration 41Q (1049.326423 sec): 3 clusters Score: Raw -2729500.194254 + Penalty 3243.796221 = -2726256.398033 nChanged 5 SP:Iteration 42Q (1049.388998 sec): 3 clusters Score: Raw -2729501.813932 + Penalty 3243.796221 = -2726258.017711 nChanged 2 SP:Iteration 43Q (1049.452680 sec): 3 clusters Score: Raw -2729502.796840 + Penalty 3243.796221 = -2726259.000619 nChanged 3 SP:Iteration 44Q (1049.516010 sec): 3 clusters Score: Raw -2729504.539110 + Penalty 3243.796221 = -2726260.742889 nChanged 5 SP:Iteration 45Q (1049.564803 sec): 3 clusters Score: Raw -2729506.383059 + Penalty 3243.796221 = -2726262.586838 nChanged 5 SP:Iteration 46Q (1049.629132 sec): 3 clusters Score: Raw -2729507.424500 + Penalty 3243.796221 = -2726263.628279 nChanged 0 SP:Iteration 47F (1049.691458 sec): 3 clusters Score: Raw -2729507.424500 + Penalty 3243.796221 = -2726263.628279 nChanged 0 Trying to split cluster 23 (9972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1049.714119 sec): 2 clusters Score: Raw -1244401.772635 + Penalty 1496.224672 = -1242905.547963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1049.765335 sec): 3 clusters Score: Raw -1238739.295159 + Penalty 2992.449345 = -1235746.845814 nChanged 4287 SP:Iteration 1F (1049.822363 sec): 3 clusters Score: Raw -1241120.330840 + Penalty 2992.449345 = -1238127.881496 nChanged 684 SP:Iteration 2F (1049.877381 sec): 3 clusters Score: Raw -1241451.615108 + Penalty 2992.449345 = -1238459.165764 nChanged 567 SP:Iteration 3F (1049.932206 sec): 3 clusters Score: Raw -1241728.409732 + Penalty 2992.449345 = -1238735.960387 nChanged 526 SP:Iteration 4F (1049.976475 sec): 3 clusters Score: Raw -1241988.906359 + Penalty 2992.449345 = -1238996.457014 nChanged 493 SP:Iteration 5Q (1050.035100 sec): 3 clusters Score: Raw -1242240.633797 + Penalty 2992.449345 = -1239248.184452 nChanged 507 SP:Iteration 6F (1050.078628 sec): 3 clusters Score: Raw -1242533.789081 + Penalty 2992.449345 = -1239541.339737 nChanged 520 SP:Iteration 7F (1050.137586 sec): 3 clusters Score: Raw -1242869.063046 + Penalty 2992.449345 = -1239876.613701 nChanged 476 SP:Iteration 8Q (1050.179486 sec): 3 clusters Score: Raw -1243195.642593 + Penalty 2992.449345 = -1240203.193248 nChanged 415 SP:Iteration 9Q (1050.235941 sec): 3 clusters Score: Raw -1243485.680024 + Penalty 2992.449345 = -1240493.230679 nChanged 317 SP:Iteration 10Q (1050.293414 sec): 3 clusters Score: Raw -1243721.372156 + Penalty 2992.449345 = -1240728.922812 nChanged 267 SP:Iteration 11Q (1050.345387 sec): 3 clusters Score: Raw -1243892.623365 + Penalty 2992.449345 = -1240900.174020 nChanged 210 SP:Iteration 12Q (1050.390420 sec): 3 clusters Score: Raw -1244018.248879 + Penalty 2992.449345 = -1241025.799535 nChanged 166 SP:Iteration 13Q (1050.445867 sec): 3 clusters Score: Raw -1244111.745509 + Penalty 2992.449345 = -1241119.296165 nChanged 138 SP:Iteration 14Q (1050.492115 sec): 3 clusters Score: Raw -1244198.454215 + Penalty 2992.449345 = -1241206.004870 nChanged 133 SP:Iteration 15Q (1050.538083 sec): 3 clusters Score: Raw -1244289.632180 + Penalty 2992.449345 = -1241297.182836 nChanged 128 SP:Iteration 16Q (1050.575957 sec): 3 clusters Score: Raw -1244368.087694 + Penalty 2992.449345 = -1241375.638350 nChanged 109 SP:Iteration 17Q (1050.628569 sec): 3 clusters Score: Raw -1244433.110244 + Penalty 2992.449345 = -1241440.660900 nChanged 95 SP:Iteration 18Q (1050.675058 sec): 3 clusters Score: Raw -1244489.092805 + Penalty 2992.449345 = -1241496.643460 nChanged 75 SP:Iteration 19Q (1050.720990 sec): 3 clusters Score: Raw -1244537.521191 + Penalty 2992.449345 = -1241545.071847 nChanged 73 SP:Iteration 20F (1050.776027 sec): 3 clusters Score: Raw -1244576.266004 + Penalty 2992.449345 = -1241583.816660 nChanged 63 SP:Iteration 21Q (1050.816254 sec): 3 clusters Score: Raw -1244611.213880 + Penalty 2992.449345 = -1241618.764535 nChanged 65 SP:Iteration 22Q (1050.863004 sec): 3 clusters Score: Raw -1244644.055753 + Penalty 2992.449345 = -1241651.606408 nChanged 42 SP:Iteration 23Q (1050.907387 sec): 3 clusters Score: Raw -1244660.241536 + Penalty 2992.449345 = -1241667.792191 nChanged 24 SP:Iteration 24Q (1050.960051 sec): 3 clusters Score: Raw -1244670.371337 + Penalty 2992.449345 = -1241677.921992 nChanged 25 SP:Iteration 25Q (1051.005596 sec): 3 clusters Score: Raw -1244679.203053 + Penalty 2992.449345 = -1241686.753708 nChanged 18 SP:Iteration 26Q (1051.052853 sec): 3 clusters Score: Raw -1244684.743448 + Penalty 2992.449345 = -1241692.294104 nChanged 8 SP:Iteration 27Q (1051.093232 sec): 3 clusters Score: Raw -1244686.738277 + Penalty 2992.449345 = -1241694.288932 nChanged 8 SP:Iteration 28Q (1051.146198 sec): 3 clusters Score: Raw -1244688.650621 + Penalty 2992.449345 = -1241696.201277 nChanged 7 SP:Iteration 29Q (1051.200920 sec): 3 clusters Score: Raw -1244690.808160 + Penalty 2992.449345 = -1241698.358815 nChanged 6 SP:Iteration 30Q (1051.247032 sec): 3 clusters Score: Raw -1244691.923748 + Penalty 2992.449345 = -1241699.474403 nChanged 6 SP:Iteration 31Q (1051.282341 sec): 3 clusters Score: Raw -1244692.887643 + Penalty 2992.449345 = -1241700.438299 nChanged 4 SP:Iteration 32Q (1051.337736 sec): 3 clusters Score: Raw -1244693.918892 + Penalty 2992.449345 = -1241701.469547 nChanged 9 SP:Iteration 33Q (1051.383004 sec): 3 clusters Score: Raw -1244697.122757 + Penalty 2992.449345 = -1241704.673412 nChanged 7 SP:Iteration 34Q (1051.421354 sec): 3 clusters Score: Raw -1244698.984923 + Penalty 2992.449345 = -1241706.535578 nChanged 6 SP:Iteration 35Q (1051.469708 sec): 3 clusters Score: Raw -1244700.101764 + Penalty 2992.449345 = -1241707.652420 nChanged 4 SP:Iteration 36Q (1051.517676 sec): 3 clusters Score: Raw -1244700.771533 + Penalty 2992.449345 = -1241708.322189 nChanged 4 SP:Iteration 37Q (1051.565354 sec): 3 clusters Score: Raw -1244701.770931 + Penalty 2992.449345 = -1241709.321587 nChanged 4 SP:Iteration 38Q (1051.621111 sec): 3 clusters Score: Raw -1244703.071255 + Penalty 2992.449345 = -1241710.621910 nChanged 6 SP:Iteration 39Q (1051.664921 sec): 3 clusters Score: Raw -1244704.629487 + Penalty 2992.449345 = -1241712.180142 nChanged 6 SP:Iteration 40F (1051.717603 sec): 3 clusters Score: Raw -1244706.196272 + Penalty 2992.449345 = -1241713.746928 nChanged 4 SP:Iteration 41Q (1051.762045 sec): 3 clusters Score: Raw -1244707.095876 + Penalty 2992.449345 = -1241714.646531 nChanged 4 SP:Iteration 42Q (1051.807356 sec): 3 clusters Score: Raw -1244708.754614 + Penalty 2992.449345 = -1241716.305269 nChanged 6 SP:Iteration 43Q (1051.847957 sec): 3 clusters Score: Raw -1244710.445803 + Penalty 2992.449345 = -1241717.996459 nChanged 6 SP:Iteration 44Q (1051.901378 sec): 3 clusters Score: Raw -1244711.994822 + Penalty 2992.449345 = -1241719.545478 nChanged 3 SP:Iteration 45Q (1051.940996 sec): 3 clusters Score: Raw -1244712.320466 + Penalty 2992.449345 = -1241719.871121 nChanged 2 SP:Iteration 46Q (1051.983991 sec): 3 clusters Score: Raw -1244713.330604 + Penalty 2992.449345 = -1241720.881260 nChanged 4 SP:Iteration 47Q (1052.031820 sec): 3 clusters Score: Raw -1244714.211006 + Penalty 2992.449345 = -1241721.761662 nChanged 2 SP:Iteration 48Q (1052.090160 sec): 3 clusters Score: Raw -1244714.441515 + Penalty 2992.449345 = -1241721.992171 nChanged 1 SP:Iteration 49Q (1052.131197 sec): 3 clusters Score: Raw -1244714.635462 + Penalty 2992.449345 = -1241722.186117 nChanged 3 SP:Iteration 50Q (1052.166814 sec): 3 clusters Score: Raw -1244715.030314 + Penalty 2992.449345 = -1241722.580970 nChanged 1 SP:Iteration 51Q (1052.215870 sec): 3 clusters Score: Raw -1244715.216229 + Penalty 2992.449345 = -1241722.766885 nChanged 0 SP:Iteration 52F (1052.269891 sec): 3 clusters Score: Raw -1244715.216229 + Penalty 2992.449345 = -1241722.766885 nChanged 0 Iteration 259Q (1054.789360 sec): 24 clusters Score: Raw -40671502.376218 + Penalty 47573.931224 = -40623928.444994 nChanged 13 Iteration 260F (1058.821769 sec): 24 clusters Score: Raw -40671502.763921 + Penalty 47573.931224 = -40623928.832698 nChanged 11 Iteration 261Q (1061.441818 sec): 24 clusters Score: Raw -40671503.092151 + Penalty 47573.931224 = -40623929.160927 nChanged 7 Iteration 262Q (1064.212357 sec): 24 clusters Score: Raw -40671503.353933 + Penalty 47573.931224 = -40623929.422710 nChanged 6 Iteration 263Q (1066.992210 sec): 24 clusters Score: Raw -40671503.605059 + Penalty 47573.931224 = -40623929.673836 nChanged 8 Iteration 264Q (1069.646719 sec): 24 clusters Score: Raw -40671503.945730 + Penalty 47573.931224 = -40623930.014507 nChanged 12 Iteration 265Q (1072.087778 sec): 24 clusters Score: Raw -40671504.453476 + Penalty 47573.931224 = -40623930.522253 nChanged 8 Iteration 266Q (1074.623151 sec): 24 clusters Score: Raw -40671504.974250 + Penalty 47573.931224 = -40623931.043026 nChanged 9 Iteration 267Q (1077.004762 sec): 24 clusters Score: Raw -40671505.269068 + Penalty 47573.931224 = -40623931.337844 nChanged 10 Iteration 268Q (1079.622290 sec): 24 clusters Score: Raw -40671505.575164 + Penalty 47573.931224 = -40623931.643941 nChanged 5 Iteration 269Q (1082.446437 sec): 24 clusters Score: Raw -40671505.735271 + Penalty 47573.931224 = -40623931.804048 nChanged 1 Iteration 270Q (1085.170119 sec): 24 clusters Score: Raw -40671505.750945 + Penalty 47573.931224 = -40623931.819721 nChanged 1 Iteration 271Q (1087.817278 sec): 24 clusters Score: Raw -40671505.762313 + Penalty 47573.931224 = -40623931.831089 nChanged 0 Iteration 272F (1091.998348 sec): 24 clusters Score: Raw -40671505.762313 + Penalty 47573.931224 = -40623931.831089 nChanged 0 Compute initial score before splitting: Score: Raw -40671505.762313 + Penalty 47573.931224 = -40623931.831089 Trying to split cluster 1 (25781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1092.113731 sec): 2 clusters Score: Raw -3223954.764812 + Penalty 1650.576373 = -3222304.188439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1092.186250 sec): 3 clusters Score: Raw -3208215.640965 + Penalty 3301.152746 = -3204914.488219 nChanged 11843 SP:Iteration 1F (1092.265869 sec): 3 clusters Score: Raw -3214725.290798 + Penalty 3301.152746 = -3211424.138052 nChanged 1389 SP:Iteration 2F (1092.345679 sec): 3 clusters Score: Raw -3215294.119559 + Penalty 3301.152746 = -3211992.966813 nChanged 1522 SP:Iteration 3F (1092.425181 sec): 3 clusters Score: Raw -3216125.847036 + Penalty 3301.152746 = -3212824.694290 nChanged 1777 SP:Iteration 4F (1092.486457 sec): 3 clusters Score: Raw -3217310.899254 + Penalty 3301.152746 = -3214009.746507 nChanged 1920 SP:Iteration 5F (1092.566440 sec): 3 clusters Score: Raw -3218863.277834 + Penalty 3301.152746 = -3215562.125088 nChanged 1951 SP:Iteration 6F (1092.644195 sec): 3 clusters Score: Raw -3220639.309083 + Penalty 3301.152746 = -3217338.156337 nChanged 1622 SP:Iteration 7F (1092.724700 sec): 3 clusters Score: Raw -3222162.252466 + Penalty 3301.152746 = -3218861.099720 nChanged 1080 SP:Iteration 8Q (1092.801429 sec): 3 clusters Score: Raw -3223136.286311 + Penalty 3301.152746 = -3219835.133565 nChanged 580 SP:Iteration 9Q (1092.874416 sec): 3 clusters Score: Raw -3223651.264093 + Penalty 3301.152746 = -3220350.111347 nChanged 319 SP:Iteration 10Q (1092.937718 sec): 3 clusters Score: Raw -3223941.318003 + Penalty 3301.152746 = -3220640.165257 nChanged 188 SP:Iteration 11Q (1093.006412 sec): 3 clusters Score: Raw -3224110.110071 + Penalty 3301.152746 = -3220808.957325 nChanged 120 SP:Iteration 12Q (1093.079744 sec): 3 clusters Score: Raw -3224195.371907 + Penalty 3301.152746 = -3220894.219160 nChanged 68 SP:Iteration 13Q (1093.150936 sec): 3 clusters Score: Raw -3224252.378742 + Penalty 3301.152746 = -3220951.225996 nChanged 50 SP:Iteration 14Q (1093.222983 sec): 3 clusters Score: Raw -3224292.143427 + Penalty 3301.152746 = -3220990.990681 nChanged 43 SP:Iteration 15Q (1093.282288 sec): 3 clusters Score: Raw -3224318.789146 + Penalty 3301.152746 = -3221017.636399 nChanged 34 SP:Iteration 16Q (1093.351877 sec): 3 clusters Score: Raw -3224337.387930 + Penalty 3301.152746 = -3221036.235184 nChanged 27 SP:Iteration 17Q (1093.412155 sec): 3 clusters Score: Raw -3224354.278111 + Penalty 3301.152746 = -3221053.125365 nChanged 24 SP:Iteration 18Q (1093.474523 sec): 3 clusters Score: Raw -3224369.808616 + Penalty 3301.152746 = -3221068.655870 nChanged 20 SP:Iteration 19Q (1093.539492 sec): 3 clusters Score: Raw -3224382.525269 + Penalty 3301.152746 = -3221081.372523 nChanged 18 SP:Iteration 20F (1093.596600 sec): 3 clusters Score: Raw -3224393.243662 + Penalty 3301.152746 = -3221092.090915 nChanged 11 SP:Iteration 21Q (1093.665780 sec): 3 clusters Score: Raw -3224400.060306 + Penalty 3301.152746 = -3221098.907560 nChanged 7 SP:Iteration 22Q (1093.729473 sec): 3 clusters Score: Raw -3224403.718037 + Penalty 3301.152746 = -3221102.565290 nChanged 9 SP:Iteration 23Q (1093.791369 sec): 3 clusters Score: Raw -3224411.092115 + Penalty 3301.152746 = -3221109.939369 nChanged 7 SP:Iteration 24Q (1093.859578 sec): 3 clusters Score: Raw -3224414.635291 + Penalty 3301.152746 = -3221113.482545 nChanged 5 SP:Iteration 25Q (1093.927926 sec): 3 clusters Score: Raw -3224417.219251 + Penalty 3301.152746 = -3221116.066504 nChanged 3 SP:Iteration 26Q (1093.998266 sec): 3 clusters Score: Raw -3224419.425361 + Penalty 3301.152746 = -3221118.272615 nChanged 1 SP:Iteration 27Q (1094.058252 sec): 3 clusters Score: Raw -3224420.013553 + Penalty 3301.152746 = -3221118.860806 nChanged 1 SP:Iteration 28Q (1094.120792 sec): 3 clusters Score: Raw -3224420.469938 + Penalty 3301.152746 = -3221119.317192 nChanged 0 SP:Iteration 29F (1094.189647 sec): 3 clusters Score: Raw -3224420.469938 + Penalty 3301.152746 = -3221119.317192 nChanged 0 Trying to split cluster 2 (28669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1094.232105 sec): 2 clusters Score: Raw -3618708.620218 + Penalty 1667.830398 = -3617040.789821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1094.307972 sec): 3 clusters Score: Raw -3601107.187730 + Penalty 3335.660796 = -3597771.526934 nChanged 13098 SP:Iteration 1F (1094.376325 sec): 3 clusters Score: Raw -3608850.544844 + Penalty 3335.660796 = -3605514.884048 nChanged 1803 SP:Iteration 2F (1094.444663 sec): 3 clusters Score: Raw -3609833.922306 + Penalty 3335.660796 = -3606498.261510 nChanged 1980 SP:Iteration 3F (1094.514798 sec): 3 clusters Score: Raw -3611262.149866 + Penalty 3335.660796 = -3607926.489070 nChanged 2321 SP:Iteration 4F (1094.578374 sec): 3 clusters Score: Raw -3613281.503080 + Penalty 3335.660796 = -3609945.842284 nChanged 2301 SP:Iteration 5F (1094.653051 sec): 3 clusters Score: Raw -3615418.700697 + Penalty 3335.660796 = -3612083.039901 nChanged 1866 SP:Iteration 6F (1094.722881 sec): 3 clusters Score: Raw -3617305.769186 + Penalty 3335.660796 = -3613970.108391 nChanged 1293 SP:Iteration 7Q (1094.791498 sec): 3 clusters Score: Raw -3618428.013967 + Penalty 3335.660796 = -3615092.353171 nChanged 760 SP:Iteration 8Q (1094.870907 sec): 3 clusters Score: Raw -3618961.995767 + Penalty 3335.660796 = -3615626.334972 nChanged 491 SP:Iteration 9Q (1094.945737 sec): 3 clusters Score: Raw -3619264.922879 + Penalty 3335.660796 = -3615929.262083 nChanged 358 SP:Iteration 10Q (1095.032837 sec): 3 clusters Score: Raw -3619496.789783 + Penalty 3335.660796 = -3616161.128987 nChanged 275 SP:Iteration 11Q (1095.116185 sec): 3 clusters Score: Raw -3619651.215968 + Penalty 3335.660796 = -3616315.555173 nChanged 260 SP:Iteration 12Q (1095.201167 sec): 3 clusters Score: Raw -3619787.999822 + Penalty 3335.660796 = -3616452.339027 nChanged 233 SP:Iteration 13Q (1095.283389 sec): 3 clusters Score: Raw -3619881.634223 + Penalty 3335.660796 = -3616545.973428 nChanged 160 SP:Iteration 14Q (1095.364015 sec): 3 clusters Score: Raw -3619929.781733 + Penalty 3335.660796 = -3616594.120938 nChanged 145 SP:Iteration 15Q (1095.446665 sec): 3 clusters Score: Raw -3619966.416023 + Penalty 3335.660796 = -3616630.755227 nChanged 98 SP:Iteration 16Q (1095.525425 sec): 3 clusters Score: Raw -3619990.078269 + Penalty 3335.660796 = -3616654.417473 nChanged 74 SP:Iteration 17Q (1095.609437 sec): 3 clusters Score: Raw -3620003.088777 + Penalty 3335.660796 = -3616667.427981 nChanged 64 SP:Iteration 18Q (1095.689834 sec): 3 clusters Score: Raw -3620013.654532 + Penalty 3335.660796 = -3616677.993736 nChanged 47 SP:Iteration 19Q (1095.754484 sec): 3 clusters Score: Raw -3620019.605420 + Penalty 3335.660796 = -3616683.944625 nChanged 27 SP:Iteration 20F (1095.838108 sec): 3 clusters Score: Raw -3620022.153785 + Penalty 3335.660796 = -3616686.492989 nChanged 22 SP:Iteration 21Q (1095.909842 sec): 3 clusters Score: Raw -3620024.648008 + Penalty 3335.660796 = -3616688.987212 nChanged 13 SP:Iteration 22Q (1095.996800 sec): 3 clusters Score: Raw -3620026.077148 + Penalty 3335.660796 = -3616690.416353 nChanged 19 SP:Iteration 23Q (1096.064220 sec): 3 clusters Score: Raw -3620028.628157 + Penalty 3335.660796 = -3616692.967362 nChanged 20 SP:Iteration 24Q (1096.142346 sec): 3 clusters Score: Raw -3620030.639953 + Penalty 3335.660796 = -3616694.979157 nChanged 23 SP:Iteration 25Q (1096.217708 sec): 3 clusters Score: Raw -3620032.935012 + Penalty 3335.660796 = -3616697.274216 nChanged 20 SP:Iteration 26Q (1096.301206 sec): 3 clusters Score: Raw -3620034.652798 + Penalty 3335.660796 = -3616698.992002 nChanged 17 SP:Iteration 27Q (1096.370213 sec): 3 clusters Score: Raw -3620036.206925 + Penalty 3335.660796 = -3616700.546130 nChanged 13 SP:Iteration 28Q (1096.445647 sec): 3 clusters Score: Raw -3620036.945965 + Penalty 3335.660796 = -3616701.285170 nChanged 5 SP:Iteration 29Q (1096.533052 sec): 3 clusters Score: Raw -3620037.507212 + Penalty 3335.660796 = -3616701.846416 nChanged 6 SP:Iteration 30Q (1096.614345 sec): 3 clusters Score: Raw -3620038.045000 + Penalty 3335.660796 = -3616702.384204 nChanged 4 SP:Iteration 31Q (1096.687092 sec): 3 clusters Score: Raw -3620038.305672 + Penalty 3335.660796 = -3616702.644876 nChanged 4 SP:Iteration 32Q (1096.758151 sec): 3 clusters Score: Raw -3620038.509621 + Penalty 3335.660796 = -3616702.848825 nChanged 5 SP:Iteration 33Q (1096.836863 sec): 3 clusters Score: Raw -3620039.012798 + Penalty 3335.660796 = -3616703.352003 nChanged 6 SP:Iteration 34Q (1096.908594 sec): 3 clusters Score: Raw -3620039.628853 + Penalty 3335.660796 = -3616703.968058 nChanged 7 SP:Iteration 35Q (1096.976118 sec): 3 clusters Score: Raw -3620040.126657 + Penalty 3335.660796 = -3616704.465862 nChanged 9 SP:Iteration 36Q (1097.049217 sec): 3 clusters Score: Raw -3620040.926837 + Penalty 3335.660796 = -3616705.266042 nChanged 10 SP:Iteration 37Q (1097.121395 sec): 3 clusters Score: Raw -3620041.747896 + Penalty 3335.660796 = -3616706.087101 nChanged 11 SP:Iteration 38Q (1097.193273 sec): 3 clusters Score: Raw -3620042.358697 + Penalty 3335.660796 = -3616706.697901 nChanged 11 SP:Iteration 39Q (1097.258486 sec): 3 clusters Score: Raw -3620043.136925 + Penalty 3335.660796 = -3616707.476129 nChanged 11 SP:Iteration 40F (1097.326427 sec): 3 clusters Score: Raw -3620044.215500 + Penalty 3335.660796 = -3616708.554704 nChanged 17 SP:Iteration 41Q (1097.387027 sec): 3 clusters Score: Raw -3620046.052001 + Penalty 3335.660796 = -3616710.391206 nChanged 20 SP:Iteration 42Q (1097.450468 sec): 3 clusters Score: Raw -3620048.108564 + Penalty 3335.660796 = -3616712.447769 nChanged 17 SP:Iteration 43Q (1097.517226 sec): 3 clusters Score: Raw -3620049.988757 + Penalty 3335.660796 = -3616714.327961 nChanged 19 SP:Iteration 44Q (1097.576716 sec): 3 clusters Score: Raw -3620051.701281 + Penalty 3335.660796 = -3616716.040485 nChanged 10 SP:Iteration 45Q (1097.644180 sec): 3 clusters Score: Raw -3620052.711525 + Penalty 3335.660796 = -3616717.050730 nChanged 10 SP:Iteration 46Q (1097.725354 sec): 3 clusters Score: Raw -3620053.752835 + Penalty 3335.660796 = -3616718.092039 nChanged 11 SP:Iteration 47Q (1097.801883 sec): 3 clusters Score: Raw -3620055.091452 + Penalty 3335.660796 = -3616719.430656 nChanged 9 SP:Iteration 48Q (1097.879513 sec): 3 clusters Score: Raw -3620055.999906 + Penalty 3335.660796 = -3616720.339110 nChanged 5 SP:Iteration 49Q (1097.951745 sec): 3 clusters Score: Raw -3620056.365492 + Penalty 3335.660796 = -3616720.704696 nChanged 3 SP:Iteration 50Q (1098.015211 sec): 3 clusters Score: Raw -3620056.552019 + Penalty 3335.660796 = -3616720.891223 nChanged 3 SP:Iteration 51Q (1098.093502 sec): 3 clusters Score: Raw -3620056.722069 + Penalty 3335.660796 = -3616721.061273 nChanged 4 SP:Iteration 52Q (1098.166516 sec): 3 clusters Score: Raw -3620056.980676 + Penalty 3335.660796 = -3616721.319881 nChanged 3 SP:Iteration 53Q (1098.238520 sec): 3 clusters Score: Raw -3620057.214716 + Penalty 3335.660796 = -3616721.553920 nChanged 2 SP:Iteration 54Q (1098.325795 sec): 3 clusters Score: Raw -3620057.353457 + Penalty 3335.660796 = -3616721.692661 nChanged 1 SP:Iteration 55Q (1098.399920 sec): 3 clusters Score: Raw -3620057.406070 + Penalty 3335.660796 = -3616721.745275 nChanged 0 SP:Iteration 56F (1098.483239 sec): 3 clusters Score: Raw -3620057.406070 + Penalty 3335.660796 = -3616721.745275 nChanged 0 Trying to split cluster 3 (12909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.519605 sec): 2 clusters Score: Raw -1556800.650034 + Penalty 1538.173003 = -1555262.477031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.570138 sec): 3 clusters Score: Raw -1549435.077436 + Penalty 3076.346007 = -1546358.731429 nChanged 5620 SP:Iteration 1F (1098.629974 sec): 3 clusters Score: Raw -1552538.802017 + Penalty 3076.346007 = -1549462.456010 nChanged 823 SP:Iteration 2F (1098.685206 sec): 3 clusters Score: Raw -1552946.737303 + Penalty 3076.346007 = -1549870.391296 nChanged 722 SP:Iteration 3F (1098.743911 sec): 3 clusters Score: Raw -1553340.936400 + Penalty 3076.346007 = -1550264.590393 nChanged 705 SP:Iteration 4F (1098.800421 sec): 3 clusters Score: Raw -1553773.510417 + Penalty 3076.346007 = -1550697.164410 nChanged 753 SP:Iteration 5F (1098.864113 sec): 3 clusters Score: Raw -1554262.612019 + Penalty 3076.346007 = -1551186.266012 nChanged 731 SP:Iteration 6F (1098.923229 sec): 3 clusters Score: Raw -1554745.788459 + Penalty 3076.346007 = -1551669.442452 nChanged 705 SP:Iteration 7F (1098.985627 sec): 3 clusters Score: Raw -1555181.342247 + Penalty 3076.346007 = -1552104.996240 nChanged 627 SP:Iteration 8Q (1099.037187 sec): 3 clusters Score: Raw -1555537.695112 + Penalty 3076.346007 = -1552461.349105 nChanged 532 SP:Iteration 9Q (1099.107123 sec): 3 clusters Score: Raw -1555789.639991 + Penalty 3076.346007 = -1552713.293984 nChanged 413 SP:Iteration 10Q (1099.166580 sec): 3 clusters Score: Raw -1555970.571074 + Penalty 3076.346007 = -1552894.225067 nChanged 317 SP:Iteration 11Q (1099.217963 sec): 3 clusters Score: Raw -1556083.480591 + Penalty 3076.346007 = -1553007.134584 nChanged 276 SP:Iteration 12Q (1099.275355 sec): 3 clusters Score: Raw -1556182.193128 + Penalty 3076.346007 = -1553105.847122 nChanged 214 SP:Iteration 13Q (1099.333231 sec): 3 clusters Score: Raw -1556241.476624 + Penalty 3076.346007 = -1553165.130617 nChanged 146 SP:Iteration 14Q (1099.394089 sec): 3 clusters Score: Raw -1556274.237800 + Penalty 3076.346007 = -1553197.891793 nChanged 118 SP:Iteration 15Q (1099.462142 sec): 3 clusters Score: Raw -1556298.500602 + Penalty 3076.346007 = -1553222.154595 nChanged 102 SP:Iteration 16Q (1099.521826 sec): 3 clusters Score: Raw -1556318.662713 + Penalty 3076.346007 = -1553242.316706 nChanged 76 SP:Iteration 17Q (1099.566627 sec): 3 clusters Score: Raw -1556331.224766 + Penalty 3076.346007 = -1553254.878759 nChanged 79 SP:Iteration 18Q (1099.623151 sec): 3 clusters Score: Raw -1556342.316636 + Penalty 3076.346007 = -1553265.970629 nChanged 58 SP:Iteration 19Q (1099.682399 sec): 3 clusters Score: Raw -1556351.105633 + Penalty 3076.346007 = -1553274.759626 nChanged 48 SP:Iteration 20F (1099.739313 sec): 3 clusters Score: Raw -1556357.160127 + Penalty 3076.346007 = -1553280.814120 nChanged 51 SP:Iteration 21Q (1099.798309 sec): 3 clusters Score: Raw -1556363.552235 + Penalty 3076.346007 = -1553287.206228 nChanged 49 SP:Iteration 22Q (1099.858551 sec): 3 clusters Score: Raw -1556369.543602 + Penalty 3076.346007 = -1553293.197595 nChanged 38 SP:Iteration 23Q (1099.912321 sec): 3 clusters Score: Raw -1556374.313962 + Penalty 3076.346007 = -1553297.967955 nChanged 29 SP:Iteration 24Q (1099.959653 sec): 3 clusters Score: Raw -1556377.230710 + Penalty 3076.346007 = -1553300.884703 nChanged 24 SP:Iteration 25Q (1100.013747 sec): 3 clusters Score: Raw -1556379.692992 + Penalty 3076.346007 = -1553303.346985 nChanged 28 SP:Iteration 26Q (1100.067319 sec): 3 clusters Score: Raw -1556383.080129 + Penalty 3076.346007 = -1553306.734122 nChanged 32 SP:Iteration 27Q (1100.113555 sec): 3 clusters Score: Raw -1556387.314900 + Penalty 3076.346007 = -1553310.968893 nChanged 40 SP:Iteration 28Q (1100.160078 sec): 3 clusters Score: Raw -1556392.990379 + Penalty 3076.346007 = -1553316.644372 nChanged 41 SP:Iteration 29Q (1100.204409 sec): 3 clusters Score: Raw -1556397.332198 + Penalty 3076.346007 = -1553320.986191 nChanged 38 SP:Iteration 30Q (1100.259567 sec): 3 clusters Score: Raw -1556401.429999 + Penalty 3076.346007 = -1553325.083992 nChanged 25 SP:Iteration 31Q (1100.321394 sec): 3 clusters Score: Raw -1556404.124619 + Penalty 3076.346007 = -1553327.778612 nChanged 25 SP:Iteration 32Q (1100.378676 sec): 3 clusters Score: Raw -1556407.407091 + Penalty 3076.346007 = -1553331.061084 nChanged 37 SP:Iteration 33Q (1100.434923 sec): 3 clusters Score: Raw -1556411.775875 + Penalty 3076.346007 = -1553335.429868 nChanged 40 SP:Iteration 34Q (1100.486044 sec): 3 clusters Score: Raw -1556416.873583 + Penalty 3076.346007 = -1553340.527576 nChanged 34 SP:Iteration 35Q (1100.538402 sec): 3 clusters Score: Raw -1556419.877418 + Penalty 3076.346007 = -1553343.531411 nChanged 30 SP:Iteration 36Q (1100.600296 sec): 3 clusters Score: Raw -1556423.394279 + Penalty 3076.346007 = -1553347.048272 nChanged 30 SP:Iteration 37Q (1100.652844 sec): 3 clusters Score: Raw -1556426.450879 + Penalty 3076.346007 = -1553350.104872 nChanged 18 SP:Iteration 38Q (1100.703966 sec): 3 clusters Score: Raw -1556428.145729 + Penalty 3076.346007 = -1553351.799722 nChanged 20 SP:Iteration 39Q (1100.750315 sec): 3 clusters Score: Raw -1556430.048873 + Penalty 3076.346007 = -1553353.702866 nChanged 14 SP:Iteration 40F (1100.807698 sec): 3 clusters Score: Raw -1556431.695998 + Penalty 3076.346007 = -1553355.349991 nChanged 24 SP:Iteration 41Q (1100.860054 sec): 3 clusters Score: Raw -1556433.243135 + Penalty 3076.346007 = -1553356.897128 nChanged 20 SP:Iteration 42Q (1100.901843 sec): 3 clusters Score: Raw -1556435.545167 + Penalty 3076.346007 = -1553359.199160 nChanged 24 SP:Iteration 43Q (1100.952386 sec): 3 clusters Score: Raw -1556438.203127 + Penalty 3076.346007 = -1553361.857120 nChanged 17 SP:Iteration 44Q (1101.018495 sec): 3 clusters Score: Raw -1556440.584322 + Penalty 3076.346007 = -1553364.238315 nChanged 23 SP:Iteration 45Q (1101.066859 sec): 3 clusters Score: Raw -1556443.353262 + Penalty 3076.346007 = -1553367.007255 nChanged 26 SP:Iteration 46Q (1101.125031 sec): 3 clusters Score: Raw -1556446.531962 + Penalty 3076.346007 = -1553370.185955 nChanged 26 SP:Iteration 47Q (1101.164920 sec): 3 clusters Score: Raw -1556449.311319 + Penalty 3076.346007 = -1553372.965312 nChanged 30 SP:Iteration 48Q (1101.218170 sec): 3 clusters Score: Raw -1556452.955891 + Penalty 3076.346007 = -1553376.609884 nChanged 39 SP:Iteration 49Q (1101.285004 sec): 3 clusters Score: Raw -1556457.707113 + Penalty 3076.346007 = -1553381.361106 nChanged 36 SP:Iteration 50Q (1101.339642 sec): 3 clusters Score: Raw -1556462.782227 + Penalty 3076.346007 = -1553386.436220 nChanged 29 SP:Iteration 51Q (1101.403974 sec): 3 clusters Score: Raw -1556467.021920 + Penalty 3076.346007 = -1553390.675913 nChanged 30 SP:Iteration 52Q (1101.475511 sec): 3 clusters Score: Raw -1556471.134074 + Penalty 3076.346007 = -1553394.788067 nChanged 29 SP:Iteration 53Q (1101.539532 sec): 3 clusters Score: Raw -1556473.918990 + Penalty 3076.346007 = -1553397.572983 nChanged 20 SP:Iteration 54Q (1101.598115 sec): 3 clusters Score: Raw -1556476.492546 + Penalty 3076.346007 = -1553400.146539 nChanged 29 SP:Iteration 55Q (1101.646836 sec): 3 clusters Score: Raw -1556479.278200 + Penalty 3076.346007 = -1553402.932193 nChanged 19 SP:Iteration 56Q (1101.705349 sec): 3 clusters Score: Raw -1556481.414604 + Penalty 3076.346007 = -1553405.068597 nChanged 22 SP:Iteration 57Q (1101.769296 sec): 3 clusters Score: Raw -1556484.287180 + Penalty 3076.346007 = -1553407.941173 nChanged 17 SP:Iteration 58Q (1101.831772 sec): 3 clusters Score: Raw -1556485.950936 + Penalty 3076.346007 = -1553409.604929 nChanged 19 SP:Iteration 59Q (1101.892936 sec): 3 clusters Score: Raw -1556487.596502 + Penalty 3076.346007 = -1553411.250495 nChanged 15 SP:Iteration 60F (1101.953894 sec): 3 clusters Score: Raw -1556488.461850 + Penalty 3076.346007 = -1553412.115843 nChanged 10 SP:Iteration 61Q (1102.012247 sec): 3 clusters Score: Raw -1556489.314230 + Penalty 3076.346007 = -1553412.968223 nChanged 6 SP:Iteration 62Q (1102.064390 sec): 3 clusters Score: Raw -1556489.805686 + Penalty 3076.346007 = -1553413.459679 nChanged 8 SP:Iteration 63Q (1102.125491 sec): 3 clusters Score: Raw -1556490.470207 + Penalty 3076.346007 = -1553414.124200 nChanged 7 SP:Iteration 64Q (1102.190011 sec): 3 clusters Score: Raw -1556491.160496 + Penalty 3076.346007 = -1553414.814489 nChanged 8 SP:Iteration 65Q (1102.257314 sec): 3 clusters Score: Raw -1556492.021730 + Penalty 3076.346007 = -1553415.675723 nChanged 9 SP:Iteration 66Q (1102.321017 sec): 3 clusters Score: Raw -1556492.693004 + Penalty 3076.346007 = -1553416.346997 nChanged 12 SP:Iteration 67Q (1102.374830 sec): 3 clusters Score: Raw -1556493.452365 + Penalty 3076.346007 = -1553417.106358 nChanged 11 SP:Iteration 68Q (1102.443428 sec): 3 clusters Score: Raw -1556494.212472 + Penalty 3076.346007 = -1553417.866465 nChanged 14 SP:Iteration 69Q (1102.503123 sec): 3 clusters Score: Raw -1556496.020985 + Penalty 3076.346007 = -1553419.674978 nChanged 19 SP:Iteration 70Q (1102.551567 sec): 3 clusters Score: Raw -1556498.398407 + Penalty 3076.346007 = -1553422.052400 nChanged 23 SP:Iteration 71Q (1102.615117 sec): 3 clusters Score: Raw -1556501.302848 + Penalty 3076.346007 = -1553424.956841 nChanged 26 SP:Iteration 72Q (1102.660111 sec): 3 clusters Score: Raw -1556503.417757 + Penalty 3076.346007 = -1553427.071750 nChanged 21 SP:Iteration 73Q (1102.722017 sec): 3 clusters Score: Raw -1556505.416179 + Penalty 3076.346007 = -1553429.070172 nChanged 20 SP:Iteration 74Q (1102.775384 sec): 3 clusters Score: Raw -1556507.554131 + Penalty 3076.346007 = -1553431.208124 nChanged 21 SP:Iteration 75Q (1102.821964 sec): 3 clusters Score: Raw -1556509.629792 + Penalty 3076.346007 = -1553433.283785 nChanged 20 SP:Iteration 76Q (1102.875087 sec): 3 clusters Score: Raw -1556512.544860 + Penalty 3076.346007 = -1553436.198853 nChanged 24 SP:Iteration 77Q (1102.936499 sec): 3 clusters Score: Raw -1556515.567120 + Penalty 3076.346007 = -1553439.221113 nChanged 21 SP:Iteration 78Q (1102.986212 sec): 3 clusters Score: Raw -1556519.194255 + Penalty 3076.346007 = -1553442.848248 nChanged 22 SP:Iteration 79Q (1103.042953 sec): 3 clusters Score: Raw -1556521.688080 + Penalty 3076.346007 = -1553445.342073 nChanged 18 SP:Iteration 80F (1103.090182 sec): 3 clusters Score: Raw -1556523.852271 + Penalty 3076.346007 = -1553447.506264 nChanged 17 SP:Iteration 81Q (1103.142506 sec): 3 clusters Score: Raw -1556526.283658 + Penalty 3076.346007 = -1553449.937651 nChanged 27 SP:Iteration 82Q (1103.204049 sec): 3 clusters Score: Raw -1556529.968959 + Penalty 3076.346007 = -1553453.622952 nChanged 32 SP:Iteration 83Q (1103.250348 sec): 3 clusters Score: Raw -1556534.558574 + Penalty 3076.346007 = -1553458.212567 nChanged 40 SP:Iteration 84Q (1103.308631 sec): 3 clusters Score: Raw -1556540.265093 + Penalty 3076.346007 = -1553463.919086 nChanged 37 SP:Iteration 85Q (1103.354081 sec): 3 clusters Score: Raw -1556545.481731 + Penalty 3076.346007 = -1553469.135724 nChanged 30 SP:Iteration 86Q (1103.405661 sec): 3 clusters Score: Raw -1556548.683706 + Penalty 3076.346007 = -1553472.337699 nChanged 28 SP:Iteration 87Q (1103.463885 sec): 3 clusters Score: Raw -1556551.583551 + Penalty 3076.346007 = -1553475.237544 nChanged 21 SP:Iteration 88Q (1103.519006 sec): 3 clusters Score: Raw -1556554.194244 + Penalty 3076.346007 = -1553477.848237 nChanged 28 SP:Iteration 89Q (1103.568811 sec): 3 clusters Score: Raw -1556558.126708 + Penalty 3076.346007 = -1553481.780701 nChanged 30 SP:Iteration 90Q (1103.628573 sec): 3 clusters Score: Raw -1556561.952497 + Penalty 3076.346007 = -1553485.606490 nChanged 37 SP:Iteration 91Q (1103.686408 sec): 3 clusters Score: Raw -1556567.566505 + Penalty 3076.346007 = -1553491.220498 nChanged 43 SP:Iteration 92Q (1103.735007 sec): 3 clusters Score: Raw -1556572.241548 + Penalty 3076.346007 = -1553495.895541 nChanged 24 SP:Iteration 93Q (1103.795255 sec): 3 clusters Score: Raw -1556575.262056 + Penalty 3076.346007 = -1553498.916049 nChanged 29 SP:Iteration 94Q (1103.853124 sec): 3 clusters Score: Raw -1556578.850830 + Penalty 3076.346007 = -1553502.504823 nChanged 26 SP:Iteration 95Q (1103.903492 sec): 3 clusters Score: Raw -1556582.026730 + Penalty 3076.346007 = -1553505.680723 nChanged 26 SP:Iteration 96Q (1103.968182 sec): 3 clusters Score: Raw -1556584.886939 + Penalty 3076.346007 = -1553508.540932 nChanged 28 SP:Iteration 97Q (1104.024259 sec): 3 clusters Score: Raw -1556589.006321 + Penalty 3076.346007 = -1553512.660314 nChanged 31 SP:Iteration 98Q (1104.078965 sec): 3 clusters Score: Raw -1556592.440400 + Penalty 3076.346007 = -1553516.094393 nChanged 27 SP:Iteration 99Q (1104.124546 sec): 3 clusters Score: Raw -1556595.914121 + Penalty 3076.346007 = -1553519.568114 nChanged 26 SP:Iteration 100F (1104.176766 sec): 3 clusters Score: Raw -1556598.868868 + Penalty 3076.346007 = -1553522.522861 nChanged 28 SP:Iteration 101Q (1104.240569 sec): 3 clusters Score: Raw -1556601.904721 + Penalty 3076.346007 = -1553525.558714 nChanged 18 SP:Iteration 102Q (1104.287643 sec): 3 clusters Score: Raw -1556603.286266 + Penalty 3076.346007 = -1553526.940259 nChanged 14 SP:Iteration 103Q (1104.338904 sec): 3 clusters Score: Raw -1556604.147394 + Penalty 3076.346007 = -1553527.801387 nChanged 9 SP:Iteration 104Q (1104.397466 sec): 3 clusters Score: Raw -1556604.519198 + Penalty 3076.346007 = -1553528.173191 nChanged 3 SP:Iteration 105Q (1104.451977 sec): 3 clusters Score: Raw -1556604.659160 + Penalty 3076.346007 = -1553528.313153 nChanged 0 SP:Iteration 106F (1104.507622 sec): 3 clusters Score: Raw -1556604.659160 + Penalty 3076.346007 = -1553528.313153 nChanged 0 Trying to split cluster 4 (95632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1104.618849 sec): 2 clusters Score: Raw -11958671.642433 + Penalty 1863.592700 = -11956808.049733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1104.773396 sec): 3 clusters Score: Raw -11897319.613162 + Penalty 3727.185401 = -11893592.427761 nChanged 45779 SP:Iteration 1F (1104.937226 sec): 3 clusters Score: Raw -11946626.378910 + Penalty 3727.185401 = -11942899.193509 nChanged 12498 SP:Iteration 2F (1105.106482 sec): 3 clusters Score: Raw -11963043.292401 + Penalty 3727.185401 = -11959316.107000 nChanged 12383 SP:Iteration 3F (1105.283148 sec): 3 clusters Score: Raw -11986868.906078 + Penalty 3727.185401 = -11983141.720678 nChanged 11588 SP:Iteration 4F (1105.457167 sec): 3 clusters Score: Raw -12019186.998874 + Penalty 3727.185401 = -12015459.813473 nChanged 7822 SP:Iteration 5F (1105.621423 sec): 3 clusters Score: Raw -12067269.789974 + Penalty 3727.185401 = -12063542.604574 nChanged 3693 SP:Iteration 6Q (1105.781897 sec): 3 clusters Score: Raw -12192103.737761 + Penalty 3727.185401 = -12188376.552361 nChanged 380 Unmasked E-step: Deleting class 2 (6071 points): covariance matrix is singular SP:Iteration 7Q (1105.888299 sec): 3 clusters Score: Raw -12192533.849149 + Penalty 3727.185401 = -12188806.663748 nChanged 1 SP:Iteration 8Q (1105.999720 sec): 2 clusters Score: Raw -11905058.957612 + Penalty 1863.592700 = -11903195.364912 nChanged 6070 SP:Iteration 9F (1106.102410 sec): 2 clusters Score: Raw -11958671.642433 + Penalty 1863.592700 = -11956808.049733 nChanged 0 Trying to split cluster 5 (22556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.159183 sec): 2 clusters Score: Raw -2606477.607546 + Penalty 1628.860413 = -2604848.747133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.237552 sec): 3 clusters Score: Raw -2592803.647975 + Penalty 3257.720825 = -2589545.927150 nChanged 10219 SP:Iteration 1F (1106.304042 sec): 3 clusters Score: Raw -2599118.074539 + Penalty 3257.720825 = -2595860.353714 nChanged 1576 SP:Iteration 2F (1106.374650 sec): 3 clusters Score: Raw -2600176.067970 + Penalty 3257.720825 = -2596918.347145 nChanged 1648 SP:Iteration 3F (1106.446026 sec): 3 clusters Score: Raw -2601459.484722 + Penalty 3257.720825 = -2598201.763897 nChanged 1678 SP:Iteration 4F (1106.516829 sec): 3 clusters Score: Raw -2602745.328124 + Penalty 3257.720825 = -2599487.607299 nChanged 1502 SP:Iteration 5F (1106.587322 sec): 3 clusters Score: Raw -2603768.120777 + Penalty 3257.720825 = -2600510.399952 nChanged 1201 SP:Iteration 6F (1106.657352 sec): 3 clusters Score: Raw -2604456.062564 + Penalty 3257.720825 = -2601198.341739 nChanged 892 SP:Iteration 7Q (1106.727320 sec): 3 clusters Score: Raw -2604808.833754 + Penalty 3257.720825 = -2601551.112929 nChanged 584 SP:Iteration 8Q (1106.800431 sec): 3 clusters Score: Raw -2604992.110709 + Penalty 3257.720825 = -2601734.389884 nChanged 401 SP:Iteration 9Q (1106.874020 sec): 3 clusters Score: Raw -2605094.739806 + Penalty 3257.720825 = -2601837.018981 nChanged 316 SP:Iteration 10Q (1106.948393 sec): 3 clusters Score: Raw -2605168.344171 + Penalty 3257.720825 = -2601910.623346 nChanged 254 SP:Iteration 11Q (1107.024035 sec): 3 clusters Score: Raw -2605222.635914 + Penalty 3257.720825 = -2601964.915089 nChanged 222 SP:Iteration 12Q (1107.096612 sec): 3 clusters Score: Raw -2605271.004819 + Penalty 3257.720825 = -2602013.283994 nChanged 211 SP:Iteration 13Q (1107.171511 sec): 3 clusters Score: Raw -2605313.540706 + Penalty 3257.720825 = -2602055.819881 nChanged 201 SP:Iteration 14Q (1107.240081 sec): 3 clusters Score: Raw -2605354.784777 + Penalty 3257.720825 = -2602097.063952 nChanged 214 SP:Iteration 15Q (1107.312651 sec): 3 clusters Score: Raw -2605399.750130 + Penalty 3257.720825 = -2602142.029305 nChanged 230 SP:Iteration 16Q (1107.386718 sec): 3 clusters Score: Raw -2605447.567535 + Penalty 3257.720825 = -2602189.846710 nChanged 224 SP:Iteration 17Q (1107.458071 sec): 3 clusters Score: Raw -2605495.521215 + Penalty 3257.720825 = -2602237.800390 nChanged 200 SP:Iteration 18Q (1107.530933 sec): 3 clusters Score: Raw -2605536.284421 + Penalty 3257.720825 = -2602278.563595 nChanged 193 SP:Iteration 19Q (1107.603540 sec): 3 clusters Score: Raw -2605570.638728 + Penalty 3257.720825 = -2602312.917903 nChanged 168 SP:Iteration 20F (1107.674154 sec): 3 clusters Score: Raw -2605602.815111 + Penalty 3257.720825 = -2602345.094286 nChanged 176 SP:Iteration 21Q (1107.746463 sec): 3 clusters Score: Raw -2605634.984222 + Penalty 3257.720825 = -2602377.263397 nChanged 170 SP:Iteration 22Q (1107.819090 sec): 3 clusters Score: Raw -2605665.258300 + Penalty 3257.720825 = -2602407.537475 nChanged 150 SP:Iteration 23Q (1107.896485 sec): 3 clusters Score: Raw -2605694.810002 + Penalty 3257.720825 = -2602437.089177 nChanged 165 SP:Iteration 24Q (1107.970961 sec): 3 clusters Score: Raw -2605728.386219 + Penalty 3257.720825 = -2602470.665394 nChanged 173 SP:Iteration 25Q (1108.043132 sec): 3 clusters Score: Raw -2605760.632288 + Penalty 3257.720825 = -2602502.911463 nChanged 163 SP:Iteration 26Q (1108.122169 sec): 3 clusters Score: Raw -2605792.482581 + Penalty 3257.720825 = -2602534.761755 nChanged 167 SP:Iteration 27Q (1108.202203 sec): 3 clusters Score: Raw -2605826.934062 + Penalty 3257.720825 = -2602569.213237 nChanged 177 SP:Iteration 28Q (1108.279507 sec): 3 clusters Score: Raw -2605862.330432 + Penalty 3257.720825 = -2602604.609607 nChanged 162 SP:Iteration 29Q (1108.358504 sec): 3 clusters Score: Raw -2605890.785065 + Penalty 3257.720825 = -2602633.064240 nChanged 143 SP:Iteration 30Q (1108.435460 sec): 3 clusters Score: Raw -2605917.310501 + Penalty 3257.720825 = -2602659.589675 nChanged 143 SP:Iteration 31Q (1108.513924 sec): 3 clusters Score: Raw -2605945.577145 + Penalty 3257.720825 = -2602687.856320 nChanged 165 SP:Iteration 32Q (1108.584711 sec): 3 clusters Score: Raw -2605980.716359 + Penalty 3257.720825 = -2602722.995534 nChanged 152 SP:Iteration 33Q (1108.642950 sec): 3 clusters Score: Raw -2606015.460288 + Penalty 3257.720825 = -2602757.739463 nChanged 172 SP:Iteration 34Q (1108.719875 sec): 3 clusters Score: Raw -2606053.911569 + Penalty 3257.720825 = -2602796.190744 nChanged 168 SP:Iteration 35Q (1108.799756 sec): 3 clusters Score: Raw -2606093.803028 + Penalty 3257.720825 = -2602836.082203 nChanged 167 SP:Iteration 36Q (1108.881494 sec): 3 clusters Score: Raw -2606133.907815 + Penalty 3257.720825 = -2602876.186990 nChanged 152 SP:Iteration 37Q (1108.955236 sec): 3 clusters Score: Raw -2606169.784745 + Penalty 3257.720825 = -2602912.063920 nChanged 179 SP:Iteration 38Q (1109.028966 sec): 3 clusters Score: Raw -2606215.044225 + Penalty 3257.720825 = -2602957.323400 nChanged 184 SP:Iteration 39Q (1109.101178 sec): 3 clusters Score: Raw -2606258.625816 + Penalty 3257.720825 = -2603000.904991 nChanged 163 SP:Iteration 40F (1109.176559 sec): 3 clusters Score: Raw -2606297.671284 + Penalty 3257.720825 = -2603039.950459 nChanged 171 SP:Iteration 41Q (1109.253633 sec): 3 clusters Score: Raw -2606342.784006 + Penalty 3257.720825 = -2603085.063181 nChanged 193 SP:Iteration 42Q (1109.327236 sec): 3 clusters Score: Raw -2606401.095153 + Penalty 3257.720825 = -2603143.374328 nChanged 186 SP:Iteration 43Q (1109.404855 sec): 3 clusters Score: Raw -2606457.524157 + Penalty 3257.720825 = -2603199.803332 nChanged 161 SP:Iteration 44Q (1109.480132 sec): 3 clusters Score: Raw -2606505.233742 + Penalty 3257.720825 = -2603247.512917 nChanged 158 SP:Iteration 45Q (1109.555705 sec): 3 clusters Score: Raw -2606546.178336 + Penalty 3257.720825 = -2603288.457511 nChanged 130 SP:Iteration 46Q (1109.634954 sec): 3 clusters Score: Raw -2606576.746650 + Penalty 3257.720825 = -2603319.025825 nChanged 125 SP:Iteration 47Q (1109.709139 sec): 3 clusters Score: Raw -2606604.404995 + Penalty 3257.720825 = -2603346.684170 nChanged 112 SP:Iteration 48Q (1109.787587 sec): 3 clusters Score: Raw -2606627.673118 + Penalty 3257.720825 = -2603369.952293 nChanged 112 SP:Iteration 49Q (1109.860453 sec): 3 clusters Score: Raw -2606649.327817 + Penalty 3257.720825 = -2603391.606991 nChanged 105 SP:Iteration 50Q (1109.937015 sec): 3 clusters Score: Raw -2606670.695057 + Penalty 3257.720825 = -2603412.974232 nChanged 95 SP:Iteration 51Q (1110.010846 sec): 3 clusters Score: Raw -2606689.665062 + Penalty 3257.720825 = -2603431.944237 nChanged 90 SP:Iteration 52Q (1110.087499 sec): 3 clusters Score: Raw -2606707.729422 + Penalty 3257.720825 = -2603450.008597 nChanged 93 SP:Iteration 53Q (1110.158958 sec): 3 clusters Score: Raw -2606727.827036 + Penalty 3257.720825 = -2603470.106211 nChanged 79 SP:Iteration 54Q (1110.232304 sec): 3 clusters Score: Raw -2606743.553893 + Penalty 3257.720825 = -2603485.833068 nChanged 68 SP:Iteration 55Q (1110.306166 sec): 3 clusters Score: Raw -2606756.051683 + Penalty 3257.720825 = -2603498.330858 nChanged 78 SP:Iteration 56Q (1110.383753 sec): 3 clusters Score: Raw -2606771.295170 + Penalty 3257.720825 = -2603513.574345 nChanged 86 SP:Iteration 57Q (1110.454784 sec): 3 clusters Score: Raw -2606790.255672 + Penalty 3257.720825 = -2603532.534847 nChanged 81 SP:Iteration 58Q (1110.531143 sec): 3 clusters Score: Raw -2606808.142992 + Penalty 3257.720825 = -2603550.422167 nChanged 91 SP:Iteration 59Q (1110.605521 sec): 3 clusters Score: Raw -2606824.988415 + Penalty 3257.720825 = -2603567.267590 nChanged 64 SP:Iteration 60F (1110.680535 sec): 3 clusters Score: Raw -2606836.500724 + Penalty 3257.720825 = -2603578.779899 nChanged 65 SP:Iteration 61Q (1110.749702 sec): 3 clusters Score: Raw -2606847.598516 + Penalty 3257.720825 = -2603589.877691 nChanged 54 SP:Iteration 62Q (1110.827555 sec): 3 clusters Score: Raw -2606857.455110 + Penalty 3257.720825 = -2603599.734285 nChanged 62 SP:Iteration 63Q (1110.901166 sec): 3 clusters Score: Raw -2606871.797173 + Penalty 3257.720825 = -2603614.076348 nChanged 63 SP:Iteration 64Q (1110.977091 sec): 3 clusters Score: Raw -2606889.305981 + Penalty 3257.720825 = -2603631.585156 nChanged 69 SP:Iteration 65Q (1111.042548 sec): 3 clusters Score: Raw -2606904.112502 + Penalty 3257.720825 = -2603646.391677 nChanged 66 SP:Iteration 66Q (1111.115172 sec): 3 clusters Score: Raw -2606920.307363 + Penalty 3257.720825 = -2603662.586538 nChanged 65 SP:Iteration 67Q (1111.191822 sec): 3 clusters Score: Raw -2606931.698702 + Penalty 3257.720825 = -2603673.977877 nChanged 56 SP:Iteration 68Q (1111.267116 sec): 3 clusters Score: Raw -2606942.074634 + Penalty 3257.720825 = -2603684.353809 nChanged 62 SP:Iteration 69Q (1111.340823 sec): 3 clusters Score: Raw -2606954.007018 + Penalty 3257.720825 = -2603696.286193 nChanged 55 SP:Iteration 70Q (1111.413314 sec): 3 clusters Score: Raw -2606963.728925 + Penalty 3257.720825 = -2603706.008100 nChanged 51 SP:Iteration 71Q (1111.486613 sec): 3 clusters Score: Raw -2606971.952622 + Penalty 3257.720825 = -2603714.231797 nChanged 46 SP:Iteration 72Q (1111.558914 sec): 3 clusters Score: Raw -2606979.989756 + Penalty 3257.720825 = -2603722.268931 nChanged 41 SP:Iteration 73Q (1111.630750 sec): 3 clusters Score: Raw -2606986.434077 + Penalty 3257.720825 = -2603728.713252 nChanged 40 SP:Iteration 74Q (1111.703216 sec): 3 clusters Score: Raw -2606993.665848 + Penalty 3257.720825 = -2603735.945023 nChanged 32 SP:Iteration 75Q (1111.775313 sec): 3 clusters Score: Raw -2606998.484241 + Penalty 3257.720825 = -2603740.763416 nChanged 31 SP:Iteration 76Q (1111.850176 sec): 3 clusters Score: Raw -2607003.130809 + Penalty 3257.720825 = -2603745.409984 nChanged 24 SP:Iteration 77Q (1111.921964 sec): 3 clusters Score: Raw -2607006.096226 + Penalty 3257.720825 = -2603748.375401 nChanged 19 SP:Iteration 78Q (1111.980368 sec): 3 clusters Score: Raw -2607008.897211 + Penalty 3257.720825 = -2603751.176386 nChanged 15 SP:Iteration 79Q (1112.051309 sec): 3 clusters Score: Raw -2607010.570136 + Penalty 3257.720825 = -2603752.849311 nChanged 17 SP:Iteration 80F (1112.122039 sec): 3 clusters Score: Raw -2607012.684379 + Penalty 3257.720825 = -2603754.963554 nChanged 14 SP:Iteration 81Q (1112.194854 sec): 3 clusters Score: Raw -2607014.520163 + Penalty 3257.720825 = -2603756.799338 nChanged 22 SP:Iteration 82Q (1112.257900 sec): 3 clusters Score: Raw -2607018.102767 + Penalty 3257.720825 = -2603760.381942 nChanged 25 SP:Iteration 83Q (1112.326769 sec): 3 clusters Score: Raw -2607020.782041 + Penalty 3257.720825 = -2603763.061216 nChanged 16 SP:Iteration 84Q (1112.386265 sec): 3 clusters Score: Raw -2607023.030296 + Penalty 3257.720825 = -2603765.309471 nChanged 18 SP:Iteration 85Q (1112.452237 sec): 3 clusters Score: Raw -2607025.464577 + Penalty 3257.720825 = -2603767.743752 nChanged 16 SP:Iteration 86Q (1112.517065 sec): 3 clusters Score: Raw -2607027.516444 + Penalty 3257.720825 = -2603769.795619 nChanged 17 SP:Iteration 87Q (1112.579670 sec): 3 clusters Score: Raw -2607029.916563 + Penalty 3257.720825 = -2603772.195737 nChanged 18 SP:Iteration 88Q (1112.636427 sec): 3 clusters Score: Raw -2607032.254537 + Penalty 3257.720825 = -2603774.533712 nChanged 22 SP:Iteration 89Q (1112.709887 sec): 3 clusters Score: Raw -2607036.587243 + Penalty 3257.720825 = -2603778.866418 nChanged 31 SP:Iteration 90Q (1112.773093 sec): 3 clusters Score: Raw -2607042.510662 + Penalty 3257.720825 = -2603784.789837 nChanged 43 SP:Iteration 91Q (1112.835007 sec): 3 clusters Score: Raw -2607051.632066 + Penalty 3257.720825 = -2603793.911240 nChanged 36 SP:Iteration 92Q (1112.905237 sec): 3 clusters Score: Raw -2607059.774184 + Penalty 3257.720825 = -2603802.053358 nChanged 36 SP:Iteration 93Q (1112.977618 sec): 3 clusters Score: Raw -2607066.727503 + Penalty 3257.720825 = -2603809.006678 nChanged 24 SP:Iteration 94Q (1113.036117 sec): 3 clusters Score: Raw -2607070.830252 + Penalty 3257.720825 = -2603813.109427 nChanged 28 SP:Iteration 95Q (1113.106190 sec): 3 clusters Score: Raw -2607075.525399 + Penalty 3257.720825 = -2603817.804573 nChanged 23 SP:Iteration 96Q (1113.167354 sec): 3 clusters Score: Raw -2607079.943554 + Penalty 3257.720825 = -2603822.222729 nChanged 21 SP:Iteration 97Q (1113.224291 sec): 3 clusters Score: Raw -2607083.416533 + Penalty 3257.720825 = -2603825.695708 nChanged 19 SP:Iteration 98Q (1113.283768 sec): 3 clusters Score: Raw -2607086.901401 + Penalty 3257.720825 = -2603829.180576 nChanged 20 SP:Iteration 99Q (1113.350847 sec): 3 clusters Score: Raw -2607089.345666 + Penalty 3257.720825 = -2603831.624841 nChanged 15 SP:Iteration 100F (1113.419996 sec): 3 clusters Score: Raw -2607091.617866 + Penalty 3257.720825 = -2603833.897041 nChanged 14 SP:Iteration 101Q (1113.481686 sec): 3 clusters Score: Raw -2607094.178330 + Penalty 3257.720825 = -2603836.457505 nChanged 12 SP:Iteration 102Q (1113.540425 sec): 3 clusters Score: Raw -2607095.770982 + Penalty 3257.720825 = -2603838.050157 nChanged 9 SP:Iteration 103Q (1113.601734 sec): 3 clusters Score: Raw -2607097.316407 + Penalty 3257.720825 = -2603839.595582 nChanged 11 SP:Iteration 104Q (1113.670231 sec): 3 clusters Score: Raw -2607099.144994 + Penalty 3257.720825 = -2603841.424169 nChanged 10 SP:Iteration 105Q (1113.741614 sec): 3 clusters Score: Raw -2607100.612058 + Penalty 3257.720825 = -2603842.891233 nChanged 5 SP:Iteration 106Q (1113.818364 sec): 3 clusters Score: Raw -2607101.340388 + Penalty 3257.720825 = -2603843.619563 nChanged 7 SP:Iteration 107Q (1113.891279 sec): 3 clusters Score: Raw -2607102.399327 + Penalty 3257.720825 = -2603844.678502 nChanged 12 SP:Iteration 108Q (1113.957008 sec): 3 clusters Score: Raw -2607104.285175 + Penalty 3257.720825 = -2603846.564350 nChanged 6 SP:Iteration 109Q (1114.021614 sec): 3 clusters Score: Raw -2607105.031653 + Penalty 3257.720825 = -2603847.310828 nChanged 2 SP:Iteration 110Q (1114.101785 sec): 3 clusters Score: Raw -2607105.448139 + Penalty 3257.720825 = -2603847.727314 nChanged 4 SP:Iteration 111Q (1114.171818 sec): 3 clusters Score: Raw -2607106.173983 + Penalty 3257.720825 = -2603848.453158 nChanged 5 SP:Iteration 112Q (1114.230898 sec): 3 clusters Score: Raw -2607107.048213 + Penalty 3257.720825 = -2603849.327388 nChanged 9 SP:Iteration 113Q (1114.305300 sec): 3 clusters Score: Raw -2607108.556508 + Penalty 3257.720825 = -2603850.835683 nChanged 7 SP:Iteration 114Q (1114.367814 sec): 3 clusters Score: Raw -2607109.452679 + Penalty 3257.720825 = -2603851.731853 nChanged 11 SP:Iteration 115Q (1114.445908 sec): 3 clusters Score: Raw -2607110.970752 + Penalty 3257.720825 = -2603853.249926 nChanged 11 SP:Iteration 116Q (1114.515905 sec): 3 clusters Score: Raw -2607112.813367 + Penalty 3257.720825 = -2603855.092542 nChanged 9 SP:Iteration 117Q (1114.584265 sec): 3 clusters Score: Raw -2607113.879535 + Penalty 3257.720825 = -2603856.158710 nChanged 6 SP:Iteration 118Q (1114.644305 sec): 3 clusters Score: Raw -2607114.797658 + Penalty 3257.720825 = -2603857.076833 nChanged 8 SP:Iteration 119Q (1114.718700 sec): 3 clusters Score: Raw -2607115.663780 + Penalty 3257.720825 = -2603857.942955 nChanged 8 SP:Iteration 120F (1114.794261 sec): 3 clusters Score: Raw -2607116.582366 + Penalty 3257.720825 = -2603858.861541 nChanged 2 SP:Iteration 121Q (1114.870642 sec): 3 clusters Score: Raw -2607116.882638 + Penalty 3257.720825 = -2603859.161812 nChanged 3 SP:Iteration 122Q (1114.940359 sec): 3 clusters Score: Raw -2607117.074363 + Penalty 3257.720825 = -2603859.353538 nChanged 2 SP:Iteration 123Q (1115.013622 sec): 3 clusters Score: Raw -2607117.340164 + Penalty 3257.720825 = -2603859.619339 nChanged 3 SP:Iteration 124Q (1115.088226 sec): 3 clusters Score: Raw -2607117.792715 + Penalty 3257.720825 = -2603860.071890 nChanged 1 SP:Iteration 125Q (1115.162428 sec): 3 clusters Score: Raw -2607117.975640 + Penalty 3257.720825 = -2603860.254815 nChanged 2 SP:Iteration 126Q (1115.230187 sec): 3 clusters Score: Raw -2607118.185836 + Penalty 3257.720825 = -2603860.465011 nChanged 3 SP:Iteration 127Q (1115.302952 sec): 3 clusters Score: Raw -2607118.356789 + Penalty 3257.720825 = -2603860.635964 nChanged 0 SP:Iteration 128F (1115.377454 sec): 3 clusters Score: Raw -2607118.356789 + Penalty 3257.720825 = -2603860.635964 nChanged 0 Trying to split cluster 6 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.403924 sec): 2 clusters Score: Raw -33321.479283 + Penalty 921.915031 = -32399.564252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.448887 sec): 3 clusters Score: Raw -33830.902029 + Penalty 1843.830062 = -31987.071968 nChanged 96 SP:Iteration 1F (1115.493949 sec): 3 clusters Score: Raw -34970.008940 + Penalty 1843.830062 = -33126.178878 nChanged 13 SP:Iteration 2Q (1115.537926 sec): 3 clusters Score: Raw -36497.430663 + Penalty 1843.830062 = -34653.600601 nChanged 6 SP:Iteration 3Q (1115.579905 sec): 3 clusters Score: Raw -39557.933240 + Penalty 1843.830062 = -37714.103179 nChanged 0 SP:Iteration 4F (1115.625088 sec): 3 clusters Score: Raw -39626.306826 + Penalty 1843.830062 = -37782.476764 nChanged 8 SP:Iteration 5Q (1115.661859 sec): 3 clusters Score: Raw -39951.999965 + Penalty 1843.830062 = -38108.169903 nChanged 1 Unmasked E-step: Deleting class 2 (222 points): covariance matrix is singular SP:Iteration 6Q (1115.684003 sec): 3 clusters Score: Raw -39952.238037 + Penalty 1843.830062 = -38108.407975 nChanged 0 SP:Iteration 7F (1115.705098 sec): 2 clusters Score: Raw -30981.164151 + Penalty 921.915031 = -30059.249120 nChanged 222 SP:Iteration 8F (1115.727724 sec): 2 clusters Score: Raw -33321.479283 + Penalty 921.915031 = -32399.564252 nChanged 0 Trying to split cluster 7 (8793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.764488 sec): 2 clusters Score: Raw -1098000.286260 + Penalty 1475.778075 = -1096524.508186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.823012 sec): 3 clusters Score: Raw -1093078.069442 + Penalty 2951.556150 = -1090126.513293 nChanged 3751 SP:Iteration 1F (1115.866711 sec): 3 clusters Score: Raw -1095182.935418 + Penalty 2951.556150 = -1092231.379269 nChanged 524 SP:Iteration 2F (1115.925184 sec): 3 clusters Score: Raw -1095421.070855 + Penalty 2951.556150 = -1092469.514706 nChanged 447 SP:Iteration 3F (1115.978818 sec): 3 clusters Score: Raw -1095607.219320 + Penalty 2951.556150 = -1092655.663170 nChanged 377 SP:Iteration 4Q (1116.033966 sec): 3 clusters Score: Raw -1095762.521412 + Penalty 2951.556150 = -1092810.965262 nChanged 355 SP:Iteration 5Q (1116.100654 sec): 3 clusters Score: Raw -1095921.099981 + Penalty 2951.556150 = -1092969.543832 nChanged 337 SP:Iteration 6Q (1116.148224 sec): 3 clusters Score: Raw -1096077.416768 + Penalty 2951.556150 = -1093125.860618 nChanged 345 SP:Iteration 7Q (1116.192637 sec): 3 clusters Score: Raw -1096247.494388 + Penalty 2951.556150 = -1093295.938238 nChanged 329 SP:Iteration 8Q (1116.248494 sec): 3 clusters Score: Raw -1096415.022097 + Penalty 2951.556150 = -1093463.465947 nChanged 319 SP:Iteration 9Q (1116.295648 sec): 3 clusters Score: Raw -1096588.231997 + Penalty 2951.556150 = -1093636.675848 nChanged 337 SP:Iteration 10Q (1116.348399 sec): 3 clusters Score: Raw -1096786.673855 + Penalty 2951.556150 = -1093835.117705 nChanged 327 SP:Iteration 11Q (1116.413765 sec): 3 clusters Score: Raw -1097005.558297 + Penalty 2951.556150 = -1094054.002147 nChanged 337 SP:Iteration 12Q (1116.459222 sec): 3 clusters Score: Raw -1097262.680072 + Penalty 2951.556150 = -1094311.123922 nChanged 350 SP:Iteration 13Q (1116.509963 sec): 3 clusters Score: Raw -1097518.361879 + Penalty 2951.556150 = -1094566.805729 nChanged 283 SP:Iteration 14Q (1116.562803 sec): 3 clusters Score: Raw -1097715.904687 + Penalty 2951.556150 = -1094764.348538 nChanged 181 SP:Iteration 15Q (1116.611711 sec): 3 clusters Score: Raw -1097814.764275 + Penalty 2951.556150 = -1094863.208125 nChanged 123 SP:Iteration 16Q (1116.670441 sec): 3 clusters Score: Raw -1097874.984867 + Penalty 2951.556150 = -1094923.428717 nChanged 119 SP:Iteration 17Q (1116.717832 sec): 3 clusters Score: Raw -1097929.916940 + Penalty 2951.556150 = -1094978.360791 nChanged 103 SP:Iteration 18Q (1116.773824 sec): 3 clusters Score: Raw -1097983.482310 + Penalty 2951.556150 = -1095031.926160 nChanged 89 SP:Iteration 19Q (1116.817366 sec): 3 clusters Score: Raw -1098025.219856 + Penalty 2951.556150 = -1095073.663706 nChanged 83 SP:Iteration 20F (1116.872158 sec): 3 clusters Score: Raw -1098062.634683 + Penalty 2951.556150 = -1095111.078534 nChanged 72 SP:Iteration 21Q (1116.921747 sec): 3 clusters Score: Raw -1098099.264089 + Penalty 2951.556150 = -1095147.707940 nChanged 79 SP:Iteration 22Q (1116.969356 sec): 3 clusters Score: Raw -1098138.666437 + Penalty 2951.556150 = -1095187.110287 nChanged 65 SP:Iteration 23Q (1117.021631 sec): 3 clusters Score: Raw -1098165.432109 + Penalty 2951.556150 = -1095213.875959 nChanged 49 SP:Iteration 24Q (1117.065771 sec): 3 clusters Score: Raw -1098186.502511 + Penalty 2951.556150 = -1095234.946361 nChanged 42 SP:Iteration 25Q (1117.105599 sec): 3 clusters Score: Raw -1098202.864871 + Penalty 2951.556150 = -1095251.308721 nChanged 30 SP:Iteration 26Q (1117.153192 sec): 3 clusters Score: Raw -1098213.274949 + Penalty 2951.556150 = -1095261.718800 nChanged 24 SP:Iteration 27Q (1117.197268 sec): 3 clusters Score: Raw -1098219.758378 + Penalty 2951.556150 = -1095268.202229 nChanged 17 SP:Iteration 28Q (1117.262398 sec): 3 clusters Score: Raw -1098224.343964 + Penalty 2951.556150 = -1095272.787815 nChanged 13 SP:Iteration 29Q (1117.309996 sec): 3 clusters Score: Raw -1098228.221470 + Penalty 2951.556150 = -1095276.665321 nChanged 11 SP:Iteration 30Q (1117.367551 sec): 3 clusters Score: Raw -1098232.266466 + Penalty 2951.556150 = -1095280.710316 nChanged 11 SP:Iteration 31Q (1117.426461 sec): 3 clusters Score: Raw -1098234.775595 + Penalty 2951.556150 = -1095283.219445 nChanged 8 SP:Iteration 32Q (1117.474332 sec): 3 clusters Score: Raw -1098236.929408 + Penalty 2951.556150 = -1095285.373258 nChanged 4 SP:Iteration 33Q (1117.534700 sec): 3 clusters Score: Raw -1098238.204518 + Penalty 2951.556150 = -1095286.648368 nChanged 5 SP:Iteration 34Q (1117.590146 sec): 3 clusters Score: Raw -1098239.533472 + Penalty 2951.556150 = -1095287.977323 nChanged 9 SP:Iteration 35Q (1117.645884 sec): 3 clusters Score: Raw -1098242.455611 + Penalty 2951.556150 = -1095290.899462 nChanged 5 SP:Iteration 36Q (1117.702421 sec): 3 clusters Score: Raw -1098243.369954 + Penalty 2951.556150 = -1095291.813804 nChanged 1 SP:Iteration 37Q (1117.757439 sec): 3 clusters Score: Raw -1098243.706607 + Penalty 2951.556150 = -1095292.150458 nChanged 3 SP:Iteration 38Q (1117.813491 sec): 3 clusters Score: Raw -1098244.215998 + Penalty 2951.556150 = -1095292.659849 nChanged 1 SP:Iteration 39Q (1117.866283 sec): 3 clusters Score: Raw -1098244.353678 + Penalty 2951.556150 = -1095292.797529 nChanged 0 SP:Iteration 40F (1117.921935 sec): 3 clusters Score: Raw -1098244.353678 + Penalty 2951.556150 = -1095292.797529 nChanged 0 Trying to split cluster 8 (54692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.003807 sec): 2 clusters Score: Raw -6604681.968477 + Penalty 1772.789318 = -6602909.179159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.120921 sec): 3 clusters Score: Raw -6569794.971620 + Penalty 3545.578636 = -6566249.392984 nChanged 25719 SP:Iteration 1F (1118.227147 sec): 3 clusters Score: Raw -6584204.202490 + Penalty 3545.578636 = -6580658.623855 nChanged 2447 SP:Iteration 2Q (1118.342480 sec): 3 clusters Score: Raw -6585075.978598 + Penalty 3545.578636 = -6581530.399963 nChanged 2602 SP:Iteration 3Q (1118.461228 sec): 3 clusters Score: Raw -6586164.138899 + Penalty 3545.578636 = -6582618.560264 nChanged 2863 SP:Iteration 4F (1118.571659 sec): 3 clusters Score: Raw -6587633.998484 + Penalty 3545.578636 = -6584088.419848 nChanged 3279 SP:Iteration 5F (1118.682133 sec): 3 clusters Score: Raw -6589661.775145 + Penalty 3545.578636 = -6586116.196509 nChanged 3678 SP:Iteration 6F (1118.791639 sec): 3 clusters Score: Raw -6592319.801510 + Penalty 3545.578636 = -6588774.222874 nChanged 3846 SP:Iteration 7F (1118.899283 sec): 3 clusters Score: Raw -6595470.581671 + Penalty 3545.578636 = -6591925.003036 nChanged 3632 SP:Iteration 8F (1119.009695 sec): 3 clusters Score: Raw -6598200.440734 + Penalty 3545.578636 = -6594654.862098 nChanged 2744 SP:Iteration 9F (1119.120473 sec): 3 clusters Score: Raw -6599544.694434 + Penalty 3545.578636 = -6595999.115798 nChanged 1797 SP:Iteration 10Q (1119.230827 sec): 3 clusters Score: Raw -6600099.091513 + Penalty 3545.578636 = -6596553.512877 nChanged 1034 SP:Iteration 11Q (1119.347500 sec): 3 clusters Score: Raw -6600317.458327 + Penalty 3545.578636 = -6596771.879691 nChanged 683 SP:Iteration 12Q (1119.460496 sec): 3 clusters Score: Raw -6600431.818905 + Penalty 3545.578636 = -6596886.240270 nChanged 500 SP:Iteration 13Q (1119.594839 sec): 3 clusters Score: Raw -6600505.452154 + Penalty 3545.578636 = -6596959.873518 nChanged 435 SP:Iteration 14Q (1119.719481 sec): 3 clusters Score: Raw -6600565.090493 + Penalty 3545.578636 = -6597019.511857 nChanged 411 SP:Iteration 15Q (1119.843011 sec): 3 clusters Score: Raw -6600620.855010 + Penalty 3545.578636 = -6597075.276374 nChanged 376 SP:Iteration 16Q (1119.975714 sec): 3 clusters Score: Raw -6600669.844464 + Penalty 3545.578636 = -6597124.265828 nChanged 321 SP:Iteration 17Q (1120.091199 sec): 3 clusters Score: Raw -6600705.176564 + Penalty 3545.578636 = -6597159.597928 nChanged 278 SP:Iteration 18Q (1120.223032 sec): 3 clusters Score: Raw -6600735.501562 + Penalty 3545.578636 = -6597189.922926 nChanged 269 SP:Iteration 19Q (1120.345916 sec): 3 clusters Score: Raw -6600764.128762 + Penalty 3545.578636 = -6597218.550126 nChanged 269 SP:Iteration 20F (1120.466747 sec): 3 clusters Score: Raw -6600793.760188 + Penalty 3545.578636 = -6597248.181552 nChanged 279 SP:Iteration 21Q (1120.593526 sec): 3 clusters Score: Raw -6600827.595097 + Penalty 3545.578636 = -6597282.016462 nChanged 291 SP:Iteration 22Q (1120.717946 sec): 3 clusters Score: Raw -6600860.023195 + Penalty 3545.578636 = -6597314.444559 nChanged 295 SP:Iteration 23Q (1120.842698 sec): 3 clusters Score: Raw -6600894.471560 + Penalty 3545.578636 = -6597348.892924 nChanged 304 SP:Iteration 24Q (1120.966628 sec): 3 clusters Score: Raw -6600930.780382 + Penalty 3545.578636 = -6597385.201746 nChanged 302 SP:Iteration 25Q (1121.095369 sec): 3 clusters Score: Raw -6600964.992951 + Penalty 3545.578636 = -6597419.414316 nChanged 310 SP:Iteration 26Q (1121.219506 sec): 3 clusters Score: Raw -6601000.189796 + Penalty 3545.578636 = -6597454.611161 nChanged 285 SP:Iteration 27Q (1121.345248 sec): 3 clusters Score: Raw -6601032.932019 + Penalty 3545.578636 = -6597487.353383 nChanged 304 SP:Iteration 28Q (1121.466421 sec): 3 clusters Score: Raw -6601069.593538 + Penalty 3545.578636 = -6597524.014902 nChanged 289 SP:Iteration 29Q (1121.587511 sec): 3 clusters Score: Raw -6601103.334890 + Penalty 3545.578636 = -6597557.756254 nChanged 298 SP:Iteration 30Q (1121.717839 sec): 3 clusters Score: Raw -6601136.389416 + Penalty 3545.578636 = -6597590.810781 nChanged 290 SP:Iteration 31Q (1121.842831 sec): 3 clusters Score: Raw -6601168.739229 + Penalty 3545.578636 = -6597623.160593 nChanged 270 SP:Iteration 32Q (1121.966913 sec): 3 clusters Score: Raw -6601193.952220 + Penalty 3545.578636 = -6597648.373584 nChanged 250 SP:Iteration 33Q (1122.089493 sec): 3 clusters Score: Raw -6601217.539028 + Penalty 3545.578636 = -6597671.960393 nChanged 237 SP:Iteration 34Q (1122.214051 sec): 3 clusters Score: Raw -6601240.627615 + Penalty 3545.578636 = -6597695.048979 nChanged 252 SP:Iteration 35Q (1122.332357 sec): 3 clusters Score: Raw -6601264.926379 + Penalty 3545.578636 = -6597719.347743 nChanged 239 SP:Iteration 36Q (1122.462003 sec): 3 clusters Score: Raw -6601287.847226 + Penalty 3545.578636 = -6597742.268590 nChanged 251 SP:Iteration 37Q (1122.583119 sec): 3 clusters Score: Raw -6601313.771575 + Penalty 3545.578636 = -6597768.192939 nChanged 254 SP:Iteration 38Q (1122.706882 sec): 3 clusters Score: Raw -6601344.397953 + Penalty 3545.578636 = -6597798.819317 nChanged 292 SP:Iteration 39Q (1122.837340 sec): 3 clusters Score: Raw -6601380.868547 + Penalty 3545.578636 = -6597835.289912 nChanged 303 SP:Iteration 40F (1122.942965 sec): 3 clusters Score: Raw -6601417.608026 + Penalty 3545.578636 = -6597872.029390 nChanged 318 SP:Iteration 41Q (1123.055944 sec): 3 clusters Score: Raw -6601464.209132 + Penalty 3545.578636 = -6597918.630497 nChanged 352 SP:Iteration 42Q (1123.178929 sec): 3 clusters Score: Raw -6601521.453862 + Penalty 3545.578636 = -6597975.875226 nChanged 388 SP:Iteration 43Q (1123.292420 sec): 3 clusters Score: Raw -6601588.359399 + Penalty 3545.578636 = -6598042.780763 nChanged 460 SP:Iteration 44Q (1123.410116 sec): 3 clusters Score: Raw -6601675.226761 + Penalty 3545.578636 = -6598129.648125 nChanged 483 SP:Iteration 45Q (1123.517585 sec): 3 clusters Score: Raw -6601770.338243 + Penalty 3545.578636 = -6598224.759608 nChanged 516 SP:Iteration 46Q (1123.628250 sec): 3 clusters Score: Raw -6601875.189206 + Penalty 3545.578636 = -6598329.610570 nChanged 535 SP:Iteration 47Q (1123.744938 sec): 3 clusters Score: Raw -6601996.487370 + Penalty 3545.578636 = -6598450.908734 nChanged 545 SP:Iteration 48Q (1123.864030 sec): 3 clusters Score: Raw -6602118.670704 + Penalty 3545.578636 = -6598573.092068 nChanged 583 SP:Iteration 49Q (1123.969341 sec): 3 clusters Score: Raw -6602256.720607 + Penalty 3545.578636 = -6598711.141971 nChanged 576 SP:Iteration 50Q (1124.086282 sec): 3 clusters Score: Raw -6602400.752322 + Penalty 3545.578636 = -6598855.173686 nChanged 608 SP:Iteration 51Q (1124.201090 sec): 3 clusters Score: Raw -6602549.896572 + Penalty 3545.578636 = -6599004.317937 nChanged 587 SP:Iteration 52Q (1124.322382 sec): 3 clusters Score: Raw -6602697.343352 + Penalty 3545.578636 = -6599151.764716 nChanged 581 SP:Iteration 53Q (1124.448311 sec): 3 clusters Score: Raw -6602849.924447 + Penalty 3545.578636 = -6599304.345812 nChanged 599 SP:Iteration 54Q (1124.567632 sec): 3 clusters Score: Raw -6603017.066531 + Penalty 3545.578636 = -6599471.487895 nChanged 613 SP:Iteration 55Q (1124.693314 sec): 3 clusters Score: Raw -6603201.077713 + Penalty 3545.578636 = -6599655.499077 nChanged 596 SP:Iteration 56Q (1124.818025 sec): 3 clusters Score: Raw -6603380.127316 + Penalty 3545.578636 = -6599834.548680 nChanged 550 SP:Iteration 57Q (1124.940703 sec): 3 clusters Score: Raw -6603542.180364 + Penalty 3545.578636 = -6599996.601729 nChanged 544 SP:Iteration 58Q (1125.061864 sec): 3 clusters Score: Raw -6603719.248377 + Penalty 3545.578636 = -6600173.669741 nChanged 511 SP:Iteration 59Q (1125.181741 sec): 3 clusters Score: Raw -6603889.465678 + Penalty 3545.578636 = -6600343.887043 nChanged 494 SP:Iteration 60F (1125.302997 sec): 3 clusters Score: Raw -6604057.827251 + Penalty 3545.578636 = -6600512.248615 nChanged 442 SP:Iteration 61Q (1125.421139 sec): 3 clusters Score: Raw -6604208.759483 + Penalty 3545.578636 = -6600663.180847 nChanged 422 SP:Iteration 62Q (1125.535018 sec): 3 clusters Score: Raw -6604348.385405 + Penalty 3545.578636 = -6600802.806769 nChanged 362 SP:Iteration 63Q (1125.659475 sec): 3 clusters Score: Raw -6604469.256399 + Penalty 3545.578636 = -6600923.677764 nChanged 350 SP:Iteration 64Q (1125.765418 sec): 3 clusters Score: Raw -6604593.369624 + Penalty 3545.578636 = -6601047.790989 nChanged 311 SP:Iteration 65Q (1125.874277 sec): 3 clusters Score: Raw -6604701.515074 + Penalty 3545.578636 = -6601155.936438 nChanged 275 SP:Iteration 66Q (1125.997777 sec): 3 clusters Score: Raw -6604787.806158 + Penalty 3545.578636 = -6601242.227522 nChanged 226 SP:Iteration 67Q (1126.120046 sec): 3 clusters Score: Raw -6604856.291036 + Penalty 3545.578636 = -6601310.712400 nChanged 208 SP:Iteration 68Q (1126.226590 sec): 3 clusters Score: Raw -6604918.233185 + Penalty 3545.578636 = -6601372.654549 nChanged 161 SP:Iteration 69Q (1126.334941 sec): 3 clusters Score: Raw -6604964.706235 + Penalty 3545.578636 = -6601419.127600 nChanged 137 SP:Iteration 70Q (1126.423621 sec): 3 clusters Score: Raw -6604999.938674 + Penalty 3545.578636 = -6601454.360038 nChanged 109 SP:Iteration 71Q (1126.536397 sec): 3 clusters Score: Raw -6605033.893960 + Penalty 3545.578636 = -6601488.315324 nChanged 114 SP:Iteration 72Q (1126.642132 sec): 3 clusters Score: Raw -6605070.301661 + Penalty 3545.578636 = -6601524.723025 nChanged 90 SP:Iteration 73Q (1126.741786 sec): 3 clusters Score: Raw -6605094.098990 + Penalty 3545.578636 = -6601548.520354 nChanged 72 SP:Iteration 74Q (1126.844211 sec): 3 clusters Score: Raw -6605111.656324 + Penalty 3545.578636 = -6601566.077688 nChanged 68 SP:Iteration 75Q (1126.945945 sec): 3 clusters Score: Raw -6605128.317453 + Penalty 3545.578636 = -6601582.738818 nChanged 58 SP:Iteration 76Q (1127.056633 sec): 3 clusters Score: Raw -6605142.148616 + Penalty 3545.578636 = -6601596.569980 nChanged 43 SP:Iteration 77Q (1127.154848 sec): 3 clusters Score: Raw -6605152.774470 + Penalty 3545.578636 = -6601607.195834 nChanged 46 SP:Iteration 78Q (1127.253414 sec): 3 clusters Score: Raw -6605164.613314 + Penalty 3545.578636 = -6601619.034678 nChanged 38 SP:Iteration 79Q (1127.353612 sec): 3 clusters Score: Raw -6605174.761180 + Penalty 3545.578636 = -6601629.182544 nChanged 35 SP:Iteration 80F (1127.462377 sec): 3 clusters Score: Raw -6605183.389062 + Penalty 3545.578636 = -6601637.810427 nChanged 27 SP:Iteration 81Q (1127.560405 sec): 3 clusters Score: Raw -6605189.802728 + Penalty 3545.578636 = -6601644.224092 nChanged 36 SP:Iteration 82Q (1127.661996 sec): 3 clusters Score: Raw -6605200.123980 + Penalty 3545.578636 = -6601654.545344 nChanged 32 SP:Iteration 83Q (1127.757999 sec): 3 clusters Score: Raw -6605207.828246 + Penalty 3545.578636 = -6601662.249610 nChanged 22 SP:Iteration 84Q (1127.850479 sec): 3 clusters Score: Raw -6605214.540399 + Penalty 3545.578636 = -6601668.961763 nChanged 30 SP:Iteration 85Q (1127.961544 sec): 3 clusters Score: Raw -6605221.780642 + Penalty 3545.578636 = -6601676.202006 nChanged 29 SP:Iteration 86Q (1128.069320 sec): 3 clusters Score: Raw -6605226.901386 + Penalty 3545.578636 = -6601681.322750 nChanged 14 SP:Iteration 87Q (1128.182959 sec): 3 clusters Score: Raw -6605230.431753 + Penalty 3545.578636 = -6601684.853117 nChanged 17 SP:Iteration 88Q (1128.293865 sec): 3 clusters Score: Raw -6605233.303091 + Penalty 3545.578636 = -6601687.724455 nChanged 17 SP:Iteration 89Q (1128.398004 sec): 3 clusters Score: Raw -6605236.298169 + Penalty 3545.578636 = -6601690.719534 nChanged 12 SP:Iteration 90Q (1128.507772 sec): 3 clusters Score: Raw -6605238.634167 + Penalty 3545.578636 = -6601693.055531 nChanged 16 SP:Iteration 91Q (1128.613388 sec): 3 clusters Score: Raw -6605241.174865 + Penalty 3545.578636 = -6601695.596229 nChanged 9 SP:Iteration 92Q (1128.713836 sec): 3 clusters Score: Raw -6605242.546246 + Penalty 3545.578636 = -6601696.967610 nChanged 5 SP:Iteration 93Q (1128.821258 sec): 3 clusters Score: Raw -6605243.446034 + Penalty 3545.578636 = -6601697.867398 nChanged 5 SP:Iteration 94Q (1128.924289 sec): 3 clusters Score: Raw -6605244.023223 + Penalty 3545.578636 = -6601698.444587 nChanged 2 SP:Iteration 95Q (1129.029692 sec): 3 clusters Score: Raw -6605244.257386 + Penalty 3545.578636 = -6601698.678750 nChanged 2 SP:Iteration 96Q (1129.121293 sec): 3 clusters Score: Raw -6605244.688638 + Penalty 3545.578636 = -6601699.110003 nChanged 2 SP:Iteration 97Q (1129.220241 sec): 3 clusters Score: Raw -6605245.029749 + Penalty 3545.578636 = -6601699.451113 nChanged 3 SP:Iteration 98Q (1129.334386 sec): 3 clusters Score: Raw -6605245.601210 + Penalty 3545.578636 = -6601700.022574 nChanged 5 SP:Iteration 99Q (1129.426580 sec): 3 clusters Score: Raw -6605246.386929 + Penalty 3545.578636 = -6601700.808294 nChanged 5 SP:Iteration 100F (1129.541578 sec): 3 clusters Score: Raw -6605247.141421 + Penalty 3545.578636 = -6601701.562785 nChanged 2 SP:Iteration 101Q (1129.655106 sec): 3 clusters Score: Raw -6605247.458673 + Penalty 3545.578636 = -6601701.880037 nChanged 2 SP:Iteration 102Q (1129.751263 sec): 3 clusters Score: Raw -6605247.968253 + Penalty 3545.578636 = -6601702.389617 nChanged 6 SP:Iteration 103Q (1129.846892 sec): 3 clusters Score: Raw -6605249.435175 + Penalty 3545.578636 = -6601703.856540 nChanged 1 SP:Iteration 104Q (1129.935423 sec): 3 clusters Score: Raw -6605249.731216 + Penalty 3545.578636 = -6601704.152580 nChanged 1 SP:Iteration 105Q (1130.033388 sec): 3 clusters Score: Raw -6605250.177921 + Penalty 3545.578636 = -6601704.599286 nChanged 0 SP:Iteration 106F (1130.137657 sec): 3 clusters Score: Raw -6605250.177921 + Penalty 3545.578636 = -6601704.599286 nChanged 0 Trying to split cluster 9 (17645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.175923 sec): 2 clusters Score: Raw -2200194.517537 + Penalty 1588.958757 = -2198605.558780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.236194 sec): 3 clusters Score: Raw -2189820.333468 + Penalty 3177.917514 = -2186642.415954 nChanged 7820 SP:Iteration 1F (1130.309073 sec): 3 clusters Score: Raw -2194348.457278 + Penalty 3177.917514 = -2191170.539764 nChanged 1054 SP:Iteration 2F (1130.369731 sec): 3 clusters Score: Raw -2194927.170644 + Penalty 3177.917514 = -2191749.253130 nChanged 1056 SP:Iteration 3F (1130.433799 sec): 3 clusters Score: Raw -2195554.497524 + Penalty 3177.917514 = -2192376.580009 nChanged 1088 SP:Iteration 4F (1130.501513 sec): 3 clusters Score: Raw -2196307.681564 + Penalty 3177.917514 = -2193129.764050 nChanged 1132 SP:Iteration 5F (1130.566112 sec): 3 clusters Score: Raw -2197134.920218 + Penalty 3177.917514 = -2193957.002704 nChanged 1074 SP:Iteration 6F (1130.610953 sec): 3 clusters Score: Raw -2197925.529426 + Penalty 3177.917514 = -2194747.611912 nChanged 945 SP:Iteration 7F (1130.670968 sec): 3 clusters Score: Raw -2198574.068601 + Penalty 3177.917514 = -2195396.151087 nChanged 774 SP:Iteration 8Q (1130.726291 sec): 3 clusters Score: Raw -2199028.910160 + Penalty 3177.917514 = -2195850.992646 nChanged 589 SP:Iteration 9Q (1130.791771 sec): 3 clusters Score: Raw -2199328.107782 + Penalty 3177.917514 = -2196150.190268 nChanged 426 SP:Iteration 10Q (1130.838954 sec): 3 clusters Score: Raw -2199508.985308 + Penalty 3177.917514 = -2196331.067794 nChanged 345 SP:Iteration 11Q (1130.897868 sec): 3 clusters Score: Raw -2199632.514030 + Penalty 3177.917514 = -2196454.596516 nChanged 268 SP:Iteration 12Q (1130.952421 sec): 3 clusters Score: Raw -2199723.215972 + Penalty 3177.917514 = -2196545.298458 nChanged 231 SP:Iteration 13Q (1130.999216 sec): 3 clusters Score: Raw -2199796.240112 + Penalty 3177.917514 = -2196618.322598 nChanged 232 SP:Iteration 14Q (1131.060834 sec): 3 clusters Score: Raw -2199866.754473 + Penalty 3177.917514 = -2196688.836959 nChanged 229 SP:Iteration 15Q (1131.106441 sec): 3 clusters Score: Raw -2199943.298031 + Penalty 3177.917514 = -2196765.380516 nChanged 250 SP:Iteration 16Q (1131.161413 sec): 3 clusters Score: Raw -2200025.775156 + Penalty 3177.917514 = -2196847.857642 nChanged 242 SP:Iteration 17Q (1131.222667 sec): 3 clusters Score: Raw -2200107.502073 + Penalty 3177.917514 = -2196929.584559 nChanged 237 SP:Iteration 18Q (1131.274912 sec): 3 clusters Score: Raw -2200198.613790 + Penalty 3177.917514 = -2197020.696275 nChanged 220 SP:Iteration 19Q (1131.328417 sec): 3 clusters Score: Raw -2200275.859747 + Penalty 3177.917514 = -2197097.942233 nChanged 202 SP:Iteration 20F (1131.382444 sec): 3 clusters Score: Raw -2200345.734977 + Penalty 3177.917514 = -2197167.817463 nChanged 193 SP:Iteration 21Q (1131.436300 sec): 3 clusters Score: Raw -2200406.958087 + Penalty 3177.917514 = -2197229.040572 nChanged 162 SP:Iteration 22Q (1131.502586 sec): 3 clusters Score: Raw -2200457.941613 + Penalty 3177.917514 = -2197280.024098 nChanged 139 SP:Iteration 23Q (1131.558424 sec): 3 clusters Score: Raw -2200508.533053 + Penalty 3177.917514 = -2197330.615539 nChanged 126 SP:Iteration 24Q (1131.624811 sec): 3 clusters Score: Raw -2200549.320872 + Penalty 3177.917514 = -2197371.403358 nChanged 113 SP:Iteration 25Q (1131.681355 sec): 3 clusters Score: Raw -2200581.293366 + Penalty 3177.917514 = -2197403.375852 nChanged 80 SP:Iteration 26Q (1131.745486 sec): 3 clusters Score: Raw -2200600.712491 + Penalty 3177.917514 = -2197422.794977 nChanged 66 SP:Iteration 27Q (1131.801486 sec): 3 clusters Score: Raw -2200616.136760 + Penalty 3177.917514 = -2197438.219246 nChanged 57 SP:Iteration 28Q (1131.871957 sec): 3 clusters Score: Raw -2200629.547560 + Penalty 3177.917514 = -2197451.630046 nChanged 49 SP:Iteration 29Q (1131.931078 sec): 3 clusters Score: Raw -2200638.702622 + Penalty 3177.917514 = -2197460.785108 nChanged 39 SP:Iteration 30Q (1131.991872 sec): 3 clusters Score: Raw -2200647.780795 + Penalty 3177.917514 = -2197469.863281 nChanged 40 SP:Iteration 31Q (1132.046448 sec): 3 clusters Score: Raw -2200655.187841 + Penalty 3177.917514 = -2197477.270326 nChanged 32 SP:Iteration 32Q (1132.118654 sec): 3 clusters Score: Raw -2200661.063081 + Penalty 3177.917514 = -2197483.145567 nChanged 30 SP:Iteration 33Q (1132.169516 sec): 3 clusters Score: Raw -2200667.297734 + Penalty 3177.917514 = -2197489.380220 nChanged 29 SP:Iteration 34Q (1132.232486 sec): 3 clusters Score: Raw -2200671.461448 + Penalty 3177.917514 = -2197493.543933 nChanged 17 SP:Iteration 35Q (1132.303263 sec): 3 clusters Score: Raw -2200674.890828 + Penalty 3177.917514 = -2197496.973314 nChanged 19 SP:Iteration 36Q (1132.371340 sec): 3 clusters Score: Raw -2200680.802840 + Penalty 3177.917514 = -2197502.885326 nChanged 23 SP:Iteration 37Q (1132.432016 sec): 3 clusters Score: Raw -2200686.306693 + Penalty 3177.917514 = -2197508.389179 nChanged 23 SP:Iteration 38Q (1132.493201 sec): 3 clusters Score: Raw -2200690.816692 + Penalty 3177.917514 = -2197512.899178 nChanged 22 SP:Iteration 39Q (1132.558583 sec): 3 clusters Score: Raw -2200694.899288 + Penalty 3177.917514 = -2197516.981774 nChanged 19 SP:Iteration 40F (1132.626481 sec): 3 clusters Score: Raw -2200699.157856 + Penalty 3177.917514 = -2197521.240342 nChanged 21 SP:Iteration 41Q (1132.690505 sec): 3 clusters Score: Raw -2200702.965304 + Penalty 3177.917514 = -2197525.047790 nChanged 15 SP:Iteration 42Q (1132.754980 sec): 3 clusters Score: Raw -2200706.809003 + Penalty 3177.917514 = -2197528.891488 nChanged 21 SP:Iteration 43Q (1132.808696 sec): 3 clusters Score: Raw -2200713.973475 + Penalty 3177.917514 = -2197536.055961 nChanged 26 SP:Iteration 44Q (1132.876414 sec): 3 clusters Score: Raw -2200721.567761 + Penalty 3177.917514 = -2197543.650247 nChanged 21 SP:Iteration 45Q (1132.954521 sec): 3 clusters Score: Raw -2200725.654172 + Penalty 3177.917514 = -2197547.736658 nChanged 11 SP:Iteration 46Q (1133.009573 sec): 3 clusters Score: Raw -2200729.503957 + Penalty 3177.917514 = -2197551.586443 nChanged 21 SP:Iteration 47Q (1133.069625 sec): 3 clusters Score: Raw -2200733.534870 + Penalty 3177.917514 = -2197555.617356 nChanged 21 SP:Iteration 48Q (1133.125201 sec): 3 clusters Score: Raw -2200738.042340 + Penalty 3177.917514 = -2197560.124826 nChanged 24 SP:Iteration 49Q (1133.187403 sec): 3 clusters Score: Raw -2200742.944422 + Penalty 3177.917514 = -2197565.026908 nChanged 22 SP:Iteration 50Q (1133.248087 sec): 3 clusters Score: Raw -2200749.428306 + Penalty 3177.917514 = -2197571.510792 nChanged 25 SP:Iteration 51Q (1133.312891 sec): 3 clusters Score: Raw -2200755.559197 + Penalty 3177.917514 = -2197577.641683 nChanged 19 SP:Iteration 52Q (1133.377261 sec): 3 clusters Score: Raw -2200759.420781 + Penalty 3177.917514 = -2197581.503266 nChanged 12 SP:Iteration 53Q (1133.439762 sec): 3 clusters Score: Raw -2200760.668731 + Penalty 3177.917514 = -2197582.751217 nChanged 7 SP:Iteration 54Q (1133.491313 sec): 3 clusters Score: Raw -2200762.299433 + Penalty 3177.917514 = -2197584.381919 nChanged 9 SP:Iteration 55Q (1133.552908 sec): 3 clusters Score: Raw -2200764.008710 + Penalty 3177.917514 = -2197586.091195 nChanged 10 SP:Iteration 56Q (1133.605817 sec): 3 clusters Score: Raw -2200765.561076 + Penalty 3177.917514 = -2197587.643561 nChanged 9 SP:Iteration 57Q (1133.662090 sec): 3 clusters Score: Raw -2200767.028118 + Penalty 3177.917514 = -2197589.110604 nChanged 8 SP:Iteration 58Q (1133.723640 sec): 3 clusters Score: Raw -2200768.025792 + Penalty 3177.917514 = -2197590.108278 nChanged 10 SP:Iteration 59Q (1133.774945 sec): 3 clusters Score: Raw -2200770.245309 + Penalty 3177.917514 = -2197592.327795 nChanged 11 SP:Iteration 60F (1133.835439 sec): 3 clusters Score: Raw -2200772.862769 + Penalty 3177.917514 = -2197594.945255 nChanged 10 SP:Iteration 61Q (1133.889530 sec): 3 clusters Score: Raw -2200774.646752 + Penalty 3177.917514 = -2197596.729238 nChanged 10 SP:Iteration 62Q (1133.947890 sec): 3 clusters Score: Raw -2200776.182654 + Penalty 3177.917514 = -2197598.265140 nChanged 4 SP:Iteration 63Q (1134.007064 sec): 3 clusters Score: Raw -2200776.777256 + Penalty 3177.917514 = -2197598.859742 nChanged 5 SP:Iteration 64Q (1134.056813 sec): 3 clusters Score: Raw -2200778.278966 + Penalty 3177.917514 = -2197600.361452 nChanged 5 SP:Iteration 65Q (1134.111268 sec): 3 clusters Score: Raw -2200779.107849 + Penalty 3177.917514 = -2197601.190335 nChanged 4 SP:Iteration 66Q (1134.168611 sec): 3 clusters Score: Raw -2200779.900711 + Penalty 3177.917514 = -2197601.983196 nChanged 6 SP:Iteration 67Q (1134.220932 sec): 3 clusters Score: Raw -2200781.182676 + Penalty 3177.917514 = -2197603.265162 nChanged 5 SP:Iteration 68Q (1134.284961 sec): 3 clusters Score: Raw -2200782.283542 + Penalty 3177.917514 = -2197604.366028 nChanged 7 SP:Iteration 69Q (1134.333243 sec): 3 clusters Score: Raw -2200783.737150 + Penalty 3177.917514 = -2197605.819636 nChanged 7 SP:Iteration 70Q (1134.390838 sec): 3 clusters Score: Raw -2200785.179153 + Penalty 3177.917514 = -2197607.261639 nChanged 9 SP:Iteration 71Q (1134.448743 sec): 3 clusters Score: Raw -2200786.501906 + Penalty 3177.917514 = -2197608.584392 nChanged 4 SP:Iteration 72Q (1134.507886 sec): 3 clusters Score: Raw -2200787.126838 + Penalty 3177.917514 = -2197609.209324 nChanged 7 SP:Iteration 73Q (1134.566263 sec): 3 clusters Score: Raw -2200788.160248 + Penalty 3177.917514 = -2197610.242734 nChanged 7 SP:Iteration 74Q (1134.626331 sec): 3 clusters Score: Raw -2200789.070083 + Penalty 3177.917514 = -2197611.152569 nChanged 4 SP:Iteration 75Q (1134.687531 sec): 3 clusters Score: Raw -2200789.616844 + Penalty 3177.917514 = -2197611.699330 nChanged 9 SP:Iteration 76Q (1134.741883 sec): 3 clusters Score: Raw -2200791.321986 + Penalty 3177.917514 = -2197613.404472 nChanged 7 SP:Iteration 77Q (1134.797313 sec): 3 clusters Score: Raw -2200792.405924 + Penalty 3177.917514 = -2197614.488410 nChanged 10 SP:Iteration 78Q (1134.850152 sec): 3 clusters Score: Raw -2200793.873600 + Penalty 3177.917514 = -2197615.956085 nChanged 12 SP:Iteration 79Q (1134.911836 sec): 3 clusters Score: Raw -2200795.935457 + Penalty 3177.917514 = -2197618.017942 nChanged 9 SP:Iteration 80F (1134.966770 sec): 3 clusters Score: Raw -2200797.848391 + Penalty 3177.917514 = -2197619.930877 nChanged 8 SP:Iteration 81Q (1135.027430 sec): 3 clusters Score: Raw -2200799.254156 + Penalty 3177.917514 = -2197621.336642 nChanged 6 SP:Iteration 82Q (1135.080317 sec): 3 clusters Score: Raw -2200799.929076 + Penalty 3177.917514 = -2197622.011561 nChanged 2 SP:Iteration 83Q (1135.140295 sec): 3 clusters Score: Raw -2200800.276839 + Penalty 3177.917514 = -2197622.359325 nChanged 4 SP:Iteration 84Q (1135.194502 sec): 3 clusters Score: Raw -2200801.339708 + Penalty 3177.917514 = -2197623.422194 nChanged 5 SP:Iteration 85Q (1135.245622 sec): 3 clusters Score: Raw -2200802.156327 + Penalty 3177.917514 = -2197624.238812 nChanged 4 SP:Iteration 86Q (1135.307229 sec): 3 clusters Score: Raw -2200802.771392 + Penalty 3177.917514 = -2197624.853878 nChanged 2 SP:Iteration 87Q (1135.363545 sec): 3 clusters Score: Raw -2200803.171561 + Penalty 3177.917514 = -2197625.254046 nChanged 1 SP:Iteration 88Q (1135.429239 sec): 3 clusters Score: Raw -2200803.416796 + Penalty 3177.917514 = -2197625.499282 nChanged 2 SP:Iteration 89Q (1135.487421 sec): 3 clusters Score: Raw -2200803.686460 + Penalty 3177.917514 = -2197625.768946 nChanged 1 SP:Iteration 90Q (1135.553326 sec): 3 clusters Score: Raw -2200803.774295 + Penalty 3177.917514 = -2197625.856781 nChanged 1 SP:Iteration 91Q (1135.622468 sec): 3 clusters Score: Raw -2200803.884984 + Penalty 3177.917514 = -2197625.967470 nChanged 0 SP:Iteration 92F (1135.687921 sec): 3 clusters Score: Raw -2200803.884984 + Penalty 3177.917514 = -2197625.967470 nChanged 0 Trying to split cluster 10 (1799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1135.716703 sec): 2 clusters Score: Raw -217376.263475 + Penalty 1217.935263 = -216158.328212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1135.768213 sec): 3 clusters Score: Raw -216634.181901 + Penalty 2435.870526 = -214198.311375 nChanged 612 SP:Iteration 1F (1135.804853 sec): 3 clusters Score: Raw -217012.911527 + Penalty 2435.870526 = -214577.041001 nChanged 127 SP:Iteration 2F (1135.860112 sec): 3 clusters Score: Raw -217123.288498 + Penalty 2435.870526 = -214687.417972 nChanged 97 SP:Iteration 3F (1135.904292 sec): 3 clusters Score: Raw -217204.573481 + Penalty 2435.870526 = -214768.702955 nChanged 70 SP:Iteration 4Q (1135.944460 sec): 3 clusters Score: Raw -217256.134506 + Penalty 2435.870526 = -214820.263980 nChanged 59 SP:Iteration 5Q (1135.992049 sec): 3 clusters Score: Raw -217301.264035 + Penalty 2435.870526 = -214865.393509 nChanged 56 SP:Iteration 6Q (1136.030903 sec): 3 clusters Score: Raw -217346.310775 + Penalty 2435.870526 = -214910.440249 nChanged 51 SP:Iteration 7Q (1136.078846 sec): 3 clusters Score: Raw -217385.701600 + Penalty 2435.870526 = -214949.831074 nChanged 43 SP:Iteration 8Q (1136.137536 sec): 3 clusters Score: Raw -217418.045076 + Penalty 2435.870526 = -214982.174550 nChanged 42 SP:Iteration 9Q (1136.185131 sec): 3 clusters Score: Raw -217455.437734 + Penalty 2435.870526 = -215019.567208 nChanged 46 SP:Iteration 10Q (1136.227409 sec): 3 clusters Score: Raw -217488.350341 + Penalty 2435.870526 = -215052.479815 nChanged 37 SP:Iteration 11Q (1136.273288 sec): 3 clusters Score: Raw -217516.833880 + Penalty 2435.870526 = -215080.963354 nChanged 26 SP:Iteration 12Q (1136.321185 sec): 3 clusters Score: Raw -217532.680029 + Penalty 2435.870526 = -215096.809503 nChanged 19 SP:Iteration 13Q (1136.368388 sec): 3 clusters Score: Raw -217541.885329 + Penalty 2435.870526 = -215106.014803 nChanged 13 SP:Iteration 14Q (1136.417388 sec): 3 clusters Score: Raw -217550.772929 + Penalty 2435.870526 = -215114.902403 nChanged 13 SP:Iteration 15Q (1136.453635 sec): 3 clusters Score: Raw -217561.500147 + Penalty 2435.870526 = -215125.629621 nChanged 13 SP:Iteration 16Q (1136.501669 sec): 3 clusters Score: Raw -217569.944770 + Penalty 2435.870526 = -215134.074244 nChanged 15 SP:Iteration 17Q (1136.539717 sec): 3 clusters Score: Raw -217584.986628 + Penalty 2435.870526 = -215149.116102 nChanged 12 SP:Iteration 18Q (1136.580776 sec): 3 clusters Score: Raw -217593.943288 + Penalty 2435.870526 = -215158.072762 nChanged 14 SP:Iteration 19Q (1136.630357 sec): 3 clusters Score: Raw -217604.885441 + Penalty 2435.870526 = -215169.014915 nChanged 10 SP:Iteration 20F (1136.681097 sec): 3 clusters Score: Raw -217613.094893 + Penalty 2435.870526 = -215177.224367 nChanged 6 SP:Iteration 21Q (1136.728888 sec): 3 clusters Score: Raw -217617.352876 + Penalty 2435.870526 = -215181.482350 nChanged 5 SP:Iteration 22Q (1136.776697 sec): 3 clusters Score: Raw -217620.520695 + Penalty 2435.870526 = -215184.650168 nChanged 3 SP:Iteration 23Q (1136.823656 sec): 3 clusters Score: Raw -217621.537327 + Penalty 2435.870526 = -215185.666801 nChanged 0 SP:Iteration 24F (1136.867519 sec): 3 clusters Score: Raw -217621.537327 + Penalty 2435.870526 = -215185.666801 nChanged 0 Trying to split cluster 11 (3595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1136.893616 sec): 2 clusters Score: Raw -402588.972883 + Penalty 1330.436131 = -401258.536752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1136.944061 sec): 3 clusters Score: Raw -400836.259863 + Penalty 2660.872263 = -398175.387600 nChanged 1400 SP:Iteration 1F (1136.990742 sec): 3 clusters Score: Raw -401848.184011 + Penalty 2660.872263 = -399187.311748 nChanged 334 SP:Iteration 2F (1137.041331 sec): 3 clusters Score: Raw -402192.413389 + Penalty 2660.872263 = -399531.541126 nChanged 292 SP:Iteration 3F (1137.089090 sec): 3 clusters Score: Raw -402499.417514 + Penalty 2660.872263 = -399838.545251 nChanged 237 SP:Iteration 4F (1137.137520 sec): 3 clusters Score: Raw -402701.789860 + Penalty 2660.872263 = -400040.917597 nChanged 190 SP:Iteration 5F (1137.182732 sec): 3 clusters Score: Raw -402859.600694 + Penalty 2660.872263 = -400198.728431 nChanged 141 SP:Iteration 6Q (1137.235233 sec): 3 clusters Score: Raw -402980.128069 + Penalty 2660.872263 = -400319.255807 nChanged 135 SP:Iteration 7Q (1137.286480 sec): 3 clusters Score: Raw -403077.699632 + Penalty 2660.872263 = -400416.827369 nChanged 99 SP:Iteration 8Q (1137.338169 sec): 3 clusters Score: Raw -403153.015025 + Penalty 2660.872263 = -400492.142762 nChanged 82 SP:Iteration 9Q (1137.384944 sec): 3 clusters Score: Raw -403218.048488 + Penalty 2660.872263 = -400557.176225 nChanged 74 SP:Iteration 10Q (1137.431315 sec): 3 clusters Score: Raw -403265.488287 + Penalty 2660.872263 = -400604.616024 nChanged 53 SP:Iteration 11Q (1137.482348 sec): 3 clusters Score: Raw -403303.872448 + Penalty 2660.872263 = -400643.000185 nChanged 44 SP:Iteration 12Q (1137.531776 sec): 3 clusters Score: Raw -403334.007160 + Penalty 2660.872263 = -400673.134897 nChanged 33 SP:Iteration 13Q (1137.580897 sec): 3 clusters Score: Raw -403354.534623 + Penalty 2660.872263 = -400693.662360 nChanged 29 SP:Iteration 14Q (1137.630854 sec): 3 clusters Score: Raw -403367.703405 + Penalty 2660.872263 = -400706.831143 nChanged 23 SP:Iteration 15Q (1137.678211 sec): 3 clusters Score: Raw -403382.887666 + Penalty 2660.872263 = -400722.015404 nChanged 23 SP:Iteration 16Q (1137.728090 sec): 3 clusters Score: Raw -403392.737098 + Penalty 2660.872263 = -400731.864835 nChanged 15 SP:Iteration 17Q (1137.774920 sec): 3 clusters Score: Raw -403396.550977 + Penalty 2660.872263 = -400735.678715 nChanged 10 SP:Iteration 18Q (1137.813209 sec): 3 clusters Score: Raw -403398.788976 + Penalty 2660.872263 = -400737.916714 nChanged 11 SP:Iteration 19Q (1137.857415 sec): 3 clusters Score: Raw -403401.464797 + Penalty 2660.872263 = -400740.592534 nChanged 4 SP:Iteration 20F (1137.900079 sec): 3 clusters Score: Raw -403402.702784 + Penalty 2660.872263 = -400741.830521 nChanged 3 SP:Iteration 21Q (1137.943126 sec): 3 clusters Score: Raw -403403.189522 + Penalty 2660.872263 = -400742.317259 nChanged 2 SP:Iteration 22Q (1137.994623 sec): 3 clusters Score: Raw -403403.660295 + Penalty 2660.872263 = -400742.788032 nChanged 2 SP:Iteration 23Q (1138.037930 sec): 3 clusters Score: Raw -403404.002180 + Penalty 2660.872263 = -400743.129917 nChanged 0 SP:Iteration 24F (1138.072179 sec): 3 clusters Score: Raw -403404.002180 + Penalty 2660.872263 = -400743.129917 nChanged 0 Trying to split cluster 12 (1582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1138.098917 sec): 2 clusters Score: Raw -199580.777398 + Penalty 1197.047337 = -198383.730061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1138.133248 sec): 3 clusters Score: Raw -198936.395720 + Penalty 2394.094673 = -196542.301047 nChanged 544 SP:Iteration 1F (1138.173197 sec): 3 clusters Score: Raw -199303.746129 + Penalty 2394.094673 = -196909.651456 nChanged 106 SP:Iteration 2F (1138.221468 sec): 3 clusters Score: Raw -199372.460930 + Penalty 2394.094673 = -196978.366257 nChanged 47 SP:Iteration 3Q (1138.257777 sec): 3 clusters Score: Raw -199398.665430 + Penalty 2394.094673 = -197004.570757 nChanged 33 SP:Iteration 4Q (1138.291446 sec): 3 clusters Score: Raw -199418.285067 + Penalty 2394.094673 = -197024.190394 nChanged 28 SP:Iteration 5Q (1138.336951 sec): 3 clusters Score: Raw -199438.110659 + Penalty 2394.094673 = -197044.015986 nChanged 23 SP:Iteration 6Q (1138.370835 sec): 3 clusters Score: Raw -199456.243158 + Penalty 2394.094673 = -197062.148485 nChanged 27 SP:Iteration 7Q (1138.419491 sec): 3 clusters Score: Raw -199474.236875 + Penalty 2394.094673 = -197080.142201 nChanged 27 SP:Iteration 8Q (1138.456077 sec): 3 clusters Score: Raw -199487.742704 + Penalty 2394.094673 = -197093.648031 nChanged 25 SP:Iteration 9Q (1138.490057 sec): 3 clusters Score: Raw -199503.785561 + Penalty 2394.094673 = -197109.690888 nChanged 18 SP:Iteration 10Q (1138.539542 sec): 3 clusters Score: Raw -199514.064334 + Penalty 2394.094673 = -197119.969661 nChanged 10 SP:Iteration 11Q (1138.576082 sec): 3 clusters Score: Raw -199521.183471 + Penalty 2394.094673 = -197127.088798 nChanged 11 SP:Iteration 12Q (1138.610940 sec): 3 clusters Score: Raw -199531.463368 + Penalty 2394.094673 = -197137.368695 nChanged 16 SP:Iteration 13Q (1138.659743 sec): 3 clusters Score: Raw -199541.772333 + Penalty 2394.094673 = -197147.677660 nChanged 19 SP:Iteration 14Q (1138.696195 sec): 3 clusters Score: Raw -199554.326636 + Penalty 2394.094673 = -197160.231962 nChanged 17 SP:Iteration 15Q (1138.730452 sec): 3 clusters Score: Raw -199564.694459 + Penalty 2394.094673 = -197170.599786 nChanged 16 SP:Iteration 16Q (1138.779997 sec): 3 clusters Score: Raw -199577.741226 + Penalty 2394.094673 = -197183.646552 nChanged 13 SP:Iteration 17Q (1138.819818 sec): 3 clusters Score: Raw -199586.583451 + Penalty 2394.094673 = -197192.488778 nChanged 9 SP:Iteration 18Q (1138.856256 sec): 3 clusters Score: Raw -199591.664187 + Penalty 2394.094673 = -197197.569513 nChanged 11 SP:Iteration 19Q (1138.891501 sec): 3 clusters Score: Raw -199598.994096 + Penalty 2394.094673 = -197204.899423 nChanged 13 SP:Iteration 20F (1138.940356 sec): 3 clusters Score: Raw -199608.209983 + Penalty 2394.094673 = -197214.115310 nChanged 10 SP:Iteration 21Q (1138.979882 sec): 3 clusters Score: Raw -199616.722458 + Penalty 2394.094673 = -197222.627785 nChanged 10 SP:Iteration 22Q (1139.020449 sec): 3 clusters Score: Raw -199622.952626 + Penalty 2394.094673 = -197228.857953 nChanged 4 SP:Iteration 23Q (1139.057294 sec): 3 clusters Score: Raw -199625.425191 + Penalty 2394.094673 = -197231.330518 nChanged 3 SP:Iteration 24Q (1139.091708 sec): 3 clusters Score: Raw -199626.139090 + Penalty 2394.094673 = -197232.044417 nChanged 0 SP:Iteration 25F (1139.131967 sec): 3 clusters Score: Raw -199626.139090 + Penalty 2394.094673 = -197232.044417 nChanged 0 Trying to split cluster 13 (1733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1139.159759 sec): 2 clusters Score: Raw -217120.271990 + Penalty 1211.861510 = -215908.410481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1139.194170 sec): 3 clusters Score: Raw -216414.084431 + Penalty 2423.723019 = -213990.361411 nChanged 601 SP:Iteration 1F (1139.243475 sec): 3 clusters Score: Raw -216841.985022 + Penalty 2423.723019 = -214418.262003 nChanged 128 SP:Iteration 2F (1139.279966 sec): 3 clusters Score: Raw -216939.551368 + Penalty 2423.723019 = -214515.828348 nChanged 68 SP:Iteration 3Q (1139.314289 sec): 3 clusters Score: Raw -216997.388091 + Penalty 2423.723019 = -214573.665072 nChanged 57 SP:Iteration 4Q (1139.360397 sec): 3 clusters Score: Raw -217046.708719 + Penalty 2423.723019 = -214622.985700 nChanged 51 SP:Iteration 5Q (1139.394834 sec): 3 clusters Score: Raw -217085.255579 + Penalty 2423.723019 = -214661.532560 nChanged 38 SP:Iteration 6Q (1139.444144 sec): 3 clusters Score: Raw -217114.495719 + Penalty 2423.723019 = -214690.772699 nChanged 47 SP:Iteration 7Q (1139.489925 sec): 3 clusters Score: Raw -217149.773599 + Penalty 2423.723019 = -214726.050580 nChanged 56 SP:Iteration 8Q (1139.533112 sec): 3 clusters Score: Raw -217203.358944 + Penalty 2423.723019 = -214779.635925 nChanged 53 SP:Iteration 9Q (1139.566878 sec): 3 clusters Score: Raw -217253.212080 + Penalty 2423.723019 = -214829.489061 nChanged 45 SP:Iteration 10Q (1139.613745 sec): 3 clusters Score: Raw -217288.909325 + Penalty 2423.723019 = -214865.186306 nChanged 35 SP:Iteration 11Q (1139.650335 sec): 3 clusters Score: Raw -217321.139826 + Penalty 2423.723019 = -214897.416807 nChanged 36 SP:Iteration 12Q (1139.703750 sec): 3 clusters Score: Raw -217354.374199 + Penalty 2423.723019 = -214930.651179 nChanged 34 SP:Iteration 13Q (1139.745562 sec): 3 clusters Score: Raw -217390.576338 + Penalty 2423.723019 = -214966.853319 nChanged 37 SP:Iteration 14Q (1139.790541 sec): 3 clusters Score: Raw -217422.050527 + Penalty 2423.723019 = -214998.327508 nChanged 26 SP:Iteration 15Q (1139.834808 sec): 3 clusters Score: Raw -217441.302312 + Penalty 2423.723019 = -215017.579293 nChanged 17 SP:Iteration 16Q (1139.878025 sec): 3 clusters Score: Raw -217456.818042 + Penalty 2423.723019 = -215033.095023 nChanged 14 SP:Iteration 17Q (1139.915258 sec): 3 clusters Score: Raw -217467.726233 + Penalty 2423.723019 = -215044.003214 nChanged 9 SP:Iteration 18Q (1139.966460 sec): 3 clusters Score: Raw -217475.698918 + Penalty 2423.723019 = -215051.975899 nChanged 5 SP:Iteration 19Q (1140.009836 sec): 3 clusters Score: Raw -217479.835959 + Penalty 2423.723019 = -215056.112939 nChanged 4 SP:Iteration 20F (1140.052013 sec): 3 clusters Score: Raw -217483.312552 + Penalty 2423.723019 = -215059.589533 nChanged 5 SP:Iteration 21Q (1140.083107 sec): 3 clusters Score: Raw -217488.224486 + Penalty 2423.723019 = -215064.501467 nChanged 8 SP:Iteration 22Q (1140.131779 sec): 3 clusters Score: Raw -217495.327874 + Penalty 2423.723019 = -215071.604855 nChanged 7 SP:Iteration 23Q (1140.172964 sec): 3 clusters Score: Raw -217500.476309 + Penalty 2423.723019 = -215076.753290 nChanged 4 SP:Iteration 24Q (1140.220498 sec): 3 clusters Score: Raw -217501.848593 + Penalty 2423.723019 = -215078.125574 nChanged 1 SP:Iteration 25Q (1140.267079 sec): 3 clusters Score: Raw -217502.981735 + Penalty 2423.723019 = -215079.258715 nChanged 2 SP:Iteration 26Q (1140.306417 sec): 3 clusters Score: Raw -217504.300694 + Penalty 2423.723019 = -215080.577675 nChanged 2 SP:Iteration 27Q (1140.347919 sec): 3 clusters Score: Raw -217505.389520 + Penalty 2423.723019 = -215081.666501 nChanged 2 SP:Iteration 28Q (1140.394078 sec): 3 clusters Score: Raw -217506.864262 + Penalty 2423.723019 = -215083.141243 nChanged 3 SP:Iteration 29Q (1140.439421 sec): 3 clusters Score: Raw -217508.657050 + Penalty 2423.723019 = -215084.934031 nChanged 0 SP:Iteration 30F (1140.485130 sec): 3 clusters Score: Raw -217508.657050 + Penalty 2423.723019 = -215084.934031 nChanged 0 Trying to split cluster 14 (5718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1140.512615 sec): 2 clusters Score: Raw -617279.902156 + Penalty 1405.848336 = -615874.053820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.567321 sec): 3 clusters Score: Raw -614219.102391 + Penalty 2811.696671 = -611407.405720 nChanged 2366 SP:Iteration 1F (1140.616084 sec): 3 clusters Score: Raw -615516.548801 + Penalty 2811.696671 = -612704.852130 nChanged 474 SP:Iteration 2F (1140.653798 sec): 3 clusters Score: Raw -615818.453871 + Penalty 2811.696671 = -613006.757200 nChanged 407 SP:Iteration 3F (1140.709721 sec): 3 clusters Score: Raw -616128.941554 + Penalty 2811.696671 = -613317.244883 nChanged 402 SP:Iteration 4F (1140.750631 sec): 3 clusters Score: Raw -616499.080027 + Penalty 2811.696671 = -613687.383355 nChanged 414 SP:Iteration 5F (1140.794080 sec): 3 clusters Score: Raw -616878.991636 + Penalty 2811.696671 = -614067.294965 nChanged 395 SP:Iteration 6F (1140.840182 sec): 3 clusters Score: Raw -617213.621866 + Penalty 2811.696671 = -614401.925195 nChanged 328 SP:Iteration 7F (1140.895821 sec): 3 clusters Score: Raw -617457.322066 + Penalty 2811.696671 = -614645.625394 nChanged 262 SP:Iteration 8Q (1140.939231 sec): 3 clusters Score: Raw -617629.277077 + Penalty 2811.696671 = -614817.580406 nChanged 225 SP:Iteration 9Q (1140.997268 sec): 3 clusters Score: Raw -617771.030139 + Penalty 2811.696671 = -614959.333468 nChanged 157 SP:Iteration 10Q (1141.048748 sec): 3 clusters Score: Raw -617855.988424 + Penalty 2811.696671 = -615044.291753 nChanged 114 SP:Iteration 11Q (1141.098004 sec): 3 clusters Score: Raw -617912.529034 + Penalty 2811.696671 = -615100.832363 nChanged 87 SP:Iteration 12Q (1141.147328 sec): 3 clusters Score: Raw -617958.140946 + Penalty 2811.696671 = -615146.444275 nChanged 84 SP:Iteration 13Q (1141.193882 sec): 3 clusters Score: Raw -617998.109813 + Penalty 2811.696671 = -615186.413142 nChanged 75 SP:Iteration 14Q (1141.240291 sec): 3 clusters Score: Raw -618028.495193 + Penalty 2811.696671 = -615216.798522 nChanged 71 SP:Iteration 15Q (1141.293512 sec): 3 clusters Score: Raw -618061.311027 + Penalty 2811.696671 = -615249.614356 nChanged 62 SP:Iteration 16Q (1141.343302 sec): 3 clusters Score: Raw -618089.012696 + Penalty 2811.696671 = -615277.316025 nChanged 61 SP:Iteration 17Q (1141.392783 sec): 3 clusters Score: Raw -618113.163664 + Penalty 2811.696671 = -615301.466993 nChanged 48 SP:Iteration 18Q (1141.434347 sec): 3 clusters Score: Raw -618130.432423 + Penalty 2811.696671 = -615318.735752 nChanged 37 SP:Iteration 19Q (1141.490646 sec): 3 clusters Score: Raw -618145.694914 + Penalty 2811.696671 = -615333.998243 nChanged 38 SP:Iteration 20F (1141.534315 sec): 3 clusters Score: Raw -618158.612268 + Penalty 2811.696671 = -615346.915597 nChanged 24 SP:Iteration 21Q (1141.583124 sec): 3 clusters Score: Raw -618167.006175 + Penalty 2811.696671 = -615355.309504 nChanged 26 SP:Iteration 22Q (1141.636798 sec): 3 clusters Score: Raw -618176.375956 + Penalty 2811.696671 = -615364.679285 nChanged 24 SP:Iteration 23Q (1141.683209 sec): 3 clusters Score: Raw -618184.743419 + Penalty 2811.696671 = -615373.046748 nChanged 18 SP:Iteration 24Q (1141.733079 sec): 3 clusters Score: Raw -618191.006128 + Penalty 2811.696671 = -615379.309457 nChanged 16 SP:Iteration 25Q (1141.770999 sec): 3 clusters Score: Raw -618196.568899 + Penalty 2811.696671 = -615384.872228 nChanged 11 SP:Iteration 26Q (1141.821707 sec): 3 clusters Score: Raw -618199.386530 + Penalty 2811.696671 = -615387.689859 nChanged 7 SP:Iteration 27Q (1141.870760 sec): 3 clusters Score: Raw -618200.931919 + Penalty 2811.696671 = -615389.235247 nChanged 2 SP:Iteration 28Q (1141.924664 sec): 3 clusters Score: Raw -618201.281284 + Penalty 2811.696671 = -615389.584613 nChanged 1 SP:Iteration 29Q (1141.980135 sec): 3 clusters Score: Raw -618201.462148 + Penalty 2811.696671 = -615389.765477 nChanged 0 SP:Iteration 30F (1142.035830 sec): 3 clusters Score: Raw -618201.462148 + Penalty 2811.696671 = -615389.765477 nChanged 0 Trying to split cluster 15 (4343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1142.062461 sec): 2 clusters Score: Raw -550511.228973 + Penalty 1361.152103 = -549150.076870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1142.112429 sec): 3 clusters Score: Raw -548303.003028 + Penalty 2722.304206 = -545580.698822 nChanged 1695 SP:Iteration 1F (1142.152967 sec): 3 clusters Score: Raw -549218.941310 + Penalty 2722.304206 = -546496.637105 nChanged 328 SP:Iteration 2F (1142.207434 sec): 3 clusters Score: Raw -549423.533732 + Penalty 2722.304206 = -546701.229527 nChanged 254 SP:Iteration 3F (1142.259885 sec): 3 clusters Score: Raw -549551.542557 + Penalty 2722.304206 = -546829.238351 nChanged 187 SP:Iteration 4Q (1142.309833 sec): 3 clusters Score: Raw -549642.418158 + Penalty 2722.304206 = -546920.113953 nChanged 149 SP:Iteration 5Q (1142.360572 sec): 3 clusters Score: Raw -549720.711654 + Penalty 2722.304206 = -546998.407449 nChanged 144 SP:Iteration 6Q (1142.411390 sec): 3 clusters Score: Raw -549788.804265 + Penalty 2722.304206 = -547066.500059 nChanged 129 SP:Iteration 7Q (1142.451259 sec): 3 clusters Score: Raw -549859.781592 + Penalty 2722.304206 = -547137.477386 nChanged 113 SP:Iteration 8Q (1142.509196 sec): 3 clusters Score: Raw -549930.258599 + Penalty 2722.304206 = -547207.954393 nChanged 114 SP:Iteration 9Q (1142.558627 sec): 3 clusters Score: Raw -550009.697117 + Penalty 2722.304206 = -547287.392912 nChanged 119 SP:Iteration 10Q (1142.610483 sec): 3 clusters Score: Raw -550090.789617 + Penalty 2722.304206 = -547368.485412 nChanged 103 SP:Iteration 11Q (1142.651704 sec): 3 clusters Score: Raw -550149.907940 + Penalty 2722.304206 = -547427.603734 nChanged 103 SP:Iteration 12Q (1142.713624 sec): 3 clusters Score: Raw -550213.439320 + Penalty 2722.304206 = -547491.135114 nChanged 85 SP:Iteration 13Q (1142.746615 sec): 3 clusters Score: Raw -550262.170087 + Penalty 2722.304206 = -547539.865882 nChanged 88 SP:Iteration 14Q (1142.784758 sec): 3 clusters Score: Raw -550326.995895 + Penalty 2722.304206 = -547604.691690 nChanged 80 SP:Iteration 15Q (1142.817497 sec): 3 clusters Score: Raw -550382.485529 + Penalty 2722.304206 = -547660.181323 nChanged 66 SP:Iteration 16Q (1142.863178 sec): 3 clusters Score: Raw -550427.901029 + Penalty 2722.304206 = -547705.596824 nChanged 60 SP:Iteration 17Q (1142.905982 sec): 3 clusters Score: Raw -550470.880858 + Penalty 2722.304206 = -547748.576653 nChanged 52 SP:Iteration 18Q (1142.944962 sec): 3 clusters Score: Raw -550507.595385 + Penalty 2722.304206 = -547785.291180 nChanged 36 SP:Iteration 19Q (1142.984684 sec): 3 clusters Score: Raw -550532.314170 + Penalty 2722.304206 = -547810.009964 nChanged 24 SP:Iteration 20F (1143.018106 sec): 3 clusters Score: Raw -550545.859344 + Penalty 2722.304206 = -547823.555139 nChanged 20 SP:Iteration 21Q (1143.056491 sec): 3 clusters Score: Raw -550560.224916 + Penalty 2722.304206 = -547837.920710 nChanged 11 SP:Iteration 22Q (1143.103502 sec): 3 clusters Score: Raw -550569.831510 + Penalty 2722.304206 = -547847.527304 nChanged 11 SP:Iteration 23Q (1143.144452 sec): 3 clusters Score: Raw -550576.204087 + Penalty 2722.304206 = -547853.899881 nChanged 11 SP:Iteration 24Q (1143.181328 sec): 3 clusters Score: Raw -550585.173546 + Penalty 2722.304206 = -547862.869340 nChanged 9 SP:Iteration 25Q (1143.226460 sec): 3 clusters Score: Raw -550591.808686 + Penalty 2722.304206 = -547869.504481 nChanged 10 SP:Iteration 26Q (1143.261327 sec): 3 clusters Score: Raw -550599.344083 + Penalty 2722.304206 = -547877.039877 nChanged 11 SP:Iteration 27Q (1143.298670 sec): 3 clusters Score: Raw -550612.783017 + Penalty 2722.304206 = -547890.478811 nChanged 18 SP:Iteration 28Q (1143.343992 sec): 3 clusters Score: Raw -550630.974111 + Penalty 2722.304206 = -547908.669905 nChanged 14 SP:Iteration 29Q (1143.376630 sec): 3 clusters Score: Raw -550643.532087 + Penalty 2722.304206 = -547921.227882 nChanged 10 SP:Iteration 30Q (1143.412818 sec): 3 clusters Score: Raw -550655.474932 + Penalty 2722.304206 = -547933.170727 nChanged 13 SP:Iteration 31Q (1143.448751 sec): 3 clusters Score: Raw -550666.420460 + Penalty 2722.304206 = -547944.116254 nChanged 12 SP:Iteration 32Q (1143.493255 sec): 3 clusters Score: Raw -550677.961704 + Penalty 2722.304206 = -547955.657498 nChanged 9 SP:Iteration 33Q (1143.532303 sec): 3 clusters Score: Raw -550685.243018 + Penalty 2722.304206 = -547962.938812 nChanged 6 SP:Iteration 34Q (1143.564724 sec): 3 clusters Score: Raw -550689.102814 + Penalty 2722.304206 = -547966.798609 nChanged 2 SP:Iteration 35Q (1143.606938 sec): 3 clusters Score: Raw -550690.410110 + Penalty 2722.304206 = -547968.105905 nChanged 0 SP:Iteration 36F (1143.646529 sec): 3 clusters Score: Raw -550690.410110 + Penalty 2722.304206 = -547968.105905 nChanged 0 Trying to split cluster 16 (1169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1143.666183 sec): 2 clusters Score: Raw -145980.522953 + Penalty 1147.884394 = -144832.638559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1143.700637 sec): 3 clusters Score: Raw -145570.236684 + Penalty 2295.768787 = -143274.467896 nChanged 355 SP:Iteration 1F (1143.746692 sec): 3 clusters Score: Raw -145852.058451 + Penalty 2295.768787 = -143556.289663 nChanged 91 SP:Iteration 2F (1143.780834 sec): 3 clusters Score: Raw -145936.046649 + Penalty 2295.768787 = -143640.277861 nChanged 49 SP:Iteration 3Q (1143.808992 sec): 3 clusters Score: Raw -145978.078947 + Penalty 2295.768787 = -143682.310160 nChanged 28 SP:Iteration 4Q (1143.842146 sec): 3 clusters Score: Raw -146000.636512 + Penalty 2295.768787 = -143704.867724 nChanged 18 SP:Iteration 5Q (1143.876465 sec): 3 clusters Score: Raw -146014.095699 + Penalty 2295.768787 = -143718.326911 nChanged 8 SP:Iteration 6Q (1143.909749 sec): 3 clusters Score: Raw -146019.914355 + Penalty 2295.768787 = -143724.145567 nChanged 7 SP:Iteration 7Q (1143.944898 sec): 3 clusters Score: Raw -146026.023584 + Penalty 2295.768787 = -143730.254797 nChanged 7 SP:Iteration 8Q (1143.985312 sec): 3 clusters Score: Raw -146030.290895 + Penalty 2295.768787 = -143734.522107 nChanged 4 SP:Iteration 9Q (1144.020784 sec): 3 clusters Score: Raw -146033.369278 + Penalty 2295.768787 = -143737.600491 nChanged 4 SP:Iteration 10Q (1144.055320 sec): 3 clusters Score: Raw -146034.409513 + Penalty 2295.768787 = -143738.640726 nChanged 2 SP:Iteration 11Q (1144.090622 sec): 3 clusters Score: Raw -146035.066467 + Penalty 2295.768787 = -143739.297679 nChanged 0 SP:Iteration 12F (1144.117394 sec): 3 clusters Score: Raw -146035.066467 + Penalty 2295.768787 = -143739.297679 nChanged 0 Trying to split cluster 17 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1144.141614 sec): 2 clusters Score: Raw -43382.125015 + Penalty 965.704898 = -42416.420116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1144.168186 sec): 3 clusters Score: Raw -43396.217433 + Penalty 1931.409797 = -41464.807636 nChanged 80 SP:Iteration 1F (1144.209843 sec): 3 clusters Score: Raw -43517.007747 + Penalty 1931.409797 = -41585.597951 nChanged 19 SP:Iteration 2Q (1144.235564 sec): 3 clusters Score: Raw -43556.536723 + Penalty 1931.409797 = -41625.126926 nChanged 16 SP:Iteration 3Q (1144.268879 sec): 3 clusters Score: Raw -43586.302396 + Penalty 1931.409797 = -41654.892599 nChanged 16 SP:Iteration 4Q (1144.309369 sec): 3 clusters Score: Raw -43619.440826 + Penalty 1931.409797 = -41688.031029 nChanged 15 SP:Iteration 5Q (1144.333660 sec): 3 clusters Score: Raw -43657.849081 + Penalty 1931.409797 = -41726.439285 nChanged 12 SP:Iteration 6Q (1144.366764 sec): 3 clusters Score: Raw -43682.635944 + Penalty 1931.409797 = -41751.226147 nChanged 9 SP:Iteration 7Q (1144.407729 sec): 3 clusters Score: Raw -43692.416776 + Penalty 1931.409797 = -41761.006979 nChanged 4 SP:Iteration 8Q (1144.433326 sec): 3 clusters Score: Raw -43705.703952 + Penalty 1931.409797 = -41774.294155 nChanged 6 SP:Iteration 9Q (1144.466740 sec): 3 clusters Score: Raw -43724.090600 + Penalty 1931.409797 = -41792.680803 nChanged 6 SP:Iteration 10Q (1144.500192 sec): 3 clusters Score: Raw -43732.633684 + Penalty 1931.409797 = -41801.223887 nChanged 4 SP:Iteration 11Q (1144.533719 sec): 3 clusters Score: Raw -43743.515156 + Penalty 1931.409797 = -41812.105359 nChanged 6 SP:Iteration 12Q (1144.567141 sec): 3 clusters Score: Raw -43776.139748 + Penalty 1931.409797 = -41844.729951 nChanged 7 SP:Iteration 13Q (1144.600741 sec): 3 clusters Score: Raw -43790.946545 + Penalty 1931.409797 = -41859.536748 nChanged 1 SP:Iteration 14Q (1144.634537 sec): 3 clusters Score: Raw -43791.665648 + Penalty 1931.409797 = -41860.255851 nChanged 1 SP:Iteration 15Q (1144.667239 sec): 3 clusters Score: Raw -43793.450617 + Penalty 1931.409797 = -41862.040820 nChanged 0 SP:Iteration 16F (1144.707974 sec): 3 clusters Score: Raw -43793.691500 + Penalty 1931.409797 = -41862.281703 nChanged 1 SP:Iteration 17Q (1144.740992 sec): 3 clusters Score: Raw -43805.619470 + Penalty 1931.409797 = -41874.209673 nChanged 1 SP:Iteration 18Q (1144.774770 sec): 3 clusters Score: Raw -43807.408833 + Penalty 1931.409797 = -41875.999036 nChanged 0 SP:Iteration 19F (1144.807037 sec): 3 clusters Score: Raw -43807.408833 + Penalty 1931.409797 = -41875.999036 nChanged 0 Trying to split cluster 18 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1144.824046 sec): 2 clusters Score: Raw -283148.983506 + Penalty 1273.538443 = -281875.445063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1144.860621 sec): 3 clusters Score: Raw -281959.169250 + Penalty 2547.076886 = -279412.092364 nChanged 967 SP:Iteration 1F (1144.898043 sec): 3 clusters Score: Raw -282657.759057 + Penalty 2547.076886 = -280110.682170 nChanged 227 SP:Iteration 2F (1144.933771 sec): 3 clusters Score: Raw -282834.407390 + Penalty 2547.076886 = -280287.330504 nChanged 156 SP:Iteration 3F (1144.968745 sec): 3 clusters Score: Raw -282948.740239 + Penalty 2547.076886 = -280401.663353 nChanged 113 SP:Iteration 4Q (1145.011975 sec): 3 clusters Score: Raw -283041.500387 + Penalty 2547.076886 = -280494.423501 nChanged 96 SP:Iteration 5Q (1145.041718 sec): 3 clusters Score: Raw -283112.109624 + Penalty 2547.076886 = -280565.032737 nChanged 87 SP:Iteration 6Q (1145.077916 sec): 3 clusters Score: Raw -283177.251579 + Penalty 2547.076886 = -280630.174692 nChanged 64 SP:Iteration 7Q (1145.119993 sec): 3 clusters Score: Raw -283223.968286 + Penalty 2547.076886 = -280676.891400 nChanged 60 SP:Iteration 8Q (1145.157623 sec): 3 clusters Score: Raw -283260.865727 + Penalty 2547.076886 = -280713.788841 nChanged 40 SP:Iteration 9Q (1145.187117 sec): 3 clusters Score: Raw -283282.266167 + Penalty 2547.076886 = -280735.189281 nChanged 34 SP:Iteration 10Q (1145.240158 sec): 3 clusters Score: Raw -283300.659688 + Penalty 2547.076886 = -280753.582802 nChanged 33 SP:Iteration 11Q (1145.281098 sec): 3 clusters Score: Raw -283316.716266 + Penalty 2547.076886 = -280769.639380 nChanged 22 SP:Iteration 12Q (1145.319202 sec): 3 clusters Score: Raw -283328.674856 + Penalty 2547.076886 = -280781.597969 nChanged 25 SP:Iteration 13Q (1145.348790 sec): 3 clusters Score: Raw -283341.498506 + Penalty 2547.076886 = -280794.421619 nChanged 18 SP:Iteration 14Q (1145.386964 sec): 3 clusters Score: Raw -283349.480610 + Penalty 2547.076886 = -280802.403724 nChanged 27 SP:Iteration 15Q (1145.428441 sec): 3 clusters Score: Raw -283362.675078 + Penalty 2547.076886 = -280815.598191 nChanged 18 SP:Iteration 16Q (1145.465856 sec): 3 clusters Score: Raw -283373.477122 + Penalty 2547.076886 = -280826.400236 nChanged 19 SP:Iteration 17Q (1145.503307 sec): 3 clusters Score: Raw -283380.389889 + Penalty 2547.076886 = -280833.313003 nChanged 15 SP:Iteration 18Q (1145.540019 sec): 3 clusters Score: Raw -283386.568994 + Penalty 2547.076886 = -280839.492108 nChanged 11 SP:Iteration 19Q (1145.574757 sec): 3 clusters Score: Raw -283391.456029 + Penalty 2547.076886 = -280844.379142 nChanged 14 SP:Iteration 20F (1145.608430 sec): 3 clusters Score: Raw -283396.896478 + Penalty 2547.076886 = -280849.819592 nChanged 13 SP:Iteration 21Q (1145.653520 sec): 3 clusters Score: Raw -283401.554164 + Penalty 2547.076886 = -280854.477277 nChanged 11 SP:Iteration 22Q (1145.682553 sec): 3 clusters Score: Raw -283404.757241 + Penalty 2547.076886 = -280857.680355 nChanged 8 SP:Iteration 23Q (1145.717715 sec): 3 clusters Score: Raw -283409.607927 + Penalty 2547.076886 = -280862.531040 nChanged 10 SP:Iteration 24Q (1145.749974 sec): 3 clusters Score: Raw -283413.481504 + Penalty 2547.076886 = -280866.404618 nChanged 7 SP:Iteration 25Q (1145.788728 sec): 3 clusters Score: Raw -283416.358211 + Penalty 2547.076886 = -280869.281325 nChanged 3 SP:Iteration 26Q (1145.832584 sec): 3 clusters Score: Raw -283417.159338 + Penalty 2547.076886 = -280870.082452 nChanged 5 SP:Iteration 27Q (1145.892263 sec): 3 clusters Score: Raw -283419.117484 + Penalty 2547.076886 = -280872.040598 nChanged 8 SP:Iteration 28Q (1145.939618 sec): 3 clusters Score: Raw -283421.861058 + Penalty 2547.076886 = -280874.784172 nChanged 10 SP:Iteration 29Q (1145.985892 sec): 3 clusters Score: Raw -283427.034497 + Penalty 2547.076886 = -280879.957611 nChanged 10 SP:Iteration 30Q (1146.025383 sec): 3 clusters Score: Raw -283431.560216 + Penalty 2547.076886 = -280884.483330 nChanged 11 SP:Iteration 31Q (1146.083586 sec): 3 clusters Score: Raw -283435.871954 + Penalty 2547.076886 = -280888.795067 nChanged 13 SP:Iteration 32Q (1146.130510 sec): 3 clusters Score: Raw -283440.015281 + Penalty 2547.076886 = -280892.938395 nChanged 8 SP:Iteration 33Q (1146.176922 sec): 3 clusters Score: Raw -283443.444836 + Penalty 2547.076886 = -280896.367950 nChanged 9 SP:Iteration 34Q (1146.228061 sec): 3 clusters Score: Raw -283450.768756 + Penalty 2547.076886 = -280903.691870 nChanged 13 SP:Iteration 35Q (1146.272693 sec): 3 clusters Score: Raw -283458.743369 + Penalty 2547.076886 = -280911.666483 nChanged 17 SP:Iteration 36Q (1146.322452 sec): 3 clusters Score: Raw -283466.720743 + Penalty 2547.076886 = -280919.643856 nChanged 13 SP:Iteration 37Q (1146.368877 sec): 3 clusters Score: Raw -283473.464205 + Penalty 2547.076886 = -280926.387319 nChanged 11 SP:Iteration 38Q (1146.408474 sec): 3 clusters Score: Raw -283477.020392 + Penalty 2547.076886 = -280929.943506 nChanged 5 SP:Iteration 39Q (1146.455132 sec): 3 clusters Score: Raw -283479.182952 + Penalty 2547.076886 = -280932.106066 nChanged 7 SP:Iteration 40F (1146.500758 sec): 3 clusters Score: Raw -283481.742774 + Penalty 2547.076886 = -280934.665888 nChanged 4 SP:Iteration 41Q (1146.541792 sec): 3 clusters Score: Raw -283483.196671 + Penalty 2547.076886 = -280936.119785 nChanged 2 SP:Iteration 42Q (1146.582293 sec): 3 clusters Score: Raw -283483.649936 + Penalty 2547.076886 = -280936.573050 nChanged 2 SP:Iteration 43Q (1146.639434 sec): 3 clusters Score: Raw -283484.051072 + Penalty 2547.076886 = -280936.974186 nChanged 0 SP:Iteration 44F (1146.682273 sec): 3 clusters Score: Raw -283484.051072 + Penalty 2547.076886 = -280936.974186 nChanged 0 Trying to split cluster 19 (1025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1146.696140 sec): 2 clusters Score: Raw -119425.052536 + Penalty 1126.522782 = -118298.529753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1146.741847 sec): 3 clusters Score: Raw -119174.654847 + Penalty 2253.045565 = -116921.609282 nChanged 301 SP:Iteration 1F (1146.796032 sec): 3 clusters Score: Raw -119723.944529 + Penalty 2253.045565 = -117470.898964 nChanged 140 SP:Iteration 2F (1146.836701 sec): 3 clusters Score: Raw -119929.815801 + Penalty 2253.045565 = -117676.770236 nChanged 58 SP:Iteration 3F (1146.875670 sec): 3 clusters Score: Raw -120017.228679 + Penalty 2253.045565 = -117764.183115 nChanged 35 SP:Iteration 4Q (1146.923923 sec): 3 clusters Score: Raw -120072.862795 + Penalty 2253.045565 = -117819.817231 nChanged 24 SP:Iteration 5Q (1146.959383 sec): 3 clusters Score: Raw -120102.567656 + Penalty 2253.045565 = -117849.522091 nChanged 14 SP:Iteration 6Q (1147.005196 sec): 3 clusters Score: Raw -120116.273277 + Penalty 2253.045565 = -117863.227713 nChanged 10 SP:Iteration 7Q (1147.051193 sec): 3 clusters Score: Raw -120126.293382 + Penalty 2253.045565 = -117873.247817 nChanged 4 SP:Iteration 8Q (1147.096320 sec): 3 clusters Score: Raw -120129.176971 + Penalty 2253.045565 = -117876.131407 nChanged 3 SP:Iteration 9Q (1147.140044 sec): 3 clusters Score: Raw -120134.189748 + Penalty 2253.045565 = -117881.144183 nChanged 2 SP:Iteration 10Q (1147.182853 sec): 3 clusters Score: Raw -120135.864220 + Penalty 2253.045565 = -117882.818655 nChanged 2 SP:Iteration 11Q (1147.225427 sec): 3 clusters Score: Raw -120137.141449 + Penalty 2253.045565 = -117884.095884 nChanged 1 SP:Iteration 12Q (1147.275269 sec): 3 clusters Score: Raw -120139.426056 + Penalty 2253.045565 = -117886.380492 nChanged 2 SP:Iteration 13Q (1147.312263 sec): 3 clusters Score: Raw -120141.354852 + Penalty 2253.045565 = -117888.309288 nChanged 1 SP:Iteration 14Q (1147.347678 sec): 3 clusters Score: Raw -120142.283345 + Penalty 2253.045565 = -117889.237780 nChanged 1 SP:Iteration 15Q (1147.374480 sec): 3 clusters Score: Raw -120142.890677 + Penalty 2253.045565 = -117889.845113 nChanged 1 SP:Iteration 16Q (1147.409600 sec): 3 clusters Score: Raw -120143.658264 + Penalty 2253.045565 = -117890.612699 nChanged 0 SP:Iteration 17F (1147.443331 sec): 3 clusters Score: Raw -120143.658264 + Penalty 2253.045565 = -117890.612699 nChanged 0 Trying to split cluster 20 (14251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.485743 sec): 2 clusters Score: Raw -1782496.336469 + Penalty 1554.244633 = -1780942.091835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1147.553200 sec): 3 clusters Score: Raw -1774188.144704 + Penalty 3108.489267 = -1771079.655437 nChanged 6285 SP:Iteration 1F (1147.605916 sec): 3 clusters Score: Raw -1777577.554697 + Penalty 3108.489267 = -1774469.065430 nChanged 825 SP:Iteration 2F (1147.657973 sec): 3 clusters Score: Raw -1777944.736380 + Penalty 3108.489267 = -1774836.247113 nChanged 740 SP:Iteration 3F (1147.709936 sec): 3 clusters Score: Raw -1778298.294806 + Penalty 3108.489267 = -1775189.805539 nChanged 742 SP:Iteration 4F (1147.754826 sec): 3 clusters Score: Raw -1778733.021787 + Penalty 3108.489267 = -1775624.532521 nChanged 850 SP:Iteration 5F (1147.806900 sec): 3 clusters Score: Raw -1779321.769981 + Penalty 3108.489267 = -1776213.280715 nChanged 912 SP:Iteration 6F (1147.864081 sec): 3 clusters Score: Raw -1780088.327039 + Penalty 3108.489267 = -1776979.837772 nChanged 977 SP:Iteration 7F (1147.918653 sec): 3 clusters Score: Raw -1780944.268558 + Penalty 3108.489267 = -1777835.779292 nChanged 900 SP:Iteration 8F (1147.979397 sec): 3 clusters Score: Raw -1781692.505624 + Penalty 3108.489267 = -1778584.016358 nChanged 700 SP:Iteration 9Q (1148.027986 sec): 3 clusters Score: Raw -1782143.736864 + Penalty 3108.489267 = -1779035.247597 nChanged 443 SP:Iteration 10Q (1148.088510 sec): 3 clusters Score: Raw -1782339.596083 + Penalty 3108.489267 = -1779231.106816 nChanged 313 SP:Iteration 11Q (1148.133469 sec): 3 clusters Score: Raw -1782453.081148 + Penalty 3108.489267 = -1779344.591881 nChanged 217 SP:Iteration 12Q (1148.192976 sec): 3 clusters Score: Raw -1782521.037248 + Penalty 3108.489267 = -1779412.547982 nChanged 157 SP:Iteration 13Q (1148.247436 sec): 3 clusters Score: Raw -1782562.531591 + Penalty 3108.489267 = -1779454.042324 nChanged 126 SP:Iteration 14Q (1148.291491 sec): 3 clusters Score: Raw -1782591.820615 + Penalty 3108.489267 = -1779483.331348 nChanged 109 SP:Iteration 15Q (1148.346260 sec): 3 clusters Score: Raw -1782614.205015 + Penalty 3108.489267 = -1779505.715748 nChanged 97 SP:Iteration 16Q (1148.409812 sec): 3 clusters Score: Raw -1782630.638274 + Penalty 3108.489267 = -1779522.149007 nChanged 73 SP:Iteration 17Q (1148.463391 sec): 3 clusters Score: Raw -1782642.083152 + Penalty 3108.489267 = -1779533.593886 nChanged 58 SP:Iteration 18Q (1148.511933 sec): 3 clusters Score: Raw -1782650.914969 + Penalty 3108.489267 = -1779542.425702 nChanged 54 SP:Iteration 19Q (1148.566636 sec): 3 clusters Score: Raw -1782659.144303 + Penalty 3108.489267 = -1779550.655037 nChanged 55 SP:Iteration 20F (1148.625526 sec): 3 clusters Score: Raw -1782667.500341 + Penalty 3108.489267 = -1779559.011075 nChanged 51 SP:Iteration 21Q (1148.676491 sec): 3 clusters Score: Raw -1782674.988649 + Penalty 3108.489267 = -1779566.499382 nChanged 47 SP:Iteration 22Q (1148.732021 sec): 3 clusters Score: Raw -1782681.817767 + Penalty 3108.489267 = -1779573.328500 nChanged 49 SP:Iteration 23Q (1148.786228 sec): 3 clusters Score: Raw -1782688.585196 + Penalty 3108.489267 = -1779580.095929 nChanged 40 SP:Iteration 24Q (1148.836771 sec): 3 clusters Score: Raw -1782693.666560 + Penalty 3108.489267 = -1779585.177294 nChanged 32 SP:Iteration 25Q (1148.904844 sec): 3 clusters Score: Raw -1782698.295605 + Penalty 3108.489267 = -1779589.806339 nChanged 43 SP:Iteration 26Q (1148.961779 sec): 3 clusters Score: Raw -1782704.670457 + Penalty 3108.489267 = -1779596.181190 nChanged 47 SP:Iteration 27Q (1149.013066 sec): 3 clusters Score: Raw -1782712.147691 + Penalty 3108.489267 = -1779603.658424 nChanged 43 SP:Iteration 28Q (1149.064357 sec): 3 clusters Score: Raw -1782717.024457 + Penalty 3108.489267 = -1779608.535191 nChanged 31 SP:Iteration 29Q (1149.121972 sec): 3 clusters Score: Raw -1782721.001296 + Penalty 3108.489267 = -1779612.512029 nChanged 29 SP:Iteration 30Q (1149.185006 sec): 3 clusters Score: Raw -1782723.857480 + Penalty 3108.489267 = -1779615.368213 nChanged 19 SP:Iteration 31Q (1149.247433 sec): 3 clusters Score: Raw -1782726.237910 + Penalty 3108.489267 = -1779617.748644 nChanged 25 SP:Iteration 32Q (1149.295078 sec): 3 clusters Score: Raw -1782729.767417 + Penalty 3108.489267 = -1779621.278150 nChanged 22 SP:Iteration 33Q (1149.352558 sec): 3 clusters Score: Raw -1782732.618590 + Penalty 3108.489267 = -1779624.129323 nChanged 20 SP:Iteration 34Q (1149.407204 sec): 3 clusters Score: Raw -1782734.597507 + Penalty 3108.489267 = -1779626.108241 nChanged 18 SP:Iteration 35Q (1149.461793 sec): 3 clusters Score: Raw -1782736.324339 + Penalty 3108.489267 = -1779627.835072 nChanged 14 SP:Iteration 36Q (1149.525295 sec): 3 clusters Score: Raw -1782737.517757 + Penalty 3108.489267 = -1779629.028490 nChanged 16 SP:Iteration 37Q (1149.591016 sec): 3 clusters Score: Raw -1782739.356374 + Penalty 3108.489267 = -1779630.867107 nChanged 13 SP:Iteration 38Q (1149.648755 sec): 3 clusters Score: Raw -1782740.868312 + Penalty 3108.489267 = -1779632.379046 nChanged 16 SP:Iteration 39Q (1149.714257 sec): 3 clusters Score: Raw -1782742.428621 + Penalty 3108.489267 = -1779633.939354 nChanged 19 SP:Iteration 40F (1149.780508 sec): 3 clusters Score: Raw -1782744.394304 + Penalty 3108.489267 = -1779635.905037 nChanged 17 SP:Iteration 41Q (1149.840875 sec): 3 clusters Score: Raw -1782746.597475 + Penalty 3108.489267 = -1779638.108209 nChanged 23 SP:Iteration 42Q (1149.895654 sec): 3 clusters Score: Raw -1782749.425017 + Penalty 3108.489267 = -1779640.935750 nChanged 20 SP:Iteration 43Q (1149.965391 sec): 3 clusters Score: Raw -1782751.848992 + Penalty 3108.489267 = -1779643.359726 nChanged 22 SP:Iteration 44Q (1150.024777 sec): 3 clusters Score: Raw -1782754.839220 + Penalty 3108.489267 = -1779646.349954 nChanged 31 SP:Iteration 45Q (1150.083935 sec): 3 clusters Score: Raw -1782758.537402 + Penalty 3108.489267 = -1779650.048136 nChanged 23 SP:Iteration 46Q (1150.155040 sec): 3 clusters Score: Raw -1782761.913230 + Penalty 3108.489267 = -1779653.423963 nChanged 28 SP:Iteration 47Q (1150.215160 sec): 3 clusters Score: Raw -1782765.860650 + Penalty 3108.489267 = -1779657.371384 nChanged 33 SP:Iteration 48Q (1150.276885 sec): 3 clusters Score: Raw -1782770.737557 + Penalty 3108.489267 = -1779662.248290 nChanged 31 SP:Iteration 49Q (1150.347971 sec): 3 clusters Score: Raw -1782776.135318 + Penalty 3108.489267 = -1779667.646052 nChanged 42 SP:Iteration 50Q (1150.411488 sec): 3 clusters Score: Raw -1782782.254999 + Penalty 3108.489267 = -1779673.765732 nChanged 27 SP:Iteration 51Q (1150.477663 sec): 3 clusters Score: Raw -1782786.104742 + Penalty 3108.489267 = -1779677.615476 nChanged 33 SP:Iteration 52Q (1150.532850 sec): 3 clusters Score: Raw -1782792.141634 + Penalty 3108.489267 = -1779683.652367 nChanged 45 SP:Iteration 53Q (1150.607715 sec): 3 clusters Score: Raw -1782799.925626 + Penalty 3108.489267 = -1779691.436359 nChanged 53 SP:Iteration 54Q (1150.660122 sec): 3 clusters Score: Raw -1782811.026020 + Penalty 3108.489267 = -1779702.536754 nChanged 60 SP:Iteration 55Q (1150.717204 sec): 3 clusters Score: Raw -1782824.761103 + Penalty 3108.489267 = -1779716.271836 nChanged 67 SP:Iteration 56Q (1150.781176 sec): 3 clusters Score: Raw -1782844.051704 + Penalty 3108.489267 = -1779735.562438 nChanged 86 SP:Iteration 57Q (1150.835187 sec): 3 clusters Score: Raw -1782873.444779 + Penalty 3108.489267 = -1779764.955513 nChanged 87 SP:Iteration 58Q (1150.893699 sec): 3 clusters Score: Raw -1782904.174419 + Penalty 3108.489267 = -1779795.685152 nChanged 104 SP:Iteration 59Q (1150.950250 sec): 3 clusters Score: Raw -1782943.147337 + Penalty 3108.489267 = -1779834.658071 nChanged 121 SP:Iteration 60F (1151.001202 sec): 3 clusters Score: Raw -1782997.255411 + Penalty 3108.489267 = -1779888.766144 nChanged 135 SP:Iteration 61Q (1151.065084 sec): 3 clusters Score: Raw -1783052.193749 + Penalty 3108.489267 = -1779943.704482 nChanged 119 SP:Iteration 62Q (1151.120890 sec): 3 clusters Score: Raw -1783101.006867 + Penalty 3108.489267 = -1779992.517601 nChanged 111 SP:Iteration 63Q (1151.185236 sec): 3 clusters Score: Raw -1783141.883728 + Penalty 3108.489267 = -1780033.394462 nChanged 91 SP:Iteration 64Q (1151.236816 sec): 3 clusters Score: Raw -1783171.746559 + Penalty 3108.489267 = -1780063.257292 nChanged 77 SP:Iteration 65Q (1151.292821 sec): 3 clusters Score: Raw -1783194.361633 + Penalty 3108.489267 = -1780085.872367 nChanged 64 SP:Iteration 66Q (1151.349176 sec): 3 clusters Score: Raw -1783210.071681 + Penalty 3108.489267 = -1780101.582415 nChanged 58 SP:Iteration 67Q (1151.406021 sec): 3 clusters Score: Raw -1783221.788059 + Penalty 3108.489267 = -1780113.298792 nChanged 46 SP:Iteration 68Q (1151.461385 sec): 3 clusters Score: Raw -1783228.853667 + Penalty 3108.489267 = -1780120.364400 nChanged 29 SP:Iteration 69Q (1151.514936 sec): 3 clusters Score: Raw -1783232.281788 + Penalty 3108.489267 = -1780123.792521 nChanged 13 SP:Iteration 70Q (1151.569486 sec): 3 clusters Score: Raw -1783233.670034 + Penalty 3108.489267 = -1780125.180767 nChanged 11 SP:Iteration 71Q (1151.622976 sec): 3 clusters Score: Raw -1783234.709625 + Penalty 3108.489267 = -1780126.220358 nChanged 8 SP:Iteration 72Q (1151.680677 sec): 3 clusters Score: Raw -1783235.465478 + Penalty 3108.489267 = -1780126.976211 nChanged 7 SP:Iteration 73Q (1151.726792 sec): 3 clusters Score: Raw -1783236.102999 + Penalty 3108.489267 = -1780127.613732 nChanged 6 SP:Iteration 74Q (1151.783485 sec): 3 clusters Score: Raw -1783236.577424 + Penalty 3108.489267 = -1780128.088157 nChanged 8 SP:Iteration 75Q (1151.837498 sec): 3 clusters Score: Raw -1783237.337349 + Penalty 3108.489267 = -1780128.848082 nChanged 5 SP:Iteration 76Q (1151.897007 sec): 3 clusters Score: Raw -1783237.682428 + Penalty 3108.489267 = -1780129.193162 nChanged 9 SP:Iteration 77Q (1151.942725 sec): 3 clusters Score: Raw -1783238.290821 + Penalty 3108.489267 = -1780129.801554 nChanged 8 SP:Iteration 78Q (1152.003416 sec): 3 clusters Score: Raw -1783239.047825 + Penalty 3108.489267 = -1780130.558559 nChanged 14 SP:Iteration 79Q (1152.052687 sec): 3 clusters Score: Raw -1783241.006940 + Penalty 3108.489267 = -1780132.517674 nChanged 14 SP:Iteration 80F (1152.104087 sec): 3 clusters Score: Raw -1783242.342043 + Penalty 3108.489267 = -1780133.852777 nChanged 9 SP:Iteration 81Q (1152.160259 sec): 3 clusters Score: Raw -1783243.222574 + Penalty 3108.489267 = -1780134.733307 nChanged 9 SP:Iteration 82Q (1152.216300 sec): 3 clusters Score: Raw -1783244.091478 + Penalty 3108.489267 = -1780135.602211 nChanged 10 SP:Iteration 83Q (1152.272313 sec): 3 clusters Score: Raw -1783245.026110 + Penalty 3108.489267 = -1780136.536843 nChanged 11 SP:Iteration 84Q (1152.328962 sec): 3 clusters Score: Raw -1783246.319948 + Penalty 3108.489267 = -1780137.830681 nChanged 13 SP:Iteration 85Q (1152.387342 sec): 3 clusters Score: Raw -1783247.329477 + Penalty 3108.489267 = -1780138.840211 nChanged 5 SP:Iteration 86Q (1152.435985 sec): 3 clusters Score: Raw -1783247.709194 + Penalty 3108.489267 = -1780139.219928 nChanged 3 SP:Iteration 87Q (1152.488362 sec): 3 clusters Score: Raw -1783247.866225 + Penalty 3108.489267 = -1780139.376958 nChanged 2 SP:Iteration 88Q (1152.547526 sec): 3 clusters Score: Raw -1783247.977916 + Penalty 3108.489267 = -1780139.488649 nChanged 4 SP:Iteration 89Q (1152.590986 sec): 3 clusters Score: Raw -1783248.221433 + Penalty 3108.489267 = -1780139.732167 nChanged 2 SP:Iteration 90Q (1152.652501 sec): 3 clusters Score: Raw -1783248.366417 + Penalty 3108.489267 = -1780139.877151 nChanged 0 SP:Iteration 91F (1152.705373 sec): 3 clusters Score: Raw -1783248.366417 + Penalty 3108.489267 = -1780139.877151 nChanged 0 Trying to split cluster 21 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1152.716137 sec): 2 clusters Score: Raw -13131.284651 + Penalty 836.467852 = -12294.816799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1152.749256 sec): 3 clusters Score: Raw -13574.669497 + Penalty 1672.935705 = -11901.733792 nChanged 45 SP:Iteration 1F (1152.780802 sec): 3 clusters Score: Raw -13825.259987 + Penalty 1672.935705 = -12152.324282 nChanged 14 SP:Iteration 2F (1152.813498 sec): 3 clusters Score: Raw -13944.989842 + Penalty 1672.935705 = -12272.054137 nChanged 1 SP:Iteration 3Q (1152.845592 sec): 3 clusters Score: Raw -13953.454838 + Penalty 1672.935705 = -12280.519133 nChanged 0 SP:Iteration 4F (1152.885835 sec): 3 clusters Score: Raw -13953.454838 + Penalty 1672.935705 = -12280.519133 nChanged 0 Trying to split cluster 22 (21673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1152.930594 sec): 2 clusters Score: Raw -2737102.274848 + Penalty 1622.371160 = -2735479.903688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1152.991864 sec): 3 clusters Score: Raw -2723911.641325 + Penalty 3244.742321 = -2720666.899005 nChanged 9847 SP:Iteration 1F (1153.048067 sec): 3 clusters Score: Raw -2729361.685906 + Penalty 3244.742321 = -2726116.943586 nChanged 1166 SP:Iteration 2F (1153.108141 sec): 3 clusters Score: Raw -2729903.562417 + Penalty 3244.742321 = -2726658.820096 nChanged 1262 SP:Iteration 3F (1153.169957 sec): 3 clusters Score: Raw -2730626.418942 + Penalty 3244.742321 = -2727381.676622 nChanged 1418 SP:Iteration 4F (1153.231711 sec): 3 clusters Score: Raw -2731649.077099 + Penalty 3244.742321 = -2728404.334779 nChanged 1575 SP:Iteration 5F (1153.294897 sec): 3 clusters Score: Raw -2732908.562795 + Penalty 3244.742321 = -2729663.820474 nChanged 1481 SP:Iteration 6F (1153.363793 sec): 3 clusters Score: Raw -2734196.128616 + Penalty 3244.742321 = -2730951.386295 nChanged 1159 SP:Iteration 7F (1153.438862 sec): 3 clusters Score: Raw -2735272.778594 + Penalty 3244.742321 = -2732028.036273 nChanged 873 SP:Iteration 8Q (1153.514764 sec): 3 clusters Score: Raw -2736077.396531 + Penalty 3244.742321 = -2732832.654211 nChanged 568 SP:Iteration 9Q (1153.591400 sec): 3 clusters Score: Raw -2736591.774460 + Penalty 3244.742321 = -2733347.032139 nChanged 378 SP:Iteration 10Q (1153.661722 sec): 3 clusters Score: Raw -2736873.901216 + Penalty 3244.742321 = -2733629.158895 nChanged 222 SP:Iteration 11Q (1153.731601 sec): 3 clusters Score: Raw -2737032.910693 + Penalty 3244.742321 = -2733788.168372 nChanged 150 SP:Iteration 12Q (1153.801897 sec): 3 clusters Score: Raw -2737133.730613 + Penalty 3244.742321 = -2733888.988292 nChanged 96 SP:Iteration 13Q (1153.870512 sec): 3 clusters Score: Raw -2737197.707131 + Penalty 3244.742321 = -2733952.964810 nChanged 57 SP:Iteration 14Q (1153.939508 sec): 3 clusters Score: Raw -2737239.625570 + Penalty 3244.742321 = -2733994.883250 nChanged 53 SP:Iteration 15Q (1154.007975 sec): 3 clusters Score: Raw -2737284.085128 + Penalty 3244.742321 = -2734039.342807 nChanged 35 SP:Iteration 16Q (1154.076324 sec): 3 clusters Score: Raw -2737308.487752 + Penalty 3244.742321 = -2734063.745431 nChanged 27 SP:Iteration 17Q (1154.145042 sec): 3 clusters Score: Raw -2737329.662013 + Penalty 3244.742321 = -2734084.919692 nChanged 20 SP:Iteration 18Q (1154.216713 sec): 3 clusters Score: Raw -2737343.927248 + Penalty 3244.742321 = -2734099.184928 nChanged 19 SP:Iteration 19Q (1154.280356 sec): 3 clusters Score: Raw -2737355.454951 + Penalty 3244.742321 = -2734110.712631 nChanged 14 SP:Iteration 20F (1154.340880 sec): 3 clusters Score: Raw -2737366.633197 + Penalty 3244.742321 = -2734121.890876 nChanged 8 SP:Iteration 21Q (1154.414611 sec): 3 clusters Score: Raw -2737374.812539 + Penalty 3244.742321 = -2734130.070219 nChanged 10 SP:Iteration 22Q (1154.483188 sec): 3 clusters Score: Raw -2737383.225913 + Penalty 3244.742321 = -2734138.483592 nChanged 10 SP:Iteration 23Q (1154.550216 sec): 3 clusters Score: Raw -2737390.477993 + Penalty 3244.742321 = -2734145.735673 nChanged 7 SP:Iteration 24Q (1154.611092 sec): 3 clusters Score: Raw -2737395.354745 + Penalty 3244.742321 = -2734150.612424 nChanged 4 SP:Iteration 25Q (1154.664420 sec): 3 clusters Score: Raw -2737397.515955 + Penalty 3244.742321 = -2734152.773634 nChanged 3 SP:Iteration 26Q (1154.726742 sec): 3 clusters Score: Raw -2737399.674283 + Penalty 3244.742321 = -2734154.931963 nChanged 4 SP:Iteration 27Q (1154.775506 sec): 3 clusters Score: Raw -2737401.959806 + Penalty 3244.742321 = -2734157.217485 nChanged 5 SP:Iteration 28Q (1154.837704 sec): 3 clusters Score: Raw -2737404.474660 + Penalty 3244.742321 = -2734159.732339 nChanged 1 SP:Iteration 29Q (1154.898499 sec): 3 clusters Score: Raw -2737405.119296 + Penalty 3244.742321 = -2734160.376975 nChanged 1 SP:Iteration 30Q (1154.957824 sec): 3 clusters Score: Raw -2737405.499349 + Penalty 3244.742321 = -2734160.757029 nChanged 0 SP:Iteration 31F (1155.010252 sec): 3 clusters Score: Raw -2737405.499349 + Penalty 3244.742321 = -2734160.757029 nChanged 0 Trying to split cluster 23 (9975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1155.044730 sec): 2 clusters Score: Raw -1244780.394927 + Penalty 1496.273552 = -1243284.121376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1155.083271 sec): 3 clusters Score: Raw -1239101.249316 + Penalty 2992.547104 = -1236108.702213 nChanged 4298 SP:Iteration 1F (1155.129692 sec): 3 clusters Score: Raw -1241472.381361 + Penalty 2992.547104 = -1238479.834257 nChanged 630 SP:Iteration 2F (1155.176534 sec): 3 clusters Score: Raw -1241739.837707 + Penalty 2992.547104 = -1238747.290604 nChanged 495 SP:Iteration 3Q (1155.231191 sec): 3 clusters Score: Raw -1241937.719683 + Penalty 2992.547104 = -1238945.172580 nChanged 409 SP:Iteration 4Q (1155.276900 sec): 3 clusters Score: Raw -1242120.002121 + Penalty 2992.547104 = -1239127.455018 nChanged 398 SP:Iteration 5Q (1155.326953 sec): 3 clusters Score: Raw -1242328.055847 + Penalty 2992.547104 = -1239335.508743 nChanged 437 SP:Iteration 6Q (1155.368717 sec): 3 clusters Score: Raw -1242540.625181 + Penalty 2992.547104 = -1239548.078077 nChanged 408 SP:Iteration 7Q (1155.427654 sec): 3 clusters Score: Raw -1242752.908461 + Penalty 2992.547104 = -1239760.361357 nChanged 408 SP:Iteration 8Q (1155.479223 sec): 3 clusters Score: Raw -1242975.810480 + Penalty 2992.547104 = -1239983.263376 nChanged 397 SP:Iteration 9Q (1155.522202 sec): 3 clusters Score: Raw -1243166.210511 + Penalty 2992.547104 = -1240173.663407 nChanged 383 SP:Iteration 10Q (1155.574508 sec): 3 clusters Score: Raw -1243366.693836 + Penalty 2992.547104 = -1240374.146733 nChanged 386 SP:Iteration 11Q (1155.627011 sec): 3 clusters Score: Raw -1243589.722111 + Penalty 2992.547104 = -1240597.175008 nChanged 367 SP:Iteration 12Q (1155.678261 sec): 3 clusters Score: Raw -1243799.008439 + Penalty 2992.547104 = -1240806.461336 nChanged 342 SP:Iteration 13Q (1155.730949 sec): 3 clusters Score: Raw -1243987.585268 + Penalty 2992.547104 = -1240995.038164 nChanged 259 SP:Iteration 14Q (1155.781031 sec): 3 clusters Score: Raw -1244106.560952 + Penalty 2992.547104 = -1241114.013849 nChanged 181 SP:Iteration 15Q (1155.832492 sec): 3 clusters Score: Raw -1244184.559671 + Penalty 2992.547104 = -1241192.012568 nChanged 159 SP:Iteration 16Q (1155.889255 sec): 3 clusters Score: Raw -1244238.268914 + Penalty 2992.547104 = -1241245.721810 nChanged 129 SP:Iteration 17Q (1155.932713 sec): 3 clusters Score: Raw -1244277.831055 + Penalty 2992.547104 = -1241285.283951 nChanged 105 SP:Iteration 18Q (1155.982520 sec): 3 clusters Score: Raw -1244312.068074 + Penalty 2992.547104 = -1241319.520970 nChanged 115 SP:Iteration 19Q (1156.032205 sec): 3 clusters Score: Raw -1244355.693474 + Penalty 2992.547104 = -1241363.146370 nChanged 102 SP:Iteration 20F (1156.081875 sec): 3 clusters Score: Raw -1244388.658905 + Penalty 2992.547104 = -1241396.111801 nChanged 88 SP:Iteration 21Q (1156.131005 sec): 3 clusters Score: Raw -1244413.678270 + Penalty 2992.547104 = -1241421.131166 nChanged 85 SP:Iteration 22Q (1156.180906 sec): 3 clusters Score: Raw -1244441.999424 + Penalty 2992.547104 = -1241449.452321 nChanged 87 SP:Iteration 23Q (1156.232037 sec): 3 clusters Score: Raw -1244472.666867 + Penalty 2992.547104 = -1241480.119763 nChanged 101 SP:Iteration 24Q (1156.290377 sec): 3 clusters Score: Raw -1244508.521911 + Penalty 2992.547104 = -1241515.974807 nChanged 94 SP:Iteration 25Q (1156.334116 sec): 3 clusters Score: Raw -1244541.454832 + Penalty 2992.547104 = -1241548.907729 nChanged 85 SP:Iteration 26Q (1156.392958 sec): 3 clusters Score: Raw -1244571.269305 + Penalty 2992.547104 = -1241578.722202 nChanged 94 SP:Iteration 27Q (1156.435453 sec): 3 clusters Score: Raw -1244604.505470 + Penalty 2992.547104 = -1241611.958367 nChanged 87 SP:Iteration 28Q (1156.493512 sec): 3 clusters Score: Raw -1244634.198229 + Penalty 2992.547104 = -1241641.651126 nChanged 74 SP:Iteration 29Q (1156.534871 sec): 3 clusters Score: Raw -1244661.446242 + Penalty 2992.547104 = -1241668.899139 nChanged 79 SP:Iteration 30Q (1156.585583 sec): 3 clusters Score: Raw -1244695.259831 + Penalty 2992.547104 = -1241702.712727 nChanged 84 SP:Iteration 31Q (1156.638590 sec): 3 clusters Score: Raw -1244731.853859 + Penalty 2992.547104 = -1241739.306755 nChanged 81 SP:Iteration 32Q (1156.681188 sec): 3 clusters Score: Raw -1244766.361637 + Penalty 2992.547104 = -1241773.814534 nChanged 71 SP:Iteration 33Q (1156.731537 sec): 3 clusters Score: Raw -1244796.583063 + Penalty 2992.547104 = -1241804.035959 nChanged 71 SP:Iteration 34Q (1156.781163 sec): 3 clusters Score: Raw -1244829.054530 + Penalty 2992.547104 = -1241836.507426 nChanged 73 SP:Iteration 35Q (1156.831795 sec): 3 clusters Score: Raw -1244859.140229 + Penalty 2992.547104 = -1241866.593125 nChanged 59 SP:Iteration 36Q (1156.882347 sec): 3 clusters Score: Raw -1244882.827431 + Penalty 2992.547104 = -1241890.280327 nChanged 57 SP:Iteration 37Q (1156.931742 sec): 3 clusters Score: Raw -1244903.651544 + Penalty 2992.547104 = -1241911.104440 nChanged 56 SP:Iteration 38Q (1156.982065 sec): 3 clusters Score: Raw -1244926.718803 + Penalty 2992.547104 = -1241934.171700 nChanged 56 SP:Iteration 39Q (1157.031668 sec): 3 clusters Score: Raw -1244945.975821 + Penalty 2992.547104 = -1241953.428718 nChanged 43 SP:Iteration 40F (1157.082870 sec): 3 clusters Score: Raw -1244963.151895 + Penalty 2992.547104 = -1241970.604792 nChanged 40 SP:Iteration 41Q (1157.131893 sec): 3 clusters Score: Raw -1244976.995023 + Penalty 2992.547104 = -1241984.447919 nChanged 35 SP:Iteration 42Q (1157.181908 sec): 3 clusters Score: Raw -1244986.753019 + Penalty 2992.547104 = -1241994.205915 nChanged 23 SP:Iteration 43Q (1157.232127 sec): 3 clusters Score: Raw -1244991.238590 + Penalty 2992.547104 = -1241998.691487 nChanged 10 SP:Iteration 44Q (1157.282251 sec): 3 clusters Score: Raw -1244994.282755 + Penalty 2992.547104 = -1242001.735652 nChanged 11 SP:Iteration 45Q (1157.331488 sec): 3 clusters Score: Raw -1244996.518250 + Penalty 2992.547104 = -1242003.971147 nChanged 6 SP:Iteration 46Q (1157.381544 sec): 3 clusters Score: Raw -1244997.581525 + Penalty 2992.547104 = -1242005.034422 nChanged 6 SP:Iteration 47Q (1157.431144 sec): 3 clusters Score: Raw -1244999.321540 + Penalty 2992.547104 = -1242006.774437 nChanged 6 SP:Iteration 48Q (1157.481115 sec): 3 clusters Score: Raw -1245000.607837 + Penalty 2992.547104 = -1242008.060733 nChanged 11 SP:Iteration 49Q (1157.530539 sec): 3 clusters Score: Raw -1245003.627552 + Penalty 2992.547104 = -1242011.080448 nChanged 12 SP:Iteration 50Q (1157.580872 sec): 3 clusters Score: Raw -1245005.572498 + Penalty 2992.547104 = -1242013.025395 nChanged 5 SP:Iteration 51Q (1157.642869 sec): 3 clusters Score: Raw -1245006.075622 + Penalty 2992.547104 = -1242013.528518 nChanged 3 SP:Iteration 52Q (1157.699766 sec): 3 clusters Score: Raw -1245006.336799 + Penalty 2992.547104 = -1242013.789696 nChanged 2 SP:Iteration 53Q (1157.756541 sec): 3 clusters Score: Raw -1245006.757073 + Penalty 2992.547104 = -1242014.209970 nChanged 1 SP:Iteration 54Q (1157.813423 sec): 3 clusters Score: Raw -1245007.120134 + Penalty 2992.547104 = -1242014.573030 nChanged 1 SP:Iteration 55Q (1157.854454 sec): 3 clusters Score: Raw -1245007.213262 + Penalty 2992.547104 = -1242014.666158 nChanged 0 SP:Iteration 56F (1157.916101 sec): 3 clusters Score: Raw -1245007.213262 + Penalty 2992.547104 = -1242014.666158 nChanged 0 Time taken for this iteration:1155.423580 seconds. 20->24 Clusters: Score -40623931.831089, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 337328 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 8 (374 points): Lose 370.664791 but Gain 2068.431792 Iteration 0F (1161.477999 sec): 20 clusters Score: Raw -38184205.920167 + Penalty 39300.204054 = -38144905.716113 nChanged 320293 Deleting Class 7 (796 points): Lose 1329.553256 but Gain 2068.431792 Iteration 1F (1165.025400 sec): 19 clusters Score: Raw -40050102.992597 + Penalty 37231.772262 = -40012871.220335 nChanged 96557 Deleting Class 2 (759 points): Lose 1307.148403 but Gain 2068.431792 Iteration 2F (1168.095301 sec): 18 clusters Score: Raw -40241165.334545 + Penalty 35163.340470 = -40206001.994075 nChanged 58541 Iteration 3F (1170.876064 sec): 18 clusters Score: Raw -40389967.487105 + Penalty 35163.340470 = -40354804.146636 nChanged 36002 Iteration 4F (1173.851530 sec): 18 clusters Score: Raw -40644432.896770 + Penalty 35163.340470 = -40609269.556300 nChanged 20751 Unmasked E-step: Deleting class 10 (5972 points): covariance matrix is singular Iteration 5F (1176.642208 sec): 17 clusters Score: Raw -40674278.756311 + Penalty 33094.908677 = -40641183.847634 nChanged 13519 Iteration 6Q (1178.635316 sec): 17 clusters Score: Raw -40318364.300423 + Penalty 33094.908677 = -40285269.391745 nChanged 16161 Deleting Class 9 (1496 points): Lose 2065.854963 but Gain 2068.431792 Iteration 7F (1181.453356 sec): 16 clusters Score: Raw -40350011.591729 + Penalty 31026.476885 = -40318985.114844 nChanged 10137 Iteration 8Q (1183.300083 sec): 16 clusters Score: Raw -40360901.071422 + Penalty 31026.476885 = -40329874.594537 nChanged 7341 Iteration 9Q (1185.058812 sec): 16 clusters Score: Raw -40365780.581225 + Penalty 31026.476885 = -40334754.104340 nChanged 6228 Iteration 10Q (1186.921285 sec): 16 clusters Score: Raw -40369294.449179 + Penalty 31026.476885 = -40338267.972294 nChanged 5491 Iteration 11Q (1188.644873 sec): 16 clusters Score: Raw -40372004.634894 + Penalty 31026.476885 = -40340978.158009 nChanged 5061 Iteration 12Q (1190.316971 sec): 16 clusters Score: Raw -40374577.167760 + Penalty 31026.476885 = -40343550.690875 nChanged 4808 Iteration 13Q (1192.070645 sec): 16 clusters Score: Raw -40377533.346541 + Penalty 31026.476885 = -40346506.869656 nChanged 4784 Iteration 14Q (1193.853283 sec): 16 clusters Score: Raw -40381002.969837 + Penalty 31026.476885 = -40349976.492952 nChanged 5116 Iteration 15Q (1195.611860 sec): 16 clusters Score: Raw -40383942.717055 + Penalty 31026.476885 = -40352916.240170 nChanged 5058 Iteration 16Q (1197.376674 sec): 16 clusters Score: Raw -40386426.963629 + Penalty 31026.476885 = -40355400.486744 nChanged 4943 Iteration 17Q (1199.132406 sec): 16 clusters Score: Raw -40388683.864088 + Penalty 31026.476885 = -40357657.387203 nChanged 4994 Iteration 18Q (1200.792637 sec): 16 clusters Score: Raw -40390818.961649 + Penalty 31026.476885 = -40359792.484764 nChanged 5089 Iteration 19Q (1202.555749 sec): 16 clusters Score: Raw -40392915.954037 + Penalty 31026.476885 = -40361889.477152 nChanged 5114 Writing temp clu file Because OldScore, -40359792.484764, is greater than current (better) Score,-40361889.477152 Compute initial score before splitting: Score: Raw -40392915.954037 + Penalty 31026.476885 = -40361889.477152 Trying to split cluster 1 (21865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1202.652589 sec): 2 clusters Score: Raw -2575290.662157 + Penalty 1623.804400 = -2573666.857756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1202.715976 sec): 3 clusters Score: Raw -2562118.976509 + Penalty 3247.608801 = -2558871.367708 nChanged 9927 SP:Iteration 1F (1202.781995 sec): 3 clusters Score: Raw -2567462.330135 + Penalty 3247.608801 = -2564214.721335 nChanged 1018 SP:Iteration 2Q (1202.845566 sec): 3 clusters Score: Raw -2567814.290592 + Penalty 3247.608801 = -2564566.681792 nChanged 1010 SP:Iteration 3Q (1202.923699 sec): 3 clusters Score: Raw -2568169.113342 + Penalty 3247.608801 = -2564921.504541 nChanged 959 SP:Iteration 4Q (1202.983554 sec): 3 clusters Score: Raw -2568532.339276 + Penalty 3247.608801 = -2565284.730475 nChanged 1005 SP:Iteration 5Q (1203.055341 sec): 3 clusters Score: Raw -2568984.055252 + Penalty 3247.608801 = -2565736.446452 nChanged 997 SP:Iteration 6Q (1203.119908 sec): 3 clusters Score: Raw -2569483.033303 + Penalty 3247.608801 = -2566235.424502 nChanged 1137 SP:Iteration 7F (1203.179840 sec): 3 clusters Score: Raw -2570158.503894 + Penalty 3247.608801 = -2566910.895093 nChanged 1199 SP:Iteration 8F (1203.240540 sec): 3 clusters Score: Raw -2570947.107851 + Penalty 3247.608801 = -2567699.499050 nChanged 1180 SP:Iteration 9F (1203.308685 sec): 3 clusters Score: Raw -2571834.444330 + Penalty 3247.608801 = -2568586.835529 nChanged 1096 SP:Iteration 10F (1203.362101 sec): 3 clusters Score: Raw -2572649.646436 + Penalty 3247.608801 = -2569402.037635 nChanged 898 SP:Iteration 11Q (1203.430500 sec): 3 clusters Score: Raw -2573292.606268 + Penalty 3247.608801 = -2570044.997468 nChanged 719 SP:Iteration 12Q (1203.491349 sec): 3 clusters Score: Raw -2573708.462894 + Penalty 3247.608801 = -2570460.854093 nChanged 540 SP:Iteration 13Q (1203.545588 sec): 3 clusters Score: Raw -2574011.876148 + Penalty 3247.608801 = -2570764.267347 nChanged 409 SP:Iteration 14Q (1203.606563 sec): 3 clusters Score: Raw -2574189.142507 + Penalty 3247.608801 = -2570941.533707 nChanged 290 SP:Iteration 15Q (1203.666559 sec): 3 clusters Score: Raw -2574301.509096 + Penalty 3247.608801 = -2571053.900295 nChanged 229 SP:Iteration 16Q (1203.732339 sec): 3 clusters Score: Raw -2574384.730843 + Penalty 3247.608801 = -2571137.122042 nChanged 204 SP:Iteration 17Q (1203.795137 sec): 3 clusters Score: Raw -2574456.935753 + Penalty 3247.608801 = -2571209.326952 nChanged 186 SP:Iteration 18Q (1203.871124 sec): 3 clusters Score: Raw -2574526.485964 + Penalty 3247.608801 = -2571278.877163 nChanged 183 SP:Iteration 19Q (1203.943479 sec): 3 clusters Score: Raw -2574598.560884 + Penalty 3247.608801 = -2571350.952083 nChanged 216 SP:Iteration 20F (1204.010057 sec): 3 clusters Score: Raw -2574689.054973 + Penalty 3247.608801 = -2571441.446172 nChanged 209 SP:Iteration 21Q (1204.085434 sec): 3 clusters Score: Raw -2574778.899889 + Penalty 3247.608801 = -2571531.291088 nChanged 172 SP:Iteration 22Q (1204.155107 sec): 3 clusters Score: Raw -2574849.857811 + Penalty 3247.608801 = -2571602.249010 nChanged 168 SP:Iteration 23Q (1204.225076 sec): 3 clusters Score: Raw -2574922.487809 + Penalty 3247.608801 = -2571674.879009 nChanged 165 SP:Iteration 24Q (1204.295338 sec): 3 clusters Score: Raw -2574996.169481 + Penalty 3247.608801 = -2571748.560680 nChanged 152 SP:Iteration 25Q (1204.362704 sec): 3 clusters Score: Raw -2575058.153888 + Penalty 3247.608801 = -2571810.545087 nChanged 137 SP:Iteration 26Q (1204.430593 sec): 3 clusters Score: Raw -2575113.957144 + Penalty 3247.608801 = -2571866.348343 nChanged 129 SP:Iteration 27Q (1204.500054 sec): 3 clusters Score: Raw -2575168.867500 + Penalty 3247.608801 = -2571921.258699 nChanged 135 SP:Iteration 28Q (1204.569520 sec): 3 clusters Score: Raw -2575234.158490 + Penalty 3247.608801 = -2571986.549690 nChanged 136 SP:Iteration 29Q (1204.638799 sec): 3 clusters Score: Raw -2575297.773874 + Penalty 3247.608801 = -2572050.165073 nChanged 124 SP:Iteration 30Q (1204.707718 sec): 3 clusters Score: Raw -2575358.473844 + Penalty 3247.608801 = -2572110.865043 nChanged 109 SP:Iteration 31Q (1204.776619 sec): 3 clusters Score: Raw -2575404.565826 + Penalty 3247.608801 = -2572156.957025 nChanged 92 SP:Iteration 32Q (1204.846288 sec): 3 clusters Score: Raw -2575449.034127 + Penalty 3247.608801 = -2572201.425326 nChanged 94 SP:Iteration 33Q (1204.915689 sec): 3 clusters Score: Raw -2575497.668303 + Penalty 3247.608801 = -2572250.059502 nChanged 85 SP:Iteration 34Q (1204.983162 sec): 3 clusters Score: Raw -2575533.260567 + Penalty 3247.608801 = -2572285.651767 nChanged 64 SP:Iteration 35Q (1205.052309 sec): 3 clusters Score: Raw -2575555.398600 + Penalty 3247.608801 = -2572307.789799 nChanged 52 SP:Iteration 36Q (1205.121166 sec): 3 clusters Score: Raw -2575574.264386 + Penalty 3247.608801 = -2572326.655585 nChanged 44 SP:Iteration 37Q (1205.189288 sec): 3 clusters Score: Raw -2575593.232976 + Penalty 3247.608801 = -2572345.624176 nChanged 45 SP:Iteration 38Q (1205.258821 sec): 3 clusters Score: Raw -2575611.433605 + Penalty 3247.608801 = -2572363.824804 nChanged 34 SP:Iteration 39Q (1205.328578 sec): 3 clusters Score: Raw -2575627.473550 + Penalty 3247.608801 = -2572379.864749 nChanged 38 SP:Iteration 40F (1205.401367 sec): 3 clusters Score: Raw -2575645.317480 + Penalty 3247.608801 = -2572397.708679 nChanged 39 SP:Iteration 41Q (1205.471850 sec): 3 clusters Score: Raw -2575662.864708 + Penalty 3247.608801 = -2572415.255908 nChanged 32 SP:Iteration 42Q (1205.544684 sec): 3 clusters Score: Raw -2575677.116750 + Penalty 3247.608801 = -2572429.507949 nChanged 20 SP:Iteration 43Q (1205.617947 sec): 3 clusters Score: Raw -2575685.059347 + Penalty 3247.608801 = -2572437.450547 nChanged 12 SP:Iteration 44Q (1205.689972 sec): 3 clusters Score: Raw -2575689.681595 + Penalty 3247.608801 = -2572442.072794 nChanged 13 SP:Iteration 45Q (1205.759926 sec): 3 clusters Score: Raw -2575694.773246 + Penalty 3247.608801 = -2572447.164445 nChanged 14 SP:Iteration 46Q (1205.831715 sec): 3 clusters Score: Raw -2575699.178530 + Penalty 3247.608801 = -2572451.569729 nChanged 4 SP:Iteration 47Q (1205.901413 sec): 3 clusters Score: Raw -2575700.227661 + Penalty 3247.608801 = -2572452.618861 nChanged 5 SP:Iteration 48Q (1205.970873 sec): 3 clusters Score: Raw -2575701.595914 + Penalty 3247.608801 = -2572453.987113 nChanged 4 SP:Iteration 49Q (1206.039149 sec): 3 clusters Score: Raw -2575702.844726 + Penalty 3247.608801 = -2572455.235925 nChanged 7 SP:Iteration 50Q (1206.108008 sec): 3 clusters Score: Raw -2575705.134859 + Penalty 3247.608801 = -2572457.526058 nChanged 4 SP:Iteration 51Q (1206.167955 sec): 3 clusters Score: Raw -2575706.190640 + Penalty 3247.608801 = -2572458.581839 nChanged 8 SP:Iteration 52Q (1206.235557 sec): 3 clusters Score: Raw -2575709.243120 + Penalty 3247.608801 = -2572461.634319 nChanged 3 SP:Iteration 53Q (1206.304172 sec): 3 clusters Score: Raw -2575710.176081 + Penalty 3247.608801 = -2572462.567280 nChanged 4 SP:Iteration 54Q (1206.372122 sec): 3 clusters Score: Raw -2575711.545359 + Penalty 3247.608801 = -2572463.936559 nChanged 7 SP:Iteration 55Q (1206.440724 sec): 3 clusters Score: Raw -2575714.119082 + Penalty 3247.608801 = -2572466.510281 nChanged 7 SP:Iteration 56Q (1206.508613 sec): 3 clusters Score: Raw -2575715.870086 + Penalty 3247.608801 = -2572468.261285 nChanged 5 SP:Iteration 57Q (1206.576393 sec): 3 clusters Score: Raw -2575717.416287 + Penalty 3247.608801 = -2572469.807486 nChanged 6 SP:Iteration 58Q (1206.642866 sec): 3 clusters Score: Raw -2575718.817592 + Penalty 3247.608801 = -2572471.208792 nChanged 3 SP:Iteration 59Q (1206.704148 sec): 3 clusters Score: Raw -2575719.337635 + Penalty 3247.608801 = -2572471.728835 nChanged 3 SP:Iteration 60F (1206.764141 sec): 3 clusters Score: Raw -2575719.842667 + Penalty 3247.608801 = -2572472.233866 nChanged 6 SP:Iteration 61Q (1206.823474 sec): 3 clusters Score: Raw -2575720.918961 + Penalty 3247.608801 = -2572473.310160 nChanged 3 SP:Iteration 62Q (1206.895848 sec): 3 clusters Score: Raw -2575721.528438 + Penalty 3247.608801 = -2572473.919637 nChanged 1 SP:Iteration 63Q (1206.956025 sec): 3 clusters Score: Raw -2575721.663206 + Penalty 3247.608801 = -2572474.054405 nChanged 0 SP:Iteration 64F (1207.017794 sec): 3 clusters Score: Raw -2575721.663206 + Penalty 3247.608801 = -2572474.054405 nChanged 0 Trying to split cluster 3 (5410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.037852 sec): 2 clusters Score: Raw -678594.821318 + Penalty 1396.850710 = -677197.970608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.079320 sec): 3 clusters Score: Raw -675830.677528 + Penalty 2793.701421 = -673036.976108 nChanged 2180 SP:Iteration 1F (1207.118837 sec): 3 clusters Score: Raw -677029.080957 + Penalty 2793.701421 = -674235.379536 nChanged 421 SP:Iteration 2F (1207.158126 sec): 3 clusters Score: Raw -677263.417085 + Penalty 2793.701421 = -674469.715664 nChanged 316 SP:Iteration 3F (1207.207050 sec): 3 clusters Score: Raw -677435.827489 + Penalty 2793.701421 = -674642.126068 nChanged 281 SP:Iteration 4F (1207.248126 sec): 3 clusters Score: Raw -677596.117015 + Penalty 2793.701421 = -674802.415594 nChanged 258 SP:Iteration 5Q (1207.288672 sec): 3 clusters Score: Raw -677771.793957 + Penalty 2793.701421 = -674978.092536 nChanged 279 SP:Iteration 6F (1207.329580 sec): 3 clusters Score: Raw -677975.536729 + Penalty 2793.701421 = -675181.835308 nChanged 279 SP:Iteration 7F (1207.369625 sec): 3 clusters Score: Raw -678225.942534 + Penalty 2793.701421 = -675432.241113 nChanged 291 SP:Iteration 8F (1207.403072 sec): 3 clusters Score: Raw -678526.355195 + Penalty 2793.701421 = -675732.653774 nChanged 295 SP:Iteration 9F (1207.441223 sec): 3 clusters Score: Raw -678789.685890 + Penalty 2793.701421 = -675995.984469 nChanged 235 SP:Iteration 10Q (1207.479726 sec): 3 clusters Score: Raw -678987.938444 + Penalty 2793.701421 = -676194.237024 nChanged 187 SP:Iteration 11Q (1207.530819 sec): 3 clusters Score: Raw -679128.087308 + Penalty 2793.701421 = -676334.385887 nChanged 144 SP:Iteration 12Q (1207.567043 sec): 3 clusters Score: Raw -679206.689904 + Penalty 2793.701421 = -676412.988483 nChanged 94 SP:Iteration 13Q (1207.608265 sec): 3 clusters Score: Raw -679248.683360 + Penalty 2793.701421 = -676454.981939 nChanged 74 SP:Iteration 14Q (1207.647014 sec): 3 clusters Score: Raw -679278.601644 + Penalty 2793.701421 = -676484.900223 nChanged 49 SP:Iteration 15Q (1207.688466 sec): 3 clusters Score: Raw -679302.700886 + Penalty 2793.701421 = -676508.999465 nChanged 52 SP:Iteration 16Q (1207.729884 sec): 3 clusters Score: Raw -679325.562084 + Penalty 2793.701421 = -676531.860663 nChanged 59 SP:Iteration 17Q (1207.772171 sec): 3 clusters Score: Raw -679345.059365 + Penalty 2793.701421 = -676551.357944 nChanged 41 SP:Iteration 18Q (1207.815235 sec): 3 clusters Score: Raw -679359.331968 + Penalty 2793.701421 = -676565.630547 nChanged 43 SP:Iteration 19Q (1207.856277 sec): 3 clusters Score: Raw -679376.382892 + Penalty 2793.701421 = -676582.681471 nChanged 40 SP:Iteration 20F (1207.895380 sec): 3 clusters Score: Raw -679395.628896 + Penalty 2793.701421 = -676601.927475 nChanged 32 SP:Iteration 21Q (1207.944869 sec): 3 clusters Score: Raw -679405.911024 + Penalty 2793.701421 = -676612.209603 nChanged 28 SP:Iteration 22Q (1207.985572 sec): 3 clusters Score: Raw -679415.061862 + Penalty 2793.701421 = -676621.360441 nChanged 20 SP:Iteration 23Q (1208.018792 sec): 3 clusters Score: Raw -679420.893281 + Penalty 2793.701421 = -676627.191860 nChanged 25 SP:Iteration 24Q (1208.066948 sec): 3 clusters Score: Raw -679427.460732 + Penalty 2793.701421 = -676633.759311 nChanged 30 SP:Iteration 25Q (1208.109605 sec): 3 clusters Score: Raw -679437.500379 + Penalty 2793.701421 = -676643.798958 nChanged 32 SP:Iteration 26Q (1208.167623 sec): 3 clusters Score: Raw -679451.510938 + Penalty 2793.701421 = -676657.809518 nChanged 44 SP:Iteration 27Q (1208.201830 sec): 3 clusters Score: Raw -679472.813088 + Penalty 2793.701421 = -676679.111667 nChanged 42 SP:Iteration 28Q (1208.243546 sec): 3 clusters Score: Raw -679493.118781 + Penalty 2793.701421 = -676699.417360 nChanged 43 SP:Iteration 29Q (1208.285005 sec): 3 clusters Score: Raw -679518.037539 + Penalty 2793.701421 = -676724.336118 nChanged 51 SP:Iteration 30Q (1208.326737 sec): 3 clusters Score: Raw -679554.576492 + Penalty 2793.701421 = -676760.875071 nChanged 42 SP:Iteration 31Q (1208.371471 sec): 3 clusters Score: Raw -679574.063459 + Penalty 2793.701421 = -676780.362038 nChanged 31 SP:Iteration 32Q (1208.415458 sec): 3 clusters Score: Raw -679586.024455 + Penalty 2793.701421 = -676792.323035 nChanged 30 SP:Iteration 33Q (1208.454363 sec): 3 clusters Score: Raw -679599.438868 + Penalty 2793.701421 = -676805.737447 nChanged 33 SP:Iteration 34Q (1208.492927 sec): 3 clusters Score: Raw -679615.613323 + Penalty 2793.701421 = -676821.911902 nChanged 25 SP:Iteration 35Q (1208.539054 sec): 3 clusters Score: Raw -679625.702363 + Penalty 2793.701421 = -676832.000942 nChanged 30 SP:Iteration 36Q (1208.573269 sec): 3 clusters Score: Raw -679635.779106 + Penalty 2793.701421 = -676842.077685 nChanged 19 SP:Iteration 37Q (1208.616505 sec): 3 clusters Score: Raw -679641.412116 + Penalty 2793.701421 = -676847.710695 nChanged 12 SP:Iteration 38Q (1208.656480 sec): 3 clusters Score: Raw -679645.399653 + Penalty 2793.701421 = -676851.698232 nChanged 15 SP:Iteration 39Q (1208.696280 sec): 3 clusters Score: Raw -679649.531802 + Penalty 2793.701421 = -676855.830381 nChanged 7 SP:Iteration 40F (1208.747149 sec): 3 clusters Score: Raw -679652.014846 + Penalty 2793.701421 = -676858.313425 nChanged 5 SP:Iteration 41Q (1208.777942 sec): 3 clusters Score: Raw -679652.695589 + Penalty 2793.701421 = -676858.994168 nChanged 3 SP:Iteration 42Q (1208.832439 sec): 3 clusters Score: Raw -679653.435914 + Penalty 2793.701421 = -676859.734493 nChanged 4 SP:Iteration 43Q (1208.869890 sec): 3 clusters Score: Raw -679654.371776 + Penalty 2793.701421 = -676860.670355 nChanged 2 SP:Iteration 44Q (1208.908666 sec): 3 clusters Score: Raw -679654.869088 + Penalty 2793.701421 = -676861.167667 nChanged 3 SP:Iteration 45Q (1208.956588 sec): 3 clusters Score: Raw -679655.541801 + Penalty 2793.701421 = -676861.840380 nChanged 5 SP:Iteration 46Q (1208.996794 sec): 3 clusters Score: Raw -679656.570977 + Penalty 2793.701421 = -676862.869556 nChanged 5 SP:Iteration 47Q (1209.029629 sec): 3 clusters Score: Raw -679657.566019 + Penalty 2793.701421 = -676863.864599 nChanged 3 SP:Iteration 48Q (1209.071655 sec): 3 clusters Score: Raw -679658.262022 + Penalty 2793.701421 = -676864.560602 nChanged 1 SP:Iteration 49Q (1209.126541 sec): 3 clusters Score: Raw -679658.584564 + Penalty 2793.701421 = -676864.883143 nChanged 3 SP:Iteration 50Q (1209.166587 sec): 3 clusters Score: Raw -679659.350672 + Penalty 2793.701421 = -676865.649252 nChanged 2 SP:Iteration 51Q (1209.214934 sec): 3 clusters Score: Raw -679659.873239 + Penalty 2793.701421 = -676866.171818 nChanged 0 SP:Iteration 52F (1209.261831 sec): 3 clusters Score: Raw -679659.873239 + Penalty 2793.701421 = -676866.171818 nChanged 0 Trying to split cluster 4 (11638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.305496 sec): 2 clusters Score: Raw -1428735.114037 + Penalty 1521.330019 = -1427213.784018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.364091 sec): 3 clusters Score: Raw -1421960.698931 + Penalty 3042.660038 = -1418918.038893 nChanged 5110 SP:Iteration 1F (1209.413016 sec): 3 clusters Score: Raw -1424716.529101 + Penalty 3042.660038 = -1421673.869064 nChanged 682 SP:Iteration 2F (1209.481219 sec): 3 clusters Score: Raw -1425021.142606 + Penalty 3042.660038 = -1421978.482568 nChanged 625 SP:Iteration 3F (1209.530165 sec): 3 clusters Score: Raw -1425313.652570 + Penalty 3042.660038 = -1422270.992532 nChanged 647 SP:Iteration 4F (1209.584864 sec): 3 clusters Score: Raw -1425669.101929 + Penalty 3042.660038 = -1422626.441891 nChanged 658 SP:Iteration 5F (1209.646391 sec): 3 clusters Score: Raw -1426085.317413 + Penalty 3042.660038 = -1423042.657375 nChanged 723 SP:Iteration 6F (1209.705243 sec): 3 clusters Score: Raw -1426648.276219 + Penalty 3042.660038 = -1423605.616182 nChanged 786 SP:Iteration 7F (1209.764540 sec): 3 clusters Score: Raw -1427315.302228 + Penalty 3042.660038 = -1424272.642190 nChanged 689 SP:Iteration 8F (1209.817253 sec): 3 clusters Score: Raw -1427884.142568 + Penalty 3042.660038 = -1424841.482530 nChanged 504 SP:Iteration 9Q (1209.868535 sec): 3 clusters Score: Raw -1428287.500794 + Penalty 3042.660038 = -1425244.840757 nChanged 354 SP:Iteration 10Q (1209.920976 sec): 3 clusters Score: Raw -1428574.311985 + Penalty 3042.660038 = -1425531.651947 nChanged 248 SP:Iteration 11Q (1209.972982 sec): 3 clusters Score: Raw -1428799.990590 + Penalty 3042.660038 = -1425757.330553 nChanged 167 SP:Iteration 12Q (1210.024233 sec): 3 clusters Score: Raw -1428941.799922 + Penalty 3042.660038 = -1425899.139884 nChanged 121 SP:Iteration 13Q (1210.076130 sec): 3 clusters Score: Raw -1429032.809675 + Penalty 3042.660038 = -1425990.149638 nChanged 75 SP:Iteration 14Q (1210.127876 sec): 3 clusters Score: Raw -1429085.444259 + Penalty 3042.660038 = -1426042.784221 nChanged 64 SP:Iteration 15Q (1210.188585 sec): 3 clusters Score: Raw -1429122.440861 + Penalty 3042.660038 = -1426079.780824 nChanged 61 SP:Iteration 16Q (1210.235500 sec): 3 clusters Score: Raw -1429159.174435 + Penalty 3042.660038 = -1426116.514397 nChanged 49 SP:Iteration 17Q (1210.281244 sec): 3 clusters Score: Raw -1429195.371311 + Penalty 3042.660038 = -1426152.711273 nChanged 37 SP:Iteration 18Q (1210.343218 sec): 3 clusters Score: Raw -1429218.281359 + Penalty 3042.660038 = -1426175.621321 nChanged 44 SP:Iteration 19Q (1210.396763 sec): 3 clusters Score: Raw -1429241.932499 + Penalty 3042.660038 = -1426199.272461 nChanged 40 SP:Iteration 20F (1210.451267 sec): 3 clusters Score: Raw -1429260.433314 + Penalty 3042.660038 = -1426217.773276 nChanged 17 SP:Iteration 21Q (1210.501016 sec): 3 clusters Score: Raw -1429266.148571 + Penalty 3042.660038 = -1426223.488533 nChanged 8 SP:Iteration 22Q (1210.555060 sec): 3 clusters Score: Raw -1429268.481007 + Penalty 3042.660038 = -1426225.820969 nChanged 3 SP:Iteration 23Q (1210.607330 sec): 3 clusters Score: Raw -1429270.444350 + Penalty 3042.660038 = -1426227.784312 nChanged 5 SP:Iteration 24Q (1210.664811 sec): 3 clusters Score: Raw -1429272.339938 + Penalty 3042.660038 = -1426229.679900 nChanged 2 SP:Iteration 25Q (1210.704861 sec): 3 clusters Score: Raw -1429272.940192 + Penalty 3042.660038 = -1426230.280154 nChanged 4 SP:Iteration 26Q (1210.739223 sec): 3 clusters Score: Raw -1429273.730057 + Penalty 3042.660038 = -1426231.070019 nChanged 5 SP:Iteration 27Q (1210.787669 sec): 3 clusters Score: Raw -1429275.497987 + Penalty 3042.660038 = -1426232.837949 nChanged 1 SP:Iteration 28Q (1210.835096 sec): 3 clusters Score: Raw -1429275.733206 + Penalty 3042.660038 = -1426233.073168 nChanged 1 SP:Iteration 29Q (1210.883551 sec): 3 clusters Score: Raw -1429275.883199 + Penalty 3042.660038 = -1426233.223161 nChanged 1 SP:Iteration 30Q (1210.919906 sec): 3 clusters Score: Raw -1429276.299956 + Penalty 3042.660038 = -1426233.639918 nChanged 0 SP:Iteration 31F (1210.973811 sec): 3 clusters Score: Raw -1429276.299956 + Penalty 3042.660038 = -1426233.639918 nChanged 0 Trying to split cluster 5 (6657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.995268 sec): 2 clusters Score: Raw -781023.945012 + Penalty 1430.556434 = -779593.388577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1211.044779 sec): 3 clusters Score: Raw -777489.465764 + Penalty 2861.112869 = -774628.352896 nChanged 2742 SP:Iteration 1F (1211.090535 sec): 3 clusters Score: Raw -778984.283127 + Penalty 2861.112869 = -776123.170258 nChanged 478 SP:Iteration 2F (1211.134454 sec): 3 clusters Score: Raw -779261.234179 + Penalty 2861.112869 = -776400.121311 nChanged 403 SP:Iteration 3F (1211.174795 sec): 3 clusters Score: Raw -779491.525446 + Penalty 2861.112869 = -776630.412577 nChanged 339 SP:Iteration 4F (1211.217251 sec): 3 clusters Score: Raw -779697.818852 + Penalty 2861.112869 = -776836.705983 nChanged 315 SP:Iteration 5Q (1211.257567 sec): 3 clusters Score: Raw -779899.594446 + Penalty 2861.112869 = -777038.481577 nChanged 295 SP:Iteration 6Q (1211.300827 sec): 3 clusters Score: Raw -780068.122663 + Penalty 2861.112869 = -777207.009794 nChanged 266 SP:Iteration 7Q (1211.342016 sec): 3 clusters Score: Raw -780204.401904 + Penalty 2861.112869 = -777343.289036 nChanged 249 SP:Iteration 8Q (1211.397685 sec): 3 clusters Score: Raw -780322.216455 + Penalty 2861.112869 = -777461.103586 nChanged 217 SP:Iteration 9Q (1211.438227 sec): 3 clusters Score: Raw -780413.743334 + Penalty 2861.112869 = -777552.630466 nChanged 159 SP:Iteration 10Q (1211.485810 sec): 3 clusters Score: Raw -780478.486535 + Penalty 2861.112869 = -777617.373666 nChanged 120 SP:Iteration 11Q (1211.539066 sec): 3 clusters Score: Raw -780524.629878 + Penalty 2861.112869 = -777663.517009 nChanged 99 SP:Iteration 12Q (1211.587112 sec): 3 clusters Score: Raw -780558.520332 + Penalty 2861.112869 = -777697.407464 nChanged 88 SP:Iteration 13Q (1211.625992 sec): 3 clusters Score: Raw -780582.310798 + Penalty 2861.112869 = -777721.197930 nChanged 71 SP:Iteration 14Q (1211.673975 sec): 3 clusters Score: Raw -780598.194517 + Penalty 2861.112869 = -777737.081648 nChanged 50 SP:Iteration 15Q (1211.722017 sec): 3 clusters Score: Raw -780609.945576 + Penalty 2861.112869 = -777748.832707 nChanged 47 SP:Iteration 16Q (1211.770878 sec): 3 clusters Score: Raw -780619.175644 + Penalty 2861.112869 = -777758.062775 nChanged 37 SP:Iteration 17Q (1211.815151 sec): 3 clusters Score: Raw -780625.656119 + Penalty 2861.112869 = -777764.543251 nChanged 26 SP:Iteration 18Q (1211.862323 sec): 3 clusters Score: Raw -780630.431916 + Penalty 2861.112869 = -777769.319047 nChanged 17 SP:Iteration 19Q (1211.910523 sec): 3 clusters Score: Raw -780633.873932 + Penalty 2861.112869 = -777772.761063 nChanged 17 SP:Iteration 20F (1211.957849 sec): 3 clusters Score: Raw -780637.727069 + Penalty 2861.112869 = -777776.614200 nChanged 18 SP:Iteration 21Q (1212.005577 sec): 3 clusters Score: Raw -780640.862605 + Penalty 2861.112869 = -777779.749736 nChanged 12 SP:Iteration 22Q (1212.051692 sec): 3 clusters Score: Raw -780642.848599 + Penalty 2861.112869 = -777781.735730 nChanged 14 SP:Iteration 23Q (1212.098516 sec): 3 clusters Score: Raw -780646.340676 + Penalty 2861.112869 = -777785.227808 nChanged 14 SP:Iteration 24Q (1212.145482 sec): 3 clusters Score: Raw -780650.332919 + Penalty 2861.112869 = -777789.220051 nChanged 24 SP:Iteration 25Q (1212.191813 sec): 3 clusters Score: Raw -780658.945302 + Penalty 2861.112869 = -777797.832433 nChanged 34 SP:Iteration 26Q (1212.237093 sec): 3 clusters Score: Raw -780669.531074 + Penalty 2861.112869 = -777808.418205 nChanged 35 SP:Iteration 27Q (1212.283240 sec): 3 clusters Score: Raw -780678.173995 + Penalty 2861.112869 = -777817.061127 nChanged 45 SP:Iteration 28Q (1212.330206 sec): 3 clusters Score: Raw -780690.051413 + Penalty 2861.112869 = -777828.938544 nChanged 32 SP:Iteration 29Q (1212.377006 sec): 3 clusters Score: Raw -780696.254851 + Penalty 2861.112869 = -777835.141982 nChanged 19 SP:Iteration 30Q (1212.431326 sec): 3 clusters Score: Raw -780700.394699 + Penalty 2861.112869 = -777839.281830 nChanged 16 SP:Iteration 31Q (1212.469537 sec): 3 clusters Score: Raw -780703.556461 + Penalty 2861.112869 = -777842.443592 nChanged 18 SP:Iteration 32Q (1212.527170 sec): 3 clusters Score: Raw -780708.626651 + Penalty 2861.112869 = -777847.513782 nChanged 14 SP:Iteration 33Q (1212.571879 sec): 3 clusters Score: Raw -780712.050092 + Penalty 2861.112869 = -777850.937224 nChanged 14 SP:Iteration 34Q (1212.629408 sec): 3 clusters Score: Raw -780715.285869 + Penalty 2861.112869 = -777854.173000 nChanged 18 SP:Iteration 35Q (1212.675313 sec): 3 clusters Score: Raw -780719.000162 + Penalty 2861.112869 = -777857.887293 nChanged 16 SP:Iteration 36Q (1212.718919 sec): 3 clusters Score: Raw -780721.447048 + Penalty 2861.112869 = -777860.334180 nChanged 8 SP:Iteration 37Q (1212.772882 sec): 3 clusters Score: Raw -780722.378630 + Penalty 2861.112869 = -777861.265762 nChanged 7 SP:Iteration 38Q (1212.821932 sec): 3 clusters Score: Raw -780723.179767 + Penalty 2861.112869 = -777862.066898 nChanged 5 SP:Iteration 39Q (1212.863572 sec): 3 clusters Score: Raw -780723.767562 + Penalty 2861.112869 = -777862.654693 nChanged 5 SP:Iteration 40F (1212.916685 sec): 3 clusters Score: Raw -780724.339811 + Penalty 2861.112869 = -777863.226942 nChanged 2 SP:Iteration 41Q (1212.955699 sec): 3 clusters Score: Raw -780724.509965 + Penalty 2861.112869 = -777863.397097 nChanged 4 SP:Iteration 42Q (1213.013857 sec): 3 clusters Score: Raw -780725.283472 + Penalty 2861.112869 = -777864.170604 nChanged 5 SP:Iteration 43Q (1213.066409 sec): 3 clusters Score: Raw -780726.438207 + Penalty 2861.112869 = -777865.325339 nChanged 5 SP:Iteration 44Q (1213.109889 sec): 3 clusters Score: Raw -780727.256918 + Penalty 2861.112869 = -777866.144049 nChanged 7 SP:Iteration 45Q (1213.170111 sec): 3 clusters Score: Raw -780728.583857 + Penalty 2861.112869 = -777867.470988 nChanged 9 SP:Iteration 46Q (1213.212782 sec): 3 clusters Score: Raw -780730.020401 + Penalty 2861.112869 = -777868.907533 nChanged 3 SP:Iteration 47Q (1213.270071 sec): 3 clusters Score: Raw -780730.243868 + Penalty 2861.112869 = -777869.131000 nChanged 2 SP:Iteration 48Q (1213.311160 sec): 3 clusters Score: Raw -780730.452937 + Penalty 2861.112869 = -777869.340069 nChanged 2 SP:Iteration 49Q (1213.362092 sec): 3 clusters Score: Raw -780730.739872 + Penalty 2861.112869 = -777869.627003 nChanged 3 SP:Iteration 50Q (1213.424094 sec): 3 clusters Score: Raw -780731.069909 + Penalty 2861.112869 = -777869.957040 nChanged 5 SP:Iteration 51Q (1213.465563 sec): 3 clusters Score: Raw -780731.609664 + Penalty 2861.112869 = -777870.496796 nChanged 4 SP:Iteration 52Q (1213.525410 sec): 3 clusters Score: Raw -780732.086830 + Penalty 2861.112869 = -777870.973961 nChanged 3 SP:Iteration 53Q (1213.574634 sec): 3 clusters Score: Raw -780732.593182 + Penalty 2861.112869 = -777871.480313 nChanged 2 SP:Iteration 54Q (1213.616811 sec): 3 clusters Score: Raw -780732.924980 + Penalty 2861.112869 = -777871.812111 nChanged 2 SP:Iteration 55Q (1213.663473 sec): 3 clusters Score: Raw -780733.227069 + Penalty 2861.112869 = -777872.114200 nChanged 3 SP:Iteration 56Q (1213.718996 sec): 3 clusters Score: Raw -780733.565782 + Penalty 2861.112869 = -777872.452913 nChanged 1 SP:Iteration 57Q (1213.764221 sec): 3 clusters Score: Raw -780734.142770 + Penalty 2861.112869 = -777873.029901 nChanged 3 SP:Iteration 58Q (1213.811430 sec): 3 clusters Score: Raw -780734.680822 + Penalty 2861.112869 = -777873.567953 nChanged 3 SP:Iteration 59Q (1213.851571 sec): 3 clusters Score: Raw -780735.173765 + Penalty 2861.112869 = -777874.060896 nChanged 4 SP:Iteration 60F (1213.895054 sec): 3 clusters Score: Raw -780735.466776 + Penalty 2861.112869 = -777874.353908 nChanged 3 SP:Iteration 61Q (1213.949779 sec): 3 clusters Score: Raw -780735.670687 + Penalty 2861.112869 = -777874.557819 nChanged 0 SP:Iteration 62F (1213.994925 sec): 3 clusters Score: Raw -780735.670687 + Penalty 2861.112869 = -777874.557819 nChanged 0 Trying to split cluster 6 (370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.006145 sec): 2 clusters Score: Raw -39028.969872 + Penalty 960.944238 = -38068.025634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.043265 sec): 3 clusters Score: Raw -39265.037951 + Penalty 1921.888477 = -37343.149474 nChanged 116 SP:Iteration 1F (1214.080148 sec): 3 clusters Score: Raw -39849.430054 + Penalty 1921.888477 = -37927.541577 nChanged 45 SP:Iteration 2F (1214.122710 sec): 3 clusters Score: Raw -40273.749900 + Penalty 1921.888477 = -38351.861423 nChanged 16 SP:Iteration 3Q (1214.162868 sec): 3 clusters Score: Raw -40468.557984 + Penalty 1921.888477 = -38546.669507 nChanged 5 SP:Iteration 4Q (1214.190353 sec): 3 clusters Score: Raw -40501.594914 + Penalty 1921.888477 = -38579.706438 nChanged 3 SP:Iteration 5Q (1214.236122 sec): 3 clusters Score: Raw -40535.021942 + Penalty 1921.888477 = -38613.133465 nChanged 1 SP:Iteration 6Q (1214.264604 sec): 3 clusters Score: Raw -40562.094936 + Penalty 1921.888477 = -38640.206459 nChanged 2 SP:Iteration 7Q (1214.307185 sec): 3 clusters Score: Raw -40589.294179 + Penalty 1921.888477 = -38667.405702 nChanged 1 SP:Iteration 8Q (1214.343903 sec): 3 clusters Score: Raw -40594.242927 + Penalty 1921.888477 = -38672.354450 nChanged 1 SP:Iteration 9Q (1214.384483 sec): 3 clusters Score: Raw -40600.900004 + Penalty 1921.888477 = -38679.011527 nChanged 0 SP:Iteration 10F (1214.412447 sec): 3 clusters Score: Raw -40600.900004 + Penalty 1921.888477 = -38679.011527 nChanged 0 Score: Raw -40395561.169746 + Penalty 33094.908677 = -40362466.261069 Splitting cluster 6 changes total score from -40361889.477152 to -40362466.261069 So it's getting split into cluster 2. Trying to split cluster 11 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1217.130145 sec): 2 clusters Score: Raw -26495.123641 + Penalty 900.455326 = -25594.668315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1217.159125 sec): 3 clusters Score: Raw -27280.191228 + Penalty 1800.910652 = -25479.280575 nChanged 77 SP:Iteration 1F (1217.200124 sec): 3 clusters Score: Raw -27901.211295 + Penalty 1800.910652 = -26100.300643 nChanged 12 SP:Iteration 2Q (1217.244143 sec): 3 clusters Score: Raw -28026.003813 + Penalty 1800.910652 = -26225.093161 nChanged 5 SP:Iteration 3Q (1217.287735 sec): 3 clusters Score: Raw -28125.896549 + Penalty 1800.910652 = -26324.985897 nChanged 4 SP:Iteration 4Q (1217.331998 sec): 3 clusters Score: Raw -28142.984255 + Penalty 1800.910652 = -26342.073603 nChanged 3 SP:Iteration 5Q (1217.375812 sec): 3 clusters Score: Raw -28154.178716 + Penalty 1800.910652 = -26353.268063 nChanged 1 SP:Iteration 6Q (1217.413959 sec): 3 clusters Score: Raw -28164.673841 + Penalty 1800.910652 = -26363.763189 nChanged 1 SP:Iteration 7Q (1217.465392 sec): 3 clusters Score: Raw -28165.627038 + Penalty 1800.910652 = -26364.716386 nChanged 0 SP:Iteration 8F (1217.501270 sec): 3 clusters Score: Raw -28178.901901 + Penalty 1800.910652 = -26377.991249 nChanged 4 SP:Iteration 9Q (1217.552558 sec): 3 clusters Score: Raw -28406.819712 + Penalty 1800.910652 = -26605.909060 nChanged 2 SP:Iteration 10Q (1217.588558 sec): 3 clusters Score: Raw -28436.752037 + Penalty 1800.910652 = -26635.841384 nChanged 1 SP:Iteration 11Q (1217.639666 sec): 3 clusters Score: Raw -28454.008042 + Penalty 1800.910652 = -26653.097390 nChanged 4 SP:Iteration 12Q (1217.675529 sec): 3 clusters Score: Raw -28591.205439 + Penalty 1800.910652 = -26790.294787 nChanged 1 SP:Iteration 13Q (1217.724104 sec): 3 clusters Score: Raw -28606.093357 + Penalty 1800.910652 = -26805.182705 nChanged 2 SP:Iteration 14Q (1217.770287 sec): 3 clusters Score: Raw -28660.965117 + Penalty 1800.910652 = -26860.054464 nChanged 1 SP:Iteration 15Q (1217.814184 sec): 3 clusters Score: Raw -28673.399180 + Penalty 1800.910652 = -26872.488528 nChanged 0 SP:Iteration 16F (1217.853980 sec): 3 clusters Score: Raw -28673.399180 + Penalty 1800.910652 = -26872.488528 nChanged 0 Score: Raw -40397739.445285 + Penalty 35163.340470 = -40362576.104815 Splitting cluster 11 changes total score from -40361889.477152 to -40362576.104815 So it's getting split into cluster 7. Trying to split cluster 12 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1220.740137 sec): 2 clusters Score: Raw -41067.397793 + Penalty 974.423464 = -40092.974328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1220.765305 sec): 3 clusters Score: Raw -41100.926162 + Penalty 1948.846929 = -39152.079233 nChanged 93 SP:Iteration 1F (1220.807175 sec): 3 clusters Score: Raw -41418.930104 + Penalty 1948.846929 = -39470.083175 nChanged 33 SP:Iteration 2F (1220.854787 sec): 3 clusters Score: Raw -41666.905089 + Penalty 1948.846929 = -39718.058160 nChanged 28 SP:Iteration 3F (1220.892440 sec): 3 clusters Score: Raw -41844.938281 + Penalty 1948.846929 = -39896.091353 nChanged 26 SP:Iteration 4F (1220.940507 sec): 3 clusters Score: Raw -42016.852251 + Penalty 1948.846929 = -40068.005323 nChanged 29 SP:Iteration 5F (1220.983678 sec): 3 clusters Score: Raw -42256.299402 + Penalty 1948.846929 = -40307.452473 nChanged 25 SP:Iteration 6F (1221.017888 sec): 3 clusters Score: Raw -42549.250356 + Penalty 1948.846929 = -40600.403427 nChanged 18 SP:Iteration 7Q (1221.061137 sec): 3 clusters Score: Raw -42916.276276 + Penalty 1948.846929 = -40967.429347 nChanged 14 SP:Iteration 8Q (1221.104333 sec): 3 clusters Score: Raw -43558.421896 + Penalty 1948.846929 = -41609.574967 nChanged 8 SP:Iteration 9Q (1221.146816 sec): 3 clusters Score: Raw -44096.528654 + Penalty 1948.846929 = -42147.681725 nChanged 4 Unmasked E-step: Deleting class 2 (98 points): covariance matrix is singular SP:Iteration 10Q (1221.169564 sec): 3 clusters Score: Raw -44106.060856 + Penalty 1948.846929 = -42157.213927 nChanged 1 SP:Iteration 11Q (1221.190501 sec): 2 clusters Score: Raw -21806.383253 + Penalty 974.423464 = -20831.959788 nChanged 97 SP:Iteration 12F (1221.210762 sec): 2 clusters Score: Raw -41067.397793 + Penalty 974.423464 = -40092.974328 nChanged 0 Trying to split cluster 13 (4045 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1221.235855 sec): 2 clusters Score: Raw -459022.129416 + Penalty 1349.600985 = -457672.528431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1221.286705 sec): 3 clusters Score: Raw -457015.430636 + Penalty 2699.201970 = -454316.228666 nChanged 1588 SP:Iteration 1F (1221.336263 sec): 3 clusters Score: Raw -457962.276212 + Penalty 2699.201970 = -455263.074242 nChanged 353 SP:Iteration 2F (1221.379042 sec): 3 clusters Score: Raw -458285.247197 + Penalty 2699.201970 = -455586.045227 nChanged 339 SP:Iteration 3F (1221.425528 sec): 3 clusters Score: Raw -458709.354144 + Penalty 2699.201970 = -456010.152175 nChanged 347 SP:Iteration 4F (1221.480289 sec): 3 clusters Score: Raw -459168.527506 + Penalty 2699.201970 = -456469.325536 nChanged 300 SP:Iteration 5F (1221.527882 sec): 3 clusters Score: Raw -459548.201419 + Penalty 2699.201970 = -456848.999449 nChanged 242 SP:Iteration 6F (1221.575793 sec): 3 clusters Score: Raw -459857.230836 + Penalty 2699.201970 = -457158.028867 nChanged 192 SP:Iteration 7Q (1221.615680 sec): 3 clusters Score: Raw -460090.773185 + Penalty 2699.201970 = -457391.571216 nChanged 169 SP:Iteration 8Q (1221.665941 sec): 3 clusters Score: Raw -460313.625700 + Penalty 2699.201970 = -457614.423730 nChanged 153 SP:Iteration 9Q (1221.703338 sec): 3 clusters Score: Raw -460613.384484 + Penalty 2699.201970 = -457914.182514 nChanged 152 SP:Iteration 10Q (1221.748741 sec): 3 clusters Score: Raw -460995.486592 + Penalty 2699.201970 = -458296.284623 nChanged 130 SP:Iteration 11Q (1221.788373 sec): 3 clusters Score: Raw -461365.243149 + Penalty 2699.201970 = -458666.041179 nChanged 91 SP:Iteration 12Q (1221.833651 sec): 3 clusters Score: Raw -461611.884664 + Penalty 2699.201970 = -458912.682695 nChanged 91 SP:Iteration 13Q (1221.882883 sec): 3 clusters Score: Raw -461847.843462 + Penalty 2699.201970 = -459148.641492 nChanged 56 SP:Iteration 14Q (1221.916404 sec): 3 clusters Score: Raw -461985.656157 + Penalty 2699.201970 = -459286.454187 nChanged 40 SP:Iteration 15Q (1221.945910 sec): 3 clusters Score: Raw -462065.471249 + Penalty 2699.201970 = -459366.269279 nChanged 35 SP:Iteration 16Q (1221.992237 sec): 3 clusters Score: Raw -462112.416951 + Penalty 2699.201970 = -459413.214982 nChanged 24 SP:Iteration 17Q (1222.027803 sec): 3 clusters Score: Raw -462135.597980 + Penalty 2699.201970 = -459436.396011 nChanged 8 SP:Iteration 18Q (1222.074317 sec): 3 clusters Score: Raw -462139.844265 + Penalty 2699.201970 = -459440.642296 nChanged 4 SP:Iteration 19Q (1222.120192 sec): 3 clusters Score: Raw -462142.351554 + Penalty 2699.201970 = -459443.149584 nChanged 5 SP:Iteration 20F (1222.162389 sec): 3 clusters Score: Raw -462145.297529 + Penalty 2699.201970 = -459446.095559 nChanged 5 SP:Iteration 21Q (1222.194739 sec): 3 clusters Score: Raw -462147.919485 + Penalty 2699.201970 = -459448.717515 nChanged 2 SP:Iteration 22Q (1222.229080 sec): 3 clusters Score: Raw -462148.663853 + Penalty 2699.201970 = -459449.461883 nChanged 0 SP:Iteration 23F (1222.265049 sec): 3 clusters Score: Raw -462148.663853 + Penalty 2699.201970 = -459449.461883 nChanged 0 Score: Raw -40400865.979722 + Penalty 37231.772262 = -40363634.207460 Splitting cluster 13 changes total score from -40361889.477152 to -40363634.207460 So it's getting split into cluster 8. Trying to split cluster 14 (19267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1225.309441 sec): 2 clusters Score: Raw -2378255.356095 + Penalty 1603.249223 = -2376652.106872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1225.372988 sec): 3 clusters Score: Raw -2366717.344224 + Penalty 3206.498447 = -2363510.845777 nChanged 8714 SP:Iteration 1F (1225.426751 sec): 3 clusters Score: Raw -2371733.339730 + Penalty 3206.498447 = -2368526.841283 nChanged 1199 SP:Iteration 2F (1225.489360 sec): 3 clusters Score: Raw -2372387.001608 + Penalty 3206.498447 = -2369180.503161 nChanged 1303 SP:Iteration 3F (1225.559467 sec): 3 clusters Score: Raw -2373222.143919 + Penalty 3206.498447 = -2370015.645472 nChanged 1431 SP:Iteration 4F (1225.624833 sec): 3 clusters Score: Raw -2374211.732080 + Penalty 3206.498447 = -2371005.233634 nChanged 1466 SP:Iteration 5F (1225.682436 sec): 3 clusters Score: Raw -2375325.062363 + Penalty 3206.498447 = -2372118.563916 nChanged 1295 SP:Iteration 6F (1225.744817 sec): 3 clusters Score: Raw -2376365.769922 + Penalty 3206.498447 = -2373159.271475 nChanged 1056 SP:Iteration 7F (1225.800417 sec): 3 clusters Score: Raw -2377281.164893 + Penalty 3206.498447 = -2374074.666446 nChanged 759 SP:Iteration 8Q (1225.858351 sec): 3 clusters Score: Raw -2377841.741835 + Penalty 3206.498447 = -2374635.243388 nChanged 518 SP:Iteration 9Q (1225.916770 sec): 3 clusters Score: Raw -2378151.398222 + Penalty 3206.498447 = -2374944.899776 nChanged 341 SP:Iteration 10Q (1225.981612 sec): 3 clusters Score: Raw -2378325.702365 + Penalty 3206.498447 = -2375119.203918 nChanged 246 SP:Iteration 11Q (1226.026465 sec): 3 clusters Score: Raw -2378454.283540 + Penalty 3206.498447 = -2375247.785093 nChanged 207 SP:Iteration 12Q (1226.090550 sec): 3 clusters Score: Raw -2378551.450084 + Penalty 3206.498447 = -2375344.951638 nChanged 171 SP:Iteration 13Q (1226.150031 sec): 3 clusters Score: Raw -2378620.954430 + Penalty 3206.498447 = -2375414.455984 nChanged 153 SP:Iteration 14Q (1226.196099 sec): 3 clusters Score: Raw -2378672.853139 + Penalty 3206.498447 = -2375466.354692 nChanged 109 SP:Iteration 15Q (1226.255526 sec): 3 clusters Score: Raw -2378707.516836 + Penalty 3206.498447 = -2375501.018390 nChanged 91 SP:Iteration 16Q (1226.306236 sec): 3 clusters Score: Raw -2378731.778029 + Penalty 3206.498447 = -2375525.279582 nChanged 88 SP:Iteration 17Q (1226.369757 sec): 3 clusters Score: Raw -2378751.056125 + Penalty 3206.498447 = -2375544.557678 nChanged 70 SP:Iteration 18Q (1226.421127 sec): 3 clusters Score: Raw -2378766.998722 + Penalty 3206.498447 = -2375560.500275 nChanged 55 SP:Iteration 19Q (1226.476433 sec): 3 clusters Score: Raw -2378780.310390 + Penalty 3206.498447 = -2375573.811943 nChanged 59 SP:Iteration 20F (1226.526581 sec): 3 clusters Score: Raw -2378792.855287 + Penalty 3206.498447 = -2375586.356840 nChanged 52 SP:Iteration 21Q (1226.600369 sec): 3 clusters Score: Raw -2378803.053131 + Penalty 3206.498447 = -2375596.554684 nChanged 44 SP:Iteration 22Q (1226.650595 sec): 3 clusters Score: Raw -2378812.474969 + Penalty 3206.498447 = -2375605.976522 nChanged 41 SP:Iteration 23Q (1226.693365 sec): 3 clusters Score: Raw -2378820.549758 + Penalty 3206.498447 = -2375614.051312 nChanged 34 SP:Iteration 24Q (1226.757717 sec): 3 clusters Score: Raw -2378825.924223 + Penalty 3206.498447 = -2375619.425776 nChanged 27 SP:Iteration 25Q (1226.819602 sec): 3 clusters Score: Raw -2378830.490690 + Penalty 3206.498447 = -2375623.992243 nChanged 25 SP:Iteration 26Q (1226.873486 sec): 3 clusters Score: Raw -2378833.781741 + Penalty 3206.498447 = -2375627.283294 nChanged 17 SP:Iteration 27Q (1226.925370 sec): 3 clusters Score: Raw -2378835.796557 + Penalty 3206.498447 = -2375629.298110 nChanged 18 SP:Iteration 28Q (1226.973476 sec): 3 clusters Score: Raw -2378838.774866 + Penalty 3206.498447 = -2375632.276419 nChanged 18 SP:Iteration 29Q (1227.025884 sec): 3 clusters Score: Raw -2378841.675897 + Penalty 3206.498447 = -2375635.177450 nChanged 13 SP:Iteration 30Q (1227.088339 sec): 3 clusters Score: Raw -2378843.260760 + Penalty 3206.498447 = -2375636.762313 nChanged 15 SP:Iteration 31Q (1227.147324 sec): 3 clusters Score: Raw -2378844.373707 + Penalty 3206.498447 = -2375637.875260 nChanged 6 SP:Iteration 32Q (1227.201787 sec): 3 clusters Score: Raw -2378844.904374 + Penalty 3206.498447 = -2375638.405927 nChanged 6 SP:Iteration 33Q (1227.264506 sec): 3 clusters Score: Raw -2378845.297541 + Penalty 3206.498447 = -2375638.799094 nChanged 3 SP:Iteration 34Q (1227.330414 sec): 3 clusters Score: Raw -2378845.461255 + Penalty 3206.498447 = -2375638.962809 nChanged 2 SP:Iteration 35Q (1227.397282 sec): 3 clusters Score: Raw -2378845.586760 + Penalty 3206.498447 = -2375639.088314 nChanged 2 SP:Iteration 36Q (1227.464936 sec): 3 clusters Score: Raw -2378845.719860 + Penalty 3206.498447 = -2375639.221413 nChanged 0 SP:Iteration 37F (1227.528880 sec): 3 clusters Score: Raw -2378845.719860 + Penalty 3206.498447 = -2375639.221413 nChanged 0 Trying to split cluster 15 (3383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1227.564251 sec): 2 clusters Score: Raw -404454.599944 + Penalty 1320.559202 = -403134.040741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1227.613883 sec): 3 clusters Score: Raw -402763.359346 + Penalty 2641.118405 = -400122.240941 nChanged 1327 SP:Iteration 1F (1227.662581 sec): 3 clusters Score: Raw -403596.708030 + Penalty 2641.118405 = -400955.589625 nChanged 287 SP:Iteration 2F (1227.710870 sec): 3 clusters Score: Raw -403875.633404 + Penalty 2641.118405 = -401234.514999 nChanged 227 SP:Iteration 3F (1227.758257 sec): 3 clusters Score: Raw -404120.617674 + Penalty 2641.118405 = -401479.499269 nChanged 239 SP:Iteration 4F (1227.806680 sec): 3 clusters Score: Raw -404388.386202 + Penalty 2641.118405 = -401747.267797 nChanged 222 SP:Iteration 5F (1227.855375 sec): 3 clusters Score: Raw -404670.566681 + Penalty 2641.118405 = -402029.448276 nChanged 241 SP:Iteration 6F (1227.893501 sec): 3 clusters Score: Raw -404924.714563 + Penalty 2641.118405 = -402283.596158 nChanged 207 SP:Iteration 7F (1227.953413 sec): 3 clusters Score: Raw -405106.867244 + Penalty 2641.118405 = -402465.748839 nChanged 151 SP:Iteration 8Q (1228.002500 sec): 3 clusters Score: Raw -405216.088953 + Penalty 2641.118405 = -402574.970548 nChanged 95 SP:Iteration 9Q (1228.046899 sec): 3 clusters Score: Raw -405273.591615 + Penalty 2641.118405 = -402632.473211 nChanged 58 SP:Iteration 10Q (1228.096895 sec): 3 clusters Score: Raw -405303.481851 + Penalty 2641.118405 = -402662.363446 nChanged 40 SP:Iteration 11Q (1228.139262 sec): 3 clusters Score: Raw -405319.511665 + Penalty 2641.118405 = -402678.393260 nChanged 26 SP:Iteration 12Q (1228.181106 sec): 3 clusters Score: Raw -405334.515451 + Penalty 2641.118405 = -402693.397046 nChanged 24 SP:Iteration 13Q (1228.224067 sec): 3 clusters Score: Raw -405344.441783 + Penalty 2641.118405 = -402703.323378 nChanged 17 SP:Iteration 14Q (1228.262832 sec): 3 clusters Score: Raw -405351.389557 + Penalty 2641.118405 = -402710.271152 nChanged 13 SP:Iteration 15Q (1228.299210 sec): 3 clusters Score: Raw -405356.328326 + Penalty 2641.118405 = -402715.209921 nChanged 5 SP:Iteration 16Q (1228.349039 sec): 3 clusters Score: Raw -405358.093454 + Penalty 2641.118405 = -402716.975049 nChanged 6 SP:Iteration 17Q (1228.392138 sec): 3 clusters Score: Raw -405359.612288 + Penalty 2641.118405 = -402718.493883 nChanged 5 SP:Iteration 18Q (1228.427310 sec): 3 clusters Score: Raw -405361.033242 + Penalty 2641.118405 = -402719.914837 nChanged 3 SP:Iteration 19Q (1228.468587 sec): 3 clusters Score: Raw -405362.045500 + Penalty 2641.118405 = -402720.927095 nChanged 0 SP:Iteration 20F (1228.510144 sec): 3 clusters Score: Raw -405362.045500 + Penalty 2641.118405 = -402720.927095 nChanged 0 Trying to split cluster 16 (10852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1228.542003 sec): 2 clusters Score: Raw -1211376.831217 + Penalty 1509.967009 = -1209866.864208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1228.596985 sec): 3 clusters Score: Raw -1205366.043416 + Penalty 3019.934019 = -1202346.109397 nChanged 4633 SP:Iteration 1F (1228.656943 sec): 3 clusters Score: Raw -1207976.820956 + Penalty 3019.934019 = -1204956.886937 nChanged 815 SP:Iteration 2F (1228.701004 sec): 3 clusters Score: Raw -1208450.742607 + Penalty 3019.934019 = -1205430.808588 nChanged 735 SP:Iteration 3F (1228.754240 sec): 3 clusters Score: Raw -1208919.052250 + Penalty 3019.934019 = -1205899.118231 nChanged 668 SP:Iteration 4F (1228.808875 sec): 3 clusters Score: Raw -1209358.500130 + Penalty 3019.934019 = -1206338.566111 nChanged 603 SP:Iteration 5F (1228.862824 sec): 3 clusters Score: Raw -1209736.586442 + Penalty 3019.934019 = -1206716.652423 nChanged 535 SP:Iteration 6Q (1228.917845 sec): 3 clusters Score: Raw -1210057.329357 + Penalty 3019.934019 = -1207037.395338 nChanged 451 SP:Iteration 7Q (1228.980233 sec): 3 clusters Score: Raw -1210335.720737 + Penalty 3019.934019 = -1207315.786718 nChanged 376 SP:Iteration 8Q (1229.025702 sec): 3 clusters Score: Raw -1210573.476519 + Penalty 3019.934019 = -1207553.542500 nChanged 352 SP:Iteration 9Q (1229.080597 sec): 3 clusters Score: Raw -1210800.565180 + Penalty 3019.934019 = -1207780.631161 nChanged 331 SP:Iteration 10Q (1229.135240 sec): 3 clusters Score: Raw -1210972.331232 + Penalty 3019.934019 = -1207952.397213 nChanged 255 SP:Iteration 11Q (1229.189928 sec): 3 clusters Score: Raw -1211085.380050 + Penalty 3019.934019 = -1208065.446031 nChanged 199 SP:Iteration 12Q (1229.244389 sec): 3 clusters Score: Raw -1211181.171598 + Penalty 3019.934019 = -1208161.237579 nChanged 171 SP:Iteration 13Q (1229.305777 sec): 3 clusters Score: Raw -1211256.588156 + Penalty 3019.934019 = -1208236.654137 nChanged 138 SP:Iteration 14Q (1229.358629 sec): 3 clusters Score: Raw -1211312.248477 + Penalty 3019.934019 = -1208292.314458 nChanged 117 SP:Iteration 15Q (1229.411567 sec): 3 clusters Score: Raw -1211354.581661 + Penalty 3019.934019 = -1208334.647642 nChanged 111 SP:Iteration 16Q (1229.454815 sec): 3 clusters Score: Raw -1211390.985397 + Penalty 3019.934019 = -1208371.051378 nChanged 87 SP:Iteration 17Q (1229.506958 sec): 3 clusters Score: Raw -1211419.731195 + Penalty 3019.934019 = -1208399.797176 nChanged 83 SP:Iteration 18Q (1229.561678 sec): 3 clusters Score: Raw -1211444.903889 + Penalty 3019.934019 = -1208424.969870 nChanged 70 SP:Iteration 19Q (1229.622222 sec): 3 clusters Score: Raw -1211464.169239 + Penalty 3019.934019 = -1208444.235221 nChanged 72 SP:Iteration 20F (1229.667439 sec): 3 clusters Score: Raw -1211481.341766 + Penalty 3019.934019 = -1208461.407747 nChanged 59 SP:Iteration 21Q (1229.719754 sec): 3 clusters Score: Raw -1211493.459021 + Penalty 3019.934019 = -1208473.525002 nChanged 41 SP:Iteration 22Q (1229.772277 sec): 3 clusters Score: Raw -1211502.329147 + Penalty 3019.934019 = -1208482.395128 nChanged 43 SP:Iteration 23Q (1229.826438 sec): 3 clusters Score: Raw -1211514.968427 + Penalty 3019.934019 = -1208495.034408 nChanged 42 SP:Iteration 24Q (1229.880149 sec): 3 clusters Score: Raw -1211524.852672 + Penalty 3019.934019 = -1208504.918653 nChanged 30 SP:Iteration 25Q (1229.937144 sec): 3 clusters Score: Raw -1211532.590576 + Penalty 3019.934019 = -1208512.656557 nChanged 27 SP:Iteration 26Q (1229.982760 sec): 3 clusters Score: Raw -1211538.428924 + Penalty 3019.934019 = -1208518.494905 nChanged 29 SP:Iteration 27Q (1230.041336 sec): 3 clusters Score: Raw -1211544.699369 + Penalty 3019.934019 = -1208524.765350 nChanged 24 SP:Iteration 28Q (1230.093215 sec): 3 clusters Score: Raw -1211550.235457 + Penalty 3019.934019 = -1208530.301438 nChanged 23 SP:Iteration 29Q (1230.137522 sec): 3 clusters Score: Raw -1211556.250320 + Penalty 3019.934019 = -1208536.316301 nChanged 22 SP:Iteration 30Q (1230.198063 sec): 3 clusters Score: Raw -1211562.679367 + Penalty 3019.934019 = -1208542.745348 nChanged 25 SP:Iteration 31Q (1230.242811 sec): 3 clusters Score: Raw -1211571.280530 + Penalty 3019.934019 = -1208551.346511 nChanged 25 SP:Iteration 32Q (1230.295995 sec): 3 clusters Score: Raw -1211578.795420 + Penalty 3019.934019 = -1208558.861401 nChanged 23 SP:Iteration 33Q (1230.349289 sec): 3 clusters Score: Raw -1211585.572082 + Penalty 3019.934019 = -1208565.638063 nChanged 19 SP:Iteration 34Q (1230.408130 sec): 3 clusters Score: Raw -1211592.077471 + Penalty 3019.934019 = -1208572.143452 nChanged 24 SP:Iteration 35Q (1230.453681 sec): 3 clusters Score: Raw -1211600.498395 + Penalty 3019.934019 = -1208580.564376 nChanged 27 SP:Iteration 36Q (1230.506712 sec): 3 clusters Score: Raw -1211605.971155 + Penalty 3019.934019 = -1208586.037136 nChanged 26 SP:Iteration 37Q (1230.560548 sec): 3 clusters Score: Raw -1211611.498059 + Penalty 3019.934019 = -1208591.564040 nChanged 16 SP:Iteration 38Q (1230.614015 sec): 3 clusters Score: Raw -1211614.172391 + Penalty 3019.934019 = -1208594.238372 nChanged 16 SP:Iteration 39Q (1230.666450 sec): 3 clusters Score: Raw -1211616.772696 + Penalty 3019.934019 = -1208596.838677 nChanged 10 SP:Iteration 40F (1230.718971 sec): 3 clusters Score: Raw -1211618.301779 + Penalty 3019.934019 = -1208598.367760 nChanged 16 SP:Iteration 41Q (1230.768614 sec): 3 clusters Score: Raw -1211622.646287 + Penalty 3019.934019 = -1208602.712268 nChanged 18 SP:Iteration 42Q (1230.821358 sec): 3 clusters Score: Raw -1211626.422179 + Penalty 3019.934019 = -1208606.488160 nChanged 14 SP:Iteration 43Q (1230.874798 sec): 3 clusters Score: Raw -1211629.296889 + Penalty 3019.934019 = -1208609.362870 nChanged 8 SP:Iteration 44Q (1230.936090 sec): 3 clusters Score: Raw -1211631.117947 + Penalty 3019.934019 = -1208611.183928 nChanged 10 SP:Iteration 45Q (1230.980345 sec): 3 clusters Score: Raw -1211633.474246 + Penalty 3019.934019 = -1208613.540227 nChanged 12 SP:Iteration 46Q (1231.031755 sec): 3 clusters Score: Raw -1211636.105185 + Penalty 3019.934019 = -1208616.171166 nChanged 18 SP:Iteration 47Q (1231.090828 sec): 3 clusters Score: Raw -1211640.444084 + Penalty 3019.934019 = -1208620.510065 nChanged 19 SP:Iteration 48Q (1231.150639 sec): 3 clusters Score: Raw -1211643.812780 + Penalty 3019.934019 = -1208623.878761 nChanged 17 SP:Iteration 49Q (1231.192611 sec): 3 clusters Score: Raw -1211647.187789 + Penalty 3019.934019 = -1208627.253770 nChanged 22 SP:Iteration 50Q (1231.242638 sec): 3 clusters Score: Raw -1211652.915171 + Penalty 3019.934019 = -1208632.981152 nChanged 21 SP:Iteration 51Q (1231.291020 sec): 3 clusters Score: Raw -1211658.274738 + Penalty 3019.934019 = -1208638.340719 nChanged 15 SP:Iteration 52Q (1231.358104 sec): 3 clusters Score: Raw -1211662.581561 + Penalty 3019.934019 = -1208642.647542 nChanged 15 SP:Iteration 53Q (1231.407731 sec): 3 clusters Score: Raw -1211665.673324 + Penalty 3019.934019 = -1208645.739305 nChanged 10 SP:Iteration 54Q (1231.471266 sec): 3 clusters Score: Raw -1211666.792180 + Penalty 3019.934019 = -1208646.858161 nChanged 8 SP:Iteration 55Q (1231.521809 sec): 3 clusters Score: Raw -1211667.889115 + Penalty 3019.934019 = -1208647.955096 nChanged 10 SP:Iteration 56Q (1231.576559 sec): 3 clusters Score: Raw -1211669.901509 + Penalty 3019.934019 = -1208649.967490 nChanged 14 SP:Iteration 57Q (1231.626954 sec): 3 clusters Score: Raw -1211672.759196 + Penalty 3019.934019 = -1208652.825177 nChanged 15 SP:Iteration 58Q (1231.688655 sec): 3 clusters Score: Raw -1211676.011988 + Penalty 3019.934019 = -1208656.077969 nChanged 14 SP:Iteration 59Q (1231.737303 sec): 3 clusters Score: Raw -1211677.958742 + Penalty 3019.934019 = -1208658.024723 nChanged 9 SP:Iteration 60F (1231.793756 sec): 3 clusters Score: Raw -1211679.059800 + Penalty 3019.934019 = -1208659.125781 nChanged 5 SP:Iteration 61Q (1231.849080 sec): 3 clusters Score: Raw -1211679.816673 + Penalty 3019.934019 = -1208659.882654 nChanged 5 SP:Iteration 62Q (1231.903792 sec): 3 clusters Score: Raw -1211680.484697 + Penalty 3019.934019 = -1208660.550678 nChanged 2 SP:Iteration 63Q (1231.968594 sec): 3 clusters Score: Raw -1211680.752489 + Penalty 3019.934019 = -1208660.818470 nChanged 4 SP:Iteration 64Q (1232.026406 sec): 3 clusters Score: Raw -1211682.484458 + Penalty 3019.934019 = -1208662.550439 nChanged 8 SP:Iteration 65Q (1232.074741 sec): 3 clusters Score: Raw -1211684.409915 + Penalty 3019.934019 = -1208664.475896 nChanged 8 SP:Iteration 66Q (1232.127550 sec): 3 clusters Score: Raw -1211686.504533 + Penalty 3019.934019 = -1208666.570514 nChanged 8 SP:Iteration 67Q (1232.190105 sec): 3 clusters Score: Raw -1211688.823606 + Penalty 3019.934019 = -1208668.889587 nChanged 9 SP:Iteration 68Q (1232.243870 sec): 3 clusters Score: Raw -1211690.630866 + Penalty 3019.934019 = -1208670.696847 nChanged 6 SP:Iteration 69Q (1232.302660 sec): 3 clusters Score: Raw -1211691.865447 + Penalty 3019.934019 = -1208671.931428 nChanged 4 SP:Iteration 70Q (1232.344581 sec): 3 clusters Score: Raw -1211692.900145 + Penalty 3019.934019 = -1208672.966126 nChanged 7 SP:Iteration 71Q (1232.399004 sec): 3 clusters Score: Raw -1211694.083304 + Penalty 3019.934019 = -1208674.149285 nChanged 8 SP:Iteration 72Q (1232.452884 sec): 3 clusters Score: Raw -1211695.831967 + Penalty 3019.934019 = -1208675.897948 nChanged 9 SP:Iteration 73Q (1232.496648 sec): 3 clusters Score: Raw -1211698.414581 + Penalty 3019.934019 = -1208678.480562 nChanged 13 SP:Iteration 74Q (1232.545298 sec): 3 clusters Score: Raw -1211702.475852 + Penalty 3019.934019 = -1208682.541833 nChanged 16 SP:Iteration 75Q (1232.597240 sec): 3 clusters Score: Raw -1211707.286066 + Penalty 3019.934019 = -1208687.352047 nChanged 14 SP:Iteration 76Q (1232.649789 sec): 3 clusters Score: Raw -1211709.515588 + Penalty 3019.934019 = -1208689.581569 nChanged 11 SP:Iteration 77Q (1232.696091 sec): 3 clusters Score: Raw -1211711.802740 + Penalty 3019.934019 = -1208691.868721 nChanged 10 SP:Iteration 78Q (1232.738173 sec): 3 clusters Score: Raw -1211714.089537 + Penalty 3019.934019 = -1208694.155518 nChanged 8 SP:Iteration 79Q (1232.794242 sec): 3 clusters Score: Raw -1211715.197851 + Penalty 3019.934019 = -1208695.263832 nChanged 4 SP:Iteration 80F (1232.835307 sec): 3 clusters Score: Raw -1211715.891643 + Penalty 3019.934019 = -1208695.957624 nChanged 3 SP:Iteration 81Q (1232.880796 sec): 3 clusters Score: Raw -1211716.152113 + Penalty 3019.934019 = -1208696.218094 nChanged 3 SP:Iteration 82Q (1232.936680 sec): 3 clusters Score: Raw -1211716.954114 + Penalty 3019.934019 = -1208697.020095 nChanged 4 SP:Iteration 83Q (1232.983364 sec): 3 clusters Score: Raw -1211718.185482 + Penalty 3019.934019 = -1208698.251463 nChanged 5 SP:Iteration 84Q (1233.031019 sec): 3 clusters Score: Raw -1211719.835346 + Penalty 3019.934019 = -1208699.901327 nChanged 5 SP:Iteration 85Q (1233.078401 sec): 3 clusters Score: Raw -1211720.698735 + Penalty 3019.934019 = -1208700.764716 nChanged 6 SP:Iteration 86Q (1233.119350 sec): 3 clusters Score: Raw -1211721.399879 + Penalty 3019.934019 = -1208701.465860 nChanged 4 SP:Iteration 87Q (1233.167679 sec): 3 clusters Score: Raw -1211721.936136 + Penalty 3019.934019 = -1208702.002117 nChanged 4 SP:Iteration 88Q (1233.215248 sec): 3 clusters Score: Raw -1211723.235745 + Penalty 3019.934019 = -1208703.301726 nChanged 6 SP:Iteration 89Q (1233.262136 sec): 3 clusters Score: Raw -1211724.153919 + Penalty 3019.934019 = -1208704.219900 nChanged 5 SP:Iteration 90Q (1233.310531 sec): 3 clusters Score: Raw -1211725.352372 + Penalty 3019.934019 = -1208705.418353 nChanged 6 SP:Iteration 91Q (1233.359166 sec): 3 clusters Score: Raw -1211726.428437 + Penalty 3019.934019 = -1208706.494418 nChanged 3 SP:Iteration 92Q (1233.409426 sec): 3 clusters Score: Raw -1211726.820994 + Penalty 3019.934019 = -1208706.886975 nChanged 3 SP:Iteration 93Q (1233.457323 sec): 3 clusters Score: Raw -1211729.676294 + Penalty 3019.934019 = -1208709.742275 nChanged 7 SP:Iteration 94Q (1233.503951 sec): 3 clusters Score: Raw -1211732.464316 + Penalty 3019.934019 = -1208712.530297 nChanged 7 SP:Iteration 95Q (1233.551610 sec): 3 clusters Score: Raw -1211734.474416 + Penalty 3019.934019 = -1208714.540397 nChanged 8 SP:Iteration 96Q (1233.600046 sec): 3 clusters Score: Raw -1211736.651791 + Penalty 3019.934019 = -1208716.717772 nChanged 8 SP:Iteration 97Q (1233.650085 sec): 3 clusters Score: Raw -1211738.182159 + Penalty 3019.934019 = -1208718.248140 nChanged 4 SP:Iteration 98Q (1233.698849 sec): 3 clusters Score: Raw -1211738.818708 + Penalty 3019.934019 = -1208718.884689 nChanged 3 SP:Iteration 99Q (1233.751298 sec): 3 clusters Score: Raw -1211739.406944 + Penalty 3019.934019 = -1208719.472925 nChanged 2 SP:Iteration 100F (1233.808418 sec): 3 clusters Score: Raw -1211739.517706 + Penalty 3019.934019 = -1208719.583687 nChanged 1 SP:Iteration 101Q (1233.848490 sec): 3 clusters Score: Raw -1211739.614867 + Penalty 3019.934019 = -1208719.680848 nChanged 2 SP:Iteration 102Q (1233.896334 sec): 3 clusters Score: Raw -1211739.769785 + Penalty 3019.934019 = -1208719.835766 nChanged 2 SP:Iteration 103Q (1233.956404 sec): 3 clusters Score: Raw -1211739.986093 + Penalty 3019.934019 = -1208720.052074 nChanged 1 SP:Iteration 104Q (1234.000467 sec): 3 clusters Score: Raw -1211740.097733 + Penalty 3019.934019 = -1208720.163714 nChanged 2 SP:Iteration 105Q (1234.048507 sec): 3 clusters Score: Raw -1211740.443675 + Penalty 3019.934019 = -1208720.509656 nChanged 1 SP:Iteration 106Q (1234.098642 sec): 3 clusters Score: Raw -1211740.612064 + Penalty 3019.934019 = -1208720.678045 nChanged 2 SP:Iteration 107Q (1234.154172 sec): 3 clusters Score: Raw -1211740.816948 + Penalty 3019.934019 = -1208720.882929 nChanged 1 SP:Iteration 108Q (1234.193435 sec): 3 clusters Score: Raw -1211741.216037 + Penalty 3019.934019 = -1208721.282018 nChanged 5 SP:Iteration 109Q (1234.241676 sec): 3 clusters Score: Raw -1211742.363008 + Penalty 3019.934019 = -1208722.428989 nChanged 7 SP:Iteration 110Q (1234.297872 sec): 3 clusters Score: Raw -1211744.332417 + Penalty 3019.934019 = -1208724.398398 nChanged 6 SP:Iteration 111Q (1234.338269 sec): 3 clusters Score: Raw -1211746.369384 + Penalty 3019.934019 = -1208726.435366 nChanged 6 SP:Iteration 112Q (1234.392366 sec): 3 clusters Score: Raw -1211747.709972 + Penalty 3019.934019 = -1208727.775953 nChanged 10 SP:Iteration 113Q (1234.438239 sec): 3 clusters Score: Raw -1211750.983062 + Penalty 3019.934019 = -1208731.049043 nChanged 17 SP:Iteration 114Q (1234.479779 sec): 3 clusters Score: Raw -1211757.329723 + Penalty 3019.934019 = -1208737.395704 nChanged 16 SP:Iteration 115Q (1234.528164 sec): 3 clusters Score: Raw -1211760.749815 + Penalty 3019.934019 = -1208740.815796 nChanged 11 SP:Iteration 116Q (1234.576721 sec): 3 clusters Score: Raw -1211764.001565 + Penalty 3019.934019 = -1208744.067546 nChanged 13 SP:Iteration 117Q (1234.627244 sec): 3 clusters Score: Raw -1211767.090435 + Penalty 3019.934019 = -1208747.156416 nChanged 7 SP:Iteration 118Q (1234.675731 sec): 3 clusters Score: Raw -1211768.395365 + Penalty 3019.934019 = -1208748.461346 nChanged 7 SP:Iteration 119Q (1234.729073 sec): 3 clusters Score: Raw -1211769.838338 + Penalty 3019.934019 = -1208749.904319 nChanged 7 SP:Iteration 120F (1234.787652 sec): 3 clusters Score: Raw -1211771.034856 + Penalty 3019.934019 = -1208751.100837 nChanged 4 SP:Iteration 121Q (1234.848928 sec): 3 clusters Score: Raw -1211771.982350 + Penalty 3019.934019 = -1208752.048331 nChanged 4 SP:Iteration 122Q (1234.901411 sec): 3 clusters Score: Raw -1211773.304569 + Penalty 3019.934019 = -1208753.370550 nChanged 5 SP:Iteration 123Q (1234.955383 sec): 3 clusters Score: Raw -1211774.677421 + Penalty 3019.934019 = -1208754.743402 nChanged 5 SP:Iteration 124Q (1235.017970 sec): 3 clusters Score: Raw -1211776.901656 + Penalty 3019.934019 = -1208756.967637 nChanged 6 SP:Iteration 125Q (1235.075689 sec): 3 clusters Score: Raw -1211778.945142 + Penalty 3019.934019 = -1208759.011123 nChanged 6 SP:Iteration 126Q (1235.131537 sec): 3 clusters Score: Raw -1211779.795203 + Penalty 3019.934019 = -1208759.861184 nChanged 3 SP:Iteration 127Q (1235.183696 sec): 3 clusters Score: Raw -1211780.073877 + Penalty 3019.934019 = -1208760.139858 nChanged 0 SP:Iteration 128F (1235.238419 sec): 3 clusters Score: Raw -1211780.073877 + Penalty 3019.934019 = -1208760.139858 nChanged 0 Trying to split cluster 17 (239681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1235.852256 sec): 2 clusters Score: Raw -29257245.862676 + Penalty 2012.897925 = -29255232.964752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1236.172095 sec): 3 clusters Score: Raw -29098672.731128 + Penalty 4025.795849 = -29094646.935278 nChanged 116455 SP:Iteration 1F (1236.475466 sec): 3 clusters Score: Raw -29188120.792828 + Penalty 4025.795849 = -29184094.996978 nChanged 17028 SP:Iteration 2F (1236.798677 sec): 3 clusters Score: Raw -29196722.834557 + Penalty 4025.795849 = -29192697.038708 nChanged 15386 SP:Iteration 3F (1237.125516 sec): 3 clusters Score: Raw -29206162.176336 + Penalty 4025.795849 = -29202136.380486 nChanged 15682 SP:Iteration 4F (1237.437943 sec): 3 clusters Score: Raw -29217912.473944 + Penalty 4025.795849 = -29213886.678095 nChanged 17045 SP:Iteration 5F (1237.785898 sec): 3 clusters Score: Raw -29233246.067810 + Penalty 4025.795849 = -29229220.271961 nChanged 19064 SP:Iteration 6F (1238.109897 sec): 3 clusters Score: Raw -29253279.989587 + Penalty 4025.795849 = -29249254.193738 nChanged 19372 SP:Iteration 7F (1238.427551 sec): 3 clusters Score: Raw -29277920.700586 + Penalty 4025.795849 = -29273894.904736 nChanged 16666 SP:Iteration 8F (1238.772224 sec): 3 clusters Score: Raw -29307110.449720 + Penalty 4025.795849 = -29303084.653871 nChanged 9628 SP:Iteration 9Q (1239.100061 sec): 3 clusters Score: Raw -29330250.741220 + Penalty 4025.795849 = -29326224.945371 nChanged 6096 SP:Iteration 10Q (1239.406090 sec): 3 clusters Score: Raw -29344706.591573 + Penalty 4025.795849 = -29340680.795724 nChanged 5521 SP:Iteration 11Q (1239.717401 sec): 3 clusters Score: Raw -29364941.662095 + Penalty 4025.795849 = -29360915.866246 nChanged 4663 SP:Iteration 12Q (1239.999349 sec): 3 clusters Score: Raw -29411761.795144 + Penalty 4025.795849 = -29407735.999295 nChanged 2303 SP:Iteration 13Q (1240.272164 sec): 3 clusters Score: Raw -29571631.142118 + Penalty 4025.795849 = -29567605.346269 nChanged 146 Unmasked E-step: Deleting class 1 (6073 points): covariance matrix is singular SP:Iteration 14Q (1240.499336 sec): 3 clusters Score: Raw -29571779.158905 + Penalty 4025.795849 = -29567753.363056 nChanged 0 SP:Iteration 15F (1240.687657 sec): 2 clusters Score: Raw -29236006.883775 + Penalty 2012.897925 = -29233993.985850 nChanged 6073 SP:Iteration 16F (1240.872664 sec): 2 clusters Score: Raw -29257245.862676 + Penalty 2012.897925 = -29255232.964752 nChanged 0 Trying to split cluster 18 (5299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1240.918967 sec): 2 clusters Score: Raw -619407.096636 + Penalty 1393.481928 = -618013.614708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1240.956829 sec): 3 clusters Score: Raw -616668.065553 + Penalty 2786.963856 = -613881.101697 nChanged 2166 SP:Iteration 1F (1241.007641 sec): 3 clusters Score: Raw -617814.895344 + Penalty 2786.963856 = -615027.931488 nChanged 388 SP:Iteration 2F (1241.044137 sec): 3 clusters Score: Raw -618012.081247 + Penalty 2786.963856 = -615225.117391 nChanged 304 SP:Iteration 3F (1241.096686 sec): 3 clusters Score: Raw -618172.190541 + Penalty 2786.963856 = -615385.226685 nChanged 250 SP:Iteration 4Q (1241.148263 sec): 3 clusters Score: Raw -618328.325454 + Penalty 2786.963856 = -615541.361598 nChanged 260 SP:Iteration 5Q (1241.194873 sec): 3 clusters Score: Raw -618501.529463 + Penalty 2786.963856 = -615714.565607 nChanged 240 SP:Iteration 6Q (1241.242268 sec): 3 clusters Score: Raw -618663.073035 + Penalty 2786.963856 = -615876.109179 nChanged 219 SP:Iteration 7Q (1241.277036 sec): 3 clusters Score: Raw -618813.142714 + Penalty 2786.963856 = -616026.178858 nChanged 199 SP:Iteration 8Q (1241.328018 sec): 3 clusters Score: Raw -618945.744491 + Penalty 2786.963856 = -616158.780635 nChanged 178 SP:Iteration 9Q (1241.367061 sec): 3 clusters Score: Raw -619079.195044 + Penalty 2786.963856 = -616292.231188 nChanged 185 SP:Iteration 10Q (1241.419497 sec): 3 clusters Score: Raw -619213.939904 + Penalty 2786.963856 = -616426.976048 nChanged 162 SP:Iteration 11Q (1241.455067 sec): 3 clusters Score: Raw -619336.002928 + Penalty 2786.963856 = -616549.039072 nChanged 149 SP:Iteration 12Q (1241.499201 sec): 3 clusters Score: Raw -619452.476808 + Penalty 2786.963856 = -616665.512953 nChanged 135 SP:Iteration 13Q (1241.551766 sec): 3 clusters Score: Raw -619533.543673 + Penalty 2786.963856 = -616746.579817 nChanged 115 SP:Iteration 14Q (1241.587476 sec): 3 clusters Score: Raw -619600.906703 + Penalty 2786.963856 = -616813.942847 nChanged 97 SP:Iteration 15Q (1241.630971 sec): 3 clusters Score: Raw -619655.605876 + Penalty 2786.963856 = -616868.642021 nChanged 86 SP:Iteration 16Q (1241.675545 sec): 3 clusters Score: Raw -619702.349749 + Penalty 2786.963856 = -616915.385893 nChanged 78 SP:Iteration 17Q (1241.727482 sec): 3 clusters Score: Raw -619740.068273 + Penalty 2786.963856 = -616953.104417 nChanged 60 SP:Iteration 18Q (1241.763310 sec): 3 clusters Score: Raw -619762.785479 + Penalty 2786.963856 = -616975.821623 nChanged 50 SP:Iteration 19Q (1241.807634 sec): 3 clusters Score: Raw -619782.544401 + Penalty 2786.963856 = -616995.580545 nChanged 43 SP:Iteration 20F (1241.855134 sec): 3 clusters Score: Raw -619797.299302 + Penalty 2786.963856 = -617010.335446 nChanged 32 SP:Iteration 21Q (1241.898503 sec): 3 clusters Score: Raw -619810.877135 + Penalty 2786.963856 = -617023.913279 nChanged 29 SP:Iteration 22Q (1241.942472 sec): 3 clusters Score: Raw -619823.742866 + Penalty 2786.963856 = -617036.779011 nChanged 37 SP:Iteration 23Q (1241.987404 sec): 3 clusters Score: Raw -619839.647996 + Penalty 2786.963856 = -617052.684140 nChanged 33 SP:Iteration 24Q (1242.029741 sec): 3 clusters Score: Raw -619852.398319 + Penalty 2786.963856 = -617065.434463 nChanged 29 SP:Iteration 25Q (1242.076175 sec): 3 clusters Score: Raw -619862.773642 + Penalty 2786.963856 = -617075.809786 nChanged 27 SP:Iteration 26Q (1242.120501 sec): 3 clusters Score: Raw -619870.535768 + Penalty 2786.963856 = -617083.571912 nChanged 24 SP:Iteration 27Q (1242.163256 sec): 3 clusters Score: Raw -619877.961302 + Penalty 2786.963856 = -617090.997446 nChanged 22 SP:Iteration 28Q (1242.206717 sec): 3 clusters Score: Raw -619886.033679 + Penalty 2786.963856 = -617099.069824 nChanged 30 SP:Iteration 29Q (1242.251931 sec): 3 clusters Score: Raw -619900.643772 + Penalty 2786.963856 = -617113.679917 nChanged 40 SP:Iteration 30Q (1242.298409 sec): 3 clusters Score: Raw -619929.264675 + Penalty 2786.963856 = -617142.300819 nChanged 47 SP:Iteration 31Q (1242.341235 sec): 3 clusters Score: Raw -619967.413083 + Penalty 2786.963856 = -617180.449227 nChanged 48 SP:Iteration 32Q (1242.385090 sec): 3 clusters Score: Raw -620009.962885 + Penalty 2786.963856 = -617222.999029 nChanged 50 SP:Iteration 33Q (1242.430136 sec): 3 clusters Score: Raw -620065.572190 + Penalty 2786.963856 = -617278.608334 nChanged 54 SP:Iteration 34Q (1242.481344 sec): 3 clusters Score: Raw -620137.594698 + Penalty 2786.963856 = -617350.630842 nChanged 46 SP:Iteration 35Q (1242.516568 sec): 3 clusters Score: Raw -620269.472304 + Penalty 2786.963856 = -617482.508448 nChanged 56 SP:Iteration 36Q (1242.559424 sec): 3 clusters Score: Raw -620450.642795 + Penalty 2786.963856 = -617663.678939 nChanged 61 SP:Iteration 37Q (1242.607469 sec): 3 clusters Score: Raw -620582.852702 + Penalty 2786.963856 = -617795.888847 nChanged 48 SP:Iteration 38Q (1242.657048 sec): 3 clusters Score: Raw -620629.725517 + Penalty 2786.963856 = -617842.761661 nChanged 32 SP:Iteration 39Q (1242.702219 sec): 3 clusters Score: Raw -620645.510111 + Penalty 2786.963856 = -617858.546255 nChanged 17 SP:Iteration 40F (1242.744763 sec): 3 clusters Score: Raw -620652.481030 + Penalty 2786.963856 = -617865.517175 nChanged 17 SP:Iteration 41Q (1242.786947 sec): 3 clusters Score: Raw -620659.026605 + Penalty 2786.963856 = -617872.062749 nChanged 11 SP:Iteration 42Q (1242.835966 sec): 3 clusters Score: Raw -620663.738880 + Penalty 2786.963856 = -617876.775025 nChanged 13 SP:Iteration 43Q (1242.875381 sec): 3 clusters Score: Raw -620669.688197 + Penalty 2786.963856 = -617882.724341 nChanged 11 SP:Iteration 44Q (1242.927525 sec): 3 clusters Score: Raw -620674.196341 + Penalty 2786.963856 = -617887.232485 nChanged 11 SP:Iteration 45Q (1242.972273 sec): 3 clusters Score: Raw -620678.635560 + Penalty 2786.963856 = -617891.671705 nChanged 6 SP:Iteration 46Q (1243.009718 sec): 3 clusters Score: Raw -620680.436530 + Penalty 2786.963856 = -617893.472674 nChanged 6 SP:Iteration 47Q (1243.052397 sec): 3 clusters Score: Raw -620682.136956 + Penalty 2786.963856 = -617895.173101 nChanged 5 SP:Iteration 48Q (1243.096044 sec): 3 clusters Score: Raw -620683.702294 + Penalty 2786.963856 = -617896.738438 nChanged 2 SP:Iteration 49Q (1243.148036 sec): 3 clusters Score: Raw -620684.142274 + Penalty 2786.963856 = -617897.178419 nChanged 0 SP:Iteration 50F (1243.193966 sec): 3 clusters Score: Raw -620684.142274 + Penalty 2786.963856 = -617897.178419 nChanged 0 Trying to split cluster 19 (2116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1243.207457 sec): 2 clusters Score: Raw -225466.896380 + Penalty 1244.308454 = -224222.587926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1243.247089 sec): 3 clusters Score: Raw -224613.819622 + Penalty 2488.616908 = -222125.202714 nChanged 768 SP:Iteration 1F (1243.285796 sec): 3 clusters Score: Raw -225291.689742 + Penalty 2488.616908 = -222803.072835 nChanged 228 SP:Iteration 2F (1243.326178 sec): 3 clusters Score: Raw -225568.068175 + Penalty 2488.616908 = -223079.451268 nChanged 132 SP:Iteration 3F (1243.364804 sec): 3 clusters Score: Raw -225724.711096 + Penalty 2488.616908 = -223236.094188 nChanged 102 SP:Iteration 4Q (1243.403789 sec): 3 clusters Score: Raw -225841.159997 + Penalty 2488.616908 = -223352.543089 nChanged 79 SP:Iteration 5Q (1243.443091 sec): 3 clusters Score: Raw -225912.910974 + Penalty 2488.616908 = -223424.294066 nChanged 47 SP:Iteration 6Q (1243.490750 sec): 3 clusters Score: Raw -225957.612114 + Penalty 2488.616908 = -223468.995206 nChanged 52 SP:Iteration 7Q (1243.549760 sec): 3 clusters Score: Raw -226014.666979 + Penalty 2488.616908 = -223526.050071 nChanged 44 SP:Iteration 8Q (1243.597653 sec): 3 clusters Score: Raw -226045.948562 + Penalty 2488.616908 = -223557.331654 nChanged 29 SP:Iteration 9Q (1243.645778 sec): 3 clusters Score: Raw -226070.248239 + Penalty 2488.616908 = -223581.631331 nChanged 29 SP:Iteration 10Q (1243.682329 sec): 3 clusters Score: Raw -226097.577199 + Penalty 2488.616908 = -223608.960291 nChanged 30 SP:Iteration 11Q (1243.739867 sec): 3 clusters Score: Raw -226122.458825 + Penalty 2488.616908 = -223633.841917 nChanged 29 SP:Iteration 12Q (1243.778590 sec): 3 clusters Score: Raw -226144.596499 + Penalty 2488.616908 = -223655.979591 nChanged 22 SP:Iteration 13Q (1243.827137 sec): 3 clusters Score: Raw -226161.053371 + Penalty 2488.616908 = -223672.436464 nChanged 18 SP:Iteration 14Q (1243.873826 sec): 3 clusters Score: Raw -226170.453176 + Penalty 2488.616908 = -223681.836268 nChanged 9 SP:Iteration 15Q (1243.927351 sec): 3 clusters Score: Raw -226176.171427 + Penalty 2488.616908 = -223687.554519 nChanged 4 SP:Iteration 16Q (1243.972660 sec): 3 clusters Score: Raw -226177.953808 + Penalty 2488.616908 = -223689.336900 nChanged 4 SP:Iteration 17Q (1244.012588 sec): 3 clusters Score: Raw -226179.716857 + Penalty 2488.616908 = -223691.099949 nChanged 3 SP:Iteration 18Q (1244.054455 sec): 3 clusters Score: Raw -226181.226303 + Penalty 2488.616908 = -223692.609395 nChanged 2 SP:Iteration 19Q (1244.089401 sec): 3 clusters Score: Raw -226183.689482 + Penalty 2488.616908 = -223695.072575 nChanged 3 SP:Iteration 20F (1244.125005 sec): 3 clusters Score: Raw -226185.108757 + Penalty 2488.616908 = -223696.491850 nChanged 1 SP:Iteration 21Q (1244.165744 sec): 3 clusters Score: Raw -226185.364177 + Penalty 2488.616908 = -223696.747269 nChanged 3 SP:Iteration 22Q (1244.214547 sec): 3 clusters Score: Raw -226187.224276 + Penalty 2488.616908 = -223698.607369 nChanged 0 SP:Iteration 23F (1244.246057 sec): 3 clusters Score: Raw -226187.224276 + Penalty 2488.616908 = -223698.607369 nChanged 0 Trying to split cluster 20 (5584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1244.281534 sec): 2 clusters Score: Raw -689813.143047 + Penalty 1401.994855 = -688411.148192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1244.328463 sec): 3 clusters Score: Raw -686844.354259 + Penalty 2803.989709 = -684040.364550 nChanged 2303 SP:Iteration 1F (1244.373694 sec): 3 clusters Score: Raw -688091.054995 + Penalty 2803.989709 = -685287.065286 nChanged 444 SP:Iteration 2F (1244.410151 sec): 3 clusters Score: Raw -688396.272848 + Penalty 2803.989709 = -685592.283138 nChanged 390 SP:Iteration 3F (1244.464260 sec): 3 clusters Score: Raw -688706.278093 + Penalty 2803.989709 = -685902.288384 nChanged 390 SP:Iteration 4F (1244.501345 sec): 3 clusters Score: Raw -689046.834096 + Penalty 2803.989709 = -686242.844387 nChanged 372 SP:Iteration 5F (1244.537402 sec): 3 clusters Score: Raw -689379.772034 + Penalty 2803.989709 = -686575.782324 nChanged 313 SP:Iteration 6F (1244.580532 sec): 3 clusters Score: Raw -689604.796022 + Penalty 2803.989709 = -686800.806313 nChanged 231 SP:Iteration 7Q (1244.624763 sec): 3 clusters Score: Raw -689729.141961 + Penalty 2803.989709 = -686925.152252 nChanged 144 SP:Iteration 8Q (1244.677827 sec): 3 clusters Score: Raw -689798.351115 + Penalty 2803.989709 = -686994.361406 nChanged 102 SP:Iteration 9Q (1244.722127 sec): 3 clusters Score: Raw -689844.274683 + Penalty 2803.989709 = -687040.284974 nChanged 103 SP:Iteration 10Q (1244.760169 sec): 3 clusters Score: Raw -689898.351955 + Penalty 2803.989709 = -687094.362246 nChanged 103 SP:Iteration 11Q (1244.804942 sec): 3 clusters Score: Raw -689943.999603 + Penalty 2803.989709 = -687140.009894 nChanged 103 SP:Iteration 12Q (1244.857881 sec): 3 clusters Score: Raw -689995.597843 + Penalty 2803.989709 = -687191.608134 nChanged 106 SP:Iteration 13Q (1244.894603 sec): 3 clusters Score: Raw -690055.325926 + Penalty 2803.989709 = -687251.336217 nChanged 114 SP:Iteration 14Q (1244.941878 sec): 3 clusters Score: Raw -690128.765241 + Penalty 2803.989709 = -687324.775532 nChanged 124 SP:Iteration 15Q (1244.987549 sec): 3 clusters Score: Raw -690205.001293 + Penalty 2803.989709 = -687401.011583 nChanged 128 SP:Iteration 16Q (1245.030761 sec): 3 clusters Score: Raw -690304.794918 + Penalty 2803.989709 = -687500.805208 nChanged 157 SP:Iteration 17Q (1245.073736 sec): 3 clusters Score: Raw -690442.434314 + Penalty 2803.989709 = -687638.444604 nChanged 173 SP:Iteration 18Q (1245.120344 sec): 3 clusters Score: Raw -690611.312478 + Penalty 2803.989709 = -687807.322769 nChanged 175 SP:Iteration 19Q (1245.163176 sec): 3 clusters Score: Raw -690785.935273 + Penalty 2803.989709 = -687981.945564 nChanged 143 SP:Iteration 20F (1245.219371 sec): 3 clusters Score: Raw -690908.655766 + Penalty 2803.989709 = -688104.666057 nChanged 110 SP:Iteration 21Q (1245.267665 sec): 3 clusters Score: Raw -690985.552242 + Penalty 2803.989709 = -688181.562533 nChanged 86 SP:Iteration 22Q (1245.318483 sec): 3 clusters Score: Raw -691032.030201 + Penalty 2803.989709 = -688228.040492 nChanged 65 SP:Iteration 23Q (1245.366302 sec): 3 clusters Score: Raw -691062.972841 + Penalty 2803.989709 = -688258.983132 nChanged 56 SP:Iteration 24Q (1245.402583 sec): 3 clusters Score: Raw -691087.819328 + Penalty 2803.989709 = -688283.829618 nChanged 34 SP:Iteration 25Q (1245.444407 sec): 3 clusters Score: Raw -691101.766641 + Penalty 2803.989709 = -688297.776931 nChanged 26 SP:Iteration 26Q (1245.484063 sec): 3 clusters Score: Raw -691109.386168 + Penalty 2803.989709 = -688305.396459 nChanged 18 SP:Iteration 27Q (1245.526672 sec): 3 clusters Score: Raw -691114.534250 + Penalty 2803.989709 = -688310.544541 nChanged 14 SP:Iteration 28Q (1245.567910 sec): 3 clusters Score: Raw -691118.558902 + Penalty 2803.989709 = -688314.569192 nChanged 18 SP:Iteration 29Q (1245.607065 sec): 3 clusters Score: Raw -691123.179057 + Penalty 2803.989709 = -688319.189348 nChanged 12 SP:Iteration 30Q (1245.644681 sec): 3 clusters Score: Raw -691126.312126 + Penalty 2803.989709 = -688322.322417 nChanged 9 SP:Iteration 31Q (1245.682655 sec): 3 clusters Score: Raw -691127.797776 + Penalty 2803.989709 = -688323.808067 nChanged 8 SP:Iteration 32Q (1245.721888 sec): 3 clusters Score: Raw -691129.204010 + Penalty 2803.989709 = -688325.214301 nChanged 3 SP:Iteration 33Q (1245.761914 sec): 3 clusters Score: Raw -691129.635733 + Penalty 2803.989709 = -688325.646024 nChanged 2 SP:Iteration 34Q (1245.806487 sec): 3 clusters Score: Raw -691129.990177 + Penalty 2803.989709 = -688326.000468 nChanged 1 SP:Iteration 35Q (1245.853383 sec): 3 clusters Score: Raw -691130.061595 + Penalty 2803.989709 = -688326.071885 nChanged 2 SP:Iteration 36Q (1245.894190 sec): 3 clusters Score: Raw -691130.392184 + Penalty 2803.989709 = -688326.402474 nChanged 4 SP:Iteration 37Q (1245.927629 sec): 3 clusters Score: Raw -691130.998888 + Penalty 2803.989709 = -688327.009179 nChanged 5 SP:Iteration 38Q (1245.966854 sec): 3 clusters Score: Raw -691131.984667 + Penalty 2803.989709 = -688327.994957 nChanged 3 SP:Iteration 39Q (1246.012113 sec): 3 clusters Score: Raw -691132.368029 + Penalty 2803.989709 = -688328.378320 nChanged 0 SP:Iteration 40F (1246.058359 sec): 3 clusters Score: Raw -691132.368029 + Penalty 2803.989709 = -688328.378320 nChanged 0 Iteration 20F (1249.481202 sec): 19 clusters Score: Raw -40406080.937204 + Penalty 37231.772262 = -40368849.164942 nChanged 7406 Iteration 21Q (1251.546715 sec): 19 clusters Score: Raw -40414026.779807 + Penalty 37231.772262 = -40376795.007545 nChanged 7516 Iteration 22Q (1253.748636 sec): 19 clusters Score: Raw -40418214.762998 + Penalty 37231.772262 = -40380982.990736 nChanged 7916 Iteration 23Q (1255.883595 sec): 19 clusters Score: Raw -40422913.840258 + Penalty 37231.772262 = -40385682.067996 nChanged 8614 Iteration 24Q (1257.989046 sec): 19 clusters Score: Raw -40427518.677132 + Penalty 37231.772262 = -40390286.904870 nChanged 9488 Iteration 25Q (1260.204725 sec): 19 clusters Score: Raw -40432542.059155 + Penalty 37231.772262 = -40395310.286893 nChanged 10344 Iteration 26Q (1262.434234 sec): 19 clusters Score: Raw -40437922.120603 + Penalty 37231.772262 = -40400690.348341 nChanged 11216 Iteration 27Q (1264.726101 sec): 19 clusters Score: Raw -40443895.478090 + Penalty 37231.772262 = -40406663.705828 nChanged 12455 Iteration 28Q (1266.753332 sec): 19 clusters Score: Raw -40450812.182102 + Penalty 37231.772262 = -40413580.409840 nChanged 13751 Iteration 29Q (1268.951580 sec): 19 clusters Score: Raw -40458979.085821 + Penalty 37231.772262 = -40421747.313559 nChanged 15225 Iteration 30Q (1271.312379 sec): 19 clusters Score: Raw -40468384.908888 + Penalty 37231.772262 = -40431153.136626 nChanged 16526 Iteration 31Q (1273.314623 sec): 19 clusters Score: Raw -40478908.816602 + Penalty 37231.772262 = -40441677.044340 nChanged 17636 Iteration 32F (1276.661888 sec): 19 clusters Score: Raw -40494564.317136 + Penalty 37231.772262 = -40457332.544874 nChanged 22607 Iteration 33F (1279.966976 sec): 19 clusters Score: Raw -40524955.732236 + Penalty 37231.772262 = -40487723.959974 nChanged 24472 Iteration 34F (1283.279614 sec): 19 clusters Score: Raw -40549029.918055 + Penalty 37231.772262 = -40511798.145793 nChanged 24641 Iteration 35F (1286.685059 sec): 19 clusters Score: Raw -40573702.841024 + Penalty 37231.772262 = -40536471.068762 nChanged 23515 Iteration 36F (1290.153413 sec): 19 clusters Score: Raw -40599427.770376 + Penalty 37231.772262 = -40562195.998114 nChanged 21302 Iteration 37F (1293.622164 sec): 19 clusters Score: Raw -40628143.102413 + Penalty 37231.772262 = -40590911.330151 nChanged 18603 Iteration 38F (1297.076538 sec): 19 clusters Score: Raw -40662810.316185 + Penalty 37231.772262 = -40625578.543923 nChanged 13822 Iteration 39Q (1299.325038 sec): 19 clusters Score: Raw -40712008.724873 + Penalty 37231.772262 = -40674776.952611 nChanged 8476 Iteration 40F (1302.759433 sec): 19 clusters Score: Raw -40819454.934647 + Penalty 37231.772262 = -40782223.162385 nChanged 4188 Unmasked E-step: Deleting class 17 (6093 points): covariance matrix is singular Iteration 41Q (1304.845696 sec): 18 clusters Score: Raw -40821157.671238 + Penalty 35163.340470 = -40785994.330769 nChanged 2906 Iteration 42Q (1306.940748 sec): 18 clusters Score: Raw -40578159.851922 + Penalty 35163.340470 = -40542996.511453 nChanged 8643 Iteration 43F (1310.009683 sec): 18 clusters Score: Raw -40629047.566159 + Penalty 35163.340470 = -40593884.225690 nChanged 6622 Iteration 44Q (1312.053606 sec): 18 clusters Score: Raw -40630794.896393 + Penalty 35163.340470 = -40595631.555923 nChanged 3634 Iteration 45Q (1314.113029 sec): 18 clusters Score: Raw -40631685.780939 + Penalty 35163.340470 = -40596522.440469 nChanged 2879 Iteration 46Q (1316.222468 sec): 18 clusters Score: Raw -40632320.589796 + Penalty 35163.340470 = -40597157.249327 nChanged 2452 Iteration 47Q (1318.307846 sec): 18 clusters Score: Raw -40632819.034648 + Penalty 35163.340470 = -40597655.694179 nChanged 2197 Iteration 48Q (1320.439183 sec): 18 clusters Score: Raw -40633228.016289 + Penalty 35163.340470 = -40598064.675820 nChanged 1929 Iteration 49Q (1322.528605 sec): 18 clusters Score: Raw -40633571.120455 + Penalty 35163.340470 = -40598407.779986 nChanged 1799 Iteration 50Q (1324.642345 sec): 18 clusters Score: Raw -40633884.290671 + Penalty 35163.340470 = -40598720.950201 nChanged 1672 Iteration 51Q (1326.701127 sec): 18 clusters Score: Raw -40634128.099111 + Penalty 35163.340470 = -40598964.758642 nChanged 1545 Iteration 52Q (1328.733360 sec): 18 clusters Score: Raw -40634330.775142 + Penalty 35163.340470 = -40599167.434672 nChanged 1431 Iteration 53Q (1330.828866 sec): 18 clusters Score: Raw -40634513.563849 + Penalty 35163.340470 = -40599350.223379 nChanged 1305 Iteration 54Q (1332.921045 sec): 18 clusters Score: Raw -40634669.297656 + Penalty 35163.340470 = -40599505.957186 nChanged 1120 Iteration 55Q (1335.023030 sec): 18 clusters Score: Raw -40634793.611929 + Penalty 35163.340470 = -40599630.271459 nChanged 962 Iteration 56Q (1337.092798 sec): 18 clusters Score: Raw -40634902.243814 + Penalty 35163.340470 = -40599738.903345 nChanged 863 Iteration 57Q (1339.199968 sec): 18 clusters Score: Raw -40635075.432424 + Penalty 35163.340470 = -40599912.091955 nChanged 814 Iteration 58Q (1341.291635 sec): 18 clusters Score: Raw -40635254.184954 + Penalty 35163.340470 = -40600090.844485 nChanged 770 Writing temp clu file Because OldScore, -40599912.091955, is greater than current (better) Score,-40600090.844485 Compute initial score before splitting: Score: Raw -40635254.184954 + Penalty 35163.340470 = -40600090.844485 Trying to split cluster 1 (51798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1341.443567 sec): 2 clusters Score: Raw -6228116.427406 + Penalty 1763.954858 = -6226352.472548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1341.544998 sec): 3 clusters Score: Raw -6195060.844837 + Penalty 3527.909716 = -6191532.935121 nChanged 24546 SP:Iteration 1F (1341.647369 sec): 3 clusters Score: Raw -6209845.638610 + Penalty 3527.909716 = -6206317.728894 nChanged 2553 SP:Iteration 2Q (1341.762687 sec): 3 clusters Score: Raw -6210997.273843 + Penalty 3527.909716 = -6207469.364127 nChanged 2849 SP:Iteration 3F (1341.863457 sec): 3 clusters Score: Raw -6212537.342453 + Penalty 3527.909716 = -6209009.432737 nChanged 3242 SP:Iteration 4F (1341.960649 sec): 3 clusters Score: Raw -6214588.161853 + Penalty 3527.909716 = -6211060.252138 nChanged 3463 SP:Iteration 5F (1342.063146 sec): 3 clusters Score: Raw -6217106.958102 + Penalty 3527.909716 = -6213579.048387 nChanged 3425 SP:Iteration 6F (1342.162550 sec): 3 clusters Score: Raw -6219719.913511 + Penalty 3527.909716 = -6216192.003796 nChanged 2909 SP:Iteration 7F (1342.259084 sec): 3 clusters Score: Raw -6221751.498435 + Penalty 3527.909716 = -6218223.588719 nChanged 2256 SP:Iteration 8Q (1342.379761 sec): 3 clusters Score: Raw -6223058.562760 + Penalty 3527.909716 = -6219530.653045 nChanged 1634 SP:Iteration 9Q (1342.491952 sec): 3 clusters Score: Raw -6223818.749499 + Penalty 3527.909716 = -6220290.839784 nChanged 1128 SP:Iteration 10Q (1342.597601 sec): 3 clusters Score: Raw -6224267.348276 + Penalty 3527.909716 = -6220739.438560 nChanged 934 SP:Iteration 11Q (1342.700007 sec): 3 clusters Score: Raw -6224667.055769 + Penalty 3527.909716 = -6221139.146053 nChanged 840 SP:Iteration 12Q (1342.807161 sec): 3 clusters Score: Raw -6225047.441874 + Penalty 3527.909716 = -6221519.532158 nChanged 770 SP:Iteration 13Q (1342.911300 sec): 3 clusters Score: Raw -6225411.951333 + Penalty 3527.909716 = -6221884.041618 nChanged 765 SP:Iteration 14Q (1343.021862 sec): 3 clusters Score: Raw -6225800.128961 + Penalty 3527.909716 = -6222272.219245 nChanged 729 SP:Iteration 15Q (1343.130561 sec): 3 clusters Score: Raw -6226182.921092 + Penalty 3527.909716 = -6222655.011377 nChanged 683 SP:Iteration 16Q (1343.239596 sec): 3 clusters Score: Raw -6226566.032004 + Penalty 3527.909716 = -6223038.122288 nChanged 630 SP:Iteration 17Q (1343.347260 sec): 3 clusters Score: Raw -6226905.252314 + Penalty 3527.909716 = -6223377.342599 nChanged 527 SP:Iteration 18Q (1343.453593 sec): 3 clusters Score: Raw -6227155.513543 + Penalty 3527.909716 = -6223627.603827 nChanged 501 SP:Iteration 19Q (1343.557730 sec): 3 clusters Score: Raw -6227376.011049 + Penalty 3527.909716 = -6223848.101334 nChanged 442 SP:Iteration 20F (1343.660050 sec): 3 clusters Score: Raw -6227553.164165 + Penalty 3527.909716 = -6224025.254449 nChanged 343 SP:Iteration 21Q (1343.763341 sec): 3 clusters Score: Raw -6227665.645711 + Penalty 3527.909716 = -6224137.735995 nChanged 306 SP:Iteration 22Q (1343.865025 sec): 3 clusters Score: Raw -6227755.955725 + Penalty 3527.909716 = -6224228.046009 nChanged 279 SP:Iteration 23Q (1343.967442 sec): 3 clusters Score: Raw -6227839.076511 + Penalty 3527.909716 = -6224311.166795 nChanged 263 SP:Iteration 24Q (1344.078524 sec): 3 clusters Score: Raw -6227915.569630 + Penalty 3527.909716 = -6224387.659914 nChanged 230 SP:Iteration 25Q (1344.165453 sec): 3 clusters Score: Raw -6227980.099002 + Penalty 3527.909716 = -6224452.189286 nChanged 194 SP:Iteration 26Q (1344.264808 sec): 3 clusters Score: Raw -6228027.713320 + Penalty 3527.909716 = -6224499.803605 nChanged 153 SP:Iteration 27Q (1344.367204 sec): 3 clusters Score: Raw -6228058.578679 + Penalty 3527.909716 = -6224530.668963 nChanged 122 SP:Iteration 28Q (1344.453885 sec): 3 clusters Score: Raw -6228081.554607 + Penalty 3527.909716 = -6224553.644891 nChanged 129 SP:Iteration 29Q (1344.556749 sec): 3 clusters Score: Raw -6228105.898693 + Penalty 3527.909716 = -6224577.988977 nChanged 101 SP:Iteration 30Q (1344.653318 sec): 3 clusters Score: Raw -6228120.246045 + Penalty 3527.909716 = -6224592.336330 nChanged 87 SP:Iteration 31Q (1344.764706 sec): 3 clusters Score: Raw -6228133.175920 + Penalty 3527.909716 = -6224605.266205 nChanged 78 SP:Iteration 32Q (1344.869903 sec): 3 clusters Score: Raw -6228141.982304 + Penalty 3527.909716 = -6224614.072589 nChanged 67 SP:Iteration 33Q (1344.980310 sec): 3 clusters Score: Raw -6228149.194272 + Penalty 3527.909716 = -6224621.284557 nChanged 65 SP:Iteration 34Q (1345.084656 sec): 3 clusters Score: Raw -6228158.340509 + Penalty 3527.909716 = -6224630.430793 nChanged 62 SP:Iteration 35Q (1345.176729 sec): 3 clusters Score: Raw -6228167.099489 + Penalty 3527.909716 = -6224639.189773 nChanged 54 SP:Iteration 36Q (1345.270868 sec): 3 clusters Score: Raw -6228173.480500 + Penalty 3527.909716 = -6224645.570785 nChanged 58 SP:Iteration 37Q (1345.364332 sec): 3 clusters Score: Raw -6228180.463906 + Penalty 3527.909716 = -6224652.554191 nChanged 58 SP:Iteration 38Q (1345.466943 sec): 3 clusters Score: Raw -6228186.963273 + Penalty 3527.909716 = -6224659.053558 nChanged 46 SP:Iteration 39Q (1345.564098 sec): 3 clusters Score: Raw -6228192.302943 + Penalty 3527.909716 = -6224664.393228 nChanged 51 SP:Iteration 40F (1345.661237 sec): 3 clusters Score: Raw -6228199.574330 + Penalty 3527.909716 = -6224671.664614 nChanged 54 SP:Iteration 41Q (1345.766446 sec): 3 clusters Score: Raw -6228206.238951 + Penalty 3527.909716 = -6224678.329235 nChanged 43 SP:Iteration 42Q (1345.861125 sec): 3 clusters Score: Raw -6228210.861133 + Penalty 3527.909716 = -6224682.951417 nChanged 39 SP:Iteration 43Q (1345.955450 sec): 3 clusters Score: Raw -6228215.307622 + Penalty 3527.909716 = -6224687.397906 nChanged 34 SP:Iteration 44Q (1346.053653 sec): 3 clusters Score: Raw -6228219.126038 + Penalty 3527.909716 = -6224691.216322 nChanged 37 SP:Iteration 45Q (1346.145673 sec): 3 clusters Score: Raw -6228223.665351 + Penalty 3527.909716 = -6224695.755635 nChanged 42 SP:Iteration 46Q (1346.247608 sec): 3 clusters Score: Raw -6228228.436015 + Penalty 3527.909716 = -6224700.526299 nChanged 40 SP:Iteration 47Q (1346.342951 sec): 3 clusters Score: Raw -6228233.895022 + Penalty 3527.909716 = -6224705.985306 nChanged 47 SP:Iteration 48Q (1346.433422 sec): 3 clusters Score: Raw -6228239.967849 + Penalty 3527.909716 = -6224712.058133 nChanged 51 SP:Iteration 49Q (1346.534153 sec): 3 clusters Score: Raw -6228245.871910 + Penalty 3527.909716 = -6224717.962194 nChanged 35 SP:Iteration 50Q (1346.632960 sec): 3 clusters Score: Raw -6228249.700744 + Penalty 3527.909716 = -6224721.791028 nChanged 37 SP:Iteration 51Q (1346.719778 sec): 3 clusters Score: Raw -6228254.265838 + Penalty 3527.909716 = -6224726.356122 nChanged 40 SP:Iteration 52Q (1346.823659 sec): 3 clusters Score: Raw -6228258.431302 + Penalty 3527.909716 = -6224730.521587 nChanged 31 SP:Iteration 53Q (1346.927913 sec): 3 clusters Score: Raw -6228261.762896 + Penalty 3527.909716 = -6224733.853181 nChanged 27 SP:Iteration 54Q (1347.027748 sec): 3 clusters Score: Raw -6228265.018591 + Penalty 3527.909716 = -6224737.108875 nChanged 36 SP:Iteration 55Q (1347.124697 sec): 3 clusters Score: Raw -6228268.810228 + Penalty 3527.909716 = -6224740.900512 nChanged 39 SP:Iteration 56Q (1347.216022 sec): 3 clusters Score: Raw -6228274.242192 + Penalty 3527.909716 = -6224746.332476 nChanged 45 SP:Iteration 57Q (1347.311077 sec): 3 clusters Score: Raw -6228281.271809 + Penalty 3527.909716 = -6224753.362093 nChanged 49 SP:Iteration 58Q (1347.424804 sec): 3 clusters Score: Raw -6228287.169276 + Penalty 3527.909716 = -6224759.259560 nChanged 40 SP:Iteration 59Q (1347.521768 sec): 3 clusters Score: Raw -6228291.945344 + Penalty 3527.909716 = -6224764.035628 nChanged 44 SP:Iteration 60F (1347.628757 sec): 3 clusters Score: Raw -6228297.641585 + Penalty 3527.909716 = -6224769.731869 nChanged 45 SP:Iteration 61Q (1347.721853 sec): 3 clusters Score: Raw -6228304.059217 + Penalty 3527.909716 = -6224776.149501 nChanged 45 SP:Iteration 62Q (1347.815934 sec): 3 clusters Score: Raw -6228309.465004 + Penalty 3527.909716 = -6224781.555288 nChanged 41 SP:Iteration 63Q (1347.903011 sec): 3 clusters Score: Raw -6228314.841206 + Penalty 3527.909716 = -6224786.931491 nChanged 34 SP:Iteration 64Q (1348.005314 sec): 3 clusters Score: Raw -6228319.155633 + Penalty 3527.909716 = -6224791.245918 nChanged 30 SP:Iteration 65Q (1348.097853 sec): 3 clusters Score: Raw -6228322.434863 + Penalty 3527.909716 = -6224794.525147 nChanged 28 SP:Iteration 66Q (1348.192160 sec): 3 clusters Score: Raw -6228325.294706 + Penalty 3527.909716 = -6224797.384990 nChanged 22 SP:Iteration 67Q (1348.282836 sec): 3 clusters Score: Raw -6228327.527903 + Penalty 3527.909716 = -6224799.618187 nChanged 17 SP:Iteration 68Q (1348.383398 sec): 3 clusters Score: Raw -6228329.372862 + Penalty 3527.909716 = -6224801.463146 nChanged 17 SP:Iteration 69Q (1348.495036 sec): 3 clusters Score: Raw -6228331.347215 + Penalty 3527.909716 = -6224803.437499 nChanged 17 SP:Iteration 70Q (1348.599862 sec): 3 clusters Score: Raw -6228332.861666 + Penalty 3527.909716 = -6224804.951950 nChanged 13 SP:Iteration 71Q (1348.698398 sec): 3 clusters Score: Raw -6228334.178154 + Penalty 3527.909716 = -6224806.268439 nChanged 7 SP:Iteration 72Q (1348.801847 sec): 3 clusters Score: Raw -6228334.696819 + Penalty 3527.909716 = -6224806.787103 nChanged 7 SP:Iteration 73Q (1348.896746 sec): 3 clusters Score: Raw -6228335.174029 + Penalty 3527.909716 = -6224807.264313 nChanged 9 SP:Iteration 74Q (1348.994759 sec): 3 clusters Score: Raw -6228335.855655 + Penalty 3527.909716 = -6224807.945940 nChanged 12 SP:Iteration 75Q (1349.084087 sec): 3 clusters Score: Raw -6228336.805297 + Penalty 3527.909716 = -6224808.895581 nChanged 9 SP:Iteration 76Q (1349.168541 sec): 3 clusters Score: Raw -6228337.629032 + Penalty 3527.909716 = -6224809.719316 nChanged 6 SP:Iteration 77Q (1349.260472 sec): 3 clusters Score: Raw -6228338.114607 + Penalty 3527.909716 = -6224810.204891 nChanged 9 SP:Iteration 78Q (1349.356108 sec): 3 clusters Score: Raw -6228339.041031 + Penalty 3527.909716 = -6224811.131316 nChanged 7 SP:Iteration 79Q (1349.455203 sec): 3 clusters Score: Raw -6228339.545746 + Penalty 3527.909716 = -6224811.636030 nChanged 8 SP:Iteration 80F (1349.561346 sec): 3 clusters Score: Raw -6228340.269158 + Penalty 3527.909716 = -6224812.359443 nChanged 7 SP:Iteration 81Q (1349.665564 sec): 3 clusters Score: Raw -6228340.790422 + Penalty 3527.909716 = -6224812.880706 nChanged 2 SP:Iteration 82Q (1349.751913 sec): 3 clusters Score: Raw -6228340.938049 + Penalty 3527.909716 = -6224813.028333 nChanged 2 SP:Iteration 83Q (1349.860052 sec): 3 clusters Score: Raw -6228341.020840 + Penalty 3527.909716 = -6224813.111124 nChanged 0 SP:Iteration 84F (1349.957467 sec): 3 clusters Score: Raw -6228341.020840 + Penalty 3527.909716 = -6224813.111124 nChanged 0 Trying to split cluster 2 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1349.974821 sec): 2 clusters Score: Raw -49437.014921 + Penalty 986.494881 = -48450.520040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1350.023801 sec): 3 clusters Score: Raw -49396.100658 + Penalty 1972.989762 = -47423.110896 nChanged 86 SP:Iteration 1F (1350.065014 sec): 3 clusters Score: Raw -49538.462138 + Penalty 1972.989762 = -47565.472377 nChanged 29 SP:Iteration 2F (1350.098222 sec): 3 clusters Score: Raw -49601.097605 + Penalty 1972.989762 = -47628.107843 nChanged 17 SP:Iteration 3Q (1350.124022 sec): 3 clusters Score: Raw -49664.034430 + Penalty 1972.989762 = -47691.044669 nChanged 14 SP:Iteration 4Q (1350.169700 sec): 3 clusters Score: Raw -49693.974806 + Penalty 1972.989762 = -47720.985044 nChanged 7 SP:Iteration 5Q (1350.202472 sec): 3 clusters Score: Raw -49725.728463 + Penalty 1972.989762 = -47752.738702 nChanged 13 SP:Iteration 6Q (1350.247379 sec): 3 clusters Score: Raw -49759.100660 + Penalty 1972.989762 = -47786.110899 nChanged 9 SP:Iteration 7Q (1350.280622 sec): 3 clusters Score: Raw -49775.286262 + Penalty 1972.989762 = -47802.296501 nChanged 3 SP:Iteration 8Q (1350.314101 sec): 3 clusters Score: Raw -49783.637398 + Penalty 1972.989762 = -47810.647637 nChanged 5 SP:Iteration 9Q (1350.338537 sec): 3 clusters Score: Raw -49797.324644 + Penalty 1972.989762 = -47824.334882 nChanged 5 SP:Iteration 10Q (1350.370720 sec): 3 clusters Score: Raw -49808.993672 + Penalty 1972.989762 = -47836.003910 nChanged 5 SP:Iteration 11Q (1350.402972 sec): 3 clusters Score: Raw -49829.777012 + Penalty 1972.989762 = -47856.787250 nChanged 4 SP:Iteration 12Q (1350.435420 sec): 3 clusters Score: Raw -49836.761918 + Penalty 1972.989762 = -47863.772157 nChanged 5 SP:Iteration 13Q (1350.478305 sec): 3 clusters Score: Raw -49844.621494 + Penalty 1972.989762 = -47871.631732 nChanged 2 SP:Iteration 14Q (1350.510573 sec): 3 clusters Score: Raw -49847.561146 + Penalty 1972.989762 = -47874.571384 nChanged 2 SP:Iteration 15Q (1350.535542 sec): 3 clusters Score: Raw -49851.285340 + Penalty 1972.989762 = -47878.295578 nChanged 0 SP:Iteration 16F (1350.574897 sec): 3 clusters Score: Raw -49851.285340 + Penalty 1972.989762 = -47878.295578 nChanged 0 Trying to split cluster 3 (6989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1350.613101 sec): 2 clusters Score: Raw -870925.465983 + Penalty 1438.465074 = -869487.000909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1350.666776 sec): 3 clusters Score: Raw -867133.822708 + Penalty 2876.930148 = -864256.892559 nChanged 2916 SP:Iteration 1F (1350.707342 sec): 3 clusters Score: Raw -868867.365704 + Penalty 2876.930148 = -865990.435556 nChanged 650 SP:Iteration 2F (1350.743299 sec): 3 clusters Score: Raw -869699.988458 + Penalty 2876.930148 = -866823.058310 nChanged 759 SP:Iteration 3F (1350.792289 sec): 3 clusters Score: Raw -870802.430579 + Penalty 2876.930148 = -867925.500431 nChanged 785 SP:Iteration 4F (1350.831358 sec): 3 clusters Score: Raw -871833.017943 + Penalty 2876.930148 = -868956.087795 nChanged 566 SP:Iteration 5F (1350.877213 sec): 3 clusters Score: Raw -872399.138642 + Penalty 2876.930148 = -869522.208494 nChanged 313 SP:Iteration 6Q (1350.928102 sec): 3 clusters Score: Raw -872614.445240 + Penalty 2876.930148 = -869737.515092 nChanged 171 SP:Iteration 7Q (1350.979975 sec): 3 clusters Score: Raw -872699.027865 + Penalty 2876.930148 = -869822.097717 nChanged 90 SP:Iteration 8Q (1351.015772 sec): 3 clusters Score: Raw -872732.974147 + Penalty 2876.930148 = -869856.043999 nChanged 54 SP:Iteration 9Q (1351.066375 sec): 3 clusters Score: Raw -872747.946171 + Penalty 2876.930148 = -869871.016023 nChanged 40 SP:Iteration 10Q (1351.106551 sec): 3 clusters Score: Raw -872758.058988 + Penalty 2876.930148 = -869881.128840 nChanged 32 SP:Iteration 11Q (1351.141853 sec): 3 clusters Score: Raw -872765.266983 + Penalty 2876.930148 = -869888.336835 nChanged 21 SP:Iteration 12Q (1351.184401 sec): 3 clusters Score: Raw -872769.358392 + Penalty 2876.930148 = -869892.428244 nChanged 11 SP:Iteration 13Q (1351.228337 sec): 3 clusters Score: Raw -872771.522644 + Penalty 2876.930148 = -869894.592496 nChanged 12 SP:Iteration 14Q (1351.278017 sec): 3 clusters Score: Raw -872773.352954 + Penalty 2876.930148 = -869896.422806 nChanged 7 SP:Iteration 15Q (1351.322864 sec): 3 clusters Score: Raw -872774.870046 + Penalty 2876.930148 = -869897.939898 nChanged 7 SP:Iteration 16Q (1351.366496 sec): 3 clusters Score: Raw -872776.420234 + Penalty 2876.930148 = -869899.490086 nChanged 10 SP:Iteration 17Q (1351.404325 sec): 3 clusters Score: Raw -872777.748784 + Penalty 2876.930148 = -869900.818636 nChanged 5 SP:Iteration 18Q (1351.454632 sec): 3 clusters Score: Raw -872778.344197 + Penalty 2876.930148 = -869901.414049 nChanged 2 SP:Iteration 19Q (1351.498466 sec): 3 clusters Score: Raw -872778.455011 + Penalty 2876.930148 = -869901.524862 nChanged 2 SP:Iteration 20F (1351.534929 sec): 3 clusters Score: Raw -872778.578837 + Penalty 2876.930148 = -869901.648689 nChanged 0 Score: Raw -40637277.869485 + Penalty 37231.772262 = -40600046.097223 Splitting cluster 3 changes total score from -40600090.844485 to -40600046.097223 So it's not getting split. Trying to split cluster 4 (29235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1354.878479 sec): 2 clusters Score: Raw -3646474.826670 + Penalty 1671.007309 = -3644803.819361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1354.947341 sec): 3 clusters Score: Raw -3628534.558547 + Penalty 3342.014618 = -3625192.543930 nChanged 13293 SP:Iteration 1F (1355.029808 sec): 3 clusters Score: Raw -3636064.441894 + Penalty 3342.014618 = -3632722.427276 nChanged 1540 SP:Iteration 2F (1355.103749 sec): 3 clusters Score: Raw -3636787.137820 + Penalty 3342.014618 = -3633445.123203 nChanged 1706 SP:Iteration 3F (1355.175927 sec): 3 clusters Score: Raw -3637704.637001 + Penalty 3342.014618 = -3634362.622383 nChanged 1868 SP:Iteration 4F (1355.254492 sec): 3 clusters Score: Raw -3638921.550479 + Penalty 3342.014618 = -3635579.535862 nChanged 2067 SP:Iteration 5F (1355.330371 sec): 3 clusters Score: Raw -3640476.294572 + Penalty 3342.014618 = -3637134.279955 nChanged 2082 SP:Iteration 6F (1355.408449 sec): 3 clusters Score: Raw -3642206.835910 + Penalty 3342.014618 = -3638864.821292 nChanged 1889 SP:Iteration 7F (1355.489651 sec): 3 clusters Score: Raw -3643842.606338 + Penalty 3342.014618 = -3640500.591721 nChanged 1431 SP:Iteration 8Q (1355.561187 sec): 3 clusters Score: Raw -3644919.061358 + Penalty 3342.014618 = -3641577.046740 nChanged 974 SP:Iteration 9Q (1355.637030 sec): 3 clusters Score: Raw -3645465.649797 + Penalty 3342.014618 = -3642123.635179 nChanged 600 SP:Iteration 10Q (1355.706696 sec): 3 clusters Score: Raw -3645724.303821 + Penalty 3342.014618 = -3642382.289204 nChanged 429 SP:Iteration 11Q (1355.783408 sec): 3 clusters Score: Raw -3645888.803417 + Penalty 3342.014618 = -3642546.788800 nChanged 357 SP:Iteration 12Q (1355.864349 sec): 3 clusters Score: Raw -3646012.098645 + Penalty 3342.014618 = -3642670.084027 nChanged 303 SP:Iteration 13Q (1355.946032 sec): 3 clusters Score: Raw -3646110.148541 + Penalty 3342.014618 = -3642768.133923 nChanged 286 SP:Iteration 14Q (1356.029779 sec): 3 clusters Score: Raw -3646205.999605 + Penalty 3342.014618 = -3642863.984987 nChanged 271 SP:Iteration 15Q (1356.110938 sec): 3 clusters Score: Raw -3646305.386807 + Penalty 3342.014618 = -3642963.372189 nChanged 261 SP:Iteration 16Q (1356.187284 sec): 3 clusters Score: Raw -3646408.762158 + Penalty 3342.014618 = -3643066.747541 nChanged 251 SP:Iteration 17Q (1356.273847 sec): 3 clusters Score: Raw -3646505.520288 + Penalty 3342.014618 = -3643163.505670 nChanged 212 SP:Iteration 18Q (1356.352287 sec): 3 clusters Score: Raw -3646576.781243 + Penalty 3342.014618 = -3643234.766626 nChanged 183 SP:Iteration 19Q (1356.423973 sec): 3 clusters Score: Raw -3646638.992463 + Penalty 3342.014618 = -3643296.977846 nChanged 158 SP:Iteration 20F (1356.510638 sec): 3 clusters Score: Raw -3646689.639576 + Penalty 3342.014618 = -3643347.624959 nChanged 126 SP:Iteration 21Q (1356.575127 sec): 3 clusters Score: Raw -3646731.818033 + Penalty 3342.014618 = -3643389.803416 nChanged 132 SP:Iteration 22Q (1356.650686 sec): 3 clusters Score: Raw -3646783.104543 + Penalty 3342.014618 = -3643441.089926 nChanged 116 SP:Iteration 23Q (1356.716846 sec): 3 clusters Score: Raw -3646836.133292 + Penalty 3342.014618 = -3643494.118675 nChanged 119 SP:Iteration 24Q (1356.786463 sec): 3 clusters Score: Raw -3646881.118664 + Penalty 3342.014618 = -3643539.104047 nChanged 110 SP:Iteration 25Q (1356.869872 sec): 3 clusters Score: Raw -3646917.484747 + Penalty 3342.014618 = -3643575.470130 nChanged 97 SP:Iteration 26Q (1356.935218 sec): 3 clusters Score: Raw -3646952.422976 + Penalty 3342.014618 = -3643610.408358 nChanged 93 SP:Iteration 27Q (1357.015255 sec): 3 clusters Score: Raw -3646992.979100 + Penalty 3342.014618 = -3643650.964482 nChanged 94 SP:Iteration 28Q (1357.091815 sec): 3 clusters Score: Raw -3647040.151274 + Penalty 3342.014618 = -3643698.136657 nChanged 100 SP:Iteration 29Q (1357.175077 sec): 3 clusters Score: Raw -3647084.775992 + Penalty 3342.014618 = -3643742.761374 nChanged 92 SP:Iteration 30Q (1357.242044 sec): 3 clusters Score: Raw -3647117.387271 + Penalty 3342.014618 = -3643775.372654 nChanged 83 SP:Iteration 31Q (1357.320220 sec): 3 clusters Score: Raw -3647148.019578 + Penalty 3342.014618 = -3643806.004960 nChanged 67 SP:Iteration 32Q (1357.403106 sec): 3 clusters Score: Raw -3647176.081685 + Penalty 3342.014618 = -3643834.067067 nChanged 73 SP:Iteration 33Q (1357.468069 sec): 3 clusters Score: Raw -3647208.624867 + Penalty 3342.014618 = -3643866.610250 nChanged 69 SP:Iteration 34Q (1357.542440 sec): 3 clusters Score: Raw -3647227.454873 + Penalty 3342.014618 = -3643885.440255 nChanged 62 SP:Iteration 35Q (1357.620587 sec): 3 clusters Score: Raw -3647243.397274 + Penalty 3342.014618 = -3643901.382656 nChanged 43 SP:Iteration 36Q (1357.685302 sec): 3 clusters Score: Raw -3647252.727420 + Penalty 3342.014618 = -3643910.712802 nChanged 45 SP:Iteration 37Q (1357.762426 sec): 3 clusters Score: Raw -3647264.379816 + Penalty 3342.014618 = -3643922.365198 nChanged 35 SP:Iteration 38Q (1357.833604 sec): 3 clusters Score: Raw -3647272.247426 + Penalty 3342.014618 = -3643930.232809 nChanged 32 SP:Iteration 39Q (1357.910067 sec): 3 clusters Score: Raw -3647279.182073 + Penalty 3342.014618 = -3643937.167455 nChanged 30 SP:Iteration 40F (1357.977191 sec): 3 clusters Score: Raw -3647284.947679 + Penalty 3342.014618 = -3643942.933062 nChanged 19 SP:Iteration 41Q (1358.049166 sec): 3 clusters Score: Raw -3647290.012655 + Penalty 3342.014618 = -3643947.998037 nChanged 20 SP:Iteration 42Q (1358.126736 sec): 3 clusters Score: Raw -3647293.319663 + Penalty 3342.014618 = -3643951.305046 nChanged 17 SP:Iteration 43Q (1358.191341 sec): 3 clusters Score: Raw -3647296.359245 + Penalty 3342.014618 = -3643954.344627 nChanged 11 SP:Iteration 44Q (1358.264251 sec): 3 clusters Score: Raw -3647298.104990 + Penalty 3342.014618 = -3643956.090373 nChanged 8 SP:Iteration 45Q (1358.323921 sec): 3 clusters Score: Raw -3647299.268856 + Penalty 3342.014618 = -3643957.254238 nChanged 6 SP:Iteration 46Q (1358.405254 sec): 3 clusters Score: Raw -3647300.152707 + Penalty 3342.014618 = -3643958.138089 nChanged 3 SP:Iteration 47Q (1358.473638 sec): 3 clusters Score: Raw -3647300.317967 + Penalty 3342.014618 = -3643958.303350 nChanged 1 SP:Iteration 48Q (1358.537700 sec): 3 clusters Score: Raw -3647300.393493 + Penalty 3342.014618 = -3643958.378876 nChanged 1 SP:Iteration 49Q (1358.615006 sec): 3 clusters Score: Raw -3647300.437225 + Penalty 3342.014618 = -3643958.422608 nChanged 1 SP:Iteration 50Q (1358.680827 sec): 3 clusters Score: Raw -3647300.518498 + Penalty 3342.014618 = -3643958.503880 nChanged 0 SP:Iteration 51F (1358.751890 sec): 3 clusters Score: Raw -3647300.518498 + Penalty 3342.014618 = -3643958.503880 nChanged 0 Trying to split cluster 5 (6062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1358.785696 sec): 2 clusters Score: Raw -704366.577870 + Penalty 1415.341697 = -702951.236173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1358.825473 sec): 3 clusters Score: Raw -701131.907235 + Penalty 2830.683394 = -698301.223841 nChanged 2467 SP:Iteration 1F (1358.867904 sec): 3 clusters Score: Raw -702447.965561 + Penalty 2830.683394 = -699617.282168 nChanged 387 SP:Iteration 2F (1358.903813 sec): 3 clusters Score: Raw -702644.026317 + Penalty 2830.683394 = -699813.342924 nChanged 311 SP:Iteration 3F (1358.951762 sec): 3 clusters Score: Raw -702787.612541 + Penalty 2830.683394 = -699956.929147 nChanged 264 SP:Iteration 4Q (1358.987147 sec): 3 clusters Score: Raw -702908.410834 + Penalty 2830.683394 = -700077.727440 nChanged 243 SP:Iteration 5Q (1359.027686 sec): 3 clusters Score: Raw -703016.490835 + Penalty 2830.683394 = -700185.807442 nChanged 201 SP:Iteration 6Q (1359.074976 sec): 3 clusters Score: Raw -703091.271474 + Penalty 2830.683394 = -700260.588080 nChanged 166 SP:Iteration 7Q (1359.111693 sec): 3 clusters Score: Raw -703164.395471 + Penalty 2830.683394 = -700333.712077 nChanged 168 SP:Iteration 8Q (1359.151991 sec): 3 clusters Score: Raw -703230.729910 + Penalty 2830.683394 = -700400.046516 nChanged 158 SP:Iteration 9Q (1359.193556 sec): 3 clusters Score: Raw -703302.920130 + Penalty 2830.683394 = -700472.236736 nChanged 170 SP:Iteration 10Q (1359.238565 sec): 3 clusters Score: Raw -703381.422600 + Penalty 2830.683394 = -700550.739206 nChanged 176 SP:Iteration 11Q (1359.280661 sec): 3 clusters Score: Raw -703471.519100 + Penalty 2830.683394 = -700640.835707 nChanged 172 SP:Iteration 12Q (1359.319711 sec): 3 clusters Score: Raw -703556.553299 + Penalty 2830.683394 = -700725.869906 nChanged 165 SP:Iteration 13Q (1359.361924 sec): 3 clusters Score: Raw -703629.523276 + Penalty 2830.683394 = -700798.839882 nChanged 144 SP:Iteration 14Q (1359.403133 sec): 3 clusters Score: Raw -703699.546369 + Penalty 2830.683394 = -700868.862976 nChanged 157 SP:Iteration 15Q (1359.453046 sec): 3 clusters Score: Raw -703775.458219 + Penalty 2830.683394 = -700944.774825 nChanged 163 SP:Iteration 16Q (1359.487146 sec): 3 clusters Score: Raw -703868.994238 + Penalty 2830.683394 = -701038.310844 nChanged 171 SP:Iteration 17Q (1359.529628 sec): 3 clusters Score: Raw -703947.977085 + Penalty 2830.683394 = -701117.293692 nChanged 137 SP:Iteration 18Q (1359.570770 sec): 3 clusters Score: Raw -704021.605269 + Penalty 2830.683394 = -701190.921876 nChanged 136 SP:Iteration 19Q (1359.611446 sec): 3 clusters Score: Raw -704098.298346 + Penalty 2830.683394 = -701267.614952 nChanged 117 SP:Iteration 20F (1359.660084 sec): 3 clusters Score: Raw -704178.975525 + Penalty 2830.683394 = -701348.292132 nChanged 124 SP:Iteration 21Q (1359.705593 sec): 3 clusters Score: Raw -704261.139509 + Penalty 2830.683394 = -701430.456115 nChanged 116 SP:Iteration 22Q (1359.741938 sec): 3 clusters Score: Raw -704345.586091 + Penalty 2830.683394 = -701514.902697 nChanged 104 SP:Iteration 23Q (1359.789185 sec): 3 clusters Score: Raw -704440.126931 + Penalty 2830.683394 = -701609.443537 nChanged 105 SP:Iteration 24Q (1359.823960 sec): 3 clusters Score: Raw -704521.713166 + Penalty 2830.683394 = -701691.029772 nChanged 78 SP:Iteration 25Q (1359.874669 sec): 3 clusters Score: Raw -704581.658248 + Penalty 2830.683394 = -701750.974854 nChanged 60 SP:Iteration 26Q (1359.909920 sec): 3 clusters Score: Raw -704631.197500 + Penalty 2830.683394 = -701800.514107 nChanged 59 SP:Iteration 27Q (1359.956285 sec): 3 clusters Score: Raw -704688.558440 + Penalty 2830.683394 = -701857.875047 nChanged 56 SP:Iteration 28Q (1359.999265 sec): 3 clusters Score: Raw -704743.227535 + Penalty 2830.683394 = -701912.544141 nChanged 46 SP:Iteration 29Q (1360.040972 sec): 3 clusters Score: Raw -704790.072673 + Penalty 2830.683394 = -701959.389280 nChanged 45 SP:Iteration 30Q (1360.075553 sec): 3 clusters Score: Raw -704830.912624 + Penalty 2830.683394 = -702000.229230 nChanged 44 SP:Iteration 31Q (1360.115639 sec): 3 clusters Score: Raw -704868.989491 + Penalty 2830.683394 = -702038.306097 nChanged 36 SP:Iteration 32Q (1360.156917 sec): 3 clusters Score: Raw -704919.483714 + Penalty 2830.683394 = -702088.800320 nChanged 41 SP:Iteration 33Q (1360.203485 sec): 3 clusters Score: Raw -704973.178006 + Penalty 2830.683394 = -702142.494612 nChanged 31 SP:Iteration 34Q (1360.237296 sec): 3 clusters Score: Raw -705014.052774 + Penalty 2830.683394 = -702183.369380 nChanged 41 SP:Iteration 35Q (1360.280301 sec): 3 clusters Score: Raw -705068.524758 + Penalty 2830.683394 = -702237.841365 nChanged 30 SP:Iteration 36Q (1360.327043 sec): 3 clusters Score: Raw -705096.472002 + Penalty 2830.683394 = -702265.788608 nChanged 24 SP:Iteration 37Q (1360.361445 sec): 3 clusters Score: Raw -705111.068664 + Penalty 2830.683394 = -702280.385270 nChanged 14 SP:Iteration 38Q (1360.408103 sec): 3 clusters Score: Raw -705117.992600 + Penalty 2830.683394 = -702287.309207 nChanged 11 SP:Iteration 39Q (1360.442655 sec): 3 clusters Score: Raw -705123.148656 + Penalty 2830.683394 = -702292.465262 nChanged 8 SP:Iteration 40F (1360.485191 sec): 3 clusters Score: Raw -705127.576079 + Penalty 2830.683394 = -702296.892685 nChanged 9 SP:Iteration 41Q (1360.532876 sec): 3 clusters Score: Raw -705132.829418 + Penalty 2830.683394 = -702302.146025 nChanged 13 SP:Iteration 42Q (1360.564716 sec): 3 clusters Score: Raw -705141.705286 + Penalty 2830.683394 = -702311.021892 nChanged 14 SP:Iteration 43Q (1360.608826 sec): 3 clusters Score: Raw -705156.256306 + Penalty 2830.683394 = -702325.572912 nChanged 21 SP:Iteration 44Q (1360.657451 sec): 3 clusters Score: Raw -705178.990480 + Penalty 2830.683394 = -702348.307086 nChanged 16 SP:Iteration 45Q (1360.689218 sec): 3 clusters Score: Raw -705188.143019 + Penalty 2830.683394 = -702357.459625 nChanged 14 SP:Iteration 46Q (1360.731057 sec): 3 clusters Score: Raw -705198.379825 + Penalty 2830.683394 = -702367.696431 nChanged 13 SP:Iteration 47Q (1360.778293 sec): 3 clusters Score: Raw -705205.103294 + Penalty 2830.683394 = -702374.419900 nChanged 7 SP:Iteration 48Q (1360.819478 sec): 3 clusters Score: Raw -705209.074142 + Penalty 2830.683394 = -702378.390748 nChanged 10 SP:Iteration 49Q (1360.852644 sec): 3 clusters Score: Raw -705213.788903 + Penalty 2830.683394 = -702383.105509 nChanged 9 SP:Iteration 50Q (1360.902756 sec): 3 clusters Score: Raw -705219.065079 + Penalty 2830.683394 = -702388.381685 nChanged 9 SP:Iteration 51Q (1360.939884 sec): 3 clusters Score: Raw -705223.422887 + Penalty 2830.683394 = -702392.739494 nChanged 6 SP:Iteration 52Q (1360.985032 sec): 3 clusters Score: Raw -705226.278091 + Penalty 2830.683394 = -702395.594698 nChanged 7 SP:Iteration 53Q (1361.026324 sec): 3 clusters Score: Raw -705230.462765 + Penalty 2830.683394 = -702399.779371 nChanged 7 SP:Iteration 54Q (1361.067349 sec): 3 clusters Score: Raw -705234.220417 + Penalty 2830.683394 = -702403.537023 nChanged 10 SP:Iteration 55Q (1361.107813 sec): 3 clusters Score: Raw -705239.024076 + Penalty 2830.683394 = -702408.340682 nChanged 14 SP:Iteration 56Q (1361.140630 sec): 3 clusters Score: Raw -705245.037934 + Penalty 2830.683394 = -702414.354540 nChanged 10 SP:Iteration 57Q (1361.188109 sec): 3 clusters Score: Raw -705249.746710 + Penalty 2830.683394 = -702419.063316 nChanged 15 SP:Iteration 58Q (1361.222885 sec): 3 clusters Score: Raw -705256.902397 + Penalty 2830.683394 = -702426.219003 nChanged 16 SP:Iteration 59Q (1361.261914 sec): 3 clusters Score: Raw -705265.794247 + Penalty 2830.683394 = -702435.110854 nChanged 17 SP:Iteration 60F (1361.303354 sec): 3 clusters Score: Raw -705273.692122 + Penalty 2830.683394 = -702443.008728 nChanged 15 SP:Iteration 61Q (1361.349352 sec): 3 clusters Score: Raw -705280.114086 + Penalty 2830.683394 = -702449.430693 nChanged 16 SP:Iteration 62Q (1361.397910 sec): 3 clusters Score: Raw -705286.583817 + Penalty 2830.683394 = -702455.900423 nChanged 16 SP:Iteration 63Q (1361.450108 sec): 3 clusters Score: Raw -705294.398575 + Penalty 2830.683394 = -702463.715181 nChanged 15 SP:Iteration 64Q (1361.501969 sec): 3 clusters Score: Raw -705300.605834 + Penalty 2830.683394 = -702469.922441 nChanged 9 SP:Iteration 65Q (1361.545613 sec): 3 clusters Score: Raw -705304.976704 + Penalty 2830.683394 = -702474.293311 nChanged 17 SP:Iteration 66Q (1361.599087 sec): 3 clusters Score: Raw -705313.563346 + Penalty 2830.683394 = -702482.879953 nChanged 18 SP:Iteration 67Q (1361.645949 sec): 3 clusters Score: Raw -705322.323569 + Penalty 2830.683394 = -702491.640175 nChanged 18 SP:Iteration 68Q (1361.698890 sec): 3 clusters Score: Raw -705328.644187 + Penalty 2830.683394 = -702497.960793 nChanged 14 SP:Iteration 69Q (1361.749623 sec): 3 clusters Score: Raw -705334.285325 + Penalty 2830.683394 = -702503.601931 nChanged 21 SP:Iteration 70Q (1361.801290 sec): 3 clusters Score: Raw -705343.721165 + Penalty 2830.683394 = -702513.037771 nChanged 33 SP:Iteration 71Q (1361.854554 sec): 3 clusters Score: Raw -705359.295050 + Penalty 2830.683394 = -702528.611657 nChanged 34 SP:Iteration 72Q (1361.909222 sec): 3 clusters Score: Raw -705375.005346 + Penalty 2830.683394 = -702544.321952 nChanged 40 SP:Iteration 73Q (1361.961433 sec): 3 clusters Score: Raw -705390.698060 + Penalty 2830.683394 = -702560.014666 nChanged 32 SP:Iteration 74Q (1362.009161 sec): 3 clusters Score: Raw -705405.230942 + Penalty 2830.683394 = -702574.547548 nChanged 36 SP:Iteration 75Q (1362.067797 sec): 3 clusters Score: Raw -705420.544784 + Penalty 2830.683394 = -702589.861390 nChanged 36 SP:Iteration 76Q (1362.110138 sec): 3 clusters Score: Raw -705438.511747 + Penalty 2830.683394 = -702607.828353 nChanged 43 SP:Iteration 77Q (1362.160534 sec): 3 clusters Score: Raw -705459.592704 + Penalty 2830.683394 = -702628.909310 nChanged 39 SP:Iteration 78Q (1362.213296 sec): 3 clusters Score: Raw -705474.536034 + Penalty 2830.683394 = -702643.852641 nChanged 32 SP:Iteration 79Q (1362.272725 sec): 3 clusters Score: Raw -705490.099841 + Penalty 2830.683394 = -702659.416447 nChanged 30 SP:Iteration 80F (1362.324346 sec): 3 clusters Score: Raw -705500.891979 + Penalty 2830.683394 = -702670.208586 nChanged 33 SP:Iteration 81Q (1362.366447 sec): 3 clusters Score: Raw -705512.985526 + Penalty 2830.683394 = -702682.302132 nChanged 32 SP:Iteration 82Q (1362.417745 sec): 3 clusters Score: Raw -705525.078901 + Penalty 2830.683394 = -702694.395507 nChanged 26 SP:Iteration 83Q (1362.479336 sec): 3 clusters Score: Raw -705533.319458 + Penalty 2830.683394 = -702702.636065 nChanged 32 SP:Iteration 84Q (1362.517650 sec): 3 clusters Score: Raw -705544.324516 + Penalty 2830.683394 = -702713.641123 nChanged 27 SP:Iteration 85Q (1362.567939 sec): 3 clusters Score: Raw -705554.083352 + Penalty 2830.683394 = -702723.399958 nChanged 18 SP:Iteration 86Q (1362.625335 sec): 3 clusters Score: Raw -705559.435857 + Penalty 2830.683394 = -702728.752464 nChanged 11 SP:Iteration 87Q (1362.680190 sec): 3 clusters Score: Raw -705562.420718 + Penalty 2830.683394 = -702731.737324 nChanged 7 SP:Iteration 88Q (1362.722489 sec): 3 clusters Score: Raw -705563.823141 + Penalty 2830.683394 = -702733.139747 nChanged 5 SP:Iteration 89Q (1362.775170 sec): 3 clusters Score: Raw -705564.525701 + Penalty 2830.683394 = -702733.842308 nChanged 4 SP:Iteration 90Q (1362.828002 sec): 3 clusters Score: Raw -705565.125151 + Penalty 2830.683394 = -702734.441757 nChanged 7 SP:Iteration 91Q (1362.891368 sec): 3 clusters Score: Raw -705566.912996 + Penalty 2830.683394 = -702736.229602 nChanged 7 SP:Iteration 92Q (1362.943468 sec): 3 clusters Score: Raw -705569.084482 + Penalty 2830.683394 = -702738.401088 nChanged 8 SP:Iteration 93Q (1362.984718 sec): 3 clusters Score: Raw -705570.490044 + Penalty 2830.683394 = -702739.806650 nChanged 5 SP:Iteration 94Q (1363.036946 sec): 3 clusters Score: Raw -705571.158312 + Penalty 2830.683394 = -702740.474918 nChanged 2 SP:Iteration 95Q (1363.089508 sec): 3 clusters Score: Raw -705571.761724 + Penalty 2830.683394 = -702741.078330 nChanged 4 SP:Iteration 96Q (1363.151521 sec): 3 clusters Score: Raw -705572.946671 + Penalty 2830.683394 = -702742.263278 nChanged 4 SP:Iteration 97Q (1363.193957 sec): 3 clusters Score: Raw -705574.011158 + Penalty 2830.683394 = -702743.327764 nChanged 4 SP:Iteration 98Q (1363.254394 sec): 3 clusters Score: Raw -705575.274335 + Penalty 2830.683394 = -702744.590942 nChanged 6 SP:Iteration 99Q (1363.297826 sec): 3 clusters Score: Raw -705577.503389 + Penalty 2830.683394 = -702746.819996 nChanged 10 SP:Iteration 100F (1363.350627 sec): 3 clusters Score: Raw -705580.515187 + Penalty 2830.683394 = -702749.831793 nChanged 7 SP:Iteration 101Q (1363.407370 sec): 3 clusters Score: Raw -705582.329779 + Penalty 2830.683394 = -702751.646385 nChanged 7 SP:Iteration 102Q (1363.458697 sec): 3 clusters Score: Raw -705584.167623 + Penalty 2830.683394 = -702753.484229 nChanged 7 SP:Iteration 103Q (1363.512765 sec): 3 clusters Score: Raw -705585.425105 + Penalty 2830.683394 = -702754.741711 nChanged 4 SP:Iteration 104Q (1363.565350 sec): 3 clusters Score: Raw -705586.182771 + Penalty 2830.683394 = -702755.499377 nChanged 2 SP:Iteration 105Q (1363.619243 sec): 3 clusters Score: Raw -705586.673629 + Penalty 2830.683394 = -702755.990236 nChanged 3 SP:Iteration 106Q (1363.670220 sec): 3 clusters Score: Raw -705587.254588 + Penalty 2830.683394 = -702756.571194 nChanged 7 SP:Iteration 107Q (1363.717435 sec): 3 clusters Score: Raw -705588.730668 + Penalty 2830.683394 = -702758.047274 nChanged 9 SP:Iteration 108Q (1363.773048 sec): 3 clusters Score: Raw -705590.715631 + Penalty 2830.683394 = -702760.032238 nChanged 7 SP:Iteration 109Q (1363.816712 sec): 3 clusters Score: Raw -705592.205161 + Penalty 2830.683394 = -702761.521767 nChanged 5 SP:Iteration 110Q (1363.877777 sec): 3 clusters Score: Raw -705593.100827 + Penalty 2830.683394 = -702762.417434 nChanged 4 SP:Iteration 111Q (1363.926314 sec): 3 clusters Score: Raw -705593.509404 + Penalty 2830.683394 = -702762.826011 nChanged 2 SP:Iteration 112Q (1363.974979 sec): 3 clusters Score: Raw -705593.848808 + Penalty 2830.683394 = -702763.165414 nChanged 2 SP:Iteration 113Q (1364.014710 sec): 3 clusters Score: Raw -705594.151973 + Penalty 2830.683394 = -702763.468579 nChanged 4 SP:Iteration 114Q (1364.071704 sec): 3 clusters Score: Raw -705594.926072 + Penalty 2830.683394 = -702764.242679 nChanged 2 SP:Iteration 115Q (1364.118502 sec): 3 clusters Score: Raw -705595.175873 + Penalty 2830.683394 = -702764.492479 nChanged 1 SP:Iteration 116Q (1364.163479 sec): 3 clusters Score: Raw -705595.287324 + Penalty 2830.683394 = -702764.603930 nChanged 1 SP:Iteration 117Q (1364.215334 sec): 3 clusters Score: Raw -705595.566298 + Penalty 2830.683394 = -702764.882904 nChanged 2 SP:Iteration 118Q (1364.274413 sec): 3 clusters Score: Raw -705595.990591 + Penalty 2830.683394 = -702765.307197 nChanged 4 SP:Iteration 119Q (1364.312771 sec): 3 clusters Score: Raw -705596.676757 + Penalty 2830.683394 = -702765.993364 nChanged 4 SP:Iteration 120F (1364.361952 sec): 3 clusters Score: Raw -705598.021543 + Penalty 2830.683394 = -702767.338149 nChanged 3 SP:Iteration 121Q (1364.409735 sec): 3 clusters Score: Raw -705598.869628 + Penalty 2830.683394 = -702768.186235 nChanged 4 SP:Iteration 122Q (1364.466172 sec): 3 clusters Score: Raw -705599.623467 + Penalty 2830.683394 = -702768.940073 nChanged 2 SP:Iteration 123Q (1364.512209 sec): 3 clusters Score: Raw -705599.816328 + Penalty 2830.683394 = -702769.132934 nChanged 1 SP:Iteration 124Q (1364.563846 sec): 3 clusters Score: Raw -705599.930707 + Penalty 2830.683394 = -702769.247313 nChanged 0 SP:Iteration 125F (1364.613060 sec): 3 clusters Score: Raw -705599.930707 + Penalty 2830.683394 = -702769.247313 nChanged 0 Trying to split cluster 6 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1364.627448 sec): 2 clusters Score: Raw -27059.906818 + Penalty 935.821538 = -26124.085279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1364.669907 sec): 3 clusters Score: Raw -27443.991293 + Penalty 1871.643077 = -25572.348216 nChanged 130 SP:Iteration 1F (1364.712546 sec): 3 clusters Score: Raw -28579.567028 + Penalty 1871.643077 = -26707.923951 nChanged 27 SP:Iteration 2F (1364.762488 sec): 3 clusters Score: Raw -29661.902601 + Penalty 1871.643077 = -27790.259525 nChanged 24 SP:Iteration 3F (1364.808184 sec): 3 clusters Score: Raw -31060.021725 + Penalty 1871.643077 = -29188.378649 nChanged 23 SP:Iteration 4F (1364.840635 sec): 3 clusters Score: Raw -34557.694882 + Penalty 1871.643077 = -32686.051805 nChanged 13 Unmasked E-step: Deleting class 2 (188 points): covariance matrix is singular SP:Iteration 5Q (1364.862385 sec): 3 clusters Score: Raw -34761.683086 + Penalty 1871.643077 = -32890.040010 nChanged 0 SP:Iteration 6F (1364.891764 sec): 2 clusters Score: Raw -13875.670470 + Penalty 935.821538 = -12939.848932 nChanged 188 SP:Iteration 7F (1364.909311 sec): 2 clusters Score: Raw -27059.906818 + Penalty 935.821538 = -26124.085279 nChanged 0 Trying to split cluster 7 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1364.932970 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1364.978019 sec): 3 clusters Score: Raw -8491.675393 + Penalty 1411.736762 = -7079.938631 nChanged 14 SP:Iteration 1F (1365.000508 sec): 2 clusters Score: Raw 359316.029152 + Penalty 705.868381 = 360021.897533 nChanged 22 SP:Iteration 2F (1365.024600 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 Trying to split cluster 8 (3212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1365.055085 sec): 2 clusters Score: Raw -358944.187663 + Penalty 1312.130475 = -357632.057188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1365.102727 sec): 3 clusters Score: Raw -357366.181605 + Penalty 2624.260949 = -354741.920655 nChanged 1222 SP:Iteration 1F (1365.149970 sec): 3 clusters Score: Raw -358288.779677 + Penalty 2624.260949 = -355664.518728 nChanged 342 SP:Iteration 2F (1365.196640 sec): 3 clusters Score: Raw -358759.459170 + Penalty 2624.260949 = -356135.198220 nChanged 299 SP:Iteration 3F (1365.245937 sec): 3 clusters Score: Raw -359227.924508 + Penalty 2624.260949 = -356603.663559 nChanged 288 SP:Iteration 4F (1365.293258 sec): 3 clusters Score: Raw -359694.647125 + Penalty 2624.260949 = -357070.386176 nChanged 215 SP:Iteration 5F (1365.338615 sec): 3 clusters Score: Raw -359978.147302 + Penalty 2624.260949 = -357353.886353 nChanged 150 SP:Iteration 6Q (1365.375997 sec): 3 clusters Score: Raw -360114.812561 + Penalty 2624.260949 = -357490.551611 nChanged 101 SP:Iteration 7Q (1365.436165 sec): 3 clusters Score: Raw -360196.560329 + Penalty 2624.260949 = -357572.299380 nChanged 56 SP:Iteration 8Q (1365.484581 sec): 3 clusters Score: Raw -360227.198855 + Penalty 2624.260949 = -357602.937906 nChanged 37 SP:Iteration 9Q (1365.532585 sec): 3 clusters Score: Raw -360246.818871 + Penalty 2624.260949 = -357622.557921 nChanged 28 SP:Iteration 10Q (1365.567475 sec): 3 clusters Score: Raw -360259.065079 + Penalty 2624.260949 = -357634.804130 nChanged 19 SP:Iteration 11Q (1365.613670 sec): 3 clusters Score: Raw -360265.150218 + Penalty 2624.260949 = -357640.889268 nChanged 13 SP:Iteration 12Q (1365.658246 sec): 3 clusters Score: Raw -360269.298656 + Penalty 2624.260949 = -357645.037706 nChanged 8 SP:Iteration 13Q (1365.705075 sec): 3 clusters Score: Raw -360271.749559 + Penalty 2624.260949 = -357647.488610 nChanged 6 SP:Iteration 14Q (1365.751960 sec): 3 clusters Score: Raw -360273.357711 + Penalty 2624.260949 = -357649.096761 nChanged 3 SP:Iteration 15Q (1365.798448 sec): 3 clusters Score: Raw -360274.683336 + Penalty 2624.260949 = -357650.422386 nChanged 2 SP:Iteration 16Q (1365.846563 sec): 3 clusters Score: Raw -360275.189938 + Penalty 2624.260949 = -357650.928988 nChanged 0 SP:Iteration 17F (1365.894092 sec): 3 clusters Score: Raw -360275.189938 + Penalty 2624.260949 = -357650.928988 nChanged 0 Score: Raw -40636755.758906 + Penalty 37231.772262 = -40599523.986644 Splitting cluster 8 changes total score from -40600090.844485 to -40599523.986644 So it's not getting split. Trying to split cluster 11 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1369.204083 sec): 2 clusters Score: Raw -24603.684815 + Penalty 864.194499 = -23739.490316 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (97 points): covariance matrix is singular SP:Iteration 0F (1369.226715 sec): 3 clusters Score: Raw -26003.208472 + Penalty 1728.388998 = -24274.819474 nChanged 77 Unmasked E-step: Deleting class 2 (174 points): covariance matrix is singular SP:Iteration 1F (1369.227022 sec): 2 clusters Score: Raw 43270633.173037 + Penalty 864.194499 = 43271497.367536 nChanged 30 SP:Iteration 2F (1369.227133 sec): 1 clusters Score: Raw 1085.894033 + Penalty 0.000000 = 1085.894033 nChanged 204 SP:Iteration 3F (1369.227245 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 12 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1369.245908 sec): 2 clusters Score: Raw -23390.948754 + Penalty 864.989122 = -22525.959632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1369.289672 sec): 3 clusters Score: Raw -23677.677645 + Penalty 1729.978243 = -21947.699402 nChanged 39 SP:Iteration 1F (1369.334229 sec): 3 clusters Score: Raw -23783.546892 + Penalty 1729.978243 = -22053.568648 nChanged 9 SP:Iteration 2Q (1369.378576 sec): 3 clusters Score: Raw -23827.651028 + Penalty 1729.978243 = -22097.672785 nChanged 1 SP:Iteration 3Q (1369.421039 sec): 3 clusters Score: Raw -23827.998285 + Penalty 1729.978243 = -22098.020042 nChanged 0 SP:Iteration 4F (1369.469588 sec): 3 clusters Score: Raw -23827.998285 + Penalty 1729.978243 = -22098.020042 nChanged 0 Trying to split cluster 13 (18690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1369.517417 sec): 2 clusters Score: Raw -2293548.234594 + Penalty 1598.308384 = -2291949.926210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1369.577630 sec): 3 clusters Score: Raw -2282363.184643 + Penalty 3196.616768 = -2279166.567875 nChanged 8484 SP:Iteration 1F (1369.652116 sec): 3 clusters Score: Raw -2287315.174291 + Penalty 3196.616768 = -2284118.557523 nChanged 1206 SP:Iteration 2F (1369.721075 sec): 3 clusters Score: Raw -2288054.226044 + Penalty 3196.616768 = -2284857.609277 nChanged 1244 SP:Iteration 3F (1369.790068 sec): 3 clusters Score: Raw -2288900.697254 + Penalty 3196.616768 = -2285704.080486 nChanged 1238 SP:Iteration 4F (1369.858985 sec): 3 clusters Score: Raw -2289810.058629 + Penalty 3196.616768 = -2286613.441862 nChanged 1168 SP:Iteration 5F (1369.927757 sec): 3 clusters Score: Raw -2290674.100335 + Penalty 3196.616768 = -2287477.483567 nChanged 1072 SP:Iteration 6F (1369.997359 sec): 3 clusters Score: Raw -2291419.016826 + Penalty 3196.616768 = -2288222.400058 nChanged 897 SP:Iteration 7Q (1370.067998 sec): 3 clusters Score: Raw -2291975.767020 + Penalty 3196.616768 = -2288779.150253 nChanged 697 SP:Iteration 8Q (1370.138584 sec): 3 clusters Score: Raw -2292332.339834 + Penalty 3196.616768 = -2289135.723067 nChanged 520 SP:Iteration 9Q (1370.208801 sec): 3 clusters Score: Raw -2292563.073655 + Penalty 3196.616768 = -2289366.456888 nChanged 435 SP:Iteration 10Q (1370.278130 sec): 3 clusters Score: Raw -2292779.212685 + Penalty 3196.616768 = -2289582.595918 nChanged 396 SP:Iteration 11Q (1370.348578 sec): 3 clusters Score: Raw -2292972.301609 + Penalty 3196.616768 = -2289775.684842 nChanged 358 SP:Iteration 12Q (1370.419020 sec): 3 clusters Score: Raw -2293176.525144 + Penalty 3196.616768 = -2289979.908377 nChanged 328 SP:Iteration 13Q (1370.488827 sec): 3 clusters Score: Raw -2293391.793400 + Penalty 3196.616768 = -2290195.176633 nChanged 308 SP:Iteration 14Q (1370.558137 sec): 3 clusters Score: Raw -2293604.692914 + Penalty 3196.616768 = -2290408.076146 nChanged 304 SP:Iteration 15Q (1370.619231 sec): 3 clusters Score: Raw -2293818.918288 + Penalty 3196.616768 = -2290622.301521 nChanged 268 SP:Iteration 16Q (1370.697491 sec): 3 clusters Score: Raw -2294001.425578 + Penalty 3196.616768 = -2290804.808811 nChanged 235 SP:Iteration 17Q (1370.766592 sec): 3 clusters Score: Raw -2294160.559358 + Penalty 3196.616768 = -2290963.942590 nChanged 208 SP:Iteration 18Q (1370.835503 sec): 3 clusters Score: Raw -2294267.737291 + Penalty 3196.616768 = -2291071.120524 nChanged 165 SP:Iteration 19Q (1370.903850 sec): 3 clusters Score: Raw -2294349.216760 + Penalty 3196.616768 = -2291152.599992 nChanged 137 SP:Iteration 20F (1370.973227 sec): 3 clusters Score: Raw -2294426.702151 + Penalty 3196.616768 = -2291230.085384 nChanged 132 SP:Iteration 21Q (1371.040542 sec): 3 clusters Score: Raw -2294497.790041 + Penalty 3196.616768 = -2291301.173273 nChanged 135 SP:Iteration 22Q (1371.105997 sec): 3 clusters Score: Raw -2294573.600564 + Penalty 3196.616768 = -2291376.983796 nChanged 124 SP:Iteration 23Q (1371.163332 sec): 3 clusters Score: Raw -2294627.989908 + Penalty 3196.616768 = -2291431.373140 nChanged 102 SP:Iteration 24Q (1371.238142 sec): 3 clusters Score: Raw -2294668.852076 + Penalty 3196.616768 = -2291472.235309 nChanged 83 SP:Iteration 25Q (1371.305605 sec): 3 clusters Score: Raw -2294696.484581 + Penalty 3196.616768 = -2291499.867814 nChanged 70 SP:Iteration 26Q (1371.372757 sec): 3 clusters Score: Raw -2294717.603970 + Penalty 3196.616768 = -2291520.987203 nChanged 52 SP:Iteration 27Q (1371.436653 sec): 3 clusters Score: Raw -2294734.330824 + Penalty 3196.616768 = -2291537.714056 nChanged 54 SP:Iteration 28Q (1371.504686 sec): 3 clusters Score: Raw -2294749.288723 + Penalty 3196.616768 = -2291552.671955 nChanged 57 SP:Iteration 29Q (1371.571261 sec): 3 clusters Score: Raw -2294765.293928 + Penalty 3196.616768 = -2291568.677160 nChanged 44 SP:Iteration 30Q (1371.639556 sec): 3 clusters Score: Raw -2294775.871522 + Penalty 3196.616768 = -2291579.254754 nChanged 41 SP:Iteration 31Q (1371.696538 sec): 3 clusters Score: Raw -2294786.522937 + Penalty 3196.616768 = -2291589.906170 nChanged 38 SP:Iteration 32Q (1371.771035 sec): 3 clusters Score: Raw -2294796.075405 + Penalty 3196.616768 = -2291599.458638 nChanged 27 SP:Iteration 33Q (1371.827902 sec): 3 clusters Score: Raw -2294802.093338 + Penalty 3196.616768 = -2291605.476570 nChanged 28 SP:Iteration 34Q (1371.892785 sec): 3 clusters Score: Raw -2294809.595052 + Penalty 3196.616768 = -2291612.978284 nChanged 26 SP:Iteration 35Q (1371.955152 sec): 3 clusters Score: Raw -2294815.262481 + Penalty 3196.616768 = -2291618.645713 nChanged 22 SP:Iteration 36Q (1372.013492 sec): 3 clusters Score: Raw -2294819.159341 + Penalty 3196.616768 = -2291622.542573 nChanged 15 SP:Iteration 37Q (1372.070605 sec): 3 clusters Score: Raw -2294822.717067 + Penalty 3196.616768 = -2291626.100300 nChanged 14 SP:Iteration 38Q (1372.129985 sec): 3 clusters Score: Raw -2294825.232796 + Penalty 3196.616768 = -2291628.616028 nChanged 17 SP:Iteration 39Q (1372.182867 sec): 3 clusters Score: Raw -2294828.030556 + Penalty 3196.616768 = -2291631.413789 nChanged 14 SP:Iteration 40F (1372.229151 sec): 3 clusters Score: Raw -2294831.314811 + Penalty 3196.616768 = -2291634.698043 nChanged 16 SP:Iteration 41Q (1372.287375 sec): 3 clusters Score: Raw -2294833.739632 + Penalty 3196.616768 = -2291637.122864 nChanged 8 SP:Iteration 42Q (1372.332836 sec): 3 clusters Score: Raw -2294834.729396 + Penalty 3196.616768 = -2291638.112628 nChanged 8 SP:Iteration 43Q (1372.395927 sec): 3 clusters Score: Raw -2294835.744768 + Penalty 3196.616768 = -2291639.128001 nChanged 7 SP:Iteration 44Q (1372.460068 sec): 3 clusters Score: Raw -2294836.692635 + Penalty 3196.616768 = -2291640.075867 nChanged 8 SP:Iteration 45Q (1372.511248 sec): 3 clusters Score: Raw -2294837.737353 + Penalty 3196.616768 = -2291641.120585 nChanged 9 SP:Iteration 46Q (1372.557272 sec): 3 clusters Score: Raw -2294838.621324 + Penalty 3196.616768 = -2291642.004557 nChanged 9 SP:Iteration 47Q (1372.614018 sec): 3 clusters Score: Raw -2294839.832515 + Penalty 3196.616768 = -2291643.215747 nChanged 9 SP:Iteration 48Q (1372.669945 sec): 3 clusters Score: Raw -2294841.214617 + Penalty 3196.616768 = -2291644.597849 nChanged 9 SP:Iteration 49Q (1372.723061 sec): 3 clusters Score: Raw -2294842.526281 + Penalty 3196.616768 = -2291645.909513 nChanged 9 SP:Iteration 50Q (1372.781293 sec): 3 clusters Score: Raw -2294843.730345 + Penalty 3196.616768 = -2291647.113577 nChanged 9 SP:Iteration 51Q (1372.826273 sec): 3 clusters Score: Raw -2294845.403708 + Penalty 3196.616768 = -2291648.786940 nChanged 12 SP:Iteration 52Q (1372.888383 sec): 3 clusters Score: Raw -2294847.357549 + Penalty 3196.616768 = -2291650.740781 nChanged 13 SP:Iteration 53Q (1372.945738 sec): 3 clusters Score: Raw -2294848.922286 + Penalty 3196.616768 = -2291652.305518 nChanged 9 SP:Iteration 54Q (1373.005693 sec): 3 clusters Score: Raw -2294849.625746 + Penalty 3196.616768 = -2291653.008979 nChanged 3 SP:Iteration 55Q (1373.063297 sec): 3 clusters Score: Raw -2294849.955851 + Penalty 3196.616768 = -2291653.339083 nChanged 1 SP:Iteration 56Q (1373.107175 sec): 3 clusters Score: Raw -2294850.066701 + Penalty 3196.616768 = -2291653.449934 nChanged 0 SP:Iteration 57F (1373.170108 sec): 3 clusters Score: Raw -2294850.066701 + Penalty 3196.616768 = -2291653.449934 nChanged 0 Trying to split cluster 14 (101691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.282416 sec): 2 clusters Score: Raw -12698895.980540 + Penalty 1873.575288 = -12697022.405251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1373.441718 sec): 3 clusters Score: Raw -12632943.361074 + Penalty 3747.150577 = -12629196.210497 nChanged 48534 SP:Iteration 1F (1373.602207 sec): 3 clusters Score: Raw -12683877.560195 + Penalty 3747.150577 = -12680130.409618 nChanged 12750 SP:Iteration 2F (1373.760518 sec): 3 clusters Score: Raw -12700087.810087 + Penalty 3747.150577 = -12696340.659510 nChanged 12687 SP:Iteration 3F (1373.913549 sec): 3 clusters Score: Raw -12722691.908560 + Penalty 3747.150577 = -12718944.757983 nChanged 11780 SP:Iteration 4F (1374.075466 sec): 3 clusters Score: Raw -12751605.807544 + Penalty 3747.150577 = -12747858.656967 nChanged 8678 SP:Iteration 5F (1374.231070 sec): 3 clusters Score: Raw -12789909.343627 + Penalty 3747.150577 = -12786162.193051 nChanged 4989 SP:Iteration 6Q (1374.361336 sec): 3 clusters Score: Raw -12870621.727060 + Penalty 3747.150577 = -12866874.576483 nChanged 1185 Unmasked E-step: Deleting class 1 (6095 points): covariance matrix is singular SP:Iteration 7Q (1374.463126 sec): 3 clusters Score: Raw -12871864.606882 + Penalty 3747.150577 = -12868117.456305 nChanged 0 SP:Iteration 8F (1374.555537 sec): 2 clusters Score: Raw -12657029.308224 + Penalty 1873.575288 = -12655155.732935 nChanged 6095 SP:Iteration 9F (1374.643819 sec): 2 clusters Score: Raw -12698895.980540 + Penalty 1873.575288 = -12697022.405251 nChanged 0 Trying to split cluster 15 (75250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1374.747947 sec): 2 clusters Score: Raw -9324784.707743 + Penalty 1824.642817 = -9322960.064926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1374.875982 sec): 3 clusters Score: Raw -9276422.195248 + Penalty 3649.285634 = -9272772.909614 nChanged 35723 SP:Iteration 1F (1375.005115 sec): 3 clusters Score: Raw -9298108.107066 + Penalty 3649.285634 = -9294458.821432 nChanged 3915 SP:Iteration 2F (1375.125347 sec): 3 clusters Score: Raw -9300172.283104 + Penalty 3649.285634 = -9296522.997470 nChanged 4479 SP:Iteration 3F (1375.255404 sec): 3 clusters Score: Raw -9303211.294008 + Penalty 3649.285634 = -9299562.008374 nChanged 5196 SP:Iteration 4F (1375.382233 sec): 3 clusters Score: Raw -9307232.687958 + Penalty 3649.285634 = -9303583.402323 nChanged 5755 SP:Iteration 5F (1375.509633 sec): 3 clusters Score: Raw -9312275.981282 + Penalty 3649.285634 = -9308626.695648 nChanged 5981 SP:Iteration 6F (1375.639482 sec): 3 clusters Score: Raw -9317929.468913 + Penalty 3649.285634 = -9314280.183279 nChanged 5564 SP:Iteration 7F (1375.776456 sec): 3 clusters Score: Raw -9323650.784402 + Penalty 3649.285634 = -9320001.498768 nChanged 4712 SP:Iteration 8F (1375.912269 sec): 3 clusters Score: Raw -9328523.811806 + Penalty 3649.285634 = -9324874.526172 nChanged 3701 SP:Iteration 9Q (1376.046723 sec): 3 clusters Score: Raw -9332075.673940 + Penalty 3649.285634 = -9328426.388305 nChanged 2864 SP:Iteration 10Q (1376.188402 sec): 3 clusters Score: Raw -9334834.965964 + Penalty 3649.285634 = -9331185.680330 nChanged 2286 SP:Iteration 11Q (1376.323490 sec): 3 clusters Score: Raw -9336793.592255 + Penalty 3649.285634 = -9333144.306621 nChanged 1804 SP:Iteration 12Q (1376.456517 sec): 3 clusters Score: Raw -9338010.356444 + Penalty 3649.285634 = -9334361.070809 nChanged 1253 SP:Iteration 13Q (1376.592238 sec): 3 clusters Score: Raw -9338712.588011 + Penalty 3649.285634 = -9335063.302376 nChanged 903 SP:Iteration 14Q (1376.733155 sec): 3 clusters Score: Raw -9339118.857401 + Penalty 3649.285634 = -9335469.571766 nChanged 625 SP:Iteration 15Q (1376.873612 sec): 3 clusters Score: Raw -9339330.064537 + Penalty 3649.285634 = -9335680.778902 nChanged 431 SP:Iteration 16Q (1377.016463 sec): 3 clusters Score: Raw -9339416.972252 + Penalty 3649.285634 = -9335767.686617 nChanged 256 SP:Iteration 17Q (1377.152203 sec): 3 clusters Score: Raw -9339449.815675 + Penalty 3649.285634 = -9335800.530040 nChanged 154 SP:Iteration 18Q (1377.286236 sec): 3 clusters Score: Raw -9339465.741418 + Penalty 3649.285634 = -9335816.455783 nChanged 105 SP:Iteration 19Q (1377.432345 sec): 3 clusters Score: Raw -9339474.367657 + Penalty 3649.285634 = -9335825.082023 nChanged 75 SP:Iteration 20F (1377.557477 sec): 3 clusters Score: Raw -9339480.910732 + Penalty 3649.285634 = -9335831.625098 nChanged 68 SP:Iteration 21Q (1377.682302 sec): 3 clusters Score: Raw -9339484.594878 + Penalty 3649.285634 = -9335835.309243 nChanged 64 SP:Iteration 22Q (1377.806265 sec): 3 clusters Score: Raw -9339486.801783 + Penalty 3649.285634 = -9335837.516149 nChanged 31 SP:Iteration 23Q (1377.927370 sec): 3 clusters Score: Raw -9339487.668136 + Penalty 3649.285634 = -9335838.382502 nChanged 21 SP:Iteration 24Q (1378.048732 sec): 3 clusters Score: Raw -9339488.329474 + Penalty 3649.285634 = -9335839.043840 nChanged 19 SP:Iteration 25Q (1378.171854 sec): 3 clusters Score: Raw -9339488.977696 + Penalty 3649.285634 = -9335839.692062 nChanged 21 SP:Iteration 26Q (1378.297190 sec): 3 clusters Score: Raw -9339489.505186 + Penalty 3649.285634 = -9335840.219552 nChanged 13 SP:Iteration 27Q (1378.424153 sec): 3 clusters Score: Raw -9339489.723277 + Penalty 3649.285634 = -9335840.437642 nChanged 7 SP:Iteration 28Q (1378.552851 sec): 3 clusters Score: Raw -9339489.822139 + Penalty 3649.285634 = -9335840.536505 nChanged 4 SP:Iteration 29Q (1378.681729 sec): 3 clusters Score: Raw -9339489.869939 + Penalty 3649.285634 = -9335840.584304 nChanged 4 SP:Iteration 30Q (1378.806929 sec): 3 clusters Score: Raw -9339489.917754 + Penalty 3649.285634 = -9335840.632119 nChanged 2 SP:Iteration 31Q (1378.940891 sec): 3 clusters Score: Raw -9339489.935513 + Penalty 3649.285634 = -9335840.649879 nChanged 3 SP:Iteration 32Q (1379.089859 sec): 3 clusters Score: Raw -9339489.973422 + Penalty 3649.285634 = -9335840.687788 nChanged 2 SP:Iteration 33Q (1379.231507 sec): 3 clusters Score: Raw -9339489.994167 + Penalty 3649.285634 = -9335840.708533 nChanged 0 SP:Iteration 34F (1379.377750 sec): 3 clusters Score: Raw -9339489.994167 + Penalty 3649.285634 = -9335840.708533 nChanged 0 Score: Raw -40650130.043056 + Penalty 37231.772262 = -40612898.270794 Splitting cluster 15 changes total score from -40600090.844485 to -40612898.270794 So it's getting split into cluster 9. Trying to split cluster 16 (18372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.652373 sec): 2 clusters Score: Raw -2096897.159889 + Penalty 1595.519745 = -2095301.640144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.717168 sec): 3 clusters Score: Raw -2086010.405680 + Penalty 3191.039490 = -2082819.366190 nChanged 8240 SP:Iteration 1F (1382.766870 sec): 3 clusters Score: Raw -2090649.207779 + Penalty 3191.039490 = -2087458.168289 nChanged 1092 SP:Iteration 2F (1382.825549 sec): 3 clusters Score: Raw -2091125.364336 + Penalty 3191.039490 = -2087934.324846 nChanged 960 SP:Iteration 3F (1382.884713 sec): 3 clusters Score: Raw -2091577.472724 + Penalty 3191.039490 = -2088386.433234 nChanged 916 SP:Iteration 4Q (1382.943092 sec): 3 clusters Score: Raw -2091967.737839 + Penalty 3191.039490 = -2088776.698349 nChanged 823 SP:Iteration 5Q (1382.995588 sec): 3 clusters Score: Raw -2092321.188715 + Penalty 3191.039490 = -2089130.149225 nChanged 792 SP:Iteration 6Q (1383.055576 sec): 3 clusters Score: Raw -2092646.750353 + Penalty 3191.039490 = -2089455.710863 nChanged 727 SP:Iteration 7Q (1383.115734 sec): 3 clusters Score: Raw -2092956.094588 + Penalty 3191.039490 = -2089765.055098 nChanged 735 SP:Iteration 8Q (1383.175840 sec): 3 clusters Score: Raw -2093282.643101 + Penalty 3191.039490 = -2090091.603611 nChanged 727 SP:Iteration 9Q (1383.247318 sec): 3 clusters Score: Raw -2093637.549090 + Penalty 3191.039490 = -2090446.509600 nChanged 705 SP:Iteration 10Q (1383.318685 sec): 3 clusters Score: Raw -2094031.045477 + Penalty 3191.039490 = -2090840.005987 nChanged 750 SP:Iteration 11Q (1383.388734 sec): 3 clusters Score: Raw -2094463.055626 + Penalty 3191.039490 = -2091272.016136 nChanged 672 SP:Iteration 12Q (1383.458097 sec): 3 clusters Score: Raw -2094848.130364 + Penalty 3191.039490 = -2091657.090874 nChanged 609 SP:Iteration 13Q (1383.524575 sec): 3 clusters Score: Raw -2095138.424658 + Penalty 3191.039490 = -2091947.385168 nChanged 473 SP:Iteration 14Q (1383.586491 sec): 3 clusters Score: Raw -2095332.385436 + Penalty 3191.039490 = -2092141.345946 nChanged 377 SP:Iteration 15Q (1383.653084 sec): 3 clusters Score: Raw -2095498.014085 + Penalty 3191.039490 = -2092306.974595 nChanged 334 SP:Iteration 16Q (1383.716143 sec): 3 clusters Score: Raw -2095641.520180 + Penalty 3191.039490 = -2092450.480690 nChanged 340 SP:Iteration 17Q (1383.781745 sec): 3 clusters Score: Raw -2095798.931898 + Penalty 3191.039490 = -2092607.892408 nChanged 333 SP:Iteration 18Q (1383.848149 sec): 3 clusters Score: Raw -2095961.141256 + Penalty 3191.039490 = -2092770.101766 nChanged 313 SP:Iteration 19Q (1383.918771 sec): 3 clusters Score: Raw -2096107.793754 + Penalty 3191.039490 = -2092916.754264 nChanged 277 SP:Iteration 20F (1383.982837 sec): 3 clusters Score: Raw -2096223.482406 + Penalty 3191.039490 = -2093032.442916 nChanged 247 SP:Iteration 21Q (1384.050872 sec): 3 clusters Score: Raw -2096337.506675 + Penalty 3191.039490 = -2093146.467185 nChanged 235 SP:Iteration 22Q (1384.121095 sec): 3 clusters Score: Raw -2096457.911025 + Penalty 3191.039490 = -2093266.871535 nChanged 223 SP:Iteration 23Q (1384.186707 sec): 3 clusters Score: Raw -2096581.874626 + Penalty 3191.039490 = -2093390.835136 nChanged 217 SP:Iteration 24Q (1384.254927 sec): 3 clusters Score: Raw -2096689.972970 + Penalty 3191.039490 = -2093498.933480 nChanged 197 SP:Iteration 25Q (1384.322351 sec): 3 clusters Score: Raw -2096779.285716 + Penalty 3191.039490 = -2093588.246226 nChanged 159 SP:Iteration 26Q (1384.389331 sec): 3 clusters Score: Raw -2096850.239942 + Penalty 3191.039490 = -2093659.200453 nChanged 151 SP:Iteration 27Q (1384.456964 sec): 3 clusters Score: Raw -2096923.041263 + Penalty 3191.039490 = -2093732.001773 nChanged 141 SP:Iteration 28Q (1384.522393 sec): 3 clusters Score: Raw -2096990.827055 + Penalty 3191.039490 = -2093799.787565 nChanged 130 SP:Iteration 29Q (1384.586729 sec): 3 clusters Score: Raw -2097041.359764 + Penalty 3191.039490 = -2093850.320274 nChanged 90 SP:Iteration 30Q (1384.649127 sec): 3 clusters Score: Raw -2097074.400059 + Penalty 3191.039490 = -2093883.360569 nChanged 88 SP:Iteration 31Q (1384.709897 sec): 3 clusters Score: Raw -2097107.083551 + Penalty 3191.039490 = -2093916.044061 nChanged 92 SP:Iteration 32Q (1384.781266 sec): 3 clusters Score: Raw -2097144.791210 + Penalty 3191.039490 = -2093953.751720 nChanged 76 SP:Iteration 33Q (1384.840755 sec): 3 clusters Score: Raw -2097171.287057 + Penalty 3191.039490 = -2093980.247567 nChanged 79 SP:Iteration 34Q (1384.906013 sec): 3 clusters Score: Raw -2097196.067525 + Penalty 3191.039490 = -2094005.028035 nChanged 65 SP:Iteration 35Q (1384.958827 sec): 3 clusters Score: Raw -2097219.032467 + Penalty 3191.039490 = -2094027.992978 nChanged 83 SP:Iteration 36Q (1385.009960 sec): 3 clusters Score: Raw -2097252.164970 + Penalty 3191.039490 = -2094061.125480 nChanged 77 SP:Iteration 37Q (1385.061334 sec): 3 clusters Score: Raw -2097279.297782 + Penalty 3191.039490 = -2094088.258292 nChanged 64 SP:Iteration 38Q (1385.112327 sec): 3 clusters Score: Raw -2097302.100724 + Penalty 3191.039490 = -2094111.061235 nChanged 53 SP:Iteration 39Q (1385.168871 sec): 3 clusters Score: Raw -2097323.805274 + Penalty 3191.039490 = -2094132.765785 nChanged 51 SP:Iteration 40F (1385.216014 sec): 3 clusters Score: Raw -2097342.548803 + Penalty 3191.039490 = -2094151.509313 nChanged 46 SP:Iteration 41Q (1385.275357 sec): 3 clusters Score: Raw -2097357.139585 + Penalty 3191.039490 = -2094166.100095 nChanged 40 SP:Iteration 42Q (1385.335994 sec): 3 clusters Score: Raw -2097370.360749 + Penalty 3191.039490 = -2094179.321259 nChanged 37 SP:Iteration 43Q (1385.387621 sec): 3 clusters Score: Raw -2097381.354177 + Penalty 3191.039490 = -2094190.314688 nChanged 26 SP:Iteration 44Q (1385.439015 sec): 3 clusters Score: Raw -2097388.394562 + Penalty 3191.039490 = -2094197.355072 nChanged 32 SP:Iteration 45Q (1385.495081 sec): 3 clusters Score: Raw -2097399.516086 + Penalty 3191.039490 = -2094208.476596 nChanged 36 SP:Iteration 46Q (1385.541516 sec): 3 clusters Score: Raw -2097413.661264 + Penalty 3191.039490 = -2094222.621775 nChanged 40 SP:Iteration 47Q (1385.591463 sec): 3 clusters Score: Raw -2097424.213771 + Penalty 3191.039490 = -2094233.174282 nChanged 24 SP:Iteration 48Q (1385.645921 sec): 3 clusters Score: Raw -2097429.759674 + Penalty 3191.039490 = -2094238.720184 nChanged 16 SP:Iteration 49Q (1385.701818 sec): 3 clusters Score: Raw -2097433.544836 + Penalty 3191.039490 = -2094242.505346 nChanged 12 SP:Iteration 50Q (1385.771302 sec): 3 clusters Score: Raw -2097436.186854 + Penalty 3191.039490 = -2094245.147364 nChanged 10 SP:Iteration 51Q (1385.814702 sec): 3 clusters Score: Raw -2097439.193013 + Penalty 3191.039490 = -2094248.153524 nChanged 20 SP:Iteration 52Q (1385.885932 sec): 3 clusters Score: Raw -2097445.149004 + Penalty 3191.039490 = -2094254.109514 nChanged 13 SP:Iteration 53Q (1385.931290 sec): 3 clusters Score: Raw -2097448.399929 + Penalty 3191.039490 = -2094257.360439 nChanged 6 SP:Iteration 54Q (1385.989430 sec): 3 clusters Score: Raw -2097449.876856 + Penalty 3191.039490 = -2094258.837366 nChanged 7 SP:Iteration 55Q (1386.060854 sec): 3 clusters Score: Raw -2097451.541420 + Penalty 3191.039490 = -2094260.501930 nChanged 5 SP:Iteration 56Q (1386.124142 sec): 3 clusters Score: Raw -2097452.235397 + Penalty 3191.039490 = -2094261.195907 nChanged 3 SP:Iteration 57Q (1386.193616 sec): 3 clusters Score: Raw -2097453.386621 + Penalty 3191.039490 = -2094262.347132 nChanged 7 SP:Iteration 58Q (1386.260461 sec): 3 clusters Score: Raw -2097455.283736 + Penalty 3191.039490 = -2094264.244246 nChanged 8 SP:Iteration 59Q (1386.316898 sec): 3 clusters Score: Raw -2097457.684227 + Penalty 3191.039490 = -2094266.644737 nChanged 11 SP:Iteration 60F (1386.390068 sec): 3 clusters Score: Raw -2097459.930994 + Penalty 3191.039490 = -2094268.891504 nChanged 9 SP:Iteration 61Q (1386.439234 sec): 3 clusters Score: Raw -2097462.934898 + Penalty 3191.039490 = -2094271.895408 nChanged 11 SP:Iteration 62Q (1386.511607 sec): 3 clusters Score: Raw -2097465.904525 + Penalty 3191.039490 = -2094274.865036 nChanged 7 SP:Iteration 63Q (1386.578868 sec): 3 clusters Score: Raw -2097467.996613 + Penalty 3191.039490 = -2094276.957123 nChanged 4 SP:Iteration 64Q (1386.643605 sec): 3 clusters Score: Raw -2097468.967819 + Penalty 3191.039490 = -2094277.928329 nChanged 3 SP:Iteration 65Q (1386.708292 sec): 3 clusters Score: Raw -2097469.867290 + Penalty 3191.039490 = -2094278.827801 nChanged 4 SP:Iteration 66Q (1386.775813 sec): 3 clusters Score: Raw -2097470.852527 + Penalty 3191.039490 = -2094279.813037 nChanged 3 SP:Iteration 67Q (1386.835917 sec): 3 clusters Score: Raw -2097471.478007 + Penalty 3191.039490 = -2094280.438517 nChanged 0 SP:Iteration 68F (1386.896711 sec): 3 clusters Score: Raw -2097471.478007 + Penalty 3191.039490 = -2094280.438517 nChanged 0 Trying to split cluster 18 (3571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1386.923427 sec): 2 clusters Score: Raw -416921.734252 + Penalty 1329.347654 = -415592.386598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1386.973965 sec): 3 clusters Score: Raw -415205.643712 + Penalty 2658.695308 = -412546.948405 nChanged 1349 SP:Iteration 1F (1387.012438 sec): 3 clusters Score: Raw -415988.822278 + Penalty 2658.695308 = -413330.126970 nChanged 290 SP:Iteration 2F (1387.063904 sec): 3 clusters Score: Raw -416183.322845 + Penalty 2658.695308 = -413524.627537 nChanged 197 SP:Iteration 3F (1387.104750 sec): 3 clusters Score: Raw -416321.802230 + Penalty 2658.695308 = -413663.106922 nChanged 165 SP:Iteration 4Q (1387.151832 sec): 3 clusters Score: Raw -416451.506045 + Penalty 2658.695308 = -413792.810737 nChanged 171 SP:Iteration 5Q (1387.209411 sec): 3 clusters Score: Raw -416599.831339 + Penalty 2658.695308 = -413941.136031 nChanged 157 SP:Iteration 6Q (1387.250540 sec): 3 clusters Score: Raw -416757.701336 + Penalty 2658.695308 = -414099.006028 nChanged 181 SP:Iteration 7F (1387.297361 sec): 3 clusters Score: Raw -416944.200957 + Penalty 2658.695308 = -414285.505649 nChanged 183 SP:Iteration 8F (1387.339115 sec): 3 clusters Score: Raw -417175.532106 + Penalty 2658.695308 = -414516.836798 nChanged 199 SP:Iteration 9F (1387.383395 sec): 3 clusters Score: Raw -417481.535208 + Penalty 2658.695308 = -414822.839900 nChanged 178 SP:Iteration 10Q (1387.429832 sec): 3 clusters Score: Raw -417865.499159 + Penalty 2658.695308 = -415206.803851 nChanged 155 SP:Iteration 11Q (1387.483072 sec): 3 clusters Score: Raw -418165.091441 + Penalty 2658.695308 = -415506.396133 nChanged 123 SP:Iteration 12Q (1387.526934 sec): 3 clusters Score: Raw -418297.587004 + Penalty 2658.695308 = -415638.891696 nChanged 82 SP:Iteration 13Q (1387.570309 sec): 3 clusters Score: Raw -418351.049152 + Penalty 2658.695308 = -415692.353844 nChanged 55 SP:Iteration 14Q (1387.606612 sec): 3 clusters Score: Raw -418382.531605 + Penalty 2658.695308 = -415723.836297 nChanged 37 SP:Iteration 15Q (1387.651528 sec): 3 clusters Score: Raw -418401.081369 + Penalty 2658.695308 = -415742.386061 nChanged 27 SP:Iteration 16Q (1387.704878 sec): 3 clusters Score: Raw -418419.636490 + Penalty 2658.695308 = -415760.941182 nChanged 32 SP:Iteration 17Q (1387.756967 sec): 3 clusters Score: Raw -418439.219935 + Penalty 2658.695308 = -415780.524627 nChanged 16 SP:Iteration 18Q (1387.801123 sec): 3 clusters Score: Raw -418446.168701 + Penalty 2658.695308 = -415787.473393 nChanged 13 SP:Iteration 19Q (1387.843973 sec): 3 clusters Score: Raw -418452.363609 + Penalty 2658.695308 = -415793.668301 nChanged 13 SP:Iteration 20F (1387.878310 sec): 3 clusters Score: Raw -418458.782430 + Penalty 2658.695308 = -415800.087122 nChanged 13 SP:Iteration 21Q (1387.927517 sec): 3 clusters Score: Raw -418465.057780 + Penalty 2658.695308 = -415806.362472 nChanged 8 SP:Iteration 22Q (1387.966545 sec): 3 clusters Score: Raw -418470.609543 + Penalty 2658.695308 = -415811.914235 nChanged 11 SP:Iteration 23Q (1388.014475 sec): 3 clusters Score: Raw -418476.476720 + Penalty 2658.695308 = -415817.781412 nChanged 14 SP:Iteration 24Q (1388.048108 sec): 3 clusters Score: Raw -418484.364166 + Penalty 2658.695308 = -415825.668858 nChanged 12 SP:Iteration 25Q (1388.101278 sec): 3 clusters Score: Raw -418492.050103 + Penalty 2658.695308 = -415833.354795 nChanged 13 SP:Iteration 26Q (1388.141947 sec): 3 clusters Score: Raw -418501.971095 + Penalty 2658.695308 = -415843.275787 nChanged 19 SP:Iteration 27Q (1388.184361 sec): 3 clusters Score: Raw -418521.158253 + Penalty 2658.695308 = -415862.462945 nChanged 14 SP:Iteration 28Q (1388.238516 sec): 3 clusters Score: Raw -418530.606397 + Penalty 2658.695308 = -415871.911089 nChanged 8 SP:Iteration 29Q (1388.285713 sec): 3 clusters Score: Raw -418533.804041 + Penalty 2658.695308 = -415875.108733 nChanged 8 SP:Iteration 30Q (1388.328866 sec): 3 clusters Score: Raw -418537.711465 + Penalty 2658.695308 = -415879.016157 nChanged 7 SP:Iteration 31Q (1388.364542 sec): 3 clusters Score: Raw -418547.054634 + Penalty 2658.695308 = -415888.359326 nChanged 15 SP:Iteration 32Q (1388.418273 sec): 3 clusters Score: Raw -418562.980532 + Penalty 2658.695308 = -415904.285224 nChanged 19 SP:Iteration 33Q (1388.450409 sec): 3 clusters Score: Raw -418590.336520 + Penalty 2658.695308 = -415931.641212 nChanged 10 SP:Iteration 34Q (1388.496838 sec): 3 clusters Score: Raw -418605.128378 + Penalty 2658.695308 = -415946.433070 nChanged 7 SP:Iteration 35Q (1388.543674 sec): 3 clusters Score: Raw -418611.420392 + Penalty 2658.695308 = -415952.725084 nChanged 4 SP:Iteration 36Q (1388.592686 sec): 3 clusters Score: Raw -418613.114365 + Penalty 2658.695308 = -415954.419057 nChanged 1 SP:Iteration 37Q (1388.625423 sec): 3 clusters Score: Raw -418613.742944 + Penalty 2658.695308 = -415955.047636 nChanged 0 SP:Iteration 38F (1388.658211 sec): 3 clusters Score: Raw -418613.742944 + Penalty 2658.695308 = -415955.047636 nChanged 0 Score: Raw -40651822.051748 + Penalty 39300.204054 = -40612521.847694 Splitting cluster 18 changes total score from -40600090.844485 to -40612521.847694 So it's getting split into cluster 10. Trying to split cluster 19 (3901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.957267 sec): 2 clusters Score: Raw -413765.906435 + Penalty 1343.710584 = -412422.195851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.992860 sec): 3 clusters Score: Raw -411895.309744 + Penalty 2687.421168 = -409207.888576 nChanged 1508 SP:Iteration 1F (1392.027380 sec): 3 clusters Score: Raw -412902.387378 + Penalty 2687.421168 = -410214.966210 nChanged 358 SP:Iteration 2F (1392.073650 sec): 3 clusters Score: Raw -413234.871486 + Penalty 2687.421168 = -410547.450317 nChanged 307 SP:Iteration 3F (1392.119313 sec): 3 clusters Score: Raw -413503.388118 + Penalty 2687.421168 = -410815.966950 nChanged 237 SP:Iteration 4F (1392.165302 sec): 3 clusters Score: Raw -413700.731962 + Penalty 2687.421168 = -411013.310794 nChanged 188 SP:Iteration 5Q (1392.210527 sec): 3 clusters Score: Raw -413845.021948 + Penalty 2687.421168 = -411157.600780 nChanged 162 SP:Iteration 6Q (1392.252293 sec): 3 clusters Score: Raw -413965.146567 + Penalty 2687.421168 = -411277.725399 nChanged 141 SP:Iteration 7Q (1392.300633 sec): 3 clusters Score: Raw -414070.266886 + Penalty 2687.421168 = -411382.845718 nChanged 130 SP:Iteration 8Q (1392.350143 sec): 3 clusters Score: Raw -414171.060963 + Penalty 2687.421168 = -411483.639795 nChanged 128 SP:Iteration 9Q (1392.384717 sec): 3 clusters Score: Raw -414266.361718 + Penalty 2687.421168 = -411578.940550 nChanged 108 SP:Iteration 10Q (1392.431512 sec): 3 clusters Score: Raw -414337.367144 + Penalty 2687.421168 = -411649.945976 nChanged 75 SP:Iteration 11Q (1392.487847 sec): 3 clusters Score: Raw -414387.230346 + Penalty 2687.421168 = -411699.809177 nChanged 64 SP:Iteration 12Q (1392.532320 sec): 3 clusters Score: Raw -414417.448023 + Penalty 2687.421168 = -411730.026855 nChanged 56 SP:Iteration 13Q (1392.576201 sec): 3 clusters Score: Raw -414439.196006 + Penalty 2687.421168 = -411751.774837 nChanged 34 SP:Iteration 14Q (1392.633843 sec): 3 clusters Score: Raw -414453.066997 + Penalty 2687.421168 = -411765.645829 nChanged 29 SP:Iteration 15Q (1392.670622 sec): 3 clusters Score: Raw -414461.699964 + Penalty 2687.421168 = -411774.278796 nChanged 14 SP:Iteration 16Q (1392.715588 sec): 3 clusters Score: Raw -414466.724471 + Penalty 2687.421168 = -411779.303303 nChanged 17 SP:Iteration 17Q (1392.758030 sec): 3 clusters Score: Raw -414473.441351 + Penalty 2687.421168 = -411786.020182 nChanged 19 SP:Iteration 18Q (1392.802629 sec): 3 clusters Score: Raw -414478.184967 + Penalty 2687.421168 = -411790.763799 nChanged 10 SP:Iteration 19Q (1392.845161 sec): 3 clusters Score: Raw -414481.442943 + Penalty 2687.421168 = -411794.021774 nChanged 10 SP:Iteration 20F (1392.898617 sec): 3 clusters Score: Raw -414483.023811 + Penalty 2687.421168 = -411795.602643 nChanged 2 SP:Iteration 21Q (1392.933261 sec): 3 clusters Score: Raw -414484.129341 + Penalty 2687.421168 = -411796.708173 nChanged 2 SP:Iteration 22Q (1392.979517 sec): 3 clusters Score: Raw -414484.458997 + Penalty 2687.421168 = -411797.037829 nChanged 1 SP:Iteration 23Q (1393.020050 sec): 3 clusters Score: Raw -414484.593018 + Penalty 2687.421168 = -411797.171850 nChanged 2 SP:Iteration 24Q (1393.070733 sec): 3 clusters Score: Raw -414484.888438 + Penalty 2687.421168 = -411797.467270 nChanged 3 SP:Iteration 25Q (1393.112942 sec): 3 clusters Score: Raw -414485.526122 + Penalty 2687.421168 = -411798.104954 nChanged 2 SP:Iteration 26Q (1393.164367 sec): 3 clusters Score: Raw -414486.405047 + Penalty 2687.421168 = -411798.983879 nChanged 3 SP:Iteration 27Q (1393.205374 sec): 3 clusters Score: Raw -414488.687065 + Penalty 2687.421168 = -411801.265897 nChanged 6 SP:Iteration 28Q (1393.249168 sec): 3 clusters Score: Raw -414494.403753 + Penalty 2687.421168 = -411806.982585 nChanged 10 SP:Iteration 29Q (1393.302482 sec): 3 clusters Score: Raw -414499.058284 + Penalty 2687.421168 = -411811.637116 nChanged 9 SP:Iteration 30Q (1393.346316 sec): 3 clusters Score: Raw -414501.140654 + Penalty 2687.421168 = -411813.719486 nChanged 3 SP:Iteration 31Q (1393.389270 sec): 3 clusters Score: Raw -414502.328287 + Penalty 2687.421168 = -411814.907119 nChanged 7 SP:Iteration 32Q (1393.432636 sec): 3 clusters Score: Raw -414504.573129 + Penalty 2687.421168 = -411817.151961 nChanged 4 SP:Iteration 33Q (1393.476270 sec): 3 clusters Score: Raw -414506.831969 + Penalty 2687.421168 = -411819.410801 nChanged 2 SP:Iteration 34Q (1393.519186 sec): 3 clusters Score: Raw -414507.327224 + Penalty 2687.421168 = -411819.906056 nChanged 1 SP:Iteration 35Q (1393.553222 sec): 3 clusters Score: Raw -414507.667636 + Penalty 2687.421168 = -411820.246468 nChanged 1 SP:Iteration 36Q (1393.596323 sec): 3 clusters Score: Raw -414507.800013 + Penalty 2687.421168 = -411820.378845 nChanged 0 SP:Iteration 37F (1393.639495 sec): 3 clusters Score: Raw -414507.800013 + Penalty 2687.421168 = -411820.378845 nChanged 0 Trying to split cluster 20 (17096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1393.680926 sec): 2 clusters Score: Raw -2121903.695922 + Penalty 1583.822467 = -2120319.873455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1393.742088 sec): 3 clusters Score: Raw -2111763.600093 + Penalty 3167.644934 = -2108595.955159 nChanged 7671 SP:Iteration 1F (1393.805948 sec): 3 clusters Score: Raw -2116624.897520 + Penalty 3167.644934 = -2113457.252586 nChanged 1364 SP:Iteration 2F (1393.867414 sec): 3 clusters Score: Raw -2118480.123685 + Penalty 3167.644934 = -2115312.478751 nChanged 1778 SP:Iteration 3F (1393.920433 sec): 3 clusters Score: Raw -2120302.078493 + Penalty 3167.644934 = -2117134.433559 nChanged 1876 SP:Iteration 4F (1393.982435 sec): 3 clusters Score: Raw -2122002.179255 + Penalty 3167.644934 = -2118834.534321 nChanged 1550 SP:Iteration 5F (1394.051168 sec): 3 clusters Score: Raw -2123397.762078 + Penalty 3167.644934 = -2120230.117144 nChanged 1051 SP:Iteration 6F (1394.123841 sec): 3 clusters Score: Raw -2124298.711471 + Penalty 3167.644934 = -2121131.066537 nChanged 599 SP:Iteration 7Q (1394.189660 sec): 3 clusters Score: Raw -2124763.791107 + Penalty 3167.644934 = -2121596.146173 nChanged 398 SP:Iteration 8Q (1394.252619 sec): 3 clusters Score: Raw -2125124.996138 + Penalty 3167.644934 = -2121957.351204 nChanged 262 SP:Iteration 9Q (1394.305613 sec): 3 clusters Score: Raw -2125432.889397 + Penalty 3167.644934 = -2122265.244463 nChanged 205 SP:Iteration 10Q (1394.366858 sec): 3 clusters Score: Raw -2125632.920347 + Penalty 3167.644934 = -2122465.275413 nChanged 161 SP:Iteration 11Q (1394.411025 sec): 3 clusters Score: Raw -2125751.194733 + Penalty 3167.644934 = -2122583.549799 nChanged 125 SP:Iteration 12Q (1394.460600 sec): 3 clusters Score: Raw -2125824.059042 + Penalty 3167.644934 = -2122656.414108 nChanged 74 SP:Iteration 13Q (1394.510356 sec): 3 clusters Score: Raw -2125861.749013 + Penalty 3167.644934 = -2122694.104079 nChanged 56 SP:Iteration 14Q (1394.568451 sec): 3 clusters Score: Raw -2125893.910318 + Penalty 3167.644934 = -2122726.265384 nChanged 44 SP:Iteration 15Q (1394.624612 sec): 3 clusters Score: Raw -2125925.976334 + Penalty 3167.644934 = -2122758.331400 nChanged 37 SP:Iteration 16Q (1394.679662 sec): 3 clusters Score: Raw -2125944.168363 + Penalty 3167.644934 = -2122776.523429 nChanged 26 SP:Iteration 17Q (1394.736560 sec): 3 clusters Score: Raw -2125956.640124 + Penalty 3167.644934 = -2122788.995190 nChanged 18 SP:Iteration 18Q (1394.794833 sec): 3 clusters Score: Raw -2125963.615016 + Penalty 3167.644934 = -2122795.970082 nChanged 14 SP:Iteration 19Q (1394.853020 sec): 3 clusters Score: Raw -2125968.644977 + Penalty 3167.644934 = -2122801.000043 nChanged 8 SP:Iteration 20F (1394.913154 sec): 3 clusters Score: Raw -2125970.913755 + Penalty 3167.644934 = -2122803.268821 nChanged 5 SP:Iteration 21Q (1394.984249 sec): 3 clusters Score: Raw -2125972.635605 + Penalty 3167.644934 = -2122804.990671 nChanged 4 SP:Iteration 22Q (1395.048144 sec): 3 clusters Score: Raw -2125973.493775 + Penalty 3167.644934 = -2122805.848841 nChanged 3 SP:Iteration 23Q (1395.112191 sec): 3 clusters Score: Raw -2125974.019019 + Penalty 3167.644934 = -2122806.374085 nChanged 2 SP:Iteration 24Q (1395.178375 sec): 3 clusters Score: Raw -2125974.242604 + Penalty 3167.644934 = -2122806.597670 nChanged 0 SP:Iteration 25F (1395.245558 sec): 3 clusters Score: Raw -2125974.242604 + Penalty 3167.644934 = -2122806.597670 nChanged 0 Score: Raw -40655892.598430 + Penalty 41368.635847 = -40614523.962583 Splitting cluster 20 changes total score from -40600090.844485 to -40614523.962583 So it's getting split into cluster 17. Iteration 59Q (1401.532651 sec): 21 clusters Score: Raw -40658187.431333 + Penalty 41368.635847 = -40616818.795486 nChanged 3292 Iteration 60F (1405.122527 sec): 21 clusters Score: Raw -40660225.849022 + Penalty 41368.635847 = -40618857.213175 nChanged 3317 Iteration 61Q (1407.497737 sec): 21 clusters Score: Raw -40662540.932173 + Penalty 41368.635847 = -40621172.296326 nChanged 2548 Iteration 62Q (1409.918946 sec): 21 clusters Score: Raw -40677036.098265 + Penalty 41368.635847 = -40635667.462418 nChanged 2314 Unmasked E-step: Deleting class 12 (672 points): covariance matrix is singular Iteration 63Q (1412.281341 sec): 20 clusters Score: Raw -40677277.183045 + Penalty 39300.204054 = -40637976.978990 nChanged 1670 Iteration 64Q (1414.617858 sec): 20 clusters Score: Raw -40653222.764941 + Penalty 39300.204054 = -40613922.560886 nChanged 2133 Iteration 65F (1418.042749 sec): 20 clusters Score: Raw -40654332.209544 + Penalty 39300.204054 = -40615032.005490 nChanged 1508 Iteration 66Q (1420.433665 sec): 20 clusters Score: Raw -40654629.212056 + Penalty 39300.204054 = -40615329.008001 nChanged 1350 Iteration 67Q (1422.804634 sec): 20 clusters Score: Raw -40654836.792500 + Penalty 39300.204054 = -40615536.588446 nChanged 1207 Iteration 68Q (1425.126361 sec): 20 clusters Score: Raw -40655015.440461 + Penalty 39300.204054 = -40615715.236407 nChanged 1101 Iteration 69Q (1427.615608 sec): 20 clusters Score: Raw -40655171.767543 + Penalty 39300.204054 = -40615871.563488 nChanged 990 Iteration 70Q (1430.007533 sec): 20 clusters Score: Raw -40655302.389827 + Penalty 39300.204054 = -40616002.185773 nChanged 948 Iteration 71Q (1432.549398 sec): 20 clusters Score: Raw -40655422.750834 + Penalty 39300.204054 = -40616122.546780 nChanged 856 Iteration 72Q (1434.979135 sec): 20 clusters Score: Raw -40655528.368820 + Penalty 39300.204054 = -40616228.164765 nChanged 848 Iteration 73Q (1437.369779 sec): 20 clusters Score: Raw -40655631.646453 + Penalty 39300.204054 = -40616331.442398 nChanged 774 Iteration 74Q (1439.566232 sec): 20 clusters Score: Raw -40655729.424491 + Penalty 39300.204054 = -40616429.220436 nChanged 724 Iteration 75Q (1441.920923 sec): 20 clusters Score: Raw -40655820.248198 + Penalty 39300.204054 = -40616520.044143 nChanged 696 Iteration 76Q (1444.275138 sec): 20 clusters Score: Raw -40655910.397193 + Penalty 39300.204054 = -40616610.193139 nChanged 677 Iteration 77Q (1446.550236 sec): 20 clusters Score: Raw -40655989.153378 + Penalty 39300.204054 = -40616688.949323 nChanged 627 Iteration 78Q (1449.076526 sec): 20 clusters Score: Raw -40656061.865544 + Penalty 39300.204054 = -40616761.661489 nChanged 592 Iteration 79Q (1451.478959 sec): 20 clusters Score: Raw -40656125.537354 + Penalty 39300.204054 = -40616825.333300 nChanged 547 Iteration 80F (1454.962855 sec): 20 clusters Score: Raw -40656186.386250 + Penalty 39300.204054 = -40616886.182195 nChanged 562 Iteration 81Q (1457.514778 sec): 20 clusters Score: Raw -40656248.774532 + Penalty 39300.204054 = -40616948.570478 nChanged 489 Iteration 82Q (1459.697391 sec): 20 clusters Score: Raw -40656297.588205 + Penalty 39300.204054 = -40616997.384151 nChanged 471 Iteration 83Q (1461.928475 sec): 20 clusters Score: Raw -40656344.052583 + Penalty 39300.204054 = -40617043.848529 nChanged 429 Iteration 84Q (1464.221605 sec): 20 clusters Score: Raw -40656386.062861 + Penalty 39300.204054 = -40617085.858807 nChanged 436 Iteration 85Q (1466.381865 sec): 20 clusters Score: Raw -40656432.595168 + Penalty 39300.204054 = -40617132.391113 nChanged 448 Iteration 86Q (1468.360766 sec): 20 clusters Score: Raw -40656481.476861 + Penalty 39300.204054 = -40617181.272806 nChanged 441 Iteration 87Q (1470.391068 sec): 20 clusters Score: Raw -40656531.774686 + Penalty 39300.204054 = -40617231.570632 nChanged 453 Iteration 88Q (1472.368703 sec): 20 clusters Score: Raw -40656583.540305 + Penalty 39300.204054 = -40617283.336250 nChanged 422 Iteration 89Q (1474.349408 sec): 20 clusters Score: Raw -40656639.012398 + Penalty 39300.204054 = -40617338.808343 nChanged 398 Iteration 90Q (1476.302587 sec): 20 clusters Score: Raw -40656689.960874 + Penalty 39300.204054 = -40617389.756819 nChanged 401 Iteration 91Q (1478.270256 sec): 20 clusters Score: Raw -40656735.993442 + Penalty 39300.204054 = -40617435.789387 nChanged 372 Iteration 92Q (1480.386675 sec): 20 clusters Score: Raw -40656774.645162 + Penalty 39300.204054 = -40617474.441108 nChanged 361 Iteration 93Q (1482.341164 sec): 20 clusters Score: Raw -40656814.051315 + Penalty 39300.204054 = -40617513.847261 nChanged 321 Iteration 94Q (1484.415206 sec): 20 clusters Score: Raw -40656847.523316 + Penalty 39300.204054 = -40617547.319261 nChanged 303 Iteration 95Q (1486.249381 sec): 20 clusters Score: Raw -40656876.758653 + Penalty 39300.204054 = -40617576.554598 nChanged 265 Iteration 96Q (1488.299393 sec): 20 clusters Score: Raw -40656900.324023 + Penalty 39300.204054 = -40617600.119969 nChanged 259 Iteration 97Q (1490.431641 sec): 20 clusters Score: Raw -40656925.190871 + Penalty 39300.204054 = -40617624.986817 nChanged 280 Iteration 98Q (1492.643865 sec): 20 clusters Score: Raw -40656947.993804 + Penalty 39300.204054 = -40617647.789750 nChanged 273 Writing temp clu file Because OldScore, -40617624.986817, is greater than current (better) Score,-40617647.789750 Compute initial score before splitting: Score: Raw -40656947.993804 + Penalty 39300.204054 = -40617647.789750 Trying to split cluster 1 (52004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.813011 sec): 2 clusters Score: Raw -6275236.546923 + Penalty 1764.599837 = -6273471.947087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.924807 sec): 3 clusters Score: Raw -6241944.029682 + Penalty 3529.199673 = -6238414.830009 nChanged 24656 SP:Iteration 1F (1493.036012 sec): 3 clusters Score: Raw -6256364.564646 + Penalty 3529.199673 = -6252835.364973 nChanged 2506 SP:Iteration 2Q (1493.153663 sec): 3 clusters Score: Raw -6257335.432366 + Penalty 3529.199673 = -6253806.232693 nChanged 2608 SP:Iteration 3F (1493.262816 sec): 3 clusters Score: Raw -6258551.944330 + Penalty 3529.199673 = -6255022.744656 nChanged 2910 SP:Iteration 4F (1493.371731 sec): 3 clusters Score: Raw -6260118.949774 + Penalty 3529.199673 = -6256589.750100 nChanged 3093 SP:Iteration 5F (1493.482758 sec): 3 clusters Score: Raw -6262047.828334 + Penalty 3529.199673 = -6258518.628661 nChanged 3199 SP:Iteration 6F (1493.596059 sec): 3 clusters Score: Raw -6264221.127833 + Penalty 3529.199673 = -6260691.928160 nChanged 3077 SP:Iteration 7F (1493.699601 sec): 3 clusters Score: Raw -6266254.885879 + Penalty 3529.199673 = -6262725.686206 nChanged 2580 SP:Iteration 8Q (1493.815691 sec): 3 clusters Score: Raw -6267902.519388 + Penalty 3529.199673 = -6264373.319715 nChanged 2074 SP:Iteration 9Q (1493.917428 sec): 3 clusters Score: Raw -6269014.044858 + Penalty 3529.199673 = -6265484.845184 nChanged 1553 SP:Iteration 10Q (1494.022643 sec): 3 clusters Score: Raw -6269720.877640 + Penalty 3529.199673 = -6266191.677966 nChanged 1247 SP:Iteration 11Q (1494.119034 sec): 3 clusters Score: Raw -6270275.594653 + Penalty 3529.199673 = -6266746.394980 nChanged 1070 SP:Iteration 12Q (1494.210036 sec): 3 clusters Score: Raw -6270752.722353 + Penalty 3529.199673 = -6267223.522680 nChanged 983 SP:Iteration 13Q (1494.306044 sec): 3 clusters Score: Raw -6271184.436550 + Penalty 3529.199673 = -6267655.236877 nChanged 922 SP:Iteration 14Q (1494.402719 sec): 3 clusters Score: Raw -6271575.945619 + Penalty 3529.199673 = -6268046.745945 nChanged 925 SP:Iteration 15Q (1494.499725 sec): 3 clusters Score: Raw -6271978.724703 + Penalty 3529.199673 = -6268449.525029 nChanged 888 SP:Iteration 16Q (1494.600543 sec): 3 clusters Score: Raw -6272379.996740 + Penalty 3529.199673 = -6268850.797067 nChanged 897 SP:Iteration 17Q (1494.692960 sec): 3 clusters Score: Raw -6272814.095281 + Penalty 3529.199673 = -6269284.895607 nChanged 856 SP:Iteration 18Q (1494.789047 sec): 3 clusters Score: Raw -6273211.676140 + Penalty 3529.199673 = -6269682.476467 nChanged 781 SP:Iteration 19Q (1494.884982 sec): 3 clusters Score: Raw -6273571.173390 + Penalty 3529.199673 = -6270041.973716 nChanged 702 SP:Iteration 20F (1494.985685 sec): 3 clusters Score: Raw -6273875.050159 + Penalty 3529.199673 = -6270345.850486 nChanged 622 SP:Iteration 21Q (1495.077836 sec): 3 clusters Score: Raw -6274141.146879 + Penalty 3529.199673 = -6270611.947206 nChanged 564 SP:Iteration 22Q (1495.184782 sec): 3 clusters Score: Raw -6274378.523266 + Penalty 3529.199673 = -6270849.323593 nChanged 474 SP:Iteration 23Q (1495.276175 sec): 3 clusters Score: Raw -6274572.524368 + Penalty 3529.199673 = -6271043.324694 nChanged 413 SP:Iteration 24Q (1495.370207 sec): 3 clusters Score: Raw -6274730.218016 + Penalty 3529.199673 = -6271201.018343 nChanged 329 SP:Iteration 25Q (1495.466816 sec): 3 clusters Score: Raw -6274850.709305 + Penalty 3529.199673 = -6271321.509632 nChanged 325 SP:Iteration 26Q (1495.572830 sec): 3 clusters Score: Raw -6274981.992720 + Penalty 3529.199673 = -6271452.793047 nChanged 311 SP:Iteration 27Q (1495.673322 sec): 3 clusters Score: Raw -6275109.256337 + Penalty 3529.199673 = -6271580.056664 nChanged 265 SP:Iteration 28Q (1495.770629 sec): 3 clusters Score: Raw -6275203.576088 + Penalty 3529.199673 = -6271674.376414 nChanged 187 SP:Iteration 29Q (1495.865351 sec): 3 clusters Score: Raw -6275271.825230 + Penalty 3529.199673 = -6271742.625557 nChanged 175 SP:Iteration 30Q (1495.966635 sec): 3 clusters Score: Raw -6275341.168630 + Penalty 3529.199673 = -6271811.968956 nChanged 156 SP:Iteration 31Q (1496.079144 sec): 3 clusters Score: Raw -6275396.439636 + Penalty 3529.199673 = -6271867.239963 nChanged 122 SP:Iteration 32Q (1496.183687 sec): 3 clusters Score: Raw -6275438.603172 + Penalty 3529.199673 = -6271909.403499 nChanged 96 SP:Iteration 33Q (1496.284878 sec): 3 clusters Score: Raw -6275467.670245 + Penalty 3529.199673 = -6271938.470572 nChanged 105 SP:Iteration 34Q (1496.382792 sec): 3 clusters Score: Raw -6275498.973256 + Penalty 3529.199673 = -6271969.773583 nChanged 84 SP:Iteration 35Q (1496.487136 sec): 3 clusters Score: Raw -6275526.511102 + Penalty 3529.199673 = -6271997.311429 nChanged 64 SP:Iteration 36Q (1496.581996 sec): 3 clusters Score: Raw -6275547.468674 + Penalty 3529.199673 = -6272018.269001 nChanged 58 SP:Iteration 37Q (1496.692424 sec): 3 clusters Score: Raw -6275568.647215 + Penalty 3529.199673 = -6272039.447542 nChanged 62 SP:Iteration 38Q (1496.791208 sec): 3 clusters Score: Raw -6275589.990640 + Penalty 3529.199673 = -6272060.790967 nChanged 54 SP:Iteration 39Q (1496.879498 sec): 3 clusters Score: Raw -6275609.743249 + Penalty 3529.199673 = -6272080.543576 nChanged 52 SP:Iteration 40F (1496.980199 sec): 3 clusters Score: Raw -6275627.196634 + Penalty 3529.199673 = -6272097.996961 nChanged 56 SP:Iteration 41Q (1497.077110 sec): 3 clusters Score: Raw -6275644.943704 + Penalty 3529.199673 = -6272115.744031 nChanged 33 SP:Iteration 42Q (1497.170246 sec): 3 clusters Score: Raw -6275657.125807 + Penalty 3529.199673 = -6272127.926134 nChanged 27 SP:Iteration 43Q (1497.264121 sec): 3 clusters Score: Raw -6275666.951208 + Penalty 3529.199673 = -6272137.751535 nChanged 30 SP:Iteration 44Q (1497.354236 sec): 3 clusters Score: Raw -6275680.498834 + Penalty 3529.199673 = -6272151.299161 nChanged 38 SP:Iteration 45Q (1497.450635 sec): 3 clusters Score: Raw -6275696.566492 + Penalty 3529.199673 = -6272167.366819 nChanged 34 SP:Iteration 46Q (1497.539107 sec): 3 clusters Score: Raw -6275713.756101 + Penalty 3529.199673 = -6272184.556428 nChanged 30 SP:Iteration 47Q (1497.634647 sec): 3 clusters Score: Raw -6275726.131048 + Penalty 3529.199673 = -6272196.931374 nChanged 31 SP:Iteration 48Q (1497.723921 sec): 3 clusters Score: Raw -6275743.934233 + Penalty 3529.199673 = -6272214.734559 nChanged 37 SP:Iteration 49Q (1497.818435 sec): 3 clusters Score: Raw -6275766.701950 + Penalty 3529.199673 = -6272237.502277 nChanged 44 SP:Iteration 50Q (1497.907602 sec): 3 clusters Score: Raw -6275787.629729 + Penalty 3529.199673 = -6272258.430056 nChanged 36 SP:Iteration 51Q (1497.999976 sec): 3 clusters Score: Raw -6275806.327785 + Penalty 3529.199673 = -6272277.128112 nChanged 31 SP:Iteration 52Q (1498.093135 sec): 3 clusters Score: Raw -6275822.821579 + Penalty 3529.199673 = -6272293.621905 nChanged 34 SP:Iteration 53Q (1498.182400 sec): 3 clusters Score: Raw -6275835.876508 + Penalty 3529.199673 = -6272306.676835 nChanged 26 SP:Iteration 54Q (1498.276189 sec): 3 clusters Score: Raw -6275845.926753 + Penalty 3529.199673 = -6272316.727080 nChanged 23 SP:Iteration 55Q (1498.366503 sec): 3 clusters Score: Raw -6275853.242742 + Penalty 3529.199673 = -6272324.043069 nChanged 19 SP:Iteration 56Q (1498.460576 sec): 3 clusters Score: Raw -6275859.688356 + Penalty 3529.199673 = -6272330.488683 nChanged 16 SP:Iteration 57Q (1498.552895 sec): 3 clusters Score: Raw -6275864.742153 + Penalty 3529.199673 = -6272335.542480 nChanged 13 SP:Iteration 58Q (1498.653390 sec): 3 clusters Score: Raw -6275868.616164 + Penalty 3529.199673 = -6272339.416491 nChanged 13 SP:Iteration 59Q (1498.756441 sec): 3 clusters Score: Raw -6275873.156299 + Penalty 3529.199673 = -6272343.956626 nChanged 11 SP:Iteration 60F (1498.865432 sec): 3 clusters Score: Raw -6275876.663613 + Penalty 3529.199673 = -6272347.463939 nChanged 10 SP:Iteration 61Q (1498.967746 sec): 3 clusters Score: Raw -6275880.871135 + Penalty 3529.199673 = -6272351.671462 nChanged 8 SP:Iteration 62Q (1499.065166 sec): 3 clusters Score: Raw -6275883.050426 + Penalty 3529.199673 = -6272353.850753 nChanged 11 SP:Iteration 63Q (1499.171779 sec): 3 clusters Score: Raw -6275887.477117 + Penalty 3529.199673 = -6272358.277444 nChanged 9 SP:Iteration 64Q (1499.274230 sec): 3 clusters Score: Raw -6275890.177268 + Penalty 3529.199673 = -6272360.977595 nChanged 3 SP:Iteration 65Q (1499.375347 sec): 3 clusters Score: Raw -6275890.618756 + Penalty 3529.199673 = -6272361.419082 nChanged 3 SP:Iteration 66Q (1499.479775 sec): 3 clusters Score: Raw -6275891.822142 + Penalty 3529.199673 = -6272362.622468 nChanged 2 SP:Iteration 67Q (1499.579657 sec): 3 clusters Score: Raw -6275892.366258 + Penalty 3529.199673 = -6272363.166584 nChanged 0 SP:Iteration 68F (1499.689995 sec): 3 clusters Score: Raw -6275892.366258 + Penalty 3529.199673 = -6272363.166584 nChanged 0 Trying to split cluster 2 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1499.713768 sec): 2 clusters Score: Raw -48871.488262 + Penalty 984.607519 = -47886.880743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1499.753429 sec): 3 clusters Score: Raw -48880.195867 + Penalty 1969.215039 = -46910.980829 nChanged 104 SP:Iteration 1F (1499.787074 sec): 3 clusters Score: Raw -49052.139207 + Penalty 1969.215039 = -47082.924169 nChanged 20 SP:Iteration 2Q (1499.816061 sec): 3 clusters Score: Raw -49081.537913 + Penalty 1969.215039 = -47112.322874 nChanged 5 SP:Iteration 3Q (1499.855168 sec): 3 clusters Score: Raw -49089.895154 + Penalty 1969.215039 = -47120.680115 nChanged 4 SP:Iteration 4Q (1499.902957 sec): 3 clusters Score: Raw -49096.116894 + Penalty 1969.215039 = -47126.901856 nChanged 7 SP:Iteration 5Q (1499.938780 sec): 3 clusters Score: Raw -49113.262794 + Penalty 1969.215039 = -47144.047755 nChanged 6 SP:Iteration 6Q (1499.963675 sec): 3 clusters Score: Raw -49120.419123 + Penalty 1969.215039 = -47151.204084 nChanged 2 SP:Iteration 7Q (1499.996391 sec): 3 clusters Score: Raw -49122.548079 + Penalty 1969.215039 = -47153.333040 nChanged 2 SP:Iteration 8Q (1500.029099 sec): 3 clusters Score: Raw -49126.365595 + Penalty 1969.215039 = -47157.150556 nChanged 1 SP:Iteration 9Q (1500.061476 sec): 3 clusters Score: Raw -49129.107412 + Penalty 1969.215039 = -47159.892373 nChanged 2 SP:Iteration 10Q (1500.104710 sec): 3 clusters Score: Raw -49131.172212 + Penalty 1969.215039 = -47161.957173 nChanged 0 SP:Iteration 11F (1500.129960 sec): 3 clusters Score: Raw -49131.172212 + Penalty 1969.215039 = -47161.957173 nChanged 0 Trying to split cluster 3 (7032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1500.165734 sec): 2 clusters Score: Raw -876096.990283 + Penalty 1439.461796 = -874657.528486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1500.211201 sec): 3 clusters Score: Raw -872265.554724 + Penalty 2878.923593 = -869386.631131 nChanged 2952 SP:Iteration 1F (1500.253929 sec): 3 clusters Score: Raw -874156.670252 + Penalty 2878.923593 = -871277.746659 nChanged 626 SP:Iteration 2F (1500.290332 sec): 3 clusters Score: Raw -874841.955378 + Penalty 2878.923593 = -871963.031785 nChanged 668 SP:Iteration 3F (1500.341342 sec): 3 clusters Score: Raw -875775.587609 + Penalty 2878.923593 = -872896.664016 nChanged 705 SP:Iteration 4F (1500.377395 sec): 3 clusters Score: Raw -876835.018870 + Penalty 2878.923593 = -873956.095277 nChanged 595 SP:Iteration 5F (1500.419384 sec): 3 clusters Score: Raw -877496.630445 + Penalty 2878.923593 = -874617.706852 nChanged 352 SP:Iteration 6F (1500.461389 sec): 3 clusters Score: Raw -877753.762682 + Penalty 2878.923593 = -874874.839089 nChanged 216 SP:Iteration 7Q (1500.506583 sec): 3 clusters Score: Raw -877867.630769 + Penalty 2878.923593 = -874988.707177 nChanged 141 SP:Iteration 8Q (1500.549236 sec): 3 clusters Score: Raw -877919.263294 + Penalty 2878.923593 = -875040.339701 nChanged 70 SP:Iteration 9Q (1500.591350 sec): 3 clusters Score: Raw -877939.858420 + Penalty 2878.923593 = -875060.934828 nChanged 44 SP:Iteration 10Q (1500.633134 sec): 3 clusters Score: Raw -877949.625370 + Penalty 2878.923593 = -875070.701777 nChanged 24 SP:Iteration 11Q (1500.685307 sec): 3 clusters Score: Raw -877954.258605 + Penalty 2878.923593 = -875075.335012 nChanged 15 SP:Iteration 12Q (1500.720578 sec): 3 clusters Score: Raw -877956.753824 + Penalty 2878.923593 = -875077.830231 nChanged 10 SP:Iteration 13Q (1500.764457 sec): 3 clusters Score: Raw -877958.341504 + Penalty 2878.923593 = -875079.417911 nChanged 12 SP:Iteration 14Q (1500.807736 sec): 3 clusters Score: Raw -877960.636042 + Penalty 2878.923593 = -875081.712449 nChanged 11 SP:Iteration 15Q (1500.851834 sec): 3 clusters Score: Raw -877962.797594 + Penalty 2878.923593 = -875083.874002 nChanged 9 SP:Iteration 16Q (1500.896181 sec): 3 clusters Score: Raw -877964.644913 + Penalty 2878.923593 = -875085.721320 nChanged 12 SP:Iteration 17Q (1500.938313 sec): 3 clusters Score: Raw -877966.089849 + Penalty 2878.923593 = -875087.166256 nChanged 7 SP:Iteration 18Q (1500.988965 sec): 3 clusters Score: Raw -877967.469280 + Penalty 2878.923593 = -875088.545688 nChanged 5 SP:Iteration 19Q (1501.024596 sec): 3 clusters Score: Raw -877968.308551 + Penalty 2878.923593 = -875089.384959 nChanged 6 SP:Iteration 20F (1501.066097 sec): 3 clusters Score: Raw -877969.527547 + Penalty 2878.923593 = -875090.603955 nChanged 6 SP:Iteration 21Q (1501.109995 sec): 3 clusters Score: Raw -877970.448703 + Penalty 2878.923593 = -875091.525110 nChanged 6 SP:Iteration 22Q (1501.158365 sec): 3 clusters Score: Raw -877971.228910 + Penalty 2878.923593 = -875092.305317 nChanged 7 SP:Iteration 23Q (1501.201777 sec): 3 clusters Score: Raw -877972.218642 + Penalty 2878.923593 = -875093.295050 nChanged 8 SP:Iteration 24Q (1501.244086 sec): 3 clusters Score: Raw -877973.419620 + Penalty 2878.923593 = -875094.496027 nChanged 1 SP:Iteration 25Q (1501.286933 sec): 3 clusters Score: Raw -877973.553822 + Penalty 2878.923593 = -875094.630230 nChanged 2 SP:Iteration 26Q (1501.332675 sec): 3 clusters Score: Raw -877973.692818 + Penalty 2878.923593 = -875094.769225 nChanged 1 SP:Iteration 27Q (1501.375156 sec): 3 clusters Score: Raw -877973.738618 + Penalty 2878.923593 = -875094.815026 nChanged 0 SP:Iteration 28F (1501.417658 sec): 3 clusters Score: Raw -877973.738618 + Penalty 2878.923593 = -875094.815026 nChanged 0 Score: Raw -40658839.946748 + Penalty 41368.635847 = -40617471.310901 Splitting cluster 3 changes total score from -40617647.789750 to -40617471.310901 So it's not getting split. Trying to split cluster 4 (27428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1505.011100 sec): 2 clusters Score: Raw -3425273.248697 + Penalty 1660.639446 = -3423612.609251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1505.086208 sec): 3 clusters Score: Raw -3408466.053748 + Penalty 3321.278892 = -3405144.774856 nChanged 12420 SP:Iteration 1F (1505.163054 sec): 3 clusters Score: Raw -3415383.346500 + Penalty 3321.278892 = -3412062.067607 nChanged 1526 SP:Iteration 2F (1505.239195 sec): 3 clusters Score: Raw -3416128.029580 + Penalty 3321.278892 = -3412806.750688 nChanged 1613 SP:Iteration 3F (1505.318346 sec): 3 clusters Score: Raw -3417116.962598 + Penalty 3321.278892 = -3413795.683706 nChanged 1715 SP:Iteration 4F (1505.392089 sec): 3 clusters Score: Raw -3418342.338245 + Penalty 3321.278892 = -3415021.059353 nChanged 1941 SP:Iteration 5F (1505.470572 sec): 3 clusters Score: Raw -3419859.712276 + Penalty 3321.278892 = -3416538.433384 nChanged 1966 SP:Iteration 6F (1505.540700 sec): 3 clusters Score: Raw -3421390.811032 + Penalty 3321.278892 = -3418069.532140 nChanged 1684 SP:Iteration 7F (1505.610758 sec): 3 clusters Score: Raw -3422555.673000 + Penalty 3321.278892 = -3419234.394108 nChanged 1343 SP:Iteration 8Q (1505.682978 sec): 3 clusters Score: Raw -3423235.247951 + Penalty 3321.278892 = -3419913.969059 nChanged 859 SP:Iteration 9Q (1505.759736 sec): 3 clusters Score: Raw -3423544.466057 + Penalty 3321.278892 = -3420223.187165 nChanged 576 SP:Iteration 10Q (1505.839065 sec): 3 clusters Score: Raw -3423715.543549 + Penalty 3321.278892 = -3420394.264657 nChanged 419 SP:Iteration 11Q (1505.908368 sec): 3 clusters Score: Raw -3423824.725434 + Penalty 3321.278892 = -3420503.446542 nChanged 312 SP:Iteration 12Q (1505.976777 sec): 3 clusters Score: Raw -3423899.268560 + Penalty 3321.278892 = -3420577.989667 nChanged 293 SP:Iteration 13Q (1506.050113 sec): 3 clusters Score: Raw -3423970.101130 + Penalty 3321.278892 = -3420648.822238 nChanged 273 SP:Iteration 14Q (1506.120990 sec): 3 clusters Score: Raw -3424041.180860 + Penalty 3321.278892 = -3420719.901968 nChanged 244 SP:Iteration 15Q (1506.189407 sec): 3 clusters Score: Raw -3424103.278964 + Penalty 3321.278892 = -3420782.000071 nChanged 233 SP:Iteration 16Q (1506.260825 sec): 3 clusters Score: Raw -3424159.055777 + Penalty 3321.278892 = -3420837.776885 nChanged 226 SP:Iteration 17Q (1506.328444 sec): 3 clusters Score: Raw -3424216.669685 + Penalty 3321.278892 = -3420895.390793 nChanged 242 SP:Iteration 18Q (1506.400720 sec): 3 clusters Score: Raw -3424276.278159 + Penalty 3321.278892 = -3420954.999266 nChanged 241 SP:Iteration 19Q (1506.470665 sec): 3 clusters Score: Raw -3424328.225036 + Penalty 3321.278892 = -3421006.946144 nChanged 222 SP:Iteration 20F (1506.538999 sec): 3 clusters Score: Raw -3424377.149484 + Penalty 3321.278892 = -3421055.870592 nChanged 206 SP:Iteration 21Q (1506.616168 sec): 3 clusters Score: Raw -3424421.153642 + Penalty 3321.278892 = -3421099.874750 nChanged 177 SP:Iteration 22Q (1506.675946 sec): 3 clusters Score: Raw -3424456.086025 + Penalty 3321.278892 = -3421134.807132 nChanged 184 SP:Iteration 23Q (1506.741880 sec): 3 clusters Score: Raw -3424493.004078 + Penalty 3321.278892 = -3421171.725186 nChanged 176 SP:Iteration 24Q (1506.807914 sec): 3 clusters Score: Raw -3424527.415335 + Penalty 3321.278892 = -3421206.136442 nChanged 178 SP:Iteration 25Q (1506.873876 sec): 3 clusters Score: Raw -3424558.691750 + Penalty 3321.278892 = -3421237.412858 nChanged 183 SP:Iteration 26Q (1506.940305 sec): 3 clusters Score: Raw -3424592.312063 + Penalty 3321.278892 = -3421271.033171 nChanged 169 SP:Iteration 27Q (1507.009783 sec): 3 clusters Score: Raw -3424618.529865 + Penalty 3321.278892 = -3421297.250973 nChanged 146 SP:Iteration 28Q (1507.075985 sec): 3 clusters Score: Raw -3424639.199529 + Penalty 3321.278892 = -3421317.920637 nChanged 136 SP:Iteration 29Q (1507.147860 sec): 3 clusters Score: Raw -3424657.787333 + Penalty 3321.278892 = -3421336.508441 nChanged 147 SP:Iteration 30Q (1507.207963 sec): 3 clusters Score: Raw -3424680.490894 + Penalty 3321.278892 = -3421359.212002 nChanged 149 SP:Iteration 31Q (1507.278796 sec): 3 clusters Score: Raw -3424704.870426 + Penalty 3321.278892 = -3421383.591534 nChanged 147 SP:Iteration 32Q (1507.343657 sec): 3 clusters Score: Raw -3424728.893593 + Penalty 3321.278892 = -3421407.614701 nChanged 136 SP:Iteration 33Q (1507.410399 sec): 3 clusters Score: Raw -3424749.543977 + Penalty 3321.278892 = -3421428.265085 nChanged 154 SP:Iteration 34Q (1507.482216 sec): 3 clusters Score: Raw -3424775.945653 + Penalty 3321.278892 = -3421454.666761 nChanged 150 SP:Iteration 35Q (1507.541465 sec): 3 clusters Score: Raw -3424800.373132 + Penalty 3321.278892 = -3421479.094239 nChanged 150 SP:Iteration 36Q (1507.614120 sec): 3 clusters Score: Raw -3424827.645092 + Penalty 3321.278892 = -3421506.366200 nChanged 181 SP:Iteration 37Q (1507.678927 sec): 3 clusters Score: Raw -3424863.801695 + Penalty 3321.278892 = -3421542.522803 nChanged 181 SP:Iteration 38Q (1507.750942 sec): 3 clusters Score: Raw -3424898.417667 + Penalty 3321.278892 = -3421577.138774 nChanged 168 SP:Iteration 39Q (1507.828613 sec): 3 clusters Score: Raw -3424930.207927 + Penalty 3321.278892 = -3421608.929035 nChanged 160 SP:Iteration 40F (1507.902777 sec): 3 clusters Score: Raw -3424965.164438 + Penalty 3321.278892 = -3421643.885546 nChanged 150 SP:Iteration 41Q (1507.981231 sec): 3 clusters Score: Raw -3424995.933781 + Penalty 3321.278892 = -3421674.654889 nChanged 156 SP:Iteration 42Q (1508.059919 sec): 3 clusters Score: Raw -3425030.070125 + Penalty 3321.278892 = -3421708.791232 nChanged 166 SP:Iteration 43Q (1508.134648 sec): 3 clusters Score: Raw -3425062.951843 + Penalty 3321.278892 = -3421741.672951 nChanged 150 SP:Iteration 44Q (1508.209984 sec): 3 clusters Score: Raw -3425092.449544 + Penalty 3321.278892 = -3421771.170652 nChanged 166 SP:Iteration 45Q (1508.288576 sec): 3 clusters Score: Raw -3425129.258850 + Penalty 3321.278892 = -3421807.979958 nChanged 178 SP:Iteration 46Q (1508.366219 sec): 3 clusters Score: Raw -3425170.787963 + Penalty 3321.278892 = -3421849.509071 nChanged 192 SP:Iteration 47Q (1508.443781 sec): 3 clusters Score: Raw -3425219.755267 + Penalty 3321.278892 = -3421898.476375 nChanged 177 SP:Iteration 48Q (1508.522575 sec): 3 clusters Score: Raw -3425265.233334 + Penalty 3321.278892 = -3421943.954442 nChanged 184 SP:Iteration 49Q (1508.598845 sec): 3 clusters Score: Raw -3425314.955700 + Penalty 3321.278892 = -3421993.676807 nChanged 199 SP:Iteration 50Q (1508.672258 sec): 3 clusters Score: Raw -3425379.024460 + Penalty 3321.278892 = -3422057.745568 nChanged 188 SP:Iteration 51Q (1508.743093 sec): 3 clusters Score: Raw -3425431.456442 + Penalty 3321.278892 = -3422110.177550 nChanged 163 SP:Iteration 52Q (1508.818144 sec): 3 clusters Score: Raw -3425478.056695 + Penalty 3321.278892 = -3422156.777803 nChanged 171 SP:Iteration 53Q (1508.897044 sec): 3 clusters Score: Raw -3425528.608730 + Penalty 3321.278892 = -3422207.329838 nChanged 170 SP:Iteration 54Q (1508.974227 sec): 3 clusters Score: Raw -3425578.448300 + Penalty 3321.278892 = -3422257.169408 nChanged 173 SP:Iteration 55Q (1509.050125 sec): 3 clusters Score: Raw -3425639.524850 + Penalty 3321.278892 = -3422318.245958 nChanged 175 SP:Iteration 56Q (1509.128036 sec): 3 clusters Score: Raw -3425702.099800 + Penalty 3321.278892 = -3422380.820908 nChanged 165 SP:Iteration 57Q (1509.203195 sec): 3 clusters Score: Raw -3425760.421686 + Penalty 3321.278892 = -3422439.142794 nChanged 156 SP:Iteration 58Q (1509.279930 sec): 3 clusters Score: Raw -3425814.300229 + Penalty 3321.278892 = -3422493.021336 nChanged 124 SP:Iteration 59Q (1509.354733 sec): 3 clusters Score: Raw -3425856.643548 + Penalty 3321.278892 = -3422535.364656 nChanged 123 SP:Iteration 60F (1509.433821 sec): 3 clusters Score: Raw -3425896.588079 + Penalty 3321.278892 = -3422575.309187 nChanged 109 SP:Iteration 61Q (1509.499629 sec): 3 clusters Score: Raw -3425931.104315 + Penalty 3321.278892 = -3422609.825422 nChanged 93 SP:Iteration 62Q (1509.579485 sec): 3 clusters Score: Raw -3425959.807360 + Penalty 3321.278892 = -3422638.528468 nChanged 85 SP:Iteration 63Q (1509.653782 sec): 3 clusters Score: Raw -3425990.259246 + Penalty 3321.278892 = -3422668.980354 nChanged 70 SP:Iteration 64Q (1509.724544 sec): 3 clusters Score: Raw -3426013.464160 + Penalty 3321.278892 = -3422692.185268 nChanged 63 SP:Iteration 65Q (1509.790268 sec): 3 clusters Score: Raw -3426033.599713 + Penalty 3321.278892 = -3422712.320821 nChanged 57 SP:Iteration 66Q (1509.867822 sec): 3 clusters Score: Raw -3426048.622073 + Penalty 3321.278892 = -3422727.343181 nChanged 47 SP:Iteration 67Q (1509.947619 sec): 3 clusters Score: Raw -3426060.278446 + Penalty 3321.278892 = -3422738.999554 nChanged 42 SP:Iteration 68Q (1510.027053 sec): 3 clusters Score: Raw -3426070.722742 + Penalty 3321.278892 = -3422749.443849 nChanged 30 SP:Iteration 69Q (1510.103805 sec): 3 clusters Score: Raw -3426077.786995 + Penalty 3321.278892 = -3422756.508103 nChanged 33 SP:Iteration 70Q (1510.182365 sec): 3 clusters Score: Raw -3426085.823442 + Penalty 3321.278892 = -3422764.544550 nChanged 28 SP:Iteration 71Q (1510.255948 sec): 3 clusters Score: Raw -3426090.991201 + Penalty 3321.278892 = -3422769.712309 nChanged 18 SP:Iteration 72Q (1510.329192 sec): 3 clusters Score: Raw -3426094.801451 + Penalty 3321.278892 = -3422773.522559 nChanged 17 SP:Iteration 73Q (1510.408523 sec): 3 clusters Score: Raw -3426098.001122 + Penalty 3321.278892 = -3422776.722230 nChanged 14 SP:Iteration 74Q (1510.483168 sec): 3 clusters Score: Raw -3426100.898275 + Penalty 3321.278892 = -3422779.619383 nChanged 18 SP:Iteration 75Q (1510.548089 sec): 3 clusters Score: Raw -3426105.030009 + Penalty 3321.278892 = -3422783.751116 nChanged 14 SP:Iteration 76Q (1510.625915 sec): 3 clusters Score: Raw -3426107.974805 + Penalty 3321.278892 = -3422786.695913 nChanged 15 SP:Iteration 77Q (1510.697708 sec): 3 clusters Score: Raw -3426111.183941 + Penalty 3321.278892 = -3422789.905049 nChanged 12 SP:Iteration 78Q (1510.774140 sec): 3 clusters Score: Raw -3426113.060917 + Penalty 3321.278892 = -3422791.782024 nChanged 12 SP:Iteration 79Q (1510.847123 sec): 3 clusters Score: Raw -3426115.728789 + Penalty 3321.278892 = -3422794.449897 nChanged 13 SP:Iteration 80F (1510.926499 sec): 3 clusters Score: Raw -3426118.941953 + Penalty 3321.278892 = -3422797.663061 nChanged 14 SP:Iteration 81Q (1510.989516 sec): 3 clusters Score: Raw -3426121.196720 + Penalty 3321.278892 = -3422799.917828 nChanged 14 SP:Iteration 82Q (1511.060424 sec): 3 clusters Score: Raw -3426123.455414 + Penalty 3321.278892 = -3422802.176522 nChanged 7 SP:Iteration 83Q (1511.122809 sec): 3 clusters Score: Raw -3426124.651576 + Penalty 3321.278892 = -3422803.372684 nChanged 8 SP:Iteration 84Q (1511.197303 sec): 3 clusters Score: Raw -3426125.851320 + Penalty 3321.278892 = -3422804.572427 nChanged 2 SP:Iteration 85Q (1511.269004 sec): 3 clusters Score: Raw -3426126.154155 + Penalty 3321.278892 = -3422804.875262 nChanged 6 SP:Iteration 86Q (1511.336267 sec): 3 clusters Score: Raw -3426126.850114 + Penalty 3321.278892 = -3422805.571222 nChanged 0 SP:Iteration 87F (1511.401897 sec): 3 clusters Score: Raw -3426126.850114 + Penalty 3321.278892 = -3422805.571222 nChanged 0 Trying to split cluster 5 (3767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1511.425364 sec): 2 clusters Score: Raw -428478.265156 + Penalty 1338.030559 = -427140.234597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.460464 sec): 3 clusters Score: Raw -426645.305003 + Penalty 2676.061117 = -423969.243886 nChanged 1464 SP:Iteration 1F (1511.495973 sec): 3 clusters Score: Raw -427587.926751 + Penalty 2676.061117 = -424911.865634 nChanged 324 SP:Iteration 2F (1511.531083 sec): 3 clusters Score: Raw -427875.189904 + Penalty 2676.061117 = -425199.128786 nChanged 284 SP:Iteration 3F (1511.566290 sec): 3 clusters Score: Raw -428100.547754 + Penalty 2676.061117 = -425424.486637 nChanged 223 SP:Iteration 4F (1511.608950 sec): 3 clusters Score: Raw -428265.982640 + Penalty 2676.061117 = -425589.921522 nChanged 186 SP:Iteration 5Q (1511.639066 sec): 3 clusters Score: Raw -428395.045598 + Penalty 2676.061117 = -425718.984481 nChanged 139 SP:Iteration 6Q (1511.678015 sec): 3 clusters Score: Raw -428491.431118 + Penalty 2676.061117 = -425815.370001 nChanged 135 SP:Iteration 7Q (1511.716844 sec): 3 clusters Score: Raw -428571.131629 + Penalty 2676.061117 = -425895.070511 nChanged 115 SP:Iteration 8Q (1511.752349 sec): 3 clusters Score: Raw -428633.297443 + Penalty 2676.061117 = -425957.236326 nChanged 92 SP:Iteration 9Q (1511.790697 sec): 3 clusters Score: Raw -428681.341541 + Penalty 2676.061117 = -426005.280423 nChanged 75 SP:Iteration 10Q (1511.829454 sec): 3 clusters Score: Raw -428713.416864 + Penalty 2676.061117 = -426037.355746 nChanged 57 SP:Iteration 11Q (1511.865053 sec): 3 clusters Score: Raw -428733.496500 + Penalty 2676.061117 = -426057.435382 nChanged 41 SP:Iteration 12Q (1511.903420 sec): 3 clusters Score: Raw -428749.364346 + Penalty 2676.061117 = -426073.303228 nChanged 35 SP:Iteration 13Q (1511.941983 sec): 3 clusters Score: Raw -428764.420156 + Penalty 2676.061117 = -426088.359039 nChanged 38 SP:Iteration 14Q (1511.980399 sec): 3 clusters Score: Raw -428777.359570 + Penalty 2676.061117 = -426101.298452 nChanged 22 SP:Iteration 15Q (1512.018748 sec): 3 clusters Score: Raw -428786.554590 + Penalty 2676.061117 = -426110.493472 nChanged 18 SP:Iteration 16Q (1512.054181 sec): 3 clusters Score: Raw -428792.690930 + Penalty 2676.061117 = -426116.629813 nChanged 13 SP:Iteration 17Q (1512.094110 sec): 3 clusters Score: Raw -428797.373322 + Penalty 2676.061117 = -426121.312204 nChanged 14 SP:Iteration 18Q (1512.137459 sec): 3 clusters Score: Raw -428801.507759 + Penalty 2676.061117 = -426125.446641 nChanged 11 SP:Iteration 19Q (1512.176032 sec): 3 clusters Score: Raw -428804.712141 + Penalty 2676.061117 = -426128.651024 nChanged 10 SP:Iteration 20F (1512.214710 sec): 3 clusters Score: Raw -428807.921921 + Penalty 2676.061117 = -426131.860804 nChanged 10 SP:Iteration 21Q (1512.253140 sec): 3 clusters Score: Raw -428810.810958 + Penalty 2676.061117 = -426134.749840 nChanged 11 SP:Iteration 22Q (1512.284164 sec): 3 clusters Score: Raw -428814.551150 + Penalty 2676.061117 = -426138.490033 nChanged 16 SP:Iteration 23Q (1512.319671 sec): 3 clusters Score: Raw -428819.898439 + Penalty 2676.061117 = -426143.837321 nChanged 9 SP:Iteration 24Q (1512.357122 sec): 3 clusters Score: Raw -428822.403235 + Penalty 2676.061117 = -426146.342118 nChanged 6 SP:Iteration 25Q (1512.393563 sec): 3 clusters Score: Raw -428824.482297 + Penalty 2676.061117 = -426148.421179 nChanged 6 SP:Iteration 26Q (1512.430464 sec): 3 clusters Score: Raw -428825.732659 + Penalty 2676.061117 = -426149.671541 nChanged 6 SP:Iteration 27Q (1512.477176 sec): 3 clusters Score: Raw -428826.611833 + Penalty 2676.061117 = -426150.550716 nChanged 6 SP:Iteration 28Q (1512.508904 sec): 3 clusters Score: Raw -428829.175477 + Penalty 2676.061117 = -426153.114359 nChanged 10 SP:Iteration 29Q (1512.545210 sec): 3 clusters Score: Raw -428834.286157 + Penalty 2676.061117 = -426158.225039 nChanged 11 SP:Iteration 30Q (1512.583793 sec): 3 clusters Score: Raw -428837.077933 + Penalty 2676.061117 = -426161.016815 nChanged 8 SP:Iteration 31Q (1512.622178 sec): 3 clusters Score: Raw -428839.664399 + Penalty 2676.061117 = -426163.603281 nChanged 12 SP:Iteration 32Q (1512.658087 sec): 3 clusters Score: Raw -428843.075552 + Penalty 2676.061117 = -426167.014434 nChanged 9 SP:Iteration 33Q (1512.693875 sec): 3 clusters Score: Raw -428847.013073 + Penalty 2676.061117 = -426170.951955 nChanged 8 SP:Iteration 34Q (1512.732670 sec): 3 clusters Score: Raw -428848.947521 + Penalty 2676.061117 = -426172.886404 nChanged 3 SP:Iteration 35Q (1512.771284 sec): 3 clusters Score: Raw -428849.938145 + Penalty 2676.061117 = -426173.877027 nChanged 4 SP:Iteration 36Q (1512.806704 sec): 3 clusters Score: Raw -428850.756367 + Penalty 2676.061117 = -426174.695250 nChanged 4 SP:Iteration 37Q (1512.845432 sec): 3 clusters Score: Raw -428851.547722 + Penalty 2676.061117 = -426175.486604 nChanged 4 SP:Iteration 38Q (1512.881847 sec): 3 clusters Score: Raw -428852.248432 + Penalty 2676.061117 = -426176.187315 nChanged 5 SP:Iteration 39Q (1512.919193 sec): 3 clusters Score: Raw -428853.144034 + Penalty 2676.061117 = -426177.082916 nChanged 5 SP:Iteration 40F (1512.956065 sec): 3 clusters Score: Raw -428854.179218 + Penalty 2676.061117 = -426178.118101 nChanged 3 SP:Iteration 41Q (1512.991465 sec): 3 clusters Score: Raw -428854.878300 + Penalty 2676.061117 = -426178.817183 nChanged 3 SP:Iteration 42Q (1513.035387 sec): 3 clusters Score: Raw -428855.340701 + Penalty 2676.061117 = -426179.279584 nChanged 2 SP:Iteration 43Q (1513.070202 sec): 3 clusters Score: Raw -428855.749185 + Penalty 2676.061117 = -426179.688067 nChanged 1 SP:Iteration 44Q (1513.111225 sec): 3 clusters Score: Raw -428856.357765 + Penalty 2676.061117 = -426180.296648 nChanged 0 SP:Iteration 45F (1513.142649 sec): 3 clusters Score: Raw -428856.357765 + Penalty 2676.061117 = -426180.296648 nChanged 0 Trying to split cluster 6 (318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1513.158937 sec): 2 clusters Score: Raw -27141.560692 + Penalty 936.333350 = -26205.227343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1513.191612 sec): 3 clusters Score: Raw -27824.957467 + Penalty 1872.666699 = -25952.290768 nChanged 113 SP:Iteration 1F (1513.225982 sec): 3 clusters Score: Raw -30734.213400 + Penalty 1872.666699 = -28861.546701 nChanged 25 Unmasked E-step: Deleting class 2 (199 points): covariance matrix is singular SP:Iteration 2F (1513.242354 sec): 3 clusters Score: Raw -30900.972435 + Penalty 1872.666699 = -29028.305735 nChanged 1 SP:Iteration 3Q (1513.258597 sec): 2 clusters Score: Raw -956.449150 + Penalty 936.333350 = -20.115801 nChanged 200 SP:Iteration 4F (1513.275158 sec): 2 clusters Score: Raw -27141.560692 + Penalty 936.333350 = -26205.227343 nChanged 0 Trying to split cluster 7 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1513.292427 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (33 points): covariance matrix is singular SP:Iteration 0F (1513.308892 sec): 3 clusters Score: Raw -8012.194246 + Penalty 1411.736762 = -6600.457483 nChanged 18 SP:Iteration 1F (1513.325203 sec): 2 clusters Score: Raw 17314.267574 + Penalty 705.868381 = 18020.135955 nChanged 15 SP:Iteration 2F (1513.349467 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 Trying to split cluster 8 (3557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1513.371782 sec): 2 clusters Score: Raw -397143.582612 + Penalty 1328.709325 = -395814.873286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1513.402325 sec): 3 clusters Score: Raw -395438.653834 + Penalty 2657.418651 = -392781.235183 nChanged 1365 SP:Iteration 1F (1513.440109 sec): 3 clusters Score: Raw -396441.610316 + Penalty 2657.418651 = -393784.191665 nChanged 363 SP:Iteration 2F (1513.474884 sec): 3 clusters Score: Raw -396734.352102 + Penalty 2657.418651 = -394076.933451 nChanged 245 SP:Iteration 3F (1513.512748 sec): 3 clusters Score: Raw -396963.474593 + Penalty 2657.418651 = -394306.055942 nChanged 216 SP:Iteration 4F (1513.555124 sec): 3 clusters Score: Raw -397174.640459 + Penalty 2657.418651 = -394517.221808 nChanged 201 SP:Iteration 5F (1513.584541 sec): 3 clusters Score: Raw -397367.690508 + Penalty 2657.418651 = -394710.271857 nChanged 163 SP:Iteration 6Q (1513.619556 sec): 3 clusters Score: Raw -397556.018453 + Penalty 2657.418651 = -394898.599802 nChanged 176 SP:Iteration 7Q (1513.654874 sec): 3 clusters Score: Raw -397755.898980 + Penalty 2657.418651 = -395098.480329 nChanged 162 SP:Iteration 8Q (1513.690384 sec): 3 clusters Score: Raw -397953.530919 + Penalty 2657.418651 = -395296.112268 nChanged 161 SP:Iteration 9Q (1513.726308 sec): 3 clusters Score: Raw -398154.463442 + Penalty 2657.418651 = -395497.044791 nChanged 153 SP:Iteration 10Q (1513.765797 sec): 3 clusters Score: Raw -398306.384759 + Penalty 2657.418651 = -395648.966108 nChanged 106 SP:Iteration 11Q (1513.815352 sec): 3 clusters Score: Raw -398396.676319 + Penalty 2657.418651 = -395739.257668 nChanged 93 SP:Iteration 12Q (1513.869533 sec): 3 clusters Score: Raw -398448.335837 + Penalty 2657.418651 = -395790.917186 nChanged 42 SP:Iteration 13Q (1513.913231 sec): 3 clusters Score: Raw -398470.296126 + Penalty 2657.418651 = -395812.877475 nChanged 23 SP:Iteration 14Q (1513.952057 sec): 3 clusters Score: Raw -398483.681096 + Penalty 2657.418651 = -395826.262445 nChanged 26 SP:Iteration 15Q (1514.001691 sec): 3 clusters Score: Raw -398500.204592 + Penalty 2657.418651 = -395842.785941 nChanged 23 SP:Iteration 16Q (1514.050304 sec): 3 clusters Score: Raw -398514.948057 + Penalty 2657.418651 = -395857.529406 nChanged 19 SP:Iteration 17Q (1514.098883 sec): 3 clusters Score: Raw -398524.243889 + Penalty 2657.418651 = -395866.825238 nChanged 13 SP:Iteration 18Q (1514.146656 sec): 3 clusters Score: Raw -398529.244155 + Penalty 2657.418651 = -395871.825504 nChanged 9 SP:Iteration 19Q (1514.194190 sec): 3 clusters Score: Raw -398535.932378 + Penalty 2657.418651 = -395878.513727 nChanged 10 SP:Iteration 20F (1514.242156 sec): 3 clusters Score: Raw -398554.834922 + Penalty 2657.418651 = -395897.416271 nChanged 21 SP:Iteration 21Q (1514.282345 sec): 3 clusters Score: Raw -398581.737652 + Penalty 2657.418651 = -395924.319001 nChanged 25 SP:Iteration 22Q (1514.329627 sec): 3 clusters Score: Raw -398606.166307 + Penalty 2657.418651 = -395948.747657 nChanged 26 SP:Iteration 23Q (1514.378717 sec): 3 clusters Score: Raw -398619.571781 + Penalty 2657.418651 = -395962.153130 nChanged 13 SP:Iteration 24Q (1514.428194 sec): 3 clusters Score: Raw -398623.600045 + Penalty 2657.418651 = -395966.181394 nChanged 11 SP:Iteration 25Q (1514.477728 sec): 3 clusters Score: Raw -398627.947280 + Penalty 2657.418651 = -395970.528629 nChanged 9 SP:Iteration 26Q (1514.526874 sec): 3 clusters Score: Raw -398632.090402 + Penalty 2657.418651 = -395974.671752 nChanged 2 SP:Iteration 27Q (1514.574693 sec): 3 clusters Score: Raw -398632.445724 + Penalty 2657.418651 = -395975.027073 nChanged 3 SP:Iteration 28Q (1514.622624 sec): 3 clusters Score: Raw -398632.947930 + Penalty 2657.418651 = -395975.529279 nChanged 0 SP:Iteration 29F (1514.671591 sec): 3 clusters Score: Raw -398632.947930 + Penalty 2657.418651 = -395975.529279 nChanged 0 Score: Raw -40658452.563730 + Penalty 41368.635847 = -40617083.927883 Splitting cluster 8 changes total score from -40617647.789750 to -40617083.927883 So it's not getting split. Trying to split cluster 9 (41427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1518.226634 sec): 2 clusters Score: Raw -5174669.640128 + Penalty 1727.649320 = -5172941.990808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1518.309558 sec): 3 clusters Score: Raw -5148698.729096 + Penalty 3455.298639 = -5145243.430457 nChanged 19493 SP:Iteration 1F (1518.391126 sec): 3 clusters Score: Raw -5160380.732697 + Penalty 3455.298639 = -5156925.434058 nChanged 2347 SP:Iteration 2F (1518.473748 sec): 3 clusters Score: Raw -5162257.905775 + Penalty 3455.298639 = -5158802.607136 nChanged 3222 SP:Iteration 3F (1518.557666 sec): 3 clusters Score: Raw -5165619.758441 + Penalty 3455.298639 = -5162164.459802 nChanged 4358 SP:Iteration 4F (1518.638803 sec): 3 clusters Score: Raw -5170875.833375 + Penalty 3455.298639 = -5167420.534736 nChanged 4489 SP:Iteration 5F (1518.715978 sec): 3 clusters Score: Raw -5176528.772302 + Penalty 3455.298639 = -5173073.473662 nChanged 3246 SP:Iteration 6F (1518.801886 sec): 3 clusters Score: Raw -5180059.332618 + Penalty 3455.298639 = -5176604.033978 nChanged 2040 SP:Iteration 7Q (1518.882462 sec): 3 clusters Score: Raw -5181871.512283 + Penalty 3455.298639 = -5178416.213643 nChanged 1570 SP:Iteration 8Q (1518.966090 sec): 3 clusters Score: Raw -5183242.973888 + Penalty 3455.298639 = -5179787.675249 nChanged 1258 SP:Iteration 9Q (1519.049206 sec): 3 clusters Score: Raw -5184132.341700 + Penalty 3455.298639 = -5180677.043061 nChanged 866 SP:Iteration 10Q (1519.131027 sec): 3 clusters Score: Raw -5184546.961123 + Penalty 3455.298639 = -5181091.662483 nChanged 521 SP:Iteration 11Q (1519.218253 sec): 3 clusters Score: Raw -5184753.437588 + Penalty 3455.298639 = -5181298.138949 nChanged 323 SP:Iteration 12Q (1519.320568 sec): 3 clusters Score: Raw -5184888.026658 + Penalty 3455.298639 = -5181432.728019 nChanged 217 SP:Iteration 13Q (1519.406102 sec): 3 clusters Score: Raw -5184990.064205 + Penalty 3455.298639 = -5181534.765565 nChanged 196 SP:Iteration 14Q (1519.495173 sec): 3 clusters Score: Raw -5185068.686215 + Penalty 3455.298639 = -5181613.387575 nChanged 181 SP:Iteration 15Q (1519.594560 sec): 3 clusters Score: Raw -5185134.383132 + Penalty 3455.298639 = -5181679.084493 nChanged 179 SP:Iteration 16Q (1519.688346 sec): 3 clusters Score: Raw -5185200.549722 + Penalty 3455.298639 = -5181745.251082 nChanged 157 SP:Iteration 17Q (1519.783236 sec): 3 clusters Score: Raw -5185261.492670 + Penalty 3455.298639 = -5181806.194031 nChanged 167 SP:Iteration 18Q (1519.877795 sec): 3 clusters Score: Raw -5185327.468528 + Penalty 3455.298639 = -5181872.169888 nChanged 178 SP:Iteration 19Q (1519.971464 sec): 3 clusters Score: Raw -5185393.990654 + Penalty 3455.298639 = -5181938.692014 nChanged 171 SP:Iteration 20F (1520.067562 sec): 3 clusters Score: Raw -5185502.637357 + Penalty 3455.298639 = -5182047.338717 nChanged 179 SP:Iteration 21Q (1520.161813 sec): 3 clusters Score: Raw -5185615.995708 + Penalty 3455.298639 = -5182160.697068 nChanged 193 SP:Iteration 22Q (1520.247544 sec): 3 clusters Score: Raw -5185719.648887 + Penalty 3455.298639 = -5182264.350248 nChanged 181 SP:Iteration 23Q (1520.336721 sec): 3 clusters Score: Raw -5185821.429365 + Penalty 3455.298639 = -5182366.130725 nChanged 168 SP:Iteration 24Q (1520.415932 sec): 3 clusters Score: Raw -5185921.996283 + Penalty 3455.298639 = -5182466.697644 nChanged 193 SP:Iteration 25Q (1520.498214 sec): 3 clusters Score: Raw -5186018.704486 + Penalty 3455.298639 = -5182563.405846 nChanged 179 SP:Iteration 26Q (1520.585086 sec): 3 clusters Score: Raw -5186087.272991 + Penalty 3455.298639 = -5182631.974352 nChanged 152 SP:Iteration 27Q (1520.674367 sec): 3 clusters Score: Raw -5186133.189030 + Penalty 3455.298639 = -5182677.890390 nChanged 132 SP:Iteration 28Q (1520.754063 sec): 3 clusters Score: Raw -5186164.720562 + Penalty 3455.298639 = -5182709.421923 nChanged 98 SP:Iteration 29Q (1520.832052 sec): 3 clusters Score: Raw -5186187.099744 + Penalty 3455.298639 = -5182731.801105 nChanged 87 SP:Iteration 30Q (1520.905868 sec): 3 clusters Score: Raw -5186200.765451 + Penalty 3455.298639 = -5182745.466812 nChanged 62 SP:Iteration 31Q (1520.984778 sec): 3 clusters Score: Raw -5186209.965134 + Penalty 3455.298639 = -5182754.666494 nChanged 58 SP:Iteration 32Q (1521.061090 sec): 3 clusters Score: Raw -5186216.760114 + Penalty 3455.298639 = -5182761.461475 nChanged 46 SP:Iteration 33Q (1521.140227 sec): 3 clusters Score: Raw -5186220.769576 + Penalty 3455.298639 = -5182765.470937 nChanged 30 SP:Iteration 34Q (1521.219527 sec): 3 clusters Score: Raw -5186223.008914 + Penalty 3455.298639 = -5182767.710274 nChanged 29 SP:Iteration 35Q (1521.293183 sec): 3 clusters Score: Raw -5186224.940620 + Penalty 3455.298639 = -5182769.641981 nChanged 8 SP:Iteration 36Q (1521.372859 sec): 3 clusters Score: Raw -5186225.217003 + Penalty 3455.298639 = -5182769.918364 nChanged 3 SP:Iteration 37Q (1521.453019 sec): 3 clusters Score: Raw -5186225.305810 + Penalty 3455.298639 = -5182770.007171 nChanged 2 SP:Iteration 38Q (1521.532539 sec): 3 clusters Score: Raw -5186225.383053 + Penalty 3455.298639 = -5182770.084413 nChanged 0 SP:Iteration 39F (1521.617818 sec): 3 clusters Score: Raw -5186225.383053 + Penalty 3455.298639 = -5182770.084413 nChanged 0 Score: Raw -40668518.941337 + Penalty 41368.635847 = -40627150.305491 Splitting cluster 9 changes total score from -40617647.789750 to -40627150.305491 So it's getting split into cluster 12. Trying to split cluster 10 (8652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1525.038598 sec): 2 clusters Score: Raw -1037740.799658 + Penalty 1473.151190 = -1036267.648468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1525.083205 sec): 3 clusters Score: Raw -1032946.191427 + Penalty 2946.302381 = -1029999.889046 nChanged 3690 SP:Iteration 1F (1525.128923 sec): 3 clusters Score: Raw -1034949.493630 + Penalty 2946.302381 = -1032003.191249 nChanged 599 SP:Iteration 2F (1525.167987 sec): 3 clusters Score: Raw -1035310.704349 + Penalty 2946.302381 = -1032364.401968 nChanged 549 SP:Iteration 3F (1525.219985 sec): 3 clusters Score: Raw -1035662.988191 + Penalty 2946.302381 = -1032716.685810 nChanged 541 SP:Iteration 4F (1525.264206 sec): 3 clusters Score: Raw -1036079.933898 + Penalty 2946.302381 = -1033133.631517 nChanged 555 SP:Iteration 5F (1525.309425 sec): 3 clusters Score: Raw -1036507.693187 + Penalty 2946.302381 = -1033561.390806 nChanged 519 SP:Iteration 6F (1525.348368 sec): 3 clusters Score: Raw -1036965.229642 + Penalty 2946.302381 = -1034018.927261 nChanged 464 SP:Iteration 7F (1525.400560 sec): 3 clusters Score: Raw -1037376.064308 + Penalty 2946.302381 = -1034429.761928 nChanged 363 SP:Iteration 8Q (1525.444843 sec): 3 clusters Score: Raw -1037707.348939 + Penalty 2946.302381 = -1034761.046558 nChanged 282 SP:Iteration 9Q (1525.486295 sec): 3 clusters Score: Raw -1037951.880611 + Penalty 2946.302381 = -1035005.578230 nChanged 206 SP:Iteration 10Q (1525.538327 sec): 3 clusters Score: Raw -1038117.858910 + Penalty 2946.302381 = -1035171.556529 nChanged 140 SP:Iteration 11Q (1525.576084 sec): 3 clusters Score: Raw -1038210.992891 + Penalty 2946.302381 = -1035264.690511 nChanged 93 SP:Iteration 12Q (1525.627651 sec): 3 clusters Score: Raw -1038255.918024 + Penalty 2946.302381 = -1035309.615643 nChanged 64 SP:Iteration 13Q (1525.672996 sec): 3 clusters Score: Raw -1038285.622194 + Penalty 2946.302381 = -1035339.319813 nChanged 61 SP:Iteration 14Q (1525.716748 sec): 3 clusters Score: Raw -1038314.997891 + Penalty 2946.302381 = -1035368.695510 nChanged 57 SP:Iteration 15Q (1525.751025 sec): 3 clusters Score: Raw -1038344.070402 + Penalty 2946.302381 = -1035397.768021 nChanged 58 SP:Iteration 16Q (1525.794897 sec): 3 clusters Score: Raw -1038372.683683 + Penalty 2946.302381 = -1035426.381302 nChanged 51 SP:Iteration 17Q (1525.848423 sec): 3 clusters Score: Raw -1038398.574473 + Penalty 2946.302381 = -1035452.272092 nChanged 42 SP:Iteration 18Q (1525.885312 sec): 3 clusters Score: Raw -1038417.725001 + Penalty 2946.302381 = -1035471.422620 nChanged 43 SP:Iteration 19Q (1525.935954 sec): 3 clusters Score: Raw -1038437.283681 + Penalty 2946.302381 = -1035490.981300 nChanged 32 SP:Iteration 20F (1525.972914 sec): 3 clusters Score: Raw -1038447.908558 + Penalty 2946.302381 = -1035501.606178 nChanged 20 SP:Iteration 21Q (1526.024717 sec): 3 clusters Score: Raw -1038457.203174 + Penalty 2946.302381 = -1035510.900793 nChanged 25 SP:Iteration 22Q (1526.069027 sec): 3 clusters Score: Raw -1038466.449290 + Penalty 2946.302381 = -1035520.146910 nChanged 19 SP:Iteration 23Q (1526.112134 sec): 3 clusters Score: Raw -1038474.216464 + Penalty 2946.302381 = -1035527.914083 nChanged 19 SP:Iteration 24Q (1526.155228 sec): 3 clusters Score: Raw -1038482.499374 + Penalty 2946.302381 = -1035536.196993 nChanged 19 SP:Iteration 25Q (1526.191401 sec): 3 clusters Score: Raw -1038492.088982 + Penalty 2946.302381 = -1035545.786601 nChanged 18 SP:Iteration 26Q (1526.242026 sec): 3 clusters Score: Raw -1038498.260571 + Penalty 2946.302381 = -1035551.958191 nChanged 13 SP:Iteration 27Q (1526.278496 sec): 3 clusters Score: Raw -1038503.666794 + Penalty 2946.302381 = -1035557.364413 nChanged 9 SP:Iteration 28Q (1526.323934 sec): 3 clusters Score: Raw -1038507.128166 + Penalty 2946.302381 = -1035560.825785 nChanged 10 SP:Iteration 29Q (1526.385508 sec): 3 clusters Score: Raw -1038510.664102 + Penalty 2946.302381 = -1035564.361721 nChanged 10 SP:Iteration 30Q (1526.428525 sec): 3 clusters Score: Raw -1038514.391905 + Penalty 2946.302381 = -1035568.089524 nChanged 9 SP:Iteration 31Q (1526.484527 sec): 3 clusters Score: Raw -1038516.832000 + Penalty 2946.302381 = -1035570.529619 nChanged 6 SP:Iteration 32Q (1526.529785 sec): 3 clusters Score: Raw -1038518.349692 + Penalty 2946.302381 = -1035572.047311 nChanged 3 SP:Iteration 33Q (1526.593946 sec): 3 clusters Score: Raw -1038520.382003 + Penalty 2946.302381 = -1035574.079622 nChanged 4 SP:Iteration 34Q (1526.639365 sec): 3 clusters Score: Raw -1038521.771160 + Penalty 2946.302381 = -1035575.468780 nChanged 3 SP:Iteration 35Q (1526.703541 sec): 3 clusters Score: Raw -1038522.450226 + Penalty 2946.302381 = -1035576.147846 nChanged 6 SP:Iteration 36Q (1526.758145 sec): 3 clusters Score: Raw -1038525.036758 + Penalty 2946.302381 = -1035578.734377 nChanged 8 SP:Iteration 37Q (1526.798193 sec): 3 clusters Score: Raw -1038526.911896 + Penalty 2946.302381 = -1035580.609515 nChanged 4 SP:Iteration 38Q (1526.849383 sec): 3 clusters Score: Raw -1038528.035362 + Penalty 2946.302381 = -1035581.732981 nChanged 4 SP:Iteration 39Q (1526.896586 sec): 3 clusters Score: Raw -1038528.832069 + Penalty 2946.302381 = -1035582.529688 nChanged 1 SP:Iteration 40F (1526.949224 sec): 3 clusters Score: Raw -1038529.409761 + Penalty 2946.302381 = -1035583.107380 nChanged 0 Trying to split cluster 11 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1526.964982 sec): 2 clusters Score: Raw -24603.684815 + Penalty 864.194499 = -23739.490316 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (100 points): covariance matrix is singular SP:Iteration 0F (1526.998146 sec): 3 clusters Score: Raw -24914.376886 + Penalty 1728.388998 = -23185.987888 nChanged 75 SP:Iteration 1F (1527.017194 sec): 2 clusters Score: Raw 268339367251294.562500 + Penalty 864.194499 = 268339367252158.750000 nChanged 129 SP:Iteration 2F (1527.031555 sec): 2 clusters Score: Raw -24603.684815 + Penalty 864.194499 = -23739.490316 nChanged 0 Trying to split cluster 13 (19730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1527.086669 sec): 2 clusters Score: Raw -2436158.082416 + Penalty 1607.108035 = -2434550.974381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1527.155276 sec): 3 clusters Score: Raw -2424269.057107 + Penalty 3214.216070 = -2421054.841037 nChanged 8918 SP:Iteration 1F (1527.226130 sec): 3 clusters Score: Raw -2429500.606035 + Penalty 3214.216070 = -2426286.389965 nChanged 1235 SP:Iteration 2F (1527.296999 sec): 3 clusters Score: Raw -2430331.964738 + Penalty 3214.216070 = -2427117.748668 nChanged 1303 SP:Iteration 3F (1527.366738 sec): 3 clusters Score: Raw -2431293.922584 + Penalty 3214.216070 = -2428079.706515 nChanged 1414 SP:Iteration 4F (1527.421584 sec): 3 clusters Score: Raw -2432373.252666 + Penalty 3214.216070 = -2429159.036596 nChanged 1464 SP:Iteration 5F (1527.481033 sec): 3 clusters Score: Raw -2433574.615458 + Penalty 3214.216070 = -2430360.399389 nChanged 1388 SP:Iteration 6F (1527.546323 sec): 3 clusters Score: Raw -2434757.224383 + Penalty 3214.216070 = -2431543.008313 nChanged 1245 SP:Iteration 7F (1527.604618 sec): 3 clusters Score: Raw -2435661.461405 + Penalty 3214.216070 = -2432447.245336 nChanged 914 SP:Iteration 8Q (1527.666694 sec): 3 clusters Score: Raw -2436108.564483 + Penalty 3214.216070 = -2432894.348413 nChanged 581 SP:Iteration 9Q (1527.735628 sec): 3 clusters Score: Raw -2436314.391986 + Penalty 3214.216070 = -2433100.175916 nChanged 391 SP:Iteration 10Q (1527.790811 sec): 3 clusters Score: Raw -2436407.898552 + Penalty 3214.216070 = -2433193.682483 nChanged 243 SP:Iteration 11Q (1527.851923 sec): 3 clusters Score: Raw -2436466.257127 + Penalty 3214.216070 = -2433252.041057 nChanged 189 SP:Iteration 12Q (1527.918830 sec): 3 clusters Score: Raw -2436501.337971 + Penalty 3214.216070 = -2433287.121901 nChanged 150 SP:Iteration 13Q (1527.974724 sec): 3 clusters Score: Raw -2436525.664993 + Penalty 3214.216070 = -2433311.448923 nChanged 112 SP:Iteration 14Q (1528.030741 sec): 3 clusters Score: Raw -2436542.239376 + Penalty 3214.216070 = -2433328.023307 nChanged 98 SP:Iteration 15Q (1528.098683 sec): 3 clusters Score: Raw -2436555.150825 + Penalty 3214.216070 = -2433340.934755 nChanged 96 SP:Iteration 16Q (1528.157269 sec): 3 clusters Score: Raw -2436567.322327 + Penalty 3214.216070 = -2433353.106258 nChanged 90 SP:Iteration 17Q (1528.212894 sec): 3 clusters Score: Raw -2436578.249185 + Penalty 3214.216070 = -2433364.033116 nChanged 72 SP:Iteration 18Q (1528.279089 sec): 3 clusters Score: Raw -2436587.362562 + Penalty 3214.216070 = -2433373.146492 nChanged 85 SP:Iteration 19Q (1528.329810 sec): 3 clusters Score: Raw -2436599.242254 + Penalty 3214.216070 = -2433385.026184 nChanged 89 SP:Iteration 20F (1528.389609 sec): 3 clusters Score: Raw -2436609.247963 + Penalty 3214.216070 = -2433395.031894 nChanged 75 SP:Iteration 21Q (1528.453284 sec): 3 clusters Score: Raw -2436617.947951 + Penalty 3214.216070 = -2433403.731881 nChanged 62 SP:Iteration 22Q (1528.507596 sec): 3 clusters Score: Raw -2436623.849331 + Penalty 3214.216070 = -2433409.633262 nChanged 60 SP:Iteration 23Q (1528.575113 sec): 3 clusters Score: Raw -2436630.273488 + Penalty 3214.216070 = -2433416.057418 nChanged 52 SP:Iteration 24Q (1528.626505 sec): 3 clusters Score: Raw -2436634.935469 + Penalty 3214.216070 = -2433420.719400 nChanged 44 SP:Iteration 25Q (1528.697934 sec): 3 clusters Score: Raw -2436638.240510 + Penalty 3214.216070 = -2433424.024440 nChanged 37 SP:Iteration 26Q (1528.759641 sec): 3 clusters Score: Raw -2436641.327489 + Penalty 3214.216070 = -2433427.111419 nChanged 32 SP:Iteration 27Q (1528.822977 sec): 3 clusters Score: Raw -2436643.968270 + Penalty 3214.216070 = -2433429.752201 nChanged 23 SP:Iteration 28Q (1528.875694 sec): 3 clusters Score: Raw -2436645.604998 + Penalty 3214.216070 = -2433431.388929 nChanged 21 SP:Iteration 29Q (1528.935009 sec): 3 clusters Score: Raw -2436646.981754 + Penalty 3214.216070 = -2433432.765685 nChanged 20 SP:Iteration 30Q (1528.993388 sec): 3 clusters Score: Raw -2436648.897262 + Penalty 3214.216070 = -2433434.681192 nChanged 32 SP:Iteration 31Q (1529.054960 sec): 3 clusters Score: Raw -2436651.582287 + Penalty 3214.216070 = -2433437.366217 nChanged 36 SP:Iteration 32Q (1529.121447 sec): 3 clusters Score: Raw -2436654.934802 + Penalty 3214.216070 = -2433440.718733 nChanged 31 SP:Iteration 33Q (1529.177240 sec): 3 clusters Score: Raw -2436657.843904 + Penalty 3214.216070 = -2433443.627834 nChanged 33 SP:Iteration 34Q (1529.233812 sec): 3 clusters Score: Raw -2436660.473584 + Penalty 3214.216070 = -2433446.257514 nChanged 22 SP:Iteration 35Q (1529.294460 sec): 3 clusters Score: Raw -2436662.041304 + Penalty 3214.216070 = -2433447.825234 nChanged 20 SP:Iteration 36Q (1529.361293 sec): 3 clusters Score: Raw -2436663.467355 + Penalty 3214.216070 = -2433449.251286 nChanged 22 SP:Iteration 37Q (1529.416349 sec): 3 clusters Score: Raw -2436664.991876 + Penalty 3214.216070 = -2433450.775807 nChanged 24 SP:Iteration 38Q (1529.474493 sec): 3 clusters Score: Raw -2436667.184292 + Penalty 3214.216070 = -2433452.968222 nChanged 29 SP:Iteration 39Q (1529.541783 sec): 3 clusters Score: Raw -2436670.286040 + Penalty 3214.216070 = -2433456.069970 nChanged 33 SP:Iteration 40F (1529.593903 sec): 3 clusters Score: Raw -2436673.279619 + Penalty 3214.216070 = -2433459.063549 nChanged 24 SP:Iteration 41Q (1529.655535 sec): 3 clusters Score: Raw -2436674.993631 + Penalty 3214.216070 = -2433460.777561 nChanged 32 SP:Iteration 42Q (1529.730371 sec): 3 clusters Score: Raw -2436677.174084 + Penalty 3214.216070 = -2433462.958015 nChanged 27 SP:Iteration 43Q (1529.795237 sec): 3 clusters Score: Raw -2436679.261419 + Penalty 3214.216070 = -2433465.045349 nChanged 30 SP:Iteration 44Q (1529.860247 sec): 3 clusters Score: Raw -2436682.546514 + Penalty 3214.216070 = -2433468.330444 nChanged 42 SP:Iteration 45Q (1529.926040 sec): 3 clusters Score: Raw -2436686.848571 + Penalty 3214.216070 = -2433472.632501 nChanged 32 SP:Iteration 46Q (1529.991690 sec): 3 clusters Score: Raw -2436690.023646 + Penalty 3214.216070 = -2433475.807576 nChanged 32 SP:Iteration 47Q (1530.056822 sec): 3 clusters Score: Raw -2436693.014320 + Penalty 3214.216070 = -2433478.798250 nChanged 26 SP:Iteration 48Q (1530.129517 sec): 3 clusters Score: Raw -2436695.365389 + Penalty 3214.216070 = -2433481.149319 nChanged 30 SP:Iteration 49Q (1530.196564 sec): 3 clusters Score: Raw -2436697.728856 + Penalty 3214.216070 = -2433483.512786 nChanged 28 SP:Iteration 50Q (1530.267953 sec): 3 clusters Score: Raw -2436699.627188 + Penalty 3214.216070 = -2433485.411119 nChanged 27 SP:Iteration 51Q (1530.347834 sec): 3 clusters Score: Raw -2436701.617934 + Penalty 3214.216070 = -2433487.401865 nChanged 25 SP:Iteration 52Q (1530.417510 sec): 3 clusters Score: Raw -2436703.947485 + Penalty 3214.216070 = -2433489.731415 nChanged 33 SP:Iteration 53Q (1530.491440 sec): 3 clusters Score: Raw -2436706.209587 + Penalty 3214.216070 = -2433491.993517 nChanged 32 SP:Iteration 54Q (1530.552102 sec): 3 clusters Score: Raw -2436708.362667 + Penalty 3214.216070 = -2433494.146597 nChanged 22 SP:Iteration 55Q (1530.622021 sec): 3 clusters Score: Raw -2436710.307508 + Penalty 3214.216070 = -2433496.091439 nChanged 32 SP:Iteration 56Q (1530.696807 sec): 3 clusters Score: Raw -2436713.830290 + Penalty 3214.216070 = -2433499.614221 nChanged 43 SP:Iteration 57Q (1530.775147 sec): 3 clusters Score: Raw -2436718.974810 + Penalty 3214.216070 = -2433504.758741 nChanged 56 SP:Iteration 58Q (1530.834299 sec): 3 clusters Score: Raw -2436724.631154 + Penalty 3214.216070 = -2433510.415084 nChanged 48 SP:Iteration 59Q (1530.913958 sec): 3 clusters Score: Raw -2436729.656495 + Penalty 3214.216070 = -2433515.440425 nChanged 51 SP:Iteration 60F (1530.984396 sec): 3 clusters Score: Raw -2436736.998850 + Penalty 3214.216070 = -2433522.782780 nChanged 61 SP:Iteration 61Q (1531.056239 sec): 3 clusters Score: Raw -2436745.163651 + Penalty 3214.216070 = -2433530.947581 nChanged 50 SP:Iteration 62Q (1531.126530 sec): 3 clusters Score: Raw -2436749.862189 + Penalty 3214.216070 = -2433535.646119 nChanged 39 SP:Iteration 63Q (1531.195954 sec): 3 clusters Score: Raw -2436753.267576 + Penalty 3214.216070 = -2433539.051506 nChanged 48 SP:Iteration 64Q (1531.267369 sec): 3 clusters Score: Raw -2436757.631535 + Penalty 3214.216070 = -2433543.415466 nChanged 52 SP:Iteration 65Q (1531.331150 sec): 3 clusters Score: Raw -2436761.785116 + Penalty 3214.216070 = -2433547.569047 nChanged 45 SP:Iteration 66Q (1531.404650 sec): 3 clusters Score: Raw -2436765.914535 + Penalty 3214.216070 = -2433551.698466 nChanged 52 SP:Iteration 67Q (1531.475993 sec): 3 clusters Score: Raw -2436770.974480 + Penalty 3214.216070 = -2433556.758410 nChanged 68 SP:Iteration 68Q (1531.545606 sec): 3 clusters Score: Raw -2436778.428922 + Penalty 3214.216070 = -2433564.212852 nChanged 71 SP:Iteration 69Q (1531.608765 sec): 3 clusters Score: Raw -2436787.012643 + Penalty 3214.216070 = -2433572.796574 nChanged 66 SP:Iteration 70Q (1531.672063 sec): 3 clusters Score: Raw -2436795.966747 + Penalty 3214.216070 = -2433581.750677 nChanged 68 SP:Iteration 71Q (1531.734999 sec): 3 clusters Score: Raw -2436804.295878 + Penalty 3214.216070 = -2433590.079808 nChanged 60 SP:Iteration 72Q (1531.795119 sec): 3 clusters Score: Raw -2436810.359088 + Penalty 3214.216070 = -2433596.143018 nChanged 61 SP:Iteration 73Q (1531.849522 sec): 3 clusters Score: Raw -2436816.658428 + Penalty 3214.216070 = -2433602.442359 nChanged 58 SP:Iteration 74Q (1531.918549 sec): 3 clusters Score: Raw -2436822.703563 + Penalty 3214.216070 = -2433608.487493 nChanged 57 SP:Iteration 75Q (1531.988505 sec): 3 clusters Score: Raw -2436828.024211 + Penalty 3214.216070 = -2433613.808141 nChanged 54 SP:Iteration 76Q (1532.052505 sec): 3 clusters Score: Raw -2436833.853701 + Penalty 3214.216070 = -2433619.637631 nChanged 53 SP:Iteration 77Q (1532.117606 sec): 3 clusters Score: Raw -2436838.930873 + Penalty 3214.216070 = -2433624.714803 nChanged 44 SP:Iteration 78Q (1532.180414 sec): 3 clusters Score: Raw -2436842.637043 + Penalty 3214.216070 = -2433628.420973 nChanged 47 SP:Iteration 79Q (1532.248309 sec): 3 clusters Score: Raw -2436847.188577 + Penalty 3214.216070 = -2433632.972507 nChanged 55 SP:Iteration 80F (1532.308153 sec): 3 clusters Score: Raw -2436853.104828 + Penalty 3214.216070 = -2433638.888759 nChanged 60 SP:Iteration 81Q (1532.374084 sec): 3 clusters Score: Raw -2436859.200060 + Penalty 3214.216070 = -2433644.983991 nChanged 54 SP:Iteration 82Q (1532.436171 sec): 3 clusters Score: Raw -2436865.122484 + Penalty 3214.216070 = -2433650.906414 nChanged 47 SP:Iteration 83Q (1532.502069 sec): 3 clusters Score: Raw -2436870.710454 + Penalty 3214.216070 = -2433656.494385 nChanged 49 SP:Iteration 84Q (1532.565844 sec): 3 clusters Score: Raw -2436876.919082 + Penalty 3214.216070 = -2433662.703013 nChanged 43 SP:Iteration 85Q (1532.631523 sec): 3 clusters Score: Raw -2436881.687136 + Penalty 3214.216070 = -2433667.471066 nChanged 52 SP:Iteration 86Q (1532.694763 sec): 3 clusters Score: Raw -2436887.762693 + Penalty 3214.216070 = -2433673.546624 nChanged 49 SP:Iteration 87Q (1532.761559 sec): 3 clusters Score: Raw -2436892.317148 + Penalty 3214.216070 = -2433678.101078 nChanged 39 SP:Iteration 88Q (1532.826109 sec): 3 clusters Score: Raw -2436895.618865 + Penalty 3214.216070 = -2433681.402796 nChanged 36 SP:Iteration 89Q (1532.893423 sec): 3 clusters Score: Raw -2436898.734259 + Penalty 3214.216070 = -2433684.518189 nChanged 30 SP:Iteration 90Q (1532.955837 sec): 3 clusters Score: Raw -2436901.054172 + Penalty 3214.216070 = -2433686.838102 nChanged 37 SP:Iteration 91Q (1533.022154 sec): 3 clusters Score: Raw -2436904.448487 + Penalty 3214.216070 = -2433690.232418 nChanged 36 SP:Iteration 92Q (1533.085548 sec): 3 clusters Score: Raw -2436907.669768 + Penalty 3214.216070 = -2433693.453698 nChanged 37 SP:Iteration 93Q (1533.149577 sec): 3 clusters Score: Raw -2436910.939449 + Penalty 3214.216070 = -2433696.723379 nChanged 40 SP:Iteration 94Q (1533.213426 sec): 3 clusters Score: Raw -2436915.008395 + Penalty 3214.216070 = -2433700.792325 nChanged 40 SP:Iteration 95Q (1533.279806 sec): 3 clusters Score: Raw -2436918.528666 + Penalty 3214.216070 = -2433704.312596 nChanged 36 SP:Iteration 96Q (1533.342353 sec): 3 clusters Score: Raw -2436922.565246 + Penalty 3214.216070 = -2433708.349176 nChanged 39 SP:Iteration 97Q (1533.409938 sec): 3 clusters Score: Raw -2436926.327613 + Penalty 3214.216070 = -2433712.111543 nChanged 37 SP:Iteration 98Q (1533.473723 sec): 3 clusters Score: Raw -2436929.641635 + Penalty 3214.216070 = -2433715.425566 nChanged 32 SP:Iteration 99Q (1533.538158 sec): 3 clusters Score: Raw -2436932.356042 + Penalty 3214.216070 = -2433718.139972 nChanged 33 SP:Iteration 100F (1533.601882 sec): 3 clusters Score: Raw -2436935.823461 + Penalty 3214.216070 = -2433721.607392 nChanged 30 SP:Iteration 101Q (1533.667624 sec): 3 clusters Score: Raw -2436939.233234 + Penalty 3214.216070 = -2433725.017165 nChanged 31 SP:Iteration 102Q (1533.731381 sec): 3 clusters Score: Raw -2436942.630305 + Penalty 3214.216070 = -2433728.414235 nChanged 33 SP:Iteration 103Q (1533.796281 sec): 3 clusters Score: Raw -2436945.685582 + Penalty 3214.216070 = -2433731.469513 nChanged 29 SP:Iteration 104Q (1533.859868 sec): 3 clusters Score: Raw -2436948.349131 + Penalty 3214.216070 = -2433734.133061 nChanged 41 SP:Iteration 105Q (1533.926944 sec): 3 clusters Score: Raw -2436952.287315 + Penalty 3214.216070 = -2433738.071245 nChanged 35 SP:Iteration 106Q (1533.989655 sec): 3 clusters Score: Raw -2436957.086375 + Penalty 3214.216070 = -2433742.870305 nChanged 42 SP:Iteration 107Q (1534.056291 sec): 3 clusters Score: Raw -2436963.188138 + Penalty 3214.216070 = -2433748.972069 nChanged 43 SP:Iteration 108Q (1534.118415 sec): 3 clusters Score: Raw -2436968.812301 + Penalty 3214.216070 = -2433754.596232 nChanged 42 SP:Iteration 109Q (1534.184736 sec): 3 clusters Score: Raw -2436974.015200 + Penalty 3214.216070 = -2433759.799131 nChanged 45 SP:Iteration 110Q (1534.245257 sec): 3 clusters Score: Raw -2436979.504303 + Penalty 3214.216070 = -2433765.288233 nChanged 40 SP:Iteration 111Q (1534.310759 sec): 3 clusters Score: Raw -2436983.417135 + Penalty 3214.216070 = -2433769.201066 nChanged 40 SP:Iteration 112Q (1534.373600 sec): 3 clusters Score: Raw -2436987.913552 + Penalty 3214.216070 = -2433773.697482 nChanged 46 SP:Iteration 113Q (1534.438812 sec): 3 clusters Score: Raw -2436993.569148 + Penalty 3214.216070 = -2433779.353078 nChanged 40 SP:Iteration 114Q (1534.508916 sec): 3 clusters Score: Raw -2436998.048139 + Penalty 3214.216070 = -2433783.832070 nChanged 35 SP:Iteration 115Q (1534.582571 sec): 3 clusters Score: Raw -2437001.901488 + Penalty 3214.216070 = -2433787.685419 nChanged 40 SP:Iteration 116Q (1534.652397 sec): 3 clusters Score: Raw -2437006.567985 + Penalty 3214.216070 = -2433792.351915 nChanged 42 SP:Iteration 117Q (1534.720597 sec): 3 clusters Score: Raw -2437011.435098 + Penalty 3214.216070 = -2433797.219028 nChanged 47 SP:Iteration 118Q (1534.789627 sec): 3 clusters Score: Raw -2437018.359524 + Penalty 3214.216070 = -2433804.143455 nChanged 55 SP:Iteration 119Q (1534.860856 sec): 3 clusters Score: Raw -2437026.780071 + Penalty 3214.216070 = -2433812.564001 nChanged 72 SP:Iteration 120F (1534.930028 sec): 3 clusters Score: Raw -2437037.866686 + Penalty 3214.216070 = -2433823.650616 nChanged 73 SP:Iteration 121Q (1534.996407 sec): 3 clusters Score: Raw -2437049.431882 + Penalty 3214.216070 = -2433835.215812 nChanged 75 SP:Iteration 122Q (1535.068326 sec): 3 clusters Score: Raw -2437062.769653 + Penalty 3214.216070 = -2433848.553583 nChanged 79 SP:Iteration 123Q (1535.137962 sec): 3 clusters Score: Raw -2437076.589708 + Penalty 3214.216070 = -2433862.373638 nChanged 76 SP:Iteration 124Q (1535.201910 sec): 3 clusters Score: Raw -2437086.947232 + Penalty 3214.216070 = -2433872.731163 nChanged 52 SP:Iteration 125Q (1535.269765 sec): 3 clusters Score: Raw -2437093.784990 + Penalty 3214.216070 = -2433879.568920 nChanged 52 SP:Iteration 126Q (1535.346191 sec): 3 clusters Score: Raw -2437100.334584 + Penalty 3214.216070 = -2433886.118515 nChanged 49 SP:Iteration 127Q (1535.406657 sec): 3 clusters Score: Raw -2437106.103076 + Penalty 3214.216070 = -2433891.887006 nChanged 40 SP:Iteration 128Q (1535.470727 sec): 3 clusters Score: Raw -2437111.458035 + Penalty 3214.216070 = -2433897.241965 nChanged 42 SP:Iteration 129Q (1535.534363 sec): 3 clusters Score: Raw -2437116.767516 + Penalty 3214.216070 = -2433902.551446 nChanged 45 SP:Iteration 130Q (1535.597969 sec): 3 clusters Score: Raw -2437123.632827 + Penalty 3214.216070 = -2433909.416757 nChanged 48 SP:Iteration 131Q (1535.664751 sec): 3 clusters Score: Raw -2437128.955414 + Penalty 3214.216070 = -2433914.739344 nChanged 40 SP:Iteration 132Q (1535.728352 sec): 3 clusters Score: Raw -2437134.196344 + Penalty 3214.216070 = -2433919.980274 nChanged 47 SP:Iteration 133Q (1535.809264 sec): 3 clusters Score: Raw -2437141.378637 + Penalty 3214.216070 = -2433927.162567 nChanged 65 SP:Iteration 134Q (1535.873159 sec): 3 clusters Score: Raw -2437151.784736 + Penalty 3214.216070 = -2433937.568666 nChanged 70 SP:Iteration 135Q (1535.943375 sec): 3 clusters Score: Raw -2437162.469735 + Penalty 3214.216070 = -2433948.253666 nChanged 58 SP:Iteration 136Q (1536.005140 sec): 3 clusters Score: Raw -2437171.671002 + Penalty 3214.216070 = -2433957.454932 nChanged 56 SP:Iteration 137Q (1536.069193 sec): 3 clusters Score: Raw -2437180.586256 + Penalty 3214.216070 = -2433966.370187 nChanged 58 SP:Iteration 138Q (1536.131707 sec): 3 clusters Score: Raw -2437190.502341 + Penalty 3214.216070 = -2433976.286271 nChanged 62 SP:Iteration 139Q (1536.191984 sec): 3 clusters Score: Raw -2437200.022221 + Penalty 3214.216070 = -2433985.806152 nChanged 58 SP:Iteration 140F (1536.243431 sec): 3 clusters Score: Raw -2437209.265951 + Penalty 3214.216070 = -2433995.049881 nChanged 59 SP:Iteration 141Q (1536.307965 sec): 3 clusters Score: Raw -2437219.192937 + Penalty 3214.216070 = -2434004.976867 nChanged 70 SP:Iteration 142Q (1536.361558 sec): 3 clusters Score: Raw -2437231.160370 + Penalty 3214.216070 = -2434016.944301 nChanged 69 SP:Iteration 143Q (1536.416861 sec): 3 clusters Score: Raw -2437244.209355 + Penalty 3214.216070 = -2434029.993285 nChanged 73 SP:Iteration 144Q (1536.486652 sec): 3 clusters Score: Raw -2437258.796469 + Penalty 3214.216070 = -2434044.580400 nChanged 74 SP:Iteration 145Q (1536.553416 sec): 3 clusters Score: Raw -2437273.527712 + Penalty 3214.216070 = -2434059.311642 nChanged 80 SP:Iteration 146Q (1536.618608 sec): 3 clusters Score: Raw -2437289.142388 + Penalty 3214.216070 = -2434074.926318 nChanged 77 SP:Iteration 147Q (1536.689417 sec): 3 clusters Score: Raw -2437304.689241 + Penalty 3214.216070 = -2434090.473172 nChanged 77 SP:Iteration 148Q (1536.756966 sec): 3 clusters Score: Raw -2437322.150941 + Penalty 3214.216070 = -2434107.934871 nChanged 97 SP:Iteration 149Q (1536.820254 sec): 3 clusters Score: Raw -2437344.560201 + Penalty 3214.216070 = -2434130.344132 nChanged 87 SP:Iteration 150Q (1536.890029 sec): 3 clusters Score: Raw -2437363.262116 + Penalty 3214.216070 = -2434149.046046 nChanged 71 SP:Iteration 151Q (1536.947527 sec): 3 clusters Score: Raw -2437378.564991 + Penalty 3214.216070 = -2434164.348922 nChanged 72 SP:Iteration 152Q (1536.995240 sec): 3 clusters Score: Raw -2437396.375215 + Penalty 3214.216070 = -2434182.159145 nChanged 87 SP:Iteration 153Q (1537.059771 sec): 3 clusters Score: Raw -2437417.592487 + Penalty 3214.216070 = -2434203.376417 nChanged 78 SP:Iteration 154Q (1537.127308 sec): 3 clusters Score: Raw -2437437.116419 + Penalty 3214.216070 = -2434222.900350 nChanged 75 SP:Iteration 155Q (1537.178468 sec): 3 clusters Score: Raw -2437457.131139 + Penalty 3214.216070 = -2434242.915070 nChanged 74 SP:Iteration 156Q (1537.231768 sec): 3 clusters Score: Raw -2437477.954603 + Penalty 3214.216070 = -2434263.738533 nChanged 73 SP:Iteration 157Q (1537.295479 sec): 3 clusters Score: Raw -2437497.705306 + Penalty 3214.216070 = -2434283.489236 nChanged 71 SP:Iteration 158Q (1537.349126 sec): 3 clusters Score: Raw -2437516.244777 + Penalty 3214.216070 = -2434302.028707 nChanged 64 SP:Iteration 159Q (1537.396939 sec): 3 clusters Score: Raw -2437531.981247 + Penalty 3214.216070 = -2434317.765177 nChanged 61 SP:Iteration 160F (1537.458390 sec): 3 clusters Score: Raw -2437547.389071 + Penalty 3214.216070 = -2434333.173001 nChanged 46 SP:Iteration 161Q (1537.511296 sec): 3 clusters Score: Raw -2437558.709327 + Penalty 3214.216070 = -2434344.493257 nChanged 55 SP:Iteration 162Q (1537.572567 sec): 3 clusters Score: Raw -2437575.058907 + Penalty 3214.216070 = -2434360.842837 nChanged 49 SP:Iteration 163Q (1537.634494 sec): 3 clusters Score: Raw -2437586.146719 + Penalty 3214.216070 = -2434371.930650 nChanged 38 SP:Iteration 164Q (1537.698198 sec): 3 clusters Score: Raw -2437594.493299 + Penalty 3214.216070 = -2434380.277229 nChanged 34 SP:Iteration 165Q (1537.743510 sec): 3 clusters Score: Raw -2437601.181101 + Penalty 3214.216070 = -2434386.965031 nChanged 30 SP:Iteration 166Q (1537.804113 sec): 3 clusters Score: Raw -2437607.418253 + Penalty 3214.216070 = -2434393.202184 nChanged 26 SP:Iteration 167Q (1537.866711 sec): 3 clusters Score: Raw -2437612.996185 + Penalty 3214.216070 = -2434398.780115 nChanged 37 SP:Iteration 168Q (1537.933951 sec): 3 clusters Score: Raw -2437621.289496 + Penalty 3214.216070 = -2434407.073426 nChanged 36 SP:Iteration 169Q (1537.996361 sec): 3 clusters Score: Raw -2437628.562000 + Penalty 3214.216070 = -2434414.345930 nChanged 31 SP:Iteration 170Q (1538.050222 sec): 3 clusters Score: Raw -2437636.675910 + Penalty 3214.216070 = -2434422.459840 nChanged 28 SP:Iteration 171Q (1538.101140 sec): 3 clusters Score: Raw -2437646.073257 + Penalty 3214.216070 = -2434431.857187 nChanged 32 SP:Iteration 172Q (1538.156869 sec): 3 clusters Score: Raw -2437655.828305 + Penalty 3214.216070 = -2434441.612236 nChanged 25 SP:Iteration 173Q (1538.224501 sec): 3 clusters Score: Raw -2437662.272591 + Penalty 3214.216070 = -2434448.056521 nChanged 30 SP:Iteration 174Q (1538.290537 sec): 3 clusters Score: Raw -2437668.076523 + Penalty 3214.216070 = -2434453.860453 nChanged 16 SP:Iteration 175Q (1538.340844 sec): 3 clusters Score: Raw -2437671.952446 + Penalty 3214.216070 = -2434457.736377 nChanged 17 SP:Iteration 176Q (1538.403097 sec): 3 clusters Score: Raw -2437674.402947 + Penalty 3214.216070 = -2434460.186877 nChanged 12 SP:Iteration 177Q (1538.456657 sec): 3 clusters Score: Raw -2437676.173856 + Penalty 3214.216070 = -2434461.957786 nChanged 8 SP:Iteration 178Q (1538.520541 sec): 3 clusters Score: Raw -2437677.362546 + Penalty 3214.216070 = -2434463.146476 nChanged 6 SP:Iteration 179Q (1538.583522 sec): 3 clusters Score: Raw -2437678.048783 + Penalty 3214.216070 = -2434463.832713 nChanged 6 SP:Iteration 180F (1538.639401 sec): 3 clusters Score: Raw -2437679.128994 + Penalty 3214.216070 = -2434464.912925 nChanged 14 SP:Iteration 181Q (1538.699332 sec): 3 clusters Score: Raw -2437682.836947 + Penalty 3214.216070 = -2434468.620877 nChanged 15 SP:Iteration 182Q (1538.753218 sec): 3 clusters Score: Raw -2437687.515483 + Penalty 3214.216070 = -2434473.299413 nChanged 14 SP:Iteration 183Q (1538.818223 sec): 3 clusters Score: Raw -2437691.108785 + Penalty 3214.216070 = -2434476.892715 nChanged 20 SP:Iteration 184Q (1538.881330 sec): 3 clusters Score: Raw -2437696.454253 + Penalty 3214.216070 = -2434482.238184 nChanged 22 SP:Iteration 185Q (1538.934137 sec): 3 clusters Score: Raw -2437701.453344 + Penalty 3214.216070 = -2434487.237275 nChanged 16 SP:Iteration 186Q (1538.999722 sec): 3 clusters Score: Raw -2437704.863659 + Penalty 3214.216070 = -2434490.647589 nChanged 11 SP:Iteration 187Q (1539.056871 sec): 3 clusters Score: Raw -2437706.207589 + Penalty 3214.216070 = -2434491.991519 nChanged 11 SP:Iteration 188Q (1539.108730 sec): 3 clusters Score: Raw -2437708.610232 + Penalty 3214.216070 = -2434494.394162 nChanged 8 SP:Iteration 189Q (1539.177759 sec): 3 clusters Score: Raw -2437710.501464 + Penalty 3214.216070 = -2434496.285394 nChanged 6 SP:Iteration 190Q (1539.239034 sec): 3 clusters Score: Raw -2437711.642760 + Penalty 3214.216070 = -2434497.426690 nChanged 9 SP:Iteration 191Q (1539.296563 sec): 3 clusters Score: Raw -2437712.821327 + Penalty 3214.216070 = -2434498.605258 nChanged 7 SP:Iteration 192Q (1539.345580 sec): 3 clusters Score: Raw -2437713.742171 + Penalty 3214.216070 = -2434499.526102 nChanged 7 SP:Iteration 193Q (1539.411942 sec): 3 clusters Score: Raw -2437714.493893 + Penalty 3214.216070 = -2434500.277823 nChanged 6 SP:Iteration 194Q (1539.472565 sec): 3 clusters Score: Raw -2437715.482416 + Penalty 3214.216070 = -2434501.266346 nChanged 3 SP:Iteration 195Q (1539.540715 sec): 3 clusters Score: Raw -2437715.691287 + Penalty 3214.216070 = -2434501.475217 nChanged 4 SP:Iteration 196Q (1539.606888 sec): 3 clusters Score: Raw -2437716.436921 + Penalty 3214.216070 = -2434502.220852 nChanged 6 SP:Iteration 197Q (1539.655872 sec): 3 clusters Score: Raw -2437717.735604 + Penalty 3214.216070 = -2434503.519534 nChanged 10 SP:Iteration 198Q (1539.721007 sec): 3 clusters Score: Raw -2437719.205704 + Penalty 3214.216070 = -2434504.989635 nChanged 13 SP:Iteration 199Q (1539.782990 sec): 3 clusters Score: Raw -2437721.288490 + Penalty 3214.216070 = -2434507.072420 nChanged 9 SP:Iteration 200F (1539.838087 sec): 3 clusters Score: Raw -2437723.259972 + Penalty 3214.216070 = -2434509.043902 nChanged 8 SP:Iteration 201Q (1539.902729 sec): 3 clusters Score: Raw -2437724.755775 + Penalty 3214.216070 = -2434510.539705 nChanged 9 SP:Iteration 202Q (1539.955567 sec): 3 clusters Score: Raw -2437726.255356 + Penalty 3214.216070 = -2434512.039286 nChanged 8 SP:Iteration 203Q (1540.006501 sec): 3 clusters Score: Raw -2437727.906751 + Penalty 3214.216070 = -2434513.690681 nChanged 7 SP:Iteration 204Q (1540.073615 sec): 3 clusters Score: Raw -2437729.028174 + Penalty 3214.216070 = -2434514.812105 nChanged 11 SP:Iteration 205Q (1540.137935 sec): 3 clusters Score: Raw -2437730.622089 + Penalty 3214.216070 = -2434516.406019 nChanged 11 SP:Iteration 206Q (1540.194361 sec): 3 clusters Score: Raw -2437732.294966 + Penalty 3214.216070 = -2434518.078896 nChanged 8 SP:Iteration 207Q (1540.245538 sec): 3 clusters Score: Raw -2437733.664901 + Penalty 3214.216070 = -2434519.448831 nChanged 6 SP:Iteration 208Q (1540.296337 sec): 3 clusters Score: Raw -2437734.639683 + Penalty 3214.216070 = -2434520.423614 nChanged 6 SP:Iteration 209Q (1540.364223 sec): 3 clusters Score: Raw -2437735.186489 + Penalty 3214.216070 = -2434520.970419 nChanged 1 SP:Iteration 210Q (1540.423631 sec): 3 clusters Score: Raw -2437735.255699 + Penalty 3214.216070 = -2434521.039630 nChanged 1 SP:Iteration 211Q (1540.476865 sec): 3 clusters Score: Raw -2437735.333549 + Penalty 3214.216070 = -2434521.117479 nChanged 0 SP:Iteration 212F (1540.535220 sec): 3 clusters Score: Raw -2437735.333549 + Penalty 3214.216070 = -2434521.117479 nChanged 0 Trying to split cluster 14 (96893 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1540.655220 sec): 2 clusters Score: Raw -12111344.481595 + Penalty 1865.721415 = -12109478.760180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1540.816972 sec): 3 clusters Score: Raw -12048787.864860 + Penalty 3731.442831 = -12045056.422030 nChanged 46330 SP:Iteration 1F (1540.975399 sec): 3 clusters Score: Raw -12098846.062631 + Penalty 3731.442831 = -12095114.619801 nChanged 12086 SP:Iteration 2F (1541.123381 sec): 3 clusters Score: Raw -12114093.112920 + Penalty 3731.442831 = -12110361.670090 nChanged 11765 SP:Iteration 3F (1541.284090 sec): 3 clusters Score: Raw -12135682.975840 + Penalty 3731.442831 = -12131951.533010 nChanged 11244 SP:Iteration 4F (1541.440155 sec): 3 clusters Score: Raw -12163230.795156 + Penalty 3731.442831 = -12159499.352325 nChanged 8636 SP:Iteration 5F (1541.601112 sec): 3 clusters Score: Raw -12199400.272802 + Penalty 3731.442831 = -12195668.829972 nChanged 5354 SP:Iteration 6F (1541.750886 sec): 3 clusters Score: Raw -12277297.521280 + Penalty 3731.442831 = -12273566.078450 nChanged 1328 Unmasked E-step: Deleting class 2 (6102 points): covariance matrix is singular SP:Iteration 7Q (1541.852280 sec): 3 clusters Score: Raw -12278695.721213 + Penalty 3731.442831 = -12274964.278382 nChanged 2 SP:Iteration 8Q (1541.943487 sec): 2 clusters Score: Raw -12064644.757015 + Penalty 1865.721415 = -12062779.035600 nChanged 6100 SP:Iteration 9F (1542.041595 sec): 2 clusters Score: Raw -12111344.481595 + Penalty 1865.721415 = -12109478.760180 nChanged 0 Trying to split cluster 15 (27601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1542.089681 sec): 2 clusters Score: Raw -3462291.109078 + Penalty 1661.661183 = -3460629.447895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1542.162303 sec): 3 clusters Score: Raw -3445276.098741 + Penalty 3323.322367 = -3441952.776374 nChanged 12756 SP:Iteration 1F (1542.243715 sec): 3 clusters Score: Raw -3452574.436504 + Penalty 3323.322367 = -3449251.114137 nChanged 1471 SP:Iteration 2F (1542.305485 sec): 3 clusters Score: Raw -3453221.173600 + Penalty 3323.322367 = -3449897.851233 nChanged 1550 SP:Iteration 3F (1542.373854 sec): 3 clusters Score: Raw -3454089.358103 + Penalty 3323.322367 = -3450766.035736 nChanged 1674 SP:Iteration 4F (1542.456275 sec): 3 clusters Score: Raw -3455190.957442 + Penalty 3323.322367 = -3451867.635075 nChanged 1792 SP:Iteration 5F (1542.525324 sec): 3 clusters Score: Raw -3456517.410054 + Penalty 3323.322367 = -3453194.087687 nChanged 1857 SP:Iteration 6F (1542.606673 sec): 3 clusters Score: Raw -3457928.004864 + Penalty 3323.322367 = -3454604.682497 nChanged 1743 SP:Iteration 7F (1542.681764 sec): 3 clusters Score: Raw -3459081.800615 + Penalty 3323.322367 = -3455758.478248 nChanged 1355 SP:Iteration 8Q (1542.762117 sec): 3 clusters Score: Raw -3459761.234296 + Penalty 3323.322367 = -3456437.911929 nChanged 940 SP:Iteration 9Q (1542.848830 sec): 3 clusters Score: Raw -3460135.949224 + Penalty 3323.322367 = -3456812.626857 nChanged 659 SP:Iteration 10Q (1542.912318 sec): 3 clusters Score: Raw -3460345.696119 + Penalty 3323.322367 = -3457022.373752 nChanged 524 SP:Iteration 11Q (1542.995180 sec): 3 clusters Score: Raw -3460494.764415 + Penalty 3323.322367 = -3457171.442048 nChanged 422 SP:Iteration 12Q (1543.069637 sec): 3 clusters Score: Raw -3460609.927810 + Penalty 3323.322367 = -3457286.605443 nChanged 392 SP:Iteration 13Q (1543.146773 sec): 3 clusters Score: Raw -3460731.495964 + Penalty 3323.322367 = -3457408.173598 nChanged 366 SP:Iteration 14Q (1543.216771 sec): 3 clusters Score: Raw -3460844.871030 + Penalty 3323.322367 = -3457521.548663 nChanged 331 SP:Iteration 15Q (1543.285227 sec): 3 clusters Score: Raw -3460944.971748 + Penalty 3323.322367 = -3457621.649381 nChanged 333 SP:Iteration 16Q (1543.366459 sec): 3 clusters Score: Raw -3461037.286060 + Penalty 3323.322367 = -3457713.963693 nChanged 325 SP:Iteration 17Q (1543.432258 sec): 3 clusters Score: Raw -3461118.722843 + Penalty 3323.322367 = -3457795.400476 nChanged 302 SP:Iteration 18Q (1543.502038 sec): 3 clusters Score: Raw -3461198.137347 + Penalty 3323.322367 = -3457874.814980 nChanged 311 SP:Iteration 19Q (1543.575050 sec): 3 clusters Score: Raw -3461297.194778 + Penalty 3323.322367 = -3457973.872411 nChanged 307 SP:Iteration 20F (1543.650598 sec): 3 clusters Score: Raw -3461414.029908 + Penalty 3323.322367 = -3458090.707541 nChanged 324 SP:Iteration 21Q (1543.722683 sec): 3 clusters Score: Raw -3461521.520185 + Penalty 3323.322367 = -3458198.197818 nChanged 298 SP:Iteration 22Q (1543.793762 sec): 3 clusters Score: Raw -3461607.656938 + Penalty 3323.322367 = -3458284.334571 nChanged 271 SP:Iteration 23Q (1543.861516 sec): 3 clusters Score: Raw -3461687.182961 + Penalty 3323.322367 = -3458363.860594 nChanged 277 SP:Iteration 24Q (1543.929554 sec): 3 clusters Score: Raw -3461780.306637 + Penalty 3323.322367 = -3458456.984270 nChanged 280 SP:Iteration 25Q (1544.007514 sec): 3 clusters Score: Raw -3461865.651814 + Penalty 3323.322367 = -3458542.329447 nChanged 265 SP:Iteration 26Q (1544.077706 sec): 3 clusters Score: Raw -3461950.929221 + Penalty 3323.322367 = -3458627.606854 nChanged 264 SP:Iteration 27Q (1544.137644 sec): 3 clusters Score: Raw -3462051.689951 + Penalty 3323.322367 = -3458728.367584 nChanged 267 SP:Iteration 28Q (1544.210861 sec): 3 clusters Score: Raw -3462148.528671 + Penalty 3323.322367 = -3458825.206304 nChanged 261 SP:Iteration 29Q (1544.277186 sec): 3 clusters Score: Raw -3462239.519570 + Penalty 3323.322367 = -3458916.197203 nChanged 250 SP:Iteration 30Q (1544.348907 sec): 3 clusters Score: Raw -3462328.874118 + Penalty 3323.322367 = -3459005.551751 nChanged 237 SP:Iteration 31Q (1544.421347 sec): 3 clusters Score: Raw -3462405.320294 + Penalty 3323.322367 = -3459081.997927 nChanged 218 SP:Iteration 32Q (1544.486503 sec): 3 clusters Score: Raw -3462482.593158 + Penalty 3323.322367 = -3459159.270791 nChanged 221 SP:Iteration 33Q (1544.557528 sec): 3 clusters Score: Raw -3462557.334310 + Penalty 3323.322367 = -3459234.011943 nChanged 204 SP:Iteration 34Q (1544.631668 sec): 3 clusters Score: Raw -3462616.866291 + Penalty 3323.322367 = -3459293.543924 nChanged 203 SP:Iteration 35Q (1544.709467 sec): 3 clusters Score: Raw -3462671.071639 + Penalty 3323.322367 = -3459347.749272 nChanged 206 SP:Iteration 36Q (1544.776343 sec): 3 clusters Score: Raw -3462718.516998 + Penalty 3323.322367 = -3459395.194631 nChanged 170 SP:Iteration 37Q (1544.858701 sec): 3 clusters Score: Raw -3462756.267636 + Penalty 3323.322367 = -3459432.945269 nChanged 148 SP:Iteration 38Q (1544.928402 sec): 3 clusters Score: Raw -3462787.493323 + Penalty 3323.322367 = -3459464.170956 nChanged 141 SP:Iteration 39Q (1544.997144 sec): 3 clusters Score: Raw -3462814.610363 + Penalty 3323.322367 = -3459491.287996 nChanged 135 SP:Iteration 40F (1545.068341 sec): 3 clusters Score: Raw -3462842.150725 + Penalty 3323.322367 = -3459518.828358 nChanged 156 SP:Iteration 41Q (1545.139191 sec): 3 clusters Score: Raw -3462878.574407 + Penalty 3323.322367 = -3459555.252040 nChanged 168 SP:Iteration 42Q (1545.220352 sec): 3 clusters Score: Raw -3462915.870929 + Penalty 3323.322367 = -3459592.548562 nChanged 167 SP:Iteration 43Q (1545.288995 sec): 3 clusters Score: Raw -3462954.478964 + Penalty 3323.322367 = -3459631.156597 nChanged 168 SP:Iteration 44Q (1545.362319 sec): 3 clusters Score: Raw -3462995.844160 + Penalty 3323.322367 = -3459672.521793 nChanged 140 SP:Iteration 45Q (1545.442250 sec): 3 clusters Score: Raw -3463025.393286 + Penalty 3323.322367 = -3459702.070919 nChanged 141 SP:Iteration 46Q (1545.520983 sec): 3 clusters Score: Raw -3463056.889310 + Penalty 3323.322367 = -3459733.566943 nChanged 123 SP:Iteration 47Q (1545.598788 sec): 3 clusters Score: Raw -3463080.170855 + Penalty 3323.322367 = -3459756.848488 nChanged 114 SP:Iteration 48Q (1545.676230 sec): 3 clusters Score: Raw -3463103.311519 + Penalty 3323.322367 = -3459779.989152 nChanged 104 SP:Iteration 49Q (1545.755334 sec): 3 clusters Score: Raw -3463122.451299 + Penalty 3323.322367 = -3459799.128932 nChanged 90 SP:Iteration 50Q (1545.825794 sec): 3 clusters Score: Raw -3463137.915917 + Penalty 3323.322367 = -3459814.593550 nChanged 83 SP:Iteration 51Q (1545.900565 sec): 3 clusters Score: Raw -3463153.102945 + Penalty 3323.322367 = -3459829.780578 nChanged 89 SP:Iteration 52Q (1545.964572 sec): 3 clusters Score: Raw -3463170.147798 + Penalty 3323.322367 = -3459846.825431 nChanged 87 SP:Iteration 53Q (1546.034709 sec): 3 clusters Score: Raw -3463184.449888 + Penalty 3323.322367 = -3459861.127521 nChanged 84 SP:Iteration 54Q (1546.106040 sec): 3 clusters Score: Raw -3463201.512908 + Penalty 3323.322367 = -3459878.190541 nChanged 82 SP:Iteration 55Q (1546.173753 sec): 3 clusters Score: Raw -3463214.344792 + Penalty 3323.322367 = -3459891.022425 nChanged 67 SP:Iteration 56Q (1546.239152 sec): 3 clusters Score: Raw -3463225.076525 + Penalty 3323.322367 = -3459901.754158 nChanged 53 SP:Iteration 57Q (1546.305435 sec): 3 clusters Score: Raw -3463232.999366 + Penalty 3323.322367 = -3459909.676999 nChanged 49 SP:Iteration 58Q (1546.385240 sec): 3 clusters Score: Raw -3463239.997692 + Penalty 3323.322367 = -3459916.675325 nChanged 40 SP:Iteration 59Q (1546.449235 sec): 3 clusters Score: Raw -3463245.981296 + Penalty 3323.322367 = -3459922.658929 nChanged 35 SP:Iteration 60F (1546.517358 sec): 3 clusters Score: Raw -3463251.374196 + Penalty 3323.322367 = -3459928.051829 nChanged 30 SP:Iteration 61Q (1546.587058 sec): 3 clusters Score: Raw -3463255.571051 + Penalty 3323.322367 = -3459932.248684 nChanged 27 SP:Iteration 62Q (1546.662516 sec): 3 clusters Score: Raw -3463259.279260 + Penalty 3323.322367 = -3459935.956893 nChanged 26 SP:Iteration 63Q (1546.742987 sec): 3 clusters Score: Raw -3463261.870439 + Penalty 3323.322367 = -3459938.548072 nChanged 20 SP:Iteration 64Q (1546.805782 sec): 3 clusters Score: Raw -3463264.561863 + Penalty 3323.322367 = -3459941.239496 nChanged 15 SP:Iteration 65Q (1546.889422 sec): 3 clusters Score: Raw -3463266.627935 + Penalty 3323.322367 = -3459943.305568 nChanged 18 SP:Iteration 66Q (1546.945604 sec): 3 clusters Score: Raw -3463268.153422 + Penalty 3323.322367 = -3459944.831055 nChanged 9 SP:Iteration 67Q (1547.010440 sec): 3 clusters Score: Raw -3463269.214467 + Penalty 3323.322367 = -3459945.892100 nChanged 18 SP:Iteration 68Q (1547.094323 sec): 3 clusters Score: Raw -3463270.977004 + Penalty 3323.322367 = -3459947.654637 nChanged 11 SP:Iteration 69Q (1547.157228 sec): 3 clusters Score: Raw -3463272.277957 + Penalty 3323.322367 = -3459948.955590 nChanged 10 SP:Iteration 70Q (1547.224133 sec): 3 clusters Score: Raw -3463273.811433 + Penalty 3323.322367 = -3459950.489066 nChanged 8 SP:Iteration 71Q (1547.293255 sec): 3 clusters Score: Raw -3463274.844014 + Penalty 3323.322367 = -3459951.521647 nChanged 7 SP:Iteration 72Q (1547.375930 sec): 3 clusters Score: Raw -3463275.500316 + Penalty 3323.322367 = -3459952.177949 nChanged 6 SP:Iteration 73Q (1547.439352 sec): 3 clusters Score: Raw -3463276.003161 + Penalty 3323.322367 = -3459952.680794 nChanged 8 SP:Iteration 74Q (1547.501116 sec): 3 clusters Score: Raw -3463276.722363 + Penalty 3323.322367 = -3459953.399996 nChanged 4 SP:Iteration 75Q (1547.574006 sec): 3 clusters Score: Raw -3463277.047522 + Penalty 3323.322367 = -3459953.725155 nChanged 2 SP:Iteration 76Q (1547.653234 sec): 3 clusters Score: Raw -3463277.170613 + Penalty 3323.322367 = -3459953.848246 nChanged 3 SP:Iteration 77Q (1547.719916 sec): 3 clusters Score: Raw -3463277.349463 + Penalty 3323.322367 = -3459954.027096 nChanged 3 SP:Iteration 78Q (1547.779765 sec): 3 clusters Score: Raw -3463277.731045 + Penalty 3323.322367 = -3459954.408678 nChanged 9 SP:Iteration 79Q (1547.855380 sec): 3 clusters Score: Raw -3463278.967846 + Penalty 3323.322367 = -3459955.645479 nChanged 14 SP:Iteration 80F (1547.927322 sec): 3 clusters Score: Raw -3463280.440767 + Penalty 3323.322367 = -3459957.118400 nChanged 7 SP:Iteration 81Q (1548.006404 sec): 3 clusters Score: Raw -3463281.268118 + Penalty 3323.322367 = -3459957.945751 nChanged 9 SP:Iteration 82Q (1548.063173 sec): 3 clusters Score: Raw -3463282.321417 + Penalty 3323.322367 = -3459958.999050 nChanged 8 SP:Iteration 83Q (1548.123803 sec): 3 clusters Score: Raw -3463283.620457 + Penalty 3323.322367 = -3459960.298090 nChanged 13 SP:Iteration 84Q (1548.190970 sec): 3 clusters Score: Raw -3463285.296769 + Penalty 3323.322367 = -3459961.974402 nChanged 11 SP:Iteration 85Q (1548.248485 sec): 3 clusters Score: Raw -3463286.418619 + Penalty 3323.322367 = -3459963.096252 nChanged 9 SP:Iteration 86Q (1548.322833 sec): 3 clusters Score: Raw -3463287.374756 + Penalty 3323.322367 = -3459964.052389 nChanged 14 SP:Iteration 87Q (1548.389099 sec): 3 clusters Score: Raw -3463288.584834 + Penalty 3323.322367 = -3459965.262467 nChanged 9 SP:Iteration 88Q (1548.448803 sec): 3 clusters Score: Raw -3463289.419431 + Penalty 3323.322367 = -3459966.097064 nChanged 5 SP:Iteration 89Q (1548.509346 sec): 3 clusters Score: Raw -3463289.908123 + Penalty 3323.322367 = -3459966.585756 nChanged 4 SP:Iteration 90Q (1548.568589 sec): 3 clusters Score: Raw -3463290.146971 + Penalty 3323.322367 = -3459966.824604 nChanged 3 SP:Iteration 91Q (1548.638591 sec): 3 clusters Score: Raw -3463290.313619 + Penalty 3323.322367 = -3459966.991252 nChanged 5 SP:Iteration 92Q (1548.693840 sec): 3 clusters Score: Raw -3463290.614352 + Penalty 3323.322367 = -3459967.291985 nChanged 6 SP:Iteration 93Q (1548.768962 sec): 3 clusters Score: Raw -3463291.049281 + Penalty 3323.322367 = -3459967.726914 nChanged 6 SP:Iteration 94Q (1548.832542 sec): 3 clusters Score: Raw -3463291.481990 + Penalty 3323.322367 = -3459968.159623 nChanged 6 SP:Iteration 95Q (1548.898782 sec): 3 clusters Score: Raw -3463292.021832 + Penalty 3323.322367 = -3459968.699465 nChanged 8 SP:Iteration 96Q (1548.971688 sec): 3 clusters Score: Raw -3463292.724685 + Penalty 3323.322367 = -3459969.402318 nChanged 4 SP:Iteration 97Q (1549.042023 sec): 3 clusters Score: Raw -3463293.090569 + Penalty 3323.322367 = -3459969.768202 nChanged 7 SP:Iteration 98Q (1549.109225 sec): 3 clusters Score: Raw -3463293.591808 + Penalty 3323.322367 = -3459970.269441 nChanged 6 SP:Iteration 99Q (1549.182751 sec): 3 clusters Score: Raw -3463294.093562 + Penalty 3323.322367 = -3459970.771195 nChanged 4 SP:Iteration 100F (1549.256662 sec): 3 clusters Score: Raw -3463294.486959 + Penalty 3323.322367 = -3459971.164592 nChanged 2 SP:Iteration 101Q (1549.328995 sec): 3 clusters Score: Raw -3463294.636155 + Penalty 3323.322367 = -3459971.313788 nChanged 1 SP:Iteration 102Q (1549.406329 sec): 3 clusters Score: Raw -3463294.698582 + Penalty 3323.322367 = -3459971.376216 nChanged 0 SP:Iteration 103F (1549.471405 sec): 3 clusters Score: Raw -3463294.698582 + Penalty 3323.322367 = -3459971.376216 nChanged 0 Trying to split cluster 16 (20181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1549.520105 sec): 2 clusters Score: Raw -2323433.549388 + Penalty 1610.780738 = -2321822.768650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1549.584911 sec): 3 clusters Score: Raw -2311368.588134 + Penalty 3221.561475 = -2308147.026659 nChanged 9068 SP:Iteration 1F (1549.654365 sec): 3 clusters Score: Raw -2316291.256607 + Penalty 3221.561475 = -2313069.695132 nChanged 993 SP:Iteration 2Q (1549.721722 sec): 3 clusters Score: Raw -2316667.526791 + Penalty 3221.561475 = -2313445.965315 nChanged 1004 SP:Iteration 3Q (1549.801759 sec): 3 clusters Score: Raw -2317082.122781 + Penalty 3221.561475 = -2313860.561306 nChanged 1028 SP:Iteration 4F (1549.868226 sec): 3 clusters Score: Raw -2317558.231521 + Penalty 3221.561475 = -2314336.670046 nChanged 1121 SP:Iteration 5F (1549.924900 sec): 3 clusters Score: Raw -2318172.552308 + Penalty 3221.561475 = -2314950.990833 nChanged 1160 SP:Iteration 6F (1549.992516 sec): 3 clusters Score: Raw -2318823.992274 + Penalty 3221.561475 = -2315602.430799 nChanged 1111 SP:Iteration 7F (1550.060598 sec): 3 clusters Score: Raw -2319458.930503 + Penalty 3221.561475 = -2316237.369028 nChanged 1079 SP:Iteration 8F (1550.131869 sec): 3 clusters Score: Raw -2320067.275193 + Penalty 3221.561475 = -2316845.713718 nChanged 929 SP:Iteration 9Q (1550.210471 sec): 3 clusters Score: Raw -2320559.544550 + Penalty 3221.561475 = -2317337.983075 nChanged 755 SP:Iteration 10Q (1550.278061 sec): 3 clusters Score: Raw -2320993.019170 + Penalty 3221.561475 = -2317771.457695 nChanged 671 SP:Iteration 11Q (1550.358275 sec): 3 clusters Score: Raw -2321359.732539 + Penalty 3221.561475 = -2318138.171064 nChanged 531 SP:Iteration 12Q (1550.430721 sec): 3 clusters Score: Raw -2321648.864555 + Penalty 3221.561475 = -2318427.303079 nChanged 488 SP:Iteration 13Q (1550.501971 sec): 3 clusters Score: Raw -2321886.605811 + Penalty 3221.561475 = -2318665.044336 nChanged 401 SP:Iteration 14Q (1550.570834 sec): 3 clusters Score: Raw -2322066.746616 + Penalty 3221.561475 = -2318845.185141 nChanged 343 SP:Iteration 15Q (1550.639055 sec): 3 clusters Score: Raw -2322207.121899 + Penalty 3221.561475 = -2318985.560424 nChanged 291 SP:Iteration 16Q (1550.710106 sec): 3 clusters Score: Raw -2322320.757585 + Penalty 3221.561475 = -2319099.196110 nChanged 248 SP:Iteration 17Q (1550.777415 sec): 3 clusters Score: Raw -2322417.668523 + Penalty 3221.561475 = -2319196.107048 nChanged 247 SP:Iteration 18Q (1550.845029 sec): 3 clusters Score: Raw -2322509.559927 + Penalty 3221.561475 = -2319287.998451 nChanged 224 SP:Iteration 19Q (1550.903564 sec): 3 clusters Score: Raw -2322594.921342 + Penalty 3221.561475 = -2319373.359867 nChanged 219 SP:Iteration 20F (1550.976686 sec): 3 clusters Score: Raw -2322677.820591 + Penalty 3221.561475 = -2319456.259116 nChanged 187 SP:Iteration 21Q (1551.045927 sec): 3 clusters Score: Raw -2322747.874470 + Penalty 3221.561475 = -2319526.312995 nChanged 178 SP:Iteration 22Q (1551.115827 sec): 3 clusters Score: Raw -2322816.009055 + Penalty 3221.561475 = -2319594.447580 nChanged 186 SP:Iteration 23Q (1551.185052 sec): 3 clusters Score: Raw -2322889.603705 + Penalty 3221.561475 = -2319668.042230 nChanged 192 SP:Iteration 24Q (1551.255599 sec): 3 clusters Score: Raw -2322972.849456 + Penalty 3221.561475 = -2319751.287981 nChanged 200 SP:Iteration 25Q (1551.326020 sec): 3 clusters Score: Raw -2323053.832988 + Penalty 3221.561475 = -2319832.271513 nChanged 175 SP:Iteration 26Q (1551.384126 sec): 3 clusters Score: Raw -2323128.833996 + Penalty 3221.561475 = -2319907.272521 nChanged 173 SP:Iteration 27Q (1551.447578 sec): 3 clusters Score: Raw -2323199.667267 + Penalty 3221.561475 = -2319978.105792 nChanged 147 SP:Iteration 28Q (1551.505701 sec): 3 clusters Score: Raw -2323258.759764 + Penalty 3221.561475 = -2320037.198289 nChanged 144 SP:Iteration 29Q (1551.561933 sec): 3 clusters Score: Raw -2323307.449235 + Penalty 3221.561475 = -2320085.887760 nChanged 133 SP:Iteration 30Q (1551.632854 sec): 3 clusters Score: Raw -2323350.308705 + Penalty 3221.561475 = -2320128.747229 nChanged 134 SP:Iteration 31Q (1551.687212 sec): 3 clusters Score: Raw -2323394.187411 + Penalty 3221.561475 = -2320172.625936 nChanged 108 SP:Iteration 32Q (1551.758413 sec): 3 clusters Score: Raw -2323430.809324 + Penalty 3221.561475 = -2320209.247849 nChanged 105 SP:Iteration 33Q (1551.814995 sec): 3 clusters Score: Raw -2323470.195811 + Penalty 3221.561475 = -2320248.634336 nChanged 90 SP:Iteration 34Q (1551.879379 sec): 3 clusters Score: Raw -2323501.181583 + Penalty 3221.561475 = -2320279.620108 nChanged 100 SP:Iteration 35Q (1551.946014 sec): 3 clusters Score: Raw -2323534.158964 + Penalty 3221.561475 = -2320312.597489 nChanged 88 SP:Iteration 36Q (1552.021220 sec): 3 clusters Score: Raw -2323562.527800 + Penalty 3221.561475 = -2320340.966324 nChanged 88 SP:Iteration 37Q (1552.075099 sec): 3 clusters Score: Raw -2323586.946943 + Penalty 3221.561475 = -2320365.385468 nChanged 65 SP:Iteration 38Q (1552.137088 sec): 3 clusters Score: Raw -2323603.868257 + Penalty 3221.561475 = -2320382.306782 nChanged 64 SP:Iteration 39Q (1552.205906 sec): 3 clusters Score: Raw -2323620.287073 + Penalty 3221.561475 = -2320398.725598 nChanged 64 SP:Iteration 40F (1552.276843 sec): 3 clusters Score: Raw -2323639.628517 + Penalty 3221.561475 = -2320418.067042 nChanged 69 SP:Iteration 41Q (1552.346720 sec): 3 clusters Score: Raw -2323661.835886 + Penalty 3221.561475 = -2320440.274411 nChanged 55 SP:Iteration 42Q (1552.414793 sec): 3 clusters Score: Raw -2323677.646321 + Penalty 3221.561475 = -2320456.084846 nChanged 56 SP:Iteration 43Q (1552.479677 sec): 3 clusters Score: Raw -2323694.552893 + Penalty 3221.561475 = -2320472.991418 nChanged 56 SP:Iteration 44Q (1552.542210 sec): 3 clusters Score: Raw -2323709.801813 + Penalty 3221.561475 = -2320488.240338 nChanged 55 SP:Iteration 45Q (1552.597710 sec): 3 clusters Score: Raw -2323726.175604 + Penalty 3221.561475 = -2320504.614129 nChanged 48 SP:Iteration 46Q (1552.656636 sec): 3 clusters Score: Raw -2323744.466615 + Penalty 3221.561475 = -2320522.905140 nChanged 64 SP:Iteration 47Q (1552.715033 sec): 3 clusters Score: Raw -2323765.432068 + Penalty 3221.561475 = -2320543.870592 nChanged 57 SP:Iteration 48Q (1552.775540 sec): 3 clusters Score: Raw -2323779.512537 + Penalty 3221.561475 = -2320557.951062 nChanged 34 SP:Iteration 49Q (1552.828605 sec): 3 clusters Score: Raw -2323789.219098 + Penalty 3221.561475 = -2320567.657622 nChanged 44 SP:Iteration 50Q (1552.889605 sec): 3 clusters Score: Raw -2323801.607050 + Penalty 3221.561475 = -2320580.045575 nChanged 28 SP:Iteration 51Q (1552.942933 sec): 3 clusters Score: Raw -2323808.876215 + Penalty 3221.561475 = -2320587.314740 nChanged 26 SP:Iteration 52Q (1553.004409 sec): 3 clusters Score: Raw -2323814.512214 + Penalty 3221.561475 = -2320592.950739 nChanged 23 SP:Iteration 53Q (1553.057030 sec): 3 clusters Score: Raw -2323819.581501 + Penalty 3221.561475 = -2320598.020026 nChanged 20 SP:Iteration 54Q (1553.118111 sec): 3 clusters Score: Raw -2323825.515364 + Penalty 3221.561475 = -2320603.953889 nChanged 31 SP:Iteration 55Q (1553.170970 sec): 3 clusters Score: Raw -2323833.912535 + Penalty 3221.561475 = -2320612.351060 nChanged 21 SP:Iteration 56Q (1553.232096 sec): 3 clusters Score: Raw -2323840.071455 + Penalty 3221.561475 = -2320618.509980 nChanged 23 SP:Iteration 57Q (1553.284743 sec): 3 clusters Score: Raw -2323846.179244 + Penalty 3221.561475 = -2320624.617769 nChanged 23 SP:Iteration 58Q (1553.348100 sec): 3 clusters Score: Raw -2323851.706972 + Penalty 3221.561475 = -2320630.145496 nChanged 26 SP:Iteration 59Q (1553.397706 sec): 3 clusters Score: Raw -2323858.371461 + Penalty 3221.561475 = -2320636.809986 nChanged 27 SP:Iteration 60F (1553.459807 sec): 3 clusters Score: Raw -2323865.807372 + Penalty 3221.561475 = -2320644.245897 nChanged 24 SP:Iteration 61Q (1553.514309 sec): 3 clusters Score: Raw -2323871.366975 + Penalty 3221.561475 = -2320649.805500 nChanged 27 SP:Iteration 62Q (1553.585080 sec): 3 clusters Score: Raw -2323877.792489 + Penalty 3221.561475 = -2320656.231014 nChanged 19 SP:Iteration 63Q (1553.645645 sec): 3 clusters Score: Raw -2323882.403321 + Penalty 3221.561475 = -2320660.841846 nChanged 19 SP:Iteration 64Q (1553.709128 sec): 3 clusters Score: Raw -2323886.700187 + Penalty 3221.561475 = -2320665.138712 nChanged 20 SP:Iteration 65Q (1553.782353 sec): 3 clusters Score: Raw -2323891.980624 + Penalty 3221.561475 = -2320670.419149 nChanged 16 SP:Iteration 66Q (1553.841635 sec): 3 clusters Score: Raw -2323895.955485 + Penalty 3221.561475 = -2320674.394010 nChanged 15 SP:Iteration 67Q (1553.898123 sec): 3 clusters Score: Raw -2323898.808751 + Penalty 3221.561475 = -2320677.247276 nChanged 11 SP:Iteration 68Q (1553.951145 sec): 3 clusters Score: Raw -2323901.655607 + Penalty 3221.561475 = -2320680.094132 nChanged 14 SP:Iteration 69Q (1554.013334 sec): 3 clusters Score: Raw -2323904.688835 + Penalty 3221.561475 = -2320683.127360 nChanged 13 SP:Iteration 70Q (1554.062162 sec): 3 clusters Score: Raw -2323907.309101 + Penalty 3221.561475 = -2320685.747626 nChanged 10 SP:Iteration 71Q (1554.117244 sec): 3 clusters Score: Raw -2323908.945287 + Penalty 3221.561475 = -2320687.383812 nChanged 9 SP:Iteration 72Q (1554.168847 sec): 3 clusters Score: Raw -2323911.506899 + Penalty 3221.561475 = -2320689.945424 nChanged 8 SP:Iteration 73Q (1554.229532 sec): 3 clusters Score: Raw -2323914.081621 + Penalty 3221.561475 = -2320692.520146 nChanged 8 SP:Iteration 74Q (1554.277311 sec): 3 clusters Score: Raw -2323916.246439 + Penalty 3221.561475 = -2320694.684963 nChanged 7 SP:Iteration 75Q (1554.332367 sec): 3 clusters Score: Raw -2323917.681289 + Penalty 3221.561475 = -2320696.119814 nChanged 6 SP:Iteration 76Q (1554.383189 sec): 3 clusters Score: Raw -2323919.153911 + Penalty 3221.561475 = -2320697.592436 nChanged 10 SP:Iteration 77Q (1554.441883 sec): 3 clusters Score: Raw -2323920.412033 + Penalty 3221.561475 = -2320698.850558 nChanged 4 SP:Iteration 78Q (1554.513273 sec): 3 clusters Score: Raw -2323920.947476 + Penalty 3221.561475 = -2320699.386001 nChanged 2 SP:Iteration 79Q (1554.569886 sec): 3 clusters Score: Raw -2323921.255424 + Penalty 3221.561475 = -2320699.693949 nChanged 4 SP:Iteration 80F (1554.643710 sec): 3 clusters Score: Raw -2323921.908816 + Penalty 3221.561475 = -2320700.347340 nChanged 6 SP:Iteration 81Q (1554.718370 sec): 3 clusters Score: Raw -2323923.681707 + Penalty 3221.561475 = -2320702.120231 nChanged 5 SP:Iteration 82Q (1554.781099 sec): 3 clusters Score: Raw -2323924.719832 + Penalty 3221.561475 = -2320703.158356 nChanged 5 SP:Iteration 83Q (1554.848977 sec): 3 clusters Score: Raw -2323925.742797 + Penalty 3221.561475 = -2320704.181322 nChanged 5 SP:Iteration 84Q (1554.911059 sec): 3 clusters Score: Raw -2323926.642234 + Penalty 3221.561475 = -2320705.080759 nChanged 3 SP:Iteration 85Q (1554.959510 sec): 3 clusters Score: Raw -2323927.089674 + Penalty 3221.561475 = -2320705.528199 nChanged 4 SP:Iteration 86Q (1555.025612 sec): 3 clusters Score: Raw -2323927.711954 + Penalty 3221.561475 = -2320706.150479 nChanged 2 SP:Iteration 87Q (1555.084373 sec): 3 clusters Score: Raw -2323928.115670 + Penalty 3221.561475 = -2320706.554195 nChanged 2 SP:Iteration 88Q (1555.132320 sec): 3 clusters Score: Raw -2323928.398019 + Penalty 3221.561475 = -2320706.836544 nChanged 3 SP:Iteration 89Q (1555.193879 sec): 3 clusters Score: Raw -2323928.984683 + Penalty 3221.561475 = -2320707.423208 nChanged 4 SP:Iteration 90Q (1555.248529 sec): 3 clusters Score: Raw -2323929.973664 + Penalty 3221.561475 = -2320708.412189 nChanged 3 SP:Iteration 91Q (1555.308648 sec): 3 clusters Score: Raw -2323931.299545 + Penalty 3221.561475 = -2320709.738069 nChanged 6 SP:Iteration 92Q (1555.365048 sec): 3 clusters Score: Raw -2323932.488239 + Penalty 3221.561475 = -2320710.926764 nChanged 3 SP:Iteration 93Q (1555.421879 sec): 3 clusters Score: Raw -2323932.985336 + Penalty 3221.561475 = -2320711.423861 nChanged 1 SP:Iteration 94Q (1555.482903 sec): 3 clusters Score: Raw -2323933.307429 + Penalty 3221.561475 = -2320711.745954 nChanged 2 SP:Iteration 95Q (1555.539672 sec): 3 clusters Score: Raw -2323933.935419 + Penalty 3221.561475 = -2320712.373943 nChanged 2 SP:Iteration 96Q (1555.601418 sec): 3 clusters Score: Raw -2323934.232370 + Penalty 3221.561475 = -2320712.670895 nChanged 1 SP:Iteration 97Q (1555.653950 sec): 3 clusters Score: Raw -2323934.356294 + Penalty 3221.561475 = -2320712.794819 nChanged 0 SP:Iteration 98F (1555.717197 sec): 3 clusters Score: Raw -2323934.356294 + Penalty 3221.561475 = -2320712.794819 nChanged 0 Trying to split cluster 17 (18092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1555.751516 sec): 2 clusters Score: Raw -2254923.108076 + Penalty 1593.024084 = -2253330.083993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.809052 sec): 3 clusters Score: Raw -2244160.284189 + Penalty 3186.048167 = -2240974.236022 nChanged 8052 SP:Iteration 1F (1555.879554 sec): 3 clusters Score: Raw -2248562.339809 + Penalty 3186.048167 = -2245376.291641 nChanged 975 SP:Iteration 2F (1555.946467 sec): 3 clusters Score: Raw -2248933.507703 + Penalty 3186.048167 = -2245747.459535 nChanged 857 SP:Iteration 3Q (1556.009094 sec): 3 clusters Score: Raw -2249284.687958 + Penalty 3186.048167 = -2246098.639791 nChanged 868 SP:Iteration 4Q (1556.086679 sec): 3 clusters Score: Raw -2249650.037562 + Penalty 3186.048167 = -2246463.989394 nChanged 854 SP:Iteration 5Q (1556.152080 sec): 3 clusters Score: Raw -2250048.920743 + Penalty 3186.048167 = -2246862.872575 nChanged 903 SP:Iteration 6Q (1556.219680 sec): 3 clusters Score: Raw -2250538.473913 + Penalty 3186.048167 = -2247352.425745 nChanged 934 SP:Iteration 7F (1556.282038 sec): 3 clusters Score: Raw -2251109.463685 + Penalty 3186.048167 = -2247923.415517 nChanged 953 SP:Iteration 8F (1556.344575 sec): 3 clusters Score: Raw -2251726.932360 + Penalty 3186.048167 = -2248540.884193 nChanged 928 SP:Iteration 9F (1556.395955 sec): 3 clusters Score: Raw -2252361.266184 + Penalty 3186.048167 = -2249175.218017 nChanged 851 SP:Iteration 10Q (1556.456736 sec): 3 clusters Score: Raw -2252883.909890 + Penalty 3186.048167 = -2249697.861722 nChanged 679 SP:Iteration 11Q (1556.518096 sec): 3 clusters Score: Raw -2253202.229544 + Penalty 3186.048167 = -2250016.181376 nChanged 445 SP:Iteration 12Q (1556.576290 sec): 3 clusters Score: Raw -2253363.719714 + Penalty 3186.048167 = -2250177.671547 nChanged 334 SP:Iteration 13Q (1556.637700 sec): 3 clusters Score: Raw -2253489.039609 + Penalty 3186.048167 = -2250302.991442 nChanged 316 SP:Iteration 14Q (1556.694735 sec): 3 clusters Score: Raw -2253601.249460 + Penalty 3186.048167 = -2250415.201293 nChanged 287 SP:Iteration 15Q (1556.755692 sec): 3 clusters Score: Raw -2253713.259584 + Penalty 3186.048167 = -2250527.211417 nChanged 289 SP:Iteration 16Q (1556.817786 sec): 3 clusters Score: Raw -2253823.860745 + Penalty 3186.048167 = -2250637.812578 nChanged 279 SP:Iteration 17Q (1556.874663 sec): 3 clusters Score: Raw -2253921.677745 + Penalty 3186.048167 = -2250735.629577 nChanged 251 SP:Iteration 18Q (1556.936145 sec): 3 clusters Score: Raw -2254005.876910 + Penalty 3186.048167 = -2250819.828742 nChanged 241 SP:Iteration 19Q (1556.996005 sec): 3 clusters Score: Raw -2254087.127968 + Penalty 3186.048167 = -2250901.079800 nChanged 204 SP:Iteration 20F (1557.056567 sec): 3 clusters Score: Raw -2254150.443544 + Penalty 3186.048167 = -2250964.395377 nChanged 188 SP:Iteration 21Q (1557.119662 sec): 3 clusters Score: Raw -2254211.597539 + Penalty 3186.048167 = -2251025.549371 nChanged 175 SP:Iteration 22Q (1557.178678 sec): 3 clusters Score: Raw -2254267.651006 + Penalty 3186.048167 = -2251081.602839 nChanged 190 SP:Iteration 23Q (1557.238612 sec): 3 clusters Score: Raw -2254323.903928 + Penalty 3186.048167 = -2251137.855761 nChanged 167 SP:Iteration 24Q (1557.298105 sec): 3 clusters Score: Raw -2254377.303137 + Penalty 3186.048167 = -2251191.254970 nChanged 186 SP:Iteration 25Q (1557.357982 sec): 3 clusters Score: Raw -2254437.508958 + Penalty 3186.048167 = -2251251.460791 nChanged 160 SP:Iteration 26Q (1557.421756 sec): 3 clusters Score: Raw -2254487.878364 + Penalty 3186.048167 = -2251301.830196 nChanged 153 SP:Iteration 27Q (1557.485733 sec): 3 clusters Score: Raw -2254524.671805 + Penalty 3186.048167 = -2251338.623637 nChanged 136 SP:Iteration 28Q (1557.551106 sec): 3 clusters Score: Raw -2254561.631989 + Penalty 3186.048167 = -2251375.583822 nChanged 120 SP:Iteration 29Q (1557.625639 sec): 3 clusters Score: Raw -2254594.877913 + Penalty 3186.048167 = -2251408.829745 nChanged 114 SP:Iteration 30Q (1557.684955 sec): 3 clusters Score: Raw -2254633.322761 + Penalty 3186.048167 = -2251447.274594 nChanged 140 SP:Iteration 31Q (1557.753517 sec): 3 clusters Score: Raw -2254682.042146 + Penalty 3186.048167 = -2251495.993978 nChanged 116 SP:Iteration 32Q (1557.823664 sec): 3 clusters Score: Raw -2254723.014350 + Penalty 3186.048167 = -2251536.966182 nChanged 122 SP:Iteration 33Q (1557.891377 sec): 3 clusters Score: Raw -2254769.520047 + Penalty 3186.048167 = -2251583.471880 nChanged 108 SP:Iteration 34Q (1557.952729 sec): 3 clusters Score: Raw -2254812.810985 + Penalty 3186.048167 = -2251626.762818 nChanged 111 SP:Iteration 35Q (1558.017713 sec): 3 clusters Score: Raw -2254853.287963 + Penalty 3186.048167 = -2251667.239795 nChanged 97 SP:Iteration 36Q (1558.077260 sec): 3 clusters Score: Raw -2254895.129386 + Penalty 3186.048167 = -2251709.081218 nChanged 104 SP:Iteration 37Q (1558.130680 sec): 3 clusters Score: Raw -2254934.405349 + Penalty 3186.048167 = -2251748.357182 nChanged 97 SP:Iteration 38Q (1558.197076 sec): 3 clusters Score: Raw -2254970.696845 + Penalty 3186.048167 = -2251784.648678 nChanged 83 SP:Iteration 39Q (1558.254921 sec): 3 clusters Score: Raw -2254995.176544 + Penalty 3186.048167 = -2251809.128377 nChanged 67 SP:Iteration 40F (1558.307494 sec): 3 clusters Score: Raw -2255012.739391 + Penalty 3186.048167 = -2251826.691223 nChanged 52 SP:Iteration 41Q (1558.365788 sec): 3 clusters Score: Raw -2255025.964116 + Penalty 3186.048167 = -2251839.915948 nChanged 56 SP:Iteration 42Q (1558.426661 sec): 3 clusters Score: Raw -2255039.670750 + Penalty 3186.048167 = -2251853.622582 nChanged 56 SP:Iteration 43Q (1558.493201 sec): 3 clusters Score: Raw -2255055.517655 + Penalty 3186.048167 = -2251869.469488 nChanged 58 SP:Iteration 44Q (1558.554343 sec): 3 clusters Score: Raw -2255071.305533 + Penalty 3186.048167 = -2251885.257366 nChanged 58 SP:Iteration 45Q (1558.607895 sec): 3 clusters Score: Raw -2255089.045272 + Penalty 3186.048167 = -2251902.997105 nChanged 60 SP:Iteration 46Q (1558.667197 sec): 3 clusters Score: Raw -2255106.641041 + Penalty 3186.048167 = -2251920.592874 nChanged 51 SP:Iteration 47Q (1558.727977 sec): 3 clusters Score: Raw -2255119.516018 + Penalty 3186.048167 = -2251933.467850 nChanged 45 SP:Iteration 48Q (1558.788605 sec): 3 clusters Score: Raw -2255130.579848 + Penalty 3186.048167 = -2251944.531681 nChanged 42 SP:Iteration 49Q (1558.849530 sec): 3 clusters Score: Raw -2255144.646596 + Penalty 3186.048167 = -2251958.598429 nChanged 53 SP:Iteration 50Q (1558.915892 sec): 3 clusters Score: Raw -2255163.931994 + Penalty 3186.048167 = -2251977.883826 nChanged 54 SP:Iteration 51Q (1558.978601 sec): 3 clusters Score: Raw -2255181.144235 + Penalty 3186.048167 = -2251995.096067 nChanged 52 SP:Iteration 52Q (1559.031493 sec): 3 clusters Score: Raw -2255199.174150 + Penalty 3186.048167 = -2252013.125982 nChanged 40 SP:Iteration 53Q (1559.091191 sec): 3 clusters Score: Raw -2255212.964372 + Penalty 3186.048167 = -2252026.916204 nChanged 47 SP:Iteration 54Q (1559.149606 sec): 3 clusters Score: Raw -2255232.085679 + Penalty 3186.048167 = -2252046.037512 nChanged 50 SP:Iteration 55Q (1559.210359 sec): 3 clusters Score: Raw -2255249.719455 + Penalty 3186.048167 = -2252063.671288 nChanged 28 SP:Iteration 56Q (1559.272313 sec): 3 clusters Score: Raw -2255256.173714 + Penalty 3186.048167 = -2252070.125546 nChanged 20 SP:Iteration 57Q (1559.328870 sec): 3 clusters Score: Raw -2255260.419870 + Penalty 3186.048167 = -2252074.371702 nChanged 21 SP:Iteration 58Q (1559.394099 sec): 3 clusters Score: Raw -2255265.037165 + Penalty 3186.048167 = -2252078.988998 nChanged 25 SP:Iteration 59Q (1559.453238 sec): 3 clusters Score: Raw -2255270.896005 + Penalty 3186.048167 = -2252084.847838 nChanged 24 SP:Iteration 60F (1559.512145 sec): 3 clusters Score: Raw -2255276.265865 + Penalty 3186.048167 = -2252090.217698 nChanged 21 SP:Iteration 61Q (1559.580123 sec): 3 clusters Score: Raw -2255281.430469 + Penalty 3186.048167 = -2252095.382301 nChanged 21 SP:Iteration 62Q (1559.635382 sec): 3 clusters Score: Raw -2255286.048532 + Penalty 3186.048167 = -2252100.000365 nChanged 12 SP:Iteration 63Q (1559.689486 sec): 3 clusters Score: Raw -2255288.797133 + Penalty 3186.048167 = -2252102.748966 nChanged 16 SP:Iteration 64Q (1559.735940 sec): 3 clusters Score: Raw -2255293.184279 + Penalty 3186.048167 = -2252107.136111 nChanged 16 SP:Iteration 65Q (1559.794741 sec): 3 clusters Score: Raw -2255296.737358 + Penalty 3186.048167 = -2252110.689191 nChanged 14 SP:Iteration 66Q (1559.847651 sec): 3 clusters Score: Raw -2255299.532634 + Penalty 3186.048167 = -2252113.484467 nChanged 11 SP:Iteration 67Q (1559.912656 sec): 3 clusters Score: Raw -2255302.267875 + Penalty 3186.048167 = -2252116.219707 nChanged 8 SP:Iteration 68Q (1559.967247 sec): 3 clusters Score: Raw -2255303.325896 + Penalty 3186.048167 = -2252117.277729 nChanged 6 SP:Iteration 69Q (1560.028956 sec): 3 clusters Score: Raw -2255304.506759 + Penalty 3186.048167 = -2252118.458592 nChanged 7 SP:Iteration 70Q (1560.081059 sec): 3 clusters Score: Raw -2255305.744896 + Penalty 3186.048167 = -2252119.696729 nChanged 7 SP:Iteration 71Q (1560.134267 sec): 3 clusters Score: Raw -2255306.819265 + Penalty 3186.048167 = -2252120.771097 nChanged 9 SP:Iteration 72Q (1560.190811 sec): 3 clusters Score: Raw -2255308.285512 + Penalty 3186.048167 = -2252122.237345 nChanged 5 SP:Iteration 73Q (1560.239021 sec): 3 clusters Score: Raw -2255309.375550 + Penalty 3186.048167 = -2252123.327383 nChanged 8 SP:Iteration 74Q (1560.302204 sec): 3 clusters Score: Raw -2255310.559263 + Penalty 3186.048167 = -2252124.511096 nChanged 4 SP:Iteration 75Q (1560.359995 sec): 3 clusters Score: Raw -2255311.167430 + Penalty 3186.048167 = -2252125.119262 nChanged 3 SP:Iteration 76Q (1560.411594 sec): 3 clusters Score: Raw -2255311.574097 + Penalty 3186.048167 = -2252125.525930 nChanged 1 SP:Iteration 77Q (1560.473709 sec): 3 clusters Score: Raw -2255311.770094 + Penalty 3186.048167 = -2252125.721927 nChanged 2 SP:Iteration 78Q (1560.538173 sec): 3 clusters Score: Raw -2255312.088802 + Penalty 3186.048167 = -2252126.040635 nChanged 2 SP:Iteration 79Q (1560.584567 sec): 3 clusters Score: Raw -2255312.474934 + Penalty 3186.048167 = -2252126.426767 nChanged 3 SP:Iteration 80F (1560.655208 sec): 3 clusters Score: Raw -2255313.216638 + Penalty 3186.048167 = -2252127.168470 nChanged 6 SP:Iteration 81Q (1560.716273 sec): 3 clusters Score: Raw -2255314.418225 + Penalty 3186.048167 = -2252128.370058 nChanged 6 SP:Iteration 82Q (1560.776529 sec): 3 clusters Score: Raw -2255315.415410 + Penalty 3186.048167 = -2252129.367242 nChanged 5 SP:Iteration 83Q (1560.840754 sec): 3 clusters Score: Raw -2255316.314898 + Penalty 3186.048167 = -2252130.266730 nChanged 6 SP:Iteration 84Q (1560.902854 sec): 3 clusters Score: Raw -2255317.736508 + Penalty 3186.048167 = -2252131.688341 nChanged 9 SP:Iteration 85Q (1560.954778 sec): 3 clusters Score: Raw -2255319.570481 + Penalty 3186.048167 = -2252133.522313 nChanged 6 SP:Iteration 86Q (1561.014282 sec): 3 clusters Score: Raw -2255320.834445 + Penalty 3186.048167 = -2252134.786277 nChanged 7 SP:Iteration 87Q (1561.060580 sec): 3 clusters Score: Raw -2255322.849336 + Penalty 3186.048167 = -2252136.801168 nChanged 7 SP:Iteration 88Q (1561.110627 sec): 3 clusters Score: Raw -2255324.024685 + Penalty 3186.048167 = -2252137.976518 nChanged 7 SP:Iteration 89Q (1561.168543 sec): 3 clusters Score: Raw -2255326.274640 + Penalty 3186.048167 = -2252140.226472 nChanged 8 SP:Iteration 90Q (1561.220721 sec): 3 clusters Score: Raw -2255327.828894 + Penalty 3186.048167 = -2252141.780727 nChanged 5 SP:Iteration 91Q (1561.280875 sec): 3 clusters Score: Raw -2255328.545840 + Penalty 3186.048167 = -2252142.497673 nChanged 7 SP:Iteration 92Q (1561.338102 sec): 3 clusters Score: Raw -2255329.886218 + Penalty 3186.048167 = -2252143.838050 nChanged 5 SP:Iteration 93Q (1561.384974 sec): 3 clusters Score: Raw -2255330.880236 + Penalty 3186.048167 = -2252144.832068 nChanged 3 SP:Iteration 94Q (1561.442710 sec): 3 clusters Score: Raw -2255331.392951 + Penalty 3186.048167 = -2252145.344783 nChanged 3 SP:Iteration 95Q (1561.500328 sec): 3 clusters Score: Raw -2255332.184890 + Penalty 3186.048167 = -2252146.136722 nChanged 3 SP:Iteration 96Q (1561.565022 sec): 3 clusters Score: Raw -2255332.899681 + Penalty 3186.048167 = -2252146.851513 nChanged 6 SP:Iteration 97Q (1561.626432 sec): 3 clusters Score: Raw -2255333.706653 + Penalty 3186.048167 = -2252147.658486 nChanged 7 SP:Iteration 98Q (1561.690785 sec): 3 clusters Score: Raw -2255334.947431 + Penalty 3186.048167 = -2252148.899263 nChanged 3 SP:Iteration 99Q (1561.753873 sec): 3 clusters Score: Raw -2255335.406506 + Penalty 3186.048167 = -2252149.358339 nChanged 2 SP:Iteration 100F (1561.810383 sec): 3 clusters Score: Raw -2255335.629792 + Penalty 3186.048167 = -2252149.581624 nChanged 0 Trying to split cluster 18 (2750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1561.835057 sec): 2 clusters Score: Raw -329259.795832 + Penalty 1286.895381 = -327972.900451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1561.878227 sec): 3 clusters Score: Raw -327963.170924 + Penalty 2573.790762 = -325389.380162 nChanged 1023 SP:Iteration 1F (1561.923063 sec): 3 clusters Score: Raw -328580.476974 + Penalty 2573.790762 = -326006.686212 nChanged 211 SP:Iteration 2F (1561.974925 sec): 3 clusters Score: Raw -328718.556370 + Penalty 2573.790762 = -326144.765608 nChanged 142 SP:Iteration 3F (1562.010721 sec): 3 clusters Score: Raw -328806.301625 + Penalty 2573.790762 = -326232.510863 nChanged 112 SP:Iteration 4Q (1562.057180 sec): 3 clusters Score: Raw -328869.984689 + Penalty 2573.790762 = -326296.193927 nChanged 86 SP:Iteration 5Q (1562.110496 sec): 3 clusters Score: Raw -328925.120078 + Penalty 2573.790762 = -326351.329317 nChanged 79 SP:Iteration 6Q (1562.156822 sec): 3 clusters Score: Raw -328974.411329 + Penalty 2573.790762 = -326400.620567 nChanged 85 SP:Iteration 7Q (1562.204681 sec): 3 clusters Score: Raw -329032.684578 + Penalty 2573.790762 = -326458.893816 nChanged 76 SP:Iteration 8Q (1562.250369 sec): 3 clusters Score: Raw -329086.066225 + Penalty 2573.790762 = -326512.275463 nChanged 73 SP:Iteration 9Q (1562.291708 sec): 3 clusters Score: Raw -329133.638157 + Penalty 2573.790762 = -326559.847395 nChanged 67 SP:Iteration 10Q (1562.336110 sec): 3 clusters Score: Raw -329177.102575 + Penalty 2573.790762 = -326603.311813 nChanged 53 SP:Iteration 11Q (1562.380350 sec): 3 clusters Score: Raw -329207.622728 + Penalty 2573.790762 = -326633.831966 nChanged 46 SP:Iteration 12Q (1562.421676 sec): 3 clusters Score: Raw -329235.101566 + Penalty 2573.790762 = -326661.310804 nChanged 43 SP:Iteration 13Q (1562.469822 sec): 3 clusters Score: Raw -329265.266174 + Penalty 2573.790762 = -326691.475412 nChanged 48 SP:Iteration 14Q (1562.507375 sec): 3 clusters Score: Raw -329298.841981 + Penalty 2573.790762 = -326725.051219 nChanged 39 SP:Iteration 15Q (1562.559989 sec): 3 clusters Score: Raw -329323.130735 + Penalty 2573.790762 = -326749.339973 nChanged 36 SP:Iteration 16Q (1562.596792 sec): 3 clusters Score: Raw -329341.681242 + Penalty 2573.790762 = -326767.890481 nChanged 37 SP:Iteration 17Q (1562.649406 sec): 3 clusters Score: Raw -329362.114540 + Penalty 2573.790762 = -326788.323778 nChanged 31 SP:Iteration 18Q (1562.685819 sec): 3 clusters Score: Raw -329384.927871 + Penalty 2573.790762 = -326811.137109 nChanged 31 SP:Iteration 19Q (1562.728988 sec): 3 clusters Score: Raw -329401.738196 + Penalty 2573.790762 = -326827.947434 nChanged 20 SP:Iteration 20F (1562.766601 sec): 3 clusters Score: Raw -329411.013824 + Penalty 2573.790762 = -326837.223062 nChanged 12 SP:Iteration 21Q (1562.808403 sec): 3 clusters Score: Raw -329417.486281 + Penalty 2573.790762 = -326843.695519 nChanged 10 SP:Iteration 22Q (1562.849792 sec): 3 clusters Score: Raw -329421.351485 + Penalty 2573.790762 = -326847.560723 nChanged 7 SP:Iteration 23Q (1562.881635 sec): 3 clusters Score: Raw -329424.674661 + Penalty 2573.790762 = -326850.883900 nChanged 6 SP:Iteration 24Q (1562.919055 sec): 3 clusters Score: Raw -329427.365804 + Penalty 2573.790762 = -326853.575042 nChanged 6 SP:Iteration 25Q (1562.957126 sec): 3 clusters Score: Raw -329429.994357 + Penalty 2573.790762 = -326856.203595 nChanged 5 SP:Iteration 26Q (1562.993094 sec): 3 clusters Score: Raw -329432.105538 + Penalty 2573.790762 = -326858.314776 nChanged 4 SP:Iteration 27Q (1563.033997 sec): 3 clusters Score: Raw -329435.537006 + Penalty 2573.790762 = -326861.746244 nChanged 8 SP:Iteration 28Q (1563.064880 sec): 3 clusters Score: Raw -329438.655352 + Penalty 2573.790762 = -326864.864590 nChanged 5 SP:Iteration 29Q (1563.100783 sec): 3 clusters Score: Raw -329439.872752 + Penalty 2573.790762 = -326866.081990 nChanged 1 SP:Iteration 30Q (1563.140715 sec): 3 clusters Score: Raw -329440.123996 + Penalty 2573.790762 = -326866.333234 nChanged 2 SP:Iteration 31Q (1563.171845 sec): 3 clusters Score: Raw -329440.638708 + Penalty 2573.790762 = -326866.847946 nChanged 3 SP:Iteration 32Q (1563.206666 sec): 3 clusters Score: Raw -329441.268909 + Penalty 2573.790762 = -326867.478147 nChanged 1 SP:Iteration 33Q (1563.243035 sec): 3 clusters Score: Raw -329441.950232 + Penalty 2573.790762 = -326868.159470 nChanged 6 SP:Iteration 34Q (1563.280286 sec): 3 clusters Score: Raw -329445.517247 + Penalty 2573.790762 = -326871.726485 nChanged 9 SP:Iteration 35Q (1563.322777 sec): 3 clusters Score: Raw -329449.967647 + Penalty 2573.790762 = -326876.176885 nChanged 10 SP:Iteration 36Q (1563.352314 sec): 3 clusters Score: Raw -329455.066801 + Penalty 2573.790762 = -326881.276039 nChanged 10 SP:Iteration 37Q (1563.384908 sec): 3 clusters Score: Raw -329459.954898 + Penalty 2573.790762 = -326886.164136 nChanged 8 SP:Iteration 38Q (1563.419525 sec): 3 clusters Score: Raw -329462.513870 + Penalty 2573.790762 = -326888.723108 nChanged 9 SP:Iteration 39Q (1563.454364 sec): 3 clusters Score: Raw -329468.304568 + Penalty 2573.790762 = -326894.513806 nChanged 8 SP:Iteration 40F (1563.492797 sec): 3 clusters Score: Raw -329473.618090 + Penalty 2573.790762 = -326899.827328 nChanged 8 SP:Iteration 41Q (1563.527987 sec): 3 clusters Score: Raw -329477.145249 + Penalty 2573.790762 = -326903.354487 nChanged 9 SP:Iteration 42Q (1563.571423 sec): 3 clusters Score: Raw -329482.210139 + Penalty 2573.790762 = -326908.419377 nChanged 12 SP:Iteration 43Q (1563.609140 sec): 3 clusters Score: Raw -329490.004822 + Penalty 2573.790762 = -326916.214060 nChanged 8 SP:Iteration 44Q (1563.639299 sec): 3 clusters Score: Raw -329495.759190 + Penalty 2573.790762 = -326921.968428 nChanged 9 SP:Iteration 45Q (1563.683303 sec): 3 clusters Score: Raw -329501.523798 + Penalty 2573.790762 = -326927.733037 nChanged 6 SP:Iteration 46Q (1563.713323 sec): 3 clusters Score: Raw -329505.489788 + Penalty 2573.790762 = -326931.699026 nChanged 8 SP:Iteration 47Q (1563.748244 sec): 3 clusters Score: Raw -329510.092600 + Penalty 2573.790762 = -326936.301838 nChanged 4 SP:Iteration 48Q (1563.784520 sec): 3 clusters Score: Raw -329512.090731 + Penalty 2573.790762 = -326938.299969 nChanged 2 SP:Iteration 49Q (1563.830228 sec): 3 clusters Score: Raw -329513.172671 + Penalty 2573.790762 = -326939.381909 nChanged 1 SP:Iteration 50Q (1563.860435 sec): 3 clusters Score: Raw -329513.586980 + Penalty 2573.790762 = -326939.796218 nChanged 2 SP:Iteration 51Q (1563.898879 sec): 3 clusters Score: Raw -329514.121558 + Penalty 2573.790762 = -326940.330797 nChanged 0 SP:Iteration 52F (1563.934197 sec): 3 clusters Score: Raw -329514.121558 + Penalty 2573.790762 = -326940.330797 nChanged 0 Trying to split cluster 19 (5165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1563.966953 sec): 2 clusters Score: Raw -552565.577615 + Penalty 1389.319812 = -551176.257803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1564.001289 sec): 3 clusters Score: Raw -549963.244087 + Penalty 2778.639624 = -547184.604463 nChanged 2102 SP:Iteration 1F (1564.053094 sec): 3 clusters Score: Raw -551434.203327 + Penalty 2778.639624 = -548655.563703 nChanged 542 SP:Iteration 2F (1564.102283 sec): 3 clusters Score: Raw -551996.975080 + Penalty 2778.639624 = -549218.335456 nChanged 479 SP:Iteration 3F (1564.150427 sec): 3 clusters Score: Raw -552532.640849 + Penalty 2778.639624 = -549754.001225 nChanged 414 SP:Iteration 4F (1564.192781 sec): 3 clusters Score: Raw -552925.222779 + Penalty 2778.639624 = -550146.583155 nChanged 292 SP:Iteration 5F (1564.230572 sec): 3 clusters Score: Raw -553119.145580 + Penalty 2778.639624 = -550340.505956 nChanged 181 SP:Iteration 6Q (1564.276530 sec): 3 clusters Score: Raw -553216.054532 + Penalty 2778.639624 = -550437.414908 nChanged 132 SP:Iteration 7Q (1564.320568 sec): 3 clusters Score: Raw -553274.571142 + Penalty 2778.639624 = -550495.931518 nChanged 108 SP:Iteration 8Q (1564.355755 sec): 3 clusters Score: Raw -553317.167713 + Penalty 2778.639624 = -550538.528089 nChanged 76 SP:Iteration 9Q (1564.395725 sec): 3 clusters Score: Raw -553345.522611 + Penalty 2778.639624 = -550566.882987 nChanged 66 SP:Iteration 10Q (1564.445507 sec): 3 clusters Score: Raw -553372.839534 + Penalty 2778.639624 = -550594.199910 nChanged 72 SP:Iteration 11Q (1564.488777 sec): 3 clusters Score: Raw -553408.702452 + Penalty 2778.639624 = -550630.062828 nChanged 75 SP:Iteration 12Q (1564.535480 sec): 3 clusters Score: Raw -553442.963162 + Penalty 2778.639624 = -550664.323538 nChanged 65 SP:Iteration 13Q (1564.573771 sec): 3 clusters Score: Raw -553470.662444 + Penalty 2778.639624 = -550692.022820 nChanged 60 SP:Iteration 14Q (1564.613057 sec): 3 clusters Score: Raw -553499.809635 + Penalty 2778.639624 = -550721.170011 nChanged 54 SP:Iteration 15Q (1564.660278 sec): 3 clusters Score: Raw -553523.926774 + Penalty 2778.639624 = -550745.287150 nChanged 46 SP:Iteration 16Q (1564.701621 sec): 3 clusters Score: Raw -553541.761050 + Penalty 2778.639624 = -550763.121426 nChanged 37 SP:Iteration 17Q (1564.743381 sec): 3 clusters Score: Raw -553556.413880 + Penalty 2778.639624 = -550777.774256 nChanged 20 SP:Iteration 18Q (1564.788492 sec): 3 clusters Score: Raw -553562.588132 + Penalty 2778.639624 = -550783.948508 nChanged 30 SP:Iteration 19Q (1564.830260 sec): 3 clusters Score: Raw -553573.097248 + Penalty 2778.639624 = -550794.457624 nChanged 24 SP:Iteration 20F (1564.870374 sec): 3 clusters Score: Raw -553582.854702 + Penalty 2778.639624 = -550804.215078 nChanged 25 SP:Iteration 21Q (1564.917544 sec): 3 clusters Score: Raw -553593.536179 + Penalty 2778.639624 = -550814.896555 nChanged 17 SP:Iteration 22Q (1564.959443 sec): 3 clusters Score: Raw -553601.834815 + Penalty 2778.639624 = -550823.195191 nChanged 17 SP:Iteration 23Q (1565.015249 sec): 3 clusters Score: Raw -553609.542583 + Penalty 2778.639624 = -550830.902959 nChanged 17 SP:Iteration 24Q (1565.055646 sec): 3 clusters Score: Raw -553616.358579 + Penalty 2778.639624 = -550837.718955 nChanged 22 SP:Iteration 25Q (1565.110328 sec): 3 clusters Score: Raw -553625.932964 + Penalty 2778.639624 = -550847.293340 nChanged 16 SP:Iteration 26Q (1565.155704 sec): 3 clusters Score: Raw -553632.041327 + Penalty 2778.639624 = -550853.401703 nChanged 15 SP:Iteration 27Q (1565.196314 sec): 3 clusters Score: Raw -553638.760912 + Penalty 2778.639624 = -550860.121288 nChanged 14 SP:Iteration 28Q (1565.251301 sec): 3 clusters Score: Raw -553644.431231 + Penalty 2778.639624 = -550865.791607 nChanged 10 SP:Iteration 29Q (1565.299156 sec): 3 clusters Score: Raw -553648.620553 + Penalty 2778.639624 = -550869.980929 nChanged 5 SP:Iteration 30Q (1565.348888 sec): 3 clusters Score: Raw -553650.073715 + Penalty 2778.639624 = -550871.434091 nChanged 5 SP:Iteration 31Q (1565.395061 sec): 3 clusters Score: Raw -553651.516224 + Penalty 2778.639624 = -550872.876600 nChanged 5 SP:Iteration 32Q (1565.436570 sec): 3 clusters Score: Raw -553654.303884 + Penalty 2778.639624 = -550875.664260 nChanged 4 SP:Iteration 33Q (1565.473090 sec): 3 clusters Score: Raw -553656.281299 + Penalty 2778.639624 = -550877.641675 nChanged 4 SP:Iteration 34Q (1565.507217 sec): 3 clusters Score: Raw -553658.373783 + Penalty 2778.639624 = -550879.734159 nChanged 8 SP:Iteration 35Q (1565.547954 sec): 3 clusters Score: Raw -553661.136536 + Penalty 2778.639624 = -550882.496912 nChanged 4 SP:Iteration 36Q (1565.605263 sec): 3 clusters Score: Raw -553663.294660 + Penalty 2778.639624 = -550884.655036 nChanged 3 SP:Iteration 37Q (1565.641313 sec): 3 clusters Score: Raw -553664.523433 + Penalty 2778.639624 = -550885.883809 nChanged 3 SP:Iteration 38Q (1565.681031 sec): 3 clusters Score: Raw -553666.711802 + Penalty 2778.639624 = -550888.072178 nChanged 8 SP:Iteration 39Q (1565.728953 sec): 3 clusters Score: Raw -553669.749523 + Penalty 2778.639624 = -550891.109899 nChanged 6 SP:Iteration 40F (1565.768188 sec): 3 clusters Score: Raw -553671.222821 + Penalty 2778.639624 = -550892.583197 nChanged 4 SP:Iteration 41Q (1565.813425 sec): 3 clusters Score: Raw -553672.343926 + Penalty 2778.639624 = -550893.704302 nChanged 2 SP:Iteration 42Q (1565.861295 sec): 3 clusters Score: Raw -553672.832744 + Penalty 2778.639624 = -550894.193120 nChanged 2 SP:Iteration 43Q (1565.906145 sec): 3 clusters Score: Raw -553673.430199 + Penalty 2778.639624 = -550894.790575 nChanged 1 SP:Iteration 44Q (1565.954286 sec): 3 clusters Score: Raw -553673.860833 + Penalty 2778.639624 = -550895.221209 nChanged 0 SP:Iteration 45F (1565.999569 sec): 3 clusters Score: Raw -553673.860833 + Penalty 2778.639624 = -550895.221209 nChanged 0 Trying to split cluster 20 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.029642 sec): 2 clusters Score: Raw -217898.195146 + Penalty 1212.142570 = -216686.052575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.065283 sec): 3 clusters Score: Raw -217216.726885 + Penalty 2424.285141 = -214792.441744 nChanged 588 SP:Iteration 1F (1566.102633 sec): 3 clusters Score: Raw -217659.945774 + Penalty 2424.285141 = -215235.660633 nChanged 149 SP:Iteration 2F (1566.136025 sec): 3 clusters Score: Raw -217804.879075 + Penalty 2424.285141 = -215380.593934 nChanged 109 SP:Iteration 3F (1566.175283 sec): 3 clusters Score: Raw -217945.334156 + Penalty 2424.285141 = -215521.049015 nChanged 105 SP:Iteration 4F (1566.216519 sec): 3 clusters Score: Raw -218055.782440 + Penalty 2424.285141 = -215631.497299 nChanged 74 SP:Iteration 5Q (1566.253989 sec): 3 clusters Score: Raw -218133.426515 + Penalty 2424.285141 = -215709.141374 nChanged 60 SP:Iteration 6Q (1566.300344 sec): 3 clusters Score: Raw -218184.417388 + Penalty 2424.285141 = -215760.132247 nChanged 44 SP:Iteration 7Q (1566.335817 sec): 3 clusters Score: Raw -218218.998694 + Penalty 2424.285141 = -215794.713553 nChanged 27 SP:Iteration 8Q (1566.378115 sec): 3 clusters Score: Raw -218235.587808 + Penalty 2424.285141 = -215811.302667 nChanged 23 SP:Iteration 9Q (1566.421925 sec): 3 clusters Score: Raw -218253.381070 + Penalty 2424.285141 = -215829.095930 nChanged 27 SP:Iteration 10Q (1566.464015 sec): 3 clusters Score: Raw -218270.140423 + Penalty 2424.285141 = -215845.855282 nChanged 24 SP:Iteration 11Q (1566.501825 sec): 3 clusters Score: Raw -218290.900111 + Penalty 2424.285141 = -215866.614971 nChanged 25 SP:Iteration 12Q (1566.532798 sec): 3 clusters Score: Raw -218308.755801 + Penalty 2424.285141 = -215884.470660 nChanged 17 SP:Iteration 13Q (1566.575999 sec): 3 clusters Score: Raw -218320.055124 + Penalty 2424.285141 = -215895.769983 nChanged 14 SP:Iteration 14Q (1566.604972 sec): 3 clusters Score: Raw -218328.781855 + Penalty 2424.285141 = -215904.496714 nChanged 11 SP:Iteration 15Q (1566.647443 sec): 3 clusters Score: Raw -218338.020720 + Penalty 2424.285141 = -215913.735579 nChanged 7 SP:Iteration 16Q (1566.687533 sec): 3 clusters Score: Raw -218342.410619 + Penalty 2424.285141 = -215918.125478 nChanged 7 SP:Iteration 17Q (1566.723240 sec): 3 clusters Score: Raw -218345.642216 + Penalty 2424.285141 = -215921.357075 nChanged 2 SP:Iteration 18Q (1566.757950 sec): 3 clusters Score: Raw -218346.833768 + Penalty 2424.285141 = -215922.548627 nChanged 3 SP:Iteration 19Q (1566.788449 sec): 3 clusters Score: Raw -218347.933239 + Penalty 2424.285141 = -215923.648098 nChanged 0 SP:Iteration 20F (1566.822867 sec): 3 clusters Score: Raw -218347.933239 + Penalty 2424.285141 = -215923.648098 nChanged 0 Iteration 99Q (1569.038895 sec): 21 clusters Score: Raw -40669708.867490 + Penalty 41368.635847 = -40628340.231643 nChanged 1657 Iteration 100F (1572.593988 sec): 21 clusters Score: Raw -40671143.544301 + Penalty 41368.635847 = -40629774.908454 nChanged 1648 Iteration 101Q (1574.941870 sec): 21 clusters Score: Raw -40671610.620552 + Penalty 41368.635847 = -40630241.984705 nChanged 951 Iteration 102Q (1577.332328 sec): 21 clusters Score: Raw -40671779.653022 + Penalty 41368.635847 = -40630411.017175 nChanged 706 Iteration 103Q (1579.719199 sec): 21 clusters Score: Raw -40671884.391835 + Penalty 41368.635847 = -40630515.755989 nChanged 586 Iteration 104Q (1582.051054 sec): 21 clusters Score: Raw -40671967.441674 + Penalty 41368.635847 = -40630598.805827 nChanged 581 Iteration 105Q (1584.359056 sec): 21 clusters Score: Raw -40672033.502004 + Penalty 41368.635847 = -40630664.866158 nChanged 461 Iteration 106Q (1586.691605 sec): 21 clusters Score: Raw -40672075.642497 + Penalty 41368.635847 = -40630707.006651 nChanged 390 Iteration 107Q (1589.026150 sec): 21 clusters Score: Raw -40672106.302923 + Penalty 41368.635847 = -40630737.667076 nChanged 327 Iteration 108Q (1591.345742 sec): 21 clusters Score: Raw -40672133.612327 + Penalty 41368.635847 = -40630764.976480 nChanged 313 Iteration 109Q (1593.786009 sec): 21 clusters Score: Raw -40672159.099085 + Penalty 41368.635847 = -40630790.463238 nChanged 307 Iteration 110Q (1596.142632 sec): 21 clusters Score: Raw -40672182.155744 + Penalty 41368.635847 = -40630813.519897 nChanged 295 Iteration 111Q (1598.499595 sec): 21 clusters Score: Raw -40672205.236379 + Penalty 41368.635847 = -40630836.600532 nChanged 275 Iteration 112Q (1600.872495 sec): 21 clusters Score: Raw -40672226.993093 + Penalty 41368.635847 = -40630858.357247 nChanged 262 Iteration 113Q (1603.243114 sec): 21 clusters Score: Raw -40672246.634454 + Penalty 41368.635847 = -40630877.998607 nChanged 244 Iteration 114Q (1605.667512 sec): 21 clusters Score: Raw -40672266.870613 + Penalty 41368.635847 = -40630898.234766 nChanged 261 Iteration 115Q (1608.004269 sec): 21 clusters Score: Raw -40672290.895034 + Penalty 41368.635847 = -40630922.259187 nChanged 270 Iteration 116Q (1610.414968 sec): 21 clusters Score: Raw -40672317.109394 + Penalty 41368.635847 = -40630948.473547 nChanged 262 Iteration 117Q (1612.752335 sec): 21 clusters Score: Raw -40672343.409505 + Penalty 41368.635847 = -40630974.773658 nChanged 269 Iteration 118Q (1615.101317 sec): 21 clusters Score: Raw -40672365.775289 + Penalty 41368.635847 = -40630997.139442 nChanged 254 Iteration 119Q (1617.447834 sec): 21 clusters Score: Raw -40672388.158397 + Penalty 41368.635847 = -40631019.522550 nChanged 244 Iteration 120F (1621.027734 sec): 21 clusters Score: Raw -40672406.013961 + Penalty 41368.635847 = -40631037.378115 nChanged 258 Iteration 121Q (1623.351281 sec): 21 clusters Score: Raw -40672424.426006 + Penalty 41368.635847 = -40631055.790159 nChanged 253 Iteration 122Q (1625.718654 sec): 21 clusters Score: Raw -40672440.871112 + Penalty 41368.635847 = -40631072.235265 nChanged 237 Iteration 123Q (1627.996110 sec): 21 clusters Score: Raw -40672456.996016 + Penalty 41368.635847 = -40631088.360169 nChanged 214 Iteration 124Q (1630.172375 sec): 21 clusters Score: Raw -40672471.691123 + Penalty 41368.635847 = -40631103.055276 nChanged 215 Iteration 125Q (1632.447356 sec): 21 clusters Score: Raw -40672486.128439 + Penalty 41368.635847 = -40631117.492592 nChanged 195 Iteration 126Q (1634.839319 sec): 21 clusters Score: Raw -40672499.655114 + Penalty 41368.635847 = -40631131.019267 nChanged 187 Iteration 127Q (1637.197702 sec): 21 clusters Score: Raw -40672513.131081 + Penalty 41368.635847 = -40631144.495234 nChanged 196 Iteration 128Q (1639.580922 sec): 21 clusters Score: Raw -40672527.857592 + Penalty 41368.635847 = -40631159.221745 nChanged 193 Iteration 129Q (1641.951605 sec): 21 clusters Score: Raw -40672543.153998 + Penalty 41368.635847 = -40631174.518151 nChanged 195 Iteration 130Q (1644.366352 sec): 21 clusters Score: Raw -40672558.048803 + Penalty 41368.635847 = -40631189.412956 nChanged 186 Iteration 131Q (1646.741196 sec): 21 clusters Score: Raw -40672572.472082 + Penalty 41368.635847 = -40631203.836236 nChanged 175 Iteration 132Q (1649.094482 sec): 21 clusters Score: Raw -40672586.422780 + Penalty 41368.635847 = -40631217.786933 nChanged 194 Iteration 133Q (1651.558668 sec): 21 clusters Score: Raw -40672603.320717 + Penalty 41368.635847 = -40631234.684870 nChanged 206 Iteration 134Q (1654.019242 sec): 21 clusters Score: Raw -40672619.582498 + Penalty 41368.635847 = -40631250.946651 nChanged 202 Iteration 135Q (1656.428907 sec): 21 clusters Score: Raw -40672635.309563 + Penalty 41368.635847 = -40631266.673717 nChanged 197 Iteration 136Q (1658.868972 sec): 21 clusters Score: Raw -40672654.189087 + Penalty 41368.635847 = -40631285.553241 nChanged 231 Iteration 137Q (1661.223614 sec): 21 clusters Score: Raw -40672676.257792 + Penalty 41368.635847 = -40631307.621945 nChanged 241 Iteration 138Q (1663.630295 sec): 21 clusters Score: Raw -40672702.523556 + Penalty 41368.635847 = -40631333.887709 nChanged 249 Writing temp clu file Because OldScore, -40631307.621945, is greater than current (better) Score,-40631333.887709 Compute initial score before splitting: Score: Raw -40672702.523556 + Penalty 41368.635847 = -40631333.887709 Trying to split cluster 1 (52031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.774237 sec): 2 clusters Score: Raw -6283527.471008 + Penalty 1764.684183 = -6281762.786824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.882596 sec): 3 clusters Score: Raw -6250578.408928 + Penalty 3529.368366 = -6247049.040562 nChanged 24428 SP:Iteration 1F (1663.980398 sec): 3 clusters Score: Raw -6264609.621145 + Penalty 3529.368366 = -6261080.252778 nChanged 2194 SP:Iteration 2Q (1664.089993 sec): 3 clusters Score: Raw -6265336.951378 + Penalty 3529.368366 = -6261807.583011 nChanged 2290 SP:Iteration 3Q (1664.190608 sec): 3 clusters Score: Raw -6266240.479202 + Penalty 3529.368366 = -6262711.110835 nChanged 2420 SP:Iteration 4Q (1664.312405 sec): 3 clusters Score: Raw -6267329.539449 + Penalty 3529.368366 = -6263800.171083 nChanged 2666 SP:Iteration 5F (1664.407756 sec): 3 clusters Score: Raw -6268749.448385 + Penalty 3529.368366 = -6265220.080019 nChanged 2836 SP:Iteration 6F (1664.509857 sec): 3 clusters Score: Raw -6270438.971987 + Penalty 3529.368366 = -6266909.603621 nChanged 2968 SP:Iteration 7F (1664.615985 sec): 3 clusters Score: Raw -6272438.107813 + Penalty 3529.368366 = -6268908.739447 nChanged 2975 SP:Iteration 8F (1664.713098 sec): 3 clusters Score: Raw -6274505.859525 + Penalty 3529.368366 = -6270976.491159 nChanged 2714 SP:Iteration 9F (1664.811490 sec): 3 clusters Score: Raw -6276478.796413 + Penalty 3529.368366 = -6272949.428046 nChanged 2319 SP:Iteration 10Q (1664.921379 sec): 3 clusters Score: Raw -6278248.298109 + Penalty 3529.368366 = -6274718.929742 nChanged 1952 SP:Iteration 11Q (1665.025289 sec): 3 clusters Score: Raw -6279715.381336 + Penalty 3529.368366 = -6276186.012970 nChanged 1537 SP:Iteration 12Q (1665.134409 sec): 3 clusters Score: Raw -6280849.011170 + Penalty 3529.368366 = -6277319.642803 nChanged 1146 SP:Iteration 13Q (1665.239206 sec): 3 clusters Score: Raw -6281628.119863 + Penalty 3529.368366 = -6278098.751496 nChanged 871 SP:Iteration 14Q (1665.339851 sec): 3 clusters Score: Raw -6282180.328011 + Penalty 3529.368366 = -6278650.959645 nChanged 703 SP:Iteration 15Q (1665.442866 sec): 3 clusters Score: Raw -6282603.139329 + Penalty 3529.368366 = -6279073.770963 nChanged 542 SP:Iteration 16Q (1665.537427 sec): 3 clusters Score: Raw -6282911.232180 + Penalty 3529.368366 = -6279381.863814 nChanged 430 SP:Iteration 17Q (1665.650604 sec): 3 clusters Score: Raw -6283135.971813 + Penalty 3529.368366 = -6279606.603446 nChanged 326 SP:Iteration 18Q (1665.756936 sec): 3 clusters Score: Raw -6283308.792255 + Penalty 3529.368366 = -6279779.423888 nChanged 276 SP:Iteration 19Q (1665.860064 sec): 3 clusters Score: Raw -6283448.855630 + Penalty 3529.368366 = -6279919.487264 nChanged 201 SP:Iteration 20F (1665.959586 sec): 3 clusters Score: Raw -6283550.342179 + Penalty 3529.368366 = -6280020.973813 nChanged 159 SP:Iteration 21Q (1666.054701 sec): 3 clusters Score: Raw -6283630.738743 + Penalty 3529.368366 = -6280101.370376 nChanged 142 SP:Iteration 22Q (1666.158687 sec): 3 clusters Score: Raw -6283713.827467 + Penalty 3529.368366 = -6280184.459100 nChanged 116 SP:Iteration 23Q (1666.254130 sec): 3 clusters Score: Raw -6283775.522312 + Penalty 3529.368366 = -6280246.153945 nChanged 91 SP:Iteration 24Q (1666.339649 sec): 3 clusters Score: Raw -6283814.399287 + Penalty 3529.368366 = -6280285.030920 nChanged 64 SP:Iteration 25Q (1666.439474 sec): 3 clusters Score: Raw -6283839.437199 + Penalty 3529.368366 = -6280310.068832 nChanged 50 SP:Iteration 26Q (1666.537358 sec): 3 clusters Score: Raw -6283857.843861 + Penalty 3529.368366 = -6280328.475494 nChanged 47 SP:Iteration 27Q (1666.629280 sec): 3 clusters Score: Raw -6283874.322836 + Penalty 3529.368366 = -6280344.954469 nChanged 37 SP:Iteration 28Q (1666.725476 sec): 3 clusters Score: Raw -6283887.033041 + Penalty 3529.368366 = -6280357.664675 nChanged 34 SP:Iteration 29Q (1666.824134 sec): 3 clusters Score: Raw -6283901.623935 + Penalty 3529.368366 = -6280372.255569 nChanged 22 SP:Iteration 30Q (1666.917301 sec): 3 clusters Score: Raw -6283910.018324 + Penalty 3529.368366 = -6280380.649957 nChanged 23 SP:Iteration 31Q (1667.010297 sec): 3 clusters Score: Raw -6283919.167096 + Penalty 3529.368366 = -6280389.798730 nChanged 19 SP:Iteration 32Q (1667.108321 sec): 3 clusters Score: Raw -6283927.275055 + Penalty 3529.368366 = -6280397.906689 nChanged 18 SP:Iteration 33Q (1667.198934 sec): 3 clusters Score: Raw -6283935.166594 + Penalty 3529.368366 = -6280405.798228 nChanged 16 SP:Iteration 34Q (1667.290963 sec): 3 clusters Score: Raw -6283942.632704 + Penalty 3529.368366 = -6280413.264338 nChanged 21 SP:Iteration 35Q (1667.388387 sec): 3 clusters Score: Raw -6283951.557350 + Penalty 3529.368366 = -6280422.188984 nChanged 19 SP:Iteration 36Q (1667.486524 sec): 3 clusters Score: Raw -6283959.934148 + Penalty 3529.368366 = -6280430.565781 nChanged 22 SP:Iteration 37Q (1667.576811 sec): 3 clusters Score: Raw -6283968.095697 + Penalty 3529.368366 = -6280438.727331 nChanged 20 SP:Iteration 38Q (1667.674549 sec): 3 clusters Score: Raw -6283978.512150 + Penalty 3529.368366 = -6280449.143784 nChanged 17 SP:Iteration 39Q (1667.766230 sec): 3 clusters Score: Raw -6283983.593468 + Penalty 3529.368366 = -6280454.225101 nChanged 13 SP:Iteration 40F (1667.875329 sec): 3 clusters Score: Raw -6283988.388468 + Penalty 3529.368366 = -6280459.020101 nChanged 11 SP:Iteration 41Q (1667.966834 sec): 3 clusters Score: Raw -6283992.849822 + Penalty 3529.368366 = -6280463.481455 nChanged 12 SP:Iteration 42Q (1668.073331 sec): 3 clusters Score: Raw -6283996.426239 + Penalty 3529.368366 = -6280467.057872 nChanged 8 SP:Iteration 43Q (1668.170822 sec): 3 clusters Score: Raw -6283998.570180 + Penalty 3529.368366 = -6280469.201814 nChanged 3 SP:Iteration 44Q (1668.267013 sec): 3 clusters Score: Raw -6284000.033195 + Penalty 3529.368366 = -6280470.664829 nChanged 7 SP:Iteration 45Q (1668.357342 sec): 3 clusters Score: Raw -6284001.903032 + Penalty 3529.368366 = -6280472.534665 nChanged 4 SP:Iteration 46Q (1668.453644 sec): 3 clusters Score: Raw -6284003.012202 + Penalty 3529.368366 = -6280473.643835 nChanged 3 SP:Iteration 47Q (1668.540791 sec): 3 clusters Score: Raw -6284004.888487 + Penalty 3529.368366 = -6280475.520120 nChanged 2 SP:Iteration 48Q (1668.646866 sec): 3 clusters Score: Raw -6284005.676248 + Penalty 3529.368366 = -6280476.307882 nChanged 1 SP:Iteration 49Q (1668.734018 sec): 3 clusters Score: Raw -6284005.985280 + Penalty 3529.368366 = -6280476.616914 nChanged 2 SP:Iteration 50Q (1668.830241 sec): 3 clusters Score: Raw -6284006.894533 + Penalty 3529.368366 = -6280477.526167 nChanged 3 SP:Iteration 51Q (1668.919655 sec): 3 clusters Score: Raw -6284007.939708 + Penalty 3529.368366 = -6280478.571342 nChanged 2 SP:Iteration 52Q (1669.013705 sec): 3 clusters Score: Raw -6284008.742315 + Penalty 3529.368366 = -6280479.373949 nChanged 2 SP:Iteration 53Q (1669.107363 sec): 3 clusters Score: Raw -6284009.264315 + Penalty 3529.368366 = -6280479.895948 nChanged 1 SP:Iteration 54Q (1669.204162 sec): 3 clusters Score: Raw -6284009.465137 + Penalty 3529.368366 = -6280480.096770 nChanged 0 SP:Iteration 55F (1669.310431 sec): 3 clusters Score: Raw -6284009.465137 + Penalty 3529.368366 = -6280480.096770 nChanged 0 Trying to split cluster 2 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1669.339770 sec): 2 clusters Score: Raw -49223.684732 + Penalty 985.742565 = -48237.942167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1669.382817 sec): 3 clusters Score: Raw -49221.308333 + Penalty 1971.485129 = -47249.823203 nChanged 98 SP:Iteration 1F (1669.425569 sec): 3 clusters Score: Raw -49346.246722 + Penalty 1971.485129 = -47374.761593 nChanged 27 SP:Iteration 2F (1669.461240 sec): 3 clusters Score: Raw -49403.059980 + Penalty 1971.485129 = -47431.574851 nChanged 8 SP:Iteration 3Q (1669.512207 sec): 3 clusters Score: Raw -49420.938593 + Penalty 1971.485129 = -47449.453464 nChanged 7 SP:Iteration 4Q (1669.546497 sec): 3 clusters Score: Raw -49442.215533 + Penalty 1971.485129 = -47470.730404 nChanged 6 SP:Iteration 5Q (1669.596863 sec): 3 clusters Score: Raw -49468.534473 + Penalty 1971.485129 = -47497.049343 nChanged 11 SP:Iteration 6Q (1669.642589 sec): 3 clusters Score: Raw -49501.561205 + Penalty 1971.485129 = -47530.076076 nChanged 8 SP:Iteration 7Q (1669.685850 sec): 3 clusters Score: Raw -49518.017465 + Penalty 1971.485129 = -47546.532336 nChanged 4 SP:Iteration 8Q (1669.718487 sec): 3 clusters Score: Raw -49528.657801 + Penalty 1971.485129 = -47557.172671 nChanged 5 SP:Iteration 9Q (1669.761629 sec): 3 clusters Score: Raw -49533.880500 + Penalty 1971.485129 = -47562.395371 nChanged 4 SP:Iteration 10Q (1669.815520 sec): 3 clusters Score: Raw -49540.882004 + Penalty 1971.485129 = -47569.396875 nChanged 1 SP:Iteration 11Q (1669.848300 sec): 3 clusters Score: Raw -49542.001355 + Penalty 1971.485129 = -47570.516225 nChanged 1 SP:Iteration 12Q (1669.891583 sec): 3 clusters Score: Raw -49543.258160 + Penalty 1971.485129 = -47571.773031 nChanged 2 SP:Iteration 13Q (1669.942075 sec): 3 clusters Score: Raw -49544.538495 + Penalty 1971.485129 = -47573.053365 nChanged 0 SP:Iteration 14F (1669.985215 sec): 3 clusters Score: Raw -49544.538495 + Penalty 1971.485129 = -47573.053365 nChanged 0 Trying to split cluster 3 (7036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1670.014002 sec): 2 clusters Score: Raw -876556.138785 + Penalty 1439.554205 = -875116.584581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1670.055066 sec): 3 clusters Score: Raw -872752.853832 + Penalty 2879.108409 = -869873.745422 nChanged 2912 SP:Iteration 1F (1670.102918 sec): 3 clusters Score: Raw -874382.440043 + Penalty 2879.108409 = -871503.331634 nChanged 532 SP:Iteration 2F (1670.160198 sec): 3 clusters Score: Raw -874783.857777 + Penalty 2879.108409 = -871904.749368 nChanged 545 SP:Iteration 3F (1670.202428 sec): 3 clusters Score: Raw -875359.092592 + Penalty 2879.108409 = -872479.984182 nChanged 651 SP:Iteration 4F (1670.258304 sec): 3 clusters Score: Raw -876283.916164 + Penalty 2879.108409 = -873404.807755 nChanged 688 SP:Iteration 5F (1670.296415 sec): 3 clusters Score: Raw -877361.469678 + Penalty 2879.108409 = -874482.361268 nChanged 544 SP:Iteration 6F (1670.344839 sec): 3 clusters Score: Raw -877991.427976 + Penalty 2879.108409 = -875112.319566 nChanged 367 SP:Iteration 7F (1670.391319 sec): 3 clusters Score: Raw -878268.080504 + Penalty 2879.108409 = -875388.972094 nChanged 210 SP:Iteration 8Q (1670.434928 sec): 3 clusters Score: Raw -878363.063773 + Penalty 2879.108409 = -875483.955363 nChanged 121 SP:Iteration 9Q (1670.482936 sec): 3 clusters Score: Raw -878408.394120 + Penalty 2879.108409 = -875529.285711 nChanged 68 SP:Iteration 10Q (1670.529160 sec): 3 clusters Score: Raw -878426.618740 + Penalty 2879.108409 = -875547.510331 nChanged 38 SP:Iteration 11Q (1670.577485 sec): 3 clusters Score: Raw -878436.770290 + Penalty 2879.108409 = -875557.661880 nChanged 26 SP:Iteration 12Q (1670.623740 sec): 3 clusters Score: Raw -878442.511323 + Penalty 2879.108409 = -875563.402913 nChanged 15 SP:Iteration 13Q (1670.671743 sec): 3 clusters Score: Raw -878445.110525 + Penalty 2879.108409 = -875566.002115 nChanged 18 SP:Iteration 14Q (1670.718821 sec): 3 clusters Score: Raw -878448.258963 + Penalty 2879.108409 = -875569.150554 nChanged 13 SP:Iteration 15Q (1670.773664 sec): 3 clusters Score: Raw -878450.658626 + Penalty 2879.108409 = -875571.550217 nChanged 10 SP:Iteration 16Q (1670.819680 sec): 3 clusters Score: Raw -878452.166777 + Penalty 2879.108409 = -875573.058367 nChanged 7 SP:Iteration 17Q (1670.858554 sec): 3 clusters Score: Raw -878452.910543 + Penalty 2879.108409 = -875573.802134 nChanged 4 SP:Iteration 18Q (1670.905666 sec): 3 clusters Score: Raw -878453.427350 + Penalty 2879.108409 = -875574.318940 nChanged 1 SP:Iteration 19Q (1670.961026 sec): 3 clusters Score: Raw -878453.548376 + Penalty 2879.108409 = -875574.439967 nChanged 0 SP:Iteration 20F (1671.002797 sec): 3 clusters Score: Raw -878453.548376 + Penalty 2879.108409 = -875574.439967 nChanged 0 Score: Raw -40674614.594348 + Penalty 43437.067639 = -40631177.526709 Splitting cluster 3 changes total score from -40631333.887709 to -40631177.526709 So it's not getting split. Trying to split cluster 4 (26965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1674.674916 sec): 2 clusters Score: Raw -3368498.349860 + Penalty 1657.872939 = -3366840.476921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1674.748240 sec): 3 clusters Score: Raw -3351891.814314 + Penalty 3315.745878 = -3348576.068437 nChanged 12345 SP:Iteration 1F (1674.819090 sec): 3 clusters Score: Raw -3358908.581519 + Penalty 3315.745878 = -3355592.835641 nChanged 1234 SP:Iteration 2Q (1674.899557 sec): 3 clusters Score: Raw -3359402.493135 + Penalty 3315.745878 = -3356086.747257 nChanged 1349 SP:Iteration 3F (1674.969299 sec): 3 clusters Score: Raw -3360044.566437 + Penalty 3315.745878 = -3356728.820560 nChanged 1559 SP:Iteration 4F (1675.043457 sec): 3 clusters Score: Raw -3360906.432829 + Penalty 3315.745878 = -3357590.686952 nChanged 1757 SP:Iteration 5F (1675.114652 sec): 3 clusters Score: Raw -3362116.920880 + Penalty 3315.745878 = -3358801.175003 nChanged 1972 SP:Iteration 6F (1675.179343 sec): 3 clusters Score: Raw -3363774.784830 + Penalty 3315.745878 = -3360459.038953 nChanged 1923 SP:Iteration 7F (1675.248453 sec): 3 clusters Score: Raw -3365595.356310 + Penalty 3315.745878 = -3362279.610432 nChanged 1486 SP:Iteration 8F (1675.324992 sec): 3 clusters Score: Raw -3367088.884048 + Penalty 3315.745878 = -3363773.138170 nChanged 918 SP:Iteration 9Q (1675.397985 sec): 3 clusters Score: Raw -3368019.118902 + Penalty 3315.745878 = -3364703.373024 nChanged 480 SP:Iteration 10Q (1675.462062 sec): 3 clusters Score: Raw -3368455.816358 + Penalty 3315.745878 = -3365140.070481 nChanged 271 SP:Iteration 11Q (1675.527831 sec): 3 clusters Score: Raw -3368677.850275 + Penalty 3315.745878 = -3365362.104398 nChanged 172 SP:Iteration 12Q (1675.597658 sec): 3 clusters Score: Raw -3368807.667759 + Penalty 3315.745878 = -3365491.921881 nChanged 114 SP:Iteration 13Q (1675.666605 sec): 3 clusters Score: Raw -3368883.691423 + Penalty 3315.745878 = -3365567.945545 nChanged 85 SP:Iteration 14Q (1675.736255 sec): 3 clusters Score: Raw -3368926.512734 + Penalty 3315.745878 = -3365610.766856 nChanged 50 SP:Iteration 15Q (1675.811357 sec): 3 clusters Score: Raw -3368954.046031 + Penalty 3315.745878 = -3365638.300153 nChanged 39 SP:Iteration 16Q (1675.879619 sec): 3 clusters Score: Raw -3368967.911624 + Penalty 3315.745878 = -3365652.165747 nChanged 21 SP:Iteration 17Q (1675.944935 sec): 3 clusters Score: Raw -3368979.246315 + Penalty 3315.745878 = -3365663.500438 nChanged 26 SP:Iteration 18Q (1676.003330 sec): 3 clusters Score: Raw -3368991.634560 + Penalty 3315.745878 = -3365675.888682 nChanged 28 SP:Iteration 19Q (1676.076215 sec): 3 clusters Score: Raw -3369008.007106 + Penalty 3315.745878 = -3365692.261228 nChanged 23 SP:Iteration 20F (1676.162298 sec): 3 clusters Score: Raw -3369021.918668 + Penalty 3315.745878 = -3365706.172791 nChanged 23 SP:Iteration 21Q (1676.238126 sec): 3 clusters Score: Raw -3369031.173628 + Penalty 3315.745878 = -3365715.427750 nChanged 15 SP:Iteration 22Q (1676.316383 sec): 3 clusters Score: Raw -3369036.424801 + Penalty 3315.745878 = -3365720.678923 nChanged 14 SP:Iteration 23Q (1676.395330 sec): 3 clusters Score: Raw -3369041.678531 + Penalty 3315.745878 = -3365725.932654 nChanged 10 SP:Iteration 24Q (1676.471035 sec): 3 clusters Score: Raw -3369047.851334 + Penalty 3315.745878 = -3365732.105457 nChanged 11 SP:Iteration 25Q (1676.548392 sec): 3 clusters Score: Raw -3369051.832091 + Penalty 3315.745878 = -3365736.086213 nChanged 9 SP:Iteration 26Q (1676.624148 sec): 3 clusters Score: Raw -3369054.539587 + Penalty 3315.745878 = -3365738.793709 nChanged 11 SP:Iteration 27Q (1676.700777 sec): 3 clusters Score: Raw -3369058.430274 + Penalty 3315.745878 = -3365742.684396 nChanged 10 SP:Iteration 28Q (1676.767449 sec): 3 clusters Score: Raw -3369061.557190 + Penalty 3315.745878 = -3365745.811313 nChanged 4 SP:Iteration 29Q (1676.845263 sec): 3 clusters Score: Raw -3369062.660762 + Penalty 3315.745878 = -3365746.914885 nChanged 1 SP:Iteration 30Q (1676.917931 sec): 3 clusters Score: Raw -3369062.884312 + Penalty 3315.745878 = -3365747.138435 nChanged 1 SP:Iteration 31Q (1676.991976 sec): 3 clusters Score: Raw -3369063.338347 + Penalty 3315.745878 = -3365747.592470 nChanged 1 SP:Iteration 32Q (1677.066536 sec): 3 clusters Score: Raw -3369063.589257 + Penalty 3315.745878 = -3365747.843379 nChanged 1 SP:Iteration 33Q (1677.139152 sec): 3 clusters Score: Raw -3369064.074776 + Penalty 3315.745878 = -3365748.328898 nChanged 0 SP:Iteration 34F (1677.217789 sec): 3 clusters Score: Raw -3369064.074776 + Penalty 3315.745878 = -3365748.328898 nChanged 0 Trying to split cluster 5 (3552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1677.246539 sec): 2 clusters Score: Raw -400989.303086 + Penalty 1328.480742 = -399660.822344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1677.295339 sec): 3 clusters Score: Raw -399279.193590 + Penalty 2656.961484 = -396622.232107 nChanged 1376 SP:Iteration 1F (1677.333629 sec): 3 clusters Score: Raw -400045.248167 + Penalty 2656.961484 = -397388.286683 nChanged 243 SP:Iteration 2F (1677.389559 sec): 3 clusters Score: Raw -400209.446275 + Penalty 2656.961484 = -397552.484791 nChanged 189 SP:Iteration 3F (1677.437168 sec): 3 clusters Score: Raw -400350.997919 + Penalty 2656.961484 = -397694.036435 nChanged 174 SP:Iteration 4Q (1677.487723 sec): 3 clusters Score: Raw -400464.254202 + Penalty 2656.961484 = -397807.292718 nChanged 149 SP:Iteration 5Q (1677.538209 sec): 3 clusters Score: Raw -400551.591759 + Penalty 2656.961484 = -397894.630275 nChanged 131 SP:Iteration 6Q (1677.588026 sec): 3 clusters Score: Raw -400624.784550 + Penalty 2656.961484 = -397967.823066 nChanged 85 SP:Iteration 7Q (1677.638331 sec): 3 clusters Score: Raw -400681.777489 + Penalty 2656.961484 = -398024.816005 nChanged 82 SP:Iteration 8Q (1677.686181 sec): 3 clusters Score: Raw -400728.160341 + Penalty 2656.961484 = -398071.198857 nChanged 76 SP:Iteration 9Q (1677.726328 sec): 3 clusters Score: Raw -400768.518493 + Penalty 2656.961484 = -398111.557009 nChanged 62 SP:Iteration 10Q (1677.782239 sec): 3 clusters Score: Raw -400803.504823 + Penalty 2656.961484 = -398146.543339 nChanged 66 SP:Iteration 11Q (1677.833839 sec): 3 clusters Score: Raw -400847.609362 + Penalty 2656.961484 = -398190.647878 nChanged 71 SP:Iteration 12Q (1677.882098 sec): 3 clusters Score: Raw -400883.898891 + Penalty 2656.961484 = -398226.937407 nChanged 69 SP:Iteration 13Q (1677.925404 sec): 3 clusters Score: Raw -400921.469765 + Penalty 2656.961484 = -398264.508281 nChanged 56 SP:Iteration 14Q (1677.979241 sec): 3 clusters Score: Raw -400950.451920 + Penalty 2656.961484 = -398293.490436 nChanged 51 SP:Iteration 15Q (1678.026295 sec): 3 clusters Score: Raw -400983.147902 + Penalty 2656.961484 = -398326.186418 nChanged 54 SP:Iteration 16Q (1678.074054 sec): 3 clusters Score: Raw -401011.894933 + Penalty 2656.961484 = -398354.933449 nChanged 60 SP:Iteration 17Q (1678.120591 sec): 3 clusters Score: Raw -401045.851539 + Penalty 2656.961484 = -398388.890055 nChanged 60 SP:Iteration 18Q (1678.173351 sec): 3 clusters Score: Raw -401086.163414 + Penalty 2656.961484 = -398429.201930 nChanged 63 SP:Iteration 19Q (1678.220139 sec): 3 clusters Score: Raw -401119.384112 + Penalty 2656.961484 = -398462.422628 nChanged 47 SP:Iteration 20F (1678.260813 sec): 3 clusters Score: Raw -401144.071527 + Penalty 2656.961484 = -398487.110043 nChanged 48 SP:Iteration 21Q (1678.309042 sec): 3 clusters Score: Raw -401175.792841 + Penalty 2656.961484 = -398518.831357 nChanged 50 SP:Iteration 22Q (1678.359500 sec): 3 clusters Score: Raw -401206.147208 + Penalty 2656.961484 = -398549.185724 nChanged 54 SP:Iteration 23Q (1678.407736 sec): 3 clusters Score: Raw -401233.856591 + Penalty 2656.961484 = -398576.895107 nChanged 43 SP:Iteration 24Q (1678.457341 sec): 3 clusters Score: Raw -401255.380208 + Penalty 2656.961484 = -398598.418724 nChanged 39 SP:Iteration 25Q (1678.505616 sec): 3 clusters Score: Raw -401270.499174 + Penalty 2656.961484 = -398613.537690 nChanged 32 SP:Iteration 26Q (1678.555654 sec): 3 clusters Score: Raw -401286.408009 + Penalty 2656.961484 = -398629.446525 nChanged 39 SP:Iteration 27Q (1678.604998 sec): 3 clusters Score: Raw -401307.321940 + Penalty 2656.961484 = -398650.360457 nChanged 46 SP:Iteration 28Q (1678.654596 sec): 3 clusters Score: Raw -401330.404686 + Penalty 2656.961484 = -398673.443202 nChanged 40 SP:Iteration 29Q (1678.703594 sec): 3 clusters Score: Raw -401354.445869 + Penalty 2656.961484 = -398697.484386 nChanged 47 SP:Iteration 30Q (1678.753938 sec): 3 clusters Score: Raw -401376.756861 + Penalty 2656.961484 = -398719.795378 nChanged 42 SP:Iteration 31Q (1678.801009 sec): 3 clusters Score: Raw -401398.127962 + Penalty 2656.961484 = -398741.166478 nChanged 41 SP:Iteration 32Q (1678.840949 sec): 3 clusters Score: Raw -401411.162203 + Penalty 2656.961484 = -398754.200719 nChanged 26 SP:Iteration 33Q (1678.890494 sec): 3 clusters Score: Raw -401419.225549 + Penalty 2656.961484 = -398762.264065 nChanged 22 SP:Iteration 34Q (1678.933427 sec): 3 clusters Score: Raw -401428.550850 + Penalty 2656.961484 = -398771.589366 nChanged 18 SP:Iteration 35Q (1678.977659 sec): 3 clusters Score: Raw -401435.940373 + Penalty 2656.961484 = -398778.978890 nChanged 15 SP:Iteration 36Q (1679.019791 sec): 3 clusters Score: Raw -401440.381053 + Penalty 2656.961484 = -398783.419569 nChanged 14 SP:Iteration 37Q (1679.062581 sec): 3 clusters Score: Raw -401443.854746 + Penalty 2656.961484 = -398786.893262 nChanged 12 SP:Iteration 38Q (1679.106018 sec): 3 clusters Score: Raw -401446.486280 + Penalty 2656.961484 = -398789.524796 nChanged 6 SP:Iteration 39Q (1679.142414 sec): 3 clusters Score: Raw -401447.309404 + Penalty 2656.961484 = -398790.347921 nChanged 4 SP:Iteration 40F (1679.183337 sec): 3 clusters Score: Raw -401448.208133 + Penalty 2656.961484 = -398791.246650 nChanged 2 SP:Iteration 41Q (1679.225139 sec): 3 clusters Score: Raw -401448.568002 + Penalty 2656.961484 = -398791.606518 nChanged 2 SP:Iteration 42Q (1679.266800 sec): 3 clusters Score: Raw -401449.051405 + Penalty 2656.961484 = -398792.089921 nChanged 1 SP:Iteration 43Q (1679.316065 sec): 3 clusters Score: Raw -401449.145051 + Penalty 2656.961484 = -398792.183567 nChanged 0 SP:Iteration 44F (1679.358119 sec): 3 clusters Score: Raw -401449.145051 + Penalty 2656.961484 = -398792.183567 nChanged 0 Trying to split cluster 6 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1679.378472 sec): 2 clusters Score: Raw -27317.320687 + Penalty 937.352162 = -26379.968526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1679.416999 sec): 3 clusters Score: Raw -27987.605029 + Penalty 1874.704324 = -26112.900705 nChanged 106 SP:Iteration 1F (1679.446061 sec): 3 clusters Score: Raw -29375.855360 + Penalty 1874.704324 = -27501.151037 nChanged 44 SP:Iteration 2F (1679.483792 sec): 3 clusters Score: Raw -33001.350583 + Penalty 1874.704324 = -31126.646260 nChanged 24 Unmasked E-step: Deleting class 1 (191 points): covariance matrix is singular SP:Iteration 3F (1679.503175 sec): 3 clusters Score: Raw -33361.056453 + Penalty 1874.704324 = -31486.352129 nChanged 1 SP:Iteration 4Q (1679.522596 sec): 2 clusters Score: Raw -3316.993283 + Penalty 937.352162 = -2379.641122 nChanged 192 SP:Iteration 5F (1679.543123 sec): 2 clusters Score: Raw -27317.320687 + Penalty 937.352162 = -26379.968526 nChanged 0 Trying to split cluster 7 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1679.563980 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 2 (33 points): covariance matrix is singular SP:Iteration 0F (1679.583760 sec): 3 clusters Score: Raw -7192.389210 + Penalty 1411.736762 = -5780.652448 nChanged 28 SP:Iteration 1F (1679.601518 sec): 2 clusters Score: Raw -6706.804734 + Penalty 705.868381 = -6000.936353 nChanged 5 SP:Iteration 2F (1679.620159 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 Trying to split cluster 8 (3487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1679.643521 sec): 2 clusters Score: Raw -388659.150176 + Penalty 1325.479520 = -387333.670656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1679.688286 sec): 3 clusters Score: Raw -386987.793011 + Penalty 2650.959040 = -384336.833971 nChanged 1368 SP:Iteration 1F (1679.728956 sec): 3 clusters Score: Raw -387857.130909 + Penalty 2650.959040 = -385206.171869 nChanged 339 SP:Iteration 2F (1679.771583 sec): 3 clusters Score: Raw -388178.315474 + Penalty 2650.959040 = -385527.356433 nChanged 277 SP:Iteration 3F (1679.812967 sec): 3 clusters Score: Raw -388495.065029 + Penalty 2650.959040 = -385844.105989 nChanged 252 SP:Iteration 4F (1679.855207 sec): 3 clusters Score: Raw -388793.765615 + Penalty 2650.959040 = -386142.806574 nChanged 230 SP:Iteration 5F (1679.897165 sec): 3 clusters Score: Raw -389047.827175 + Penalty 2650.959040 = -386396.868134 nChanged 183 SP:Iteration 6F (1679.938694 sec): 3 clusters Score: Raw -389266.972128 + Penalty 2650.959040 = -386616.013087 nChanged 154 SP:Iteration 7Q (1679.978963 sec): 3 clusters Score: Raw -389442.003755 + Penalty 2650.959040 = -386791.044715 nChanged 133 SP:Iteration 8Q (1680.022176 sec): 3 clusters Score: Raw -389576.946005 + Penalty 2650.959040 = -386925.986965 nChanged 140 SP:Iteration 9Q (1680.061331 sec): 3 clusters Score: Raw -389689.834384 + Penalty 2650.959040 = -387038.875344 nChanged 103 SP:Iteration 10Q (1680.105453 sec): 3 clusters Score: Raw -389762.270365 + Penalty 2650.959040 = -387111.311325 nChanged 80 SP:Iteration 11Q (1680.144586 sec): 3 clusters Score: Raw -389811.622825 + Penalty 2650.959040 = -387160.663785 nChanged 63 SP:Iteration 12Q (1680.197096 sec): 3 clusters Score: Raw -389847.224155 + Penalty 2650.959040 = -387196.265115 nChanged 57 SP:Iteration 13Q (1680.239069 sec): 3 clusters Score: Raw -389879.168588 + Penalty 2650.959040 = -387228.209548 nChanged 50 SP:Iteration 14Q (1680.282051 sec): 3 clusters Score: Raw -389903.114242 + Penalty 2650.959040 = -387252.155202 nChanged 39 SP:Iteration 15Q (1680.323983 sec): 3 clusters Score: Raw -389923.147178 + Penalty 2650.959040 = -387272.188138 nChanged 42 SP:Iteration 16Q (1680.367036 sec): 3 clusters Score: Raw -389945.376491 + Penalty 2650.959040 = -387294.417451 nChanged 38 SP:Iteration 17Q (1680.399950 sec): 3 clusters Score: Raw -389962.618160 + Penalty 2650.959040 = -387311.659120 nChanged 21 SP:Iteration 18Q (1680.449549 sec): 3 clusters Score: Raw -389971.676792 + Penalty 2650.959040 = -387320.717752 nChanged 24 SP:Iteration 19Q (1680.482548 sec): 3 clusters Score: Raw -389982.114778 + Penalty 2650.959040 = -387331.155738 nChanged 15 SP:Iteration 20F (1680.525715 sec): 3 clusters Score: Raw -389987.089281 + Penalty 2650.959040 = -387336.130241 nChanged 16 SP:Iteration 21Q (1680.575406 sec): 3 clusters Score: Raw -389990.937023 + Penalty 2650.959040 = -387339.977983 nChanged 8 SP:Iteration 22Q (1680.618347 sec): 3 clusters Score: Raw -389992.565503 + Penalty 2650.959040 = -387341.606463 nChanged 6 SP:Iteration 23Q (1680.660603 sec): 3 clusters Score: Raw -389994.643051 + Penalty 2650.959040 = -387343.684011 nChanged 3 SP:Iteration 24Q (1680.694192 sec): 3 clusters Score: Raw -389995.330821 + Penalty 2650.959040 = -387344.371781 nChanged 2 SP:Iteration 25Q (1680.732942 sec): 3 clusters Score: Raw -389995.586801 + Penalty 2650.959040 = -387344.627761 nChanged 0 SP:Iteration 26F (1680.773618 sec): 3 clusters Score: Raw -389995.586801 + Penalty 2650.959040 = -387344.627761 nChanged 0 Score: Raw -40674053.621383 + Penalty 43437.067639 = -40630616.553744 Splitting cluster 8 changes total score from -40631333.887709 to -40630616.553744 So it's not getting split. Trying to split cluster 9 (29241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1684.635120 sec): 2 clusters Score: Raw -3688410.000507 + Penalty 1671.040656 = -3686738.959851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1684.718123 sec): 3 clusters Score: Raw -3670394.495121 + Penalty 3342.081312 = -3667052.413809 nChanged 13433 SP:Iteration 1F (1684.803584 sec): 3 clusters Score: Raw -3678974.063931 + Penalty 3342.081312 = -3675631.982620 nChanged 2090 SP:Iteration 2F (1684.888259 sec): 3 clusters Score: Raw -3680578.046189 + Penalty 3342.081312 = -3677235.964877 nChanged 2440 SP:Iteration 3F (1684.972275 sec): 3 clusters Score: Raw -3682816.819626 + Penalty 3342.081312 = -3679474.738314 nChanged 2556 SP:Iteration 4F (1685.054195 sec): 3 clusters Score: Raw -3685159.744988 + Penalty 3342.081312 = -3681817.663676 nChanged 2106 SP:Iteration 5F (1685.140326 sec): 3 clusters Score: Raw -3686682.548115 + Penalty 3342.081312 = -3683340.466803 nChanged 1387 SP:Iteration 6Q (1685.226297 sec): 3 clusters Score: Raw -3687375.264032 + Penalty 3342.081312 = -3684033.182721 nChanged 915 SP:Iteration 7Q (1685.314292 sec): 3 clusters Score: Raw -3687704.063949 + Penalty 3342.081312 = -3684361.982638 nChanged 572 SP:Iteration 8Q (1685.404453 sec): 3 clusters Score: Raw -3687868.973558 + Penalty 3342.081312 = -3684526.892246 nChanged 401 SP:Iteration 9Q (1685.483562 sec): 3 clusters Score: Raw -3687976.456272 + Penalty 3342.081312 = -3684634.374960 nChanged 335 SP:Iteration 10Q (1685.557350 sec): 3 clusters Score: Raw -3688059.944765 + Penalty 3342.081312 = -3684717.863454 nChanged 296 SP:Iteration 11Q (1685.634694 sec): 3 clusters Score: Raw -3688128.352004 + Penalty 3342.081312 = -3684786.270692 nChanged 278 SP:Iteration 12Q (1685.706963 sec): 3 clusters Score: Raw -3688199.703917 + Penalty 3342.081312 = -3684857.622606 nChanged 298 SP:Iteration 13Q (1685.789896 sec): 3 clusters Score: Raw -3688276.877827 + Penalty 3342.081312 = -3684934.796516 nChanged 318 SP:Iteration 14Q (1685.877681 sec): 3 clusters Score: Raw -3688364.519734 + Penalty 3342.081312 = -3685022.438423 nChanged 330 SP:Iteration 15Q (1685.953666 sec): 3 clusters Score: Raw -3688455.182520 + Penalty 3342.081312 = -3685113.101209 nChanged 326 SP:Iteration 16Q (1686.026052 sec): 3 clusters Score: Raw -3688541.963953 + Penalty 3342.081312 = -3685199.882641 nChanged 294 SP:Iteration 17Q (1686.105140 sec): 3 clusters Score: Raw -3688621.038084 + Penalty 3342.081312 = -3685278.956772 nChanged 288 SP:Iteration 18Q (1686.183159 sec): 3 clusters Score: Raw -3688705.614384 + Penalty 3342.081312 = -3685363.533072 nChanged 296 SP:Iteration 19Q (1686.258727 sec): 3 clusters Score: Raw -3688792.486064 + Penalty 3342.081312 = -3685450.404752 nChanged 268 SP:Iteration 20F (1686.332251 sec): 3 clusters Score: Raw -3688868.019047 + Penalty 3342.081312 = -3685525.937735 nChanged 269 SP:Iteration 21Q (1686.410917 sec): 3 clusters Score: Raw -3688940.920011 + Penalty 3342.081312 = -3685598.838700 nChanged 260 SP:Iteration 22Q (1686.490258 sec): 3 clusters Score: Raw -3689012.386290 + Penalty 3342.081312 = -3685670.304978 nChanged 263 SP:Iteration 23Q (1686.562181 sec): 3 clusters Score: Raw -3689090.217612 + Penalty 3342.081312 = -3685748.136300 nChanged 251 SP:Iteration 24Q (1686.641504 sec): 3 clusters Score: Raw -3689167.921200 + Penalty 3342.081312 = -3685825.839888 nChanged 222 SP:Iteration 25Q (1686.716951 sec): 3 clusters Score: Raw -3689240.712249 + Penalty 3342.081312 = -3685898.630937 nChanged 218 SP:Iteration 26Q (1686.789034 sec): 3 clusters Score: Raw -3689309.161258 + Penalty 3342.081312 = -3685967.079946 nChanged 211 SP:Iteration 27Q (1686.864563 sec): 3 clusters Score: Raw -3689377.453483 + Penalty 3342.081312 = -3686035.372171 nChanged 203 SP:Iteration 28Q (1686.942951 sec): 3 clusters Score: Raw -3689444.493888 + Penalty 3342.081312 = -3686102.412577 nChanged 195 SP:Iteration 29Q (1687.016294 sec): 3 clusters Score: Raw -3689515.510515 + Penalty 3342.081312 = -3686173.429203 nChanged 198 SP:Iteration 30Q (1687.094526 sec): 3 clusters Score: Raw -3689594.099261 + Penalty 3342.081312 = -3686252.017949 nChanged 179 SP:Iteration 31Q (1687.170091 sec): 3 clusters Score: Raw -3689663.115812 + Penalty 3342.081312 = -3686321.034500 nChanged 190 SP:Iteration 32Q (1687.241363 sec): 3 clusters Score: Raw -3689738.200162 + Penalty 3342.081312 = -3686396.118850 nChanged 180 SP:Iteration 33Q (1687.318331 sec): 3 clusters Score: Raw -3689806.670367 + Penalty 3342.081312 = -3686464.589056 nChanged 161 SP:Iteration 34Q (1687.389539 sec): 3 clusters Score: Raw -3689869.573629 + Penalty 3342.081312 = -3686527.492317 nChanged 165 SP:Iteration 35Q (1687.462617 sec): 3 clusters Score: Raw -3689925.015517 + Penalty 3342.081312 = -3686582.934205 nChanged 141 SP:Iteration 36Q (1687.537849 sec): 3 clusters Score: Raw -3689967.316636 + Penalty 3342.081312 = -3686625.235324 nChanged 120 SP:Iteration 37Q (1687.607470 sec): 3 clusters Score: Raw -3689997.972033 + Penalty 3342.081312 = -3686655.890722 nChanged 104 SP:Iteration 38Q (1687.682334 sec): 3 clusters Score: Raw -3690018.248313 + Penalty 3342.081312 = -3686676.167002 nChanged 69 SP:Iteration 39Q (1687.758334 sec): 3 clusters Score: Raw -3690027.915550 + Penalty 3342.081312 = -3686685.834238 nChanged 48 SP:Iteration 40F (1687.831033 sec): 3 clusters Score: Raw -3690033.998511 + Penalty 3342.081312 = -3686691.917199 nChanged 57 SP:Iteration 41Q (1687.905935 sec): 3 clusters Score: Raw -3690041.140615 + Penalty 3342.081312 = -3686699.059303 nChanged 41 SP:Iteration 42Q (1687.995375 sec): 3 clusters Score: Raw -3690045.401222 + Penalty 3342.081312 = -3686703.319910 nChanged 34 SP:Iteration 43Q (1688.070354 sec): 3 clusters Score: Raw -3690049.761680 + Penalty 3342.081312 = -3686707.680369 nChanged 41 SP:Iteration 44Q (1688.146730 sec): 3 clusters Score: Raw -3690054.472517 + Penalty 3342.081312 = -3686712.391205 nChanged 37 SP:Iteration 45Q (1688.223598 sec): 3 clusters Score: Raw -3690058.301880 + Penalty 3342.081312 = -3686716.220568 nChanged 28 SP:Iteration 46Q (1688.308326 sec): 3 clusters Score: Raw -3690062.063213 + Penalty 3342.081312 = -3686719.981901 nChanged 36 SP:Iteration 47Q (1688.376788 sec): 3 clusters Score: Raw -3690066.201234 + Penalty 3342.081312 = -3686724.119922 nChanged 33 SP:Iteration 48Q (1688.458319 sec): 3 clusters Score: Raw -3690069.799514 + Penalty 3342.081312 = -3686727.718202 nChanged 33 SP:Iteration 49Q (1688.526066 sec): 3 clusters Score: Raw -3690073.735037 + Penalty 3342.081312 = -3686731.653726 nChanged 32 SP:Iteration 50Q (1688.609339 sec): 3 clusters Score: Raw -3690077.581969 + Penalty 3342.081312 = -3686735.500657 nChanged 23 SP:Iteration 51Q (1688.678279 sec): 3 clusters Score: Raw -3690079.999211 + Penalty 3342.081312 = -3686737.917899 nChanged 19 SP:Iteration 52Q (1688.750151 sec): 3 clusters Score: Raw -3690082.196350 + Penalty 3342.081312 = -3686740.115038 nChanged 20 SP:Iteration 53Q (1688.826662 sec): 3 clusters Score: Raw -3690084.863896 + Penalty 3342.081312 = -3686742.782584 nChanged 23 SP:Iteration 54Q (1688.904115 sec): 3 clusters Score: Raw -3690087.225167 + Penalty 3342.081312 = -3686745.143855 nChanged 21 SP:Iteration 55Q (1688.986836 sec): 3 clusters Score: Raw -3690089.106113 + Penalty 3342.081312 = -3686747.024801 nChanged 15 SP:Iteration 56Q (1689.056705 sec): 3 clusters Score: Raw -3690090.332539 + Penalty 3342.081312 = -3686748.251228 nChanged 16 SP:Iteration 57Q (1689.132788 sec): 3 clusters Score: Raw -3690091.772650 + Penalty 3342.081312 = -3686749.691338 nChanged 15 SP:Iteration 58Q (1689.202568 sec): 3 clusters Score: Raw -3690092.832778 + Penalty 3342.081312 = -3686750.751466 nChanged 8 SP:Iteration 59Q (1689.275239 sec): 3 clusters Score: Raw -3690093.384285 + Penalty 3342.081312 = -3686751.302974 nChanged 10 SP:Iteration 60F (1689.351537 sec): 3 clusters Score: Raw -3690094.326735 + Penalty 3342.081312 = -3686752.245424 nChanged 7 SP:Iteration 61Q (1689.419943 sec): 3 clusters Score: Raw -3690095.126161 + Penalty 3342.081312 = -3686753.044849 nChanged 12 SP:Iteration 62Q (1689.495767 sec): 3 clusters Score: Raw -3690096.254126 + Penalty 3342.081312 = -3686754.172814 nChanged 13 SP:Iteration 63Q (1689.569298 sec): 3 clusters Score: Raw -3690097.096539 + Penalty 3342.081312 = -3686755.015227 nChanged 10 SP:Iteration 64Q (1689.640441 sec): 3 clusters Score: Raw -3690097.894828 + Penalty 3342.081312 = -3686755.813516 nChanged 7 SP:Iteration 65Q (1689.716280 sec): 3 clusters Score: Raw -3690098.350766 + Penalty 3342.081312 = -3686756.269455 nChanged 5 SP:Iteration 66Q (1689.785761 sec): 3 clusters Score: Raw -3690098.696231 + Penalty 3342.081312 = -3686756.614919 nChanged 6 SP:Iteration 67Q (1689.858949 sec): 3 clusters Score: Raw -3690099.130527 + Penalty 3342.081312 = -3686757.049216 nChanged 6 SP:Iteration 68Q (1689.934014 sec): 3 clusters Score: Raw -3690099.609215 + Penalty 3342.081312 = -3686757.527904 nChanged 2 SP:Iteration 69Q (1690.002416 sec): 3 clusters Score: Raw -3690099.727769 + Penalty 3342.081312 = -3686757.646458 nChanged 0 SP:Iteration 70F (1690.084458 sec): 3 clusters Score: Raw -3690099.727769 + Penalty 3342.081312 = -3686757.646458 nChanged 0 Score: Raw -40674406.912020 + Penalty 43437.067639 = -40630969.844381 Splitting cluster 9 changes total score from -40631333.887709 to -40630969.844381 So it's not getting split. Trying to split cluster 10 (11296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1693.910230 sec): 2 clusters Score: Raw -1356436.698043 + Penalty 1516.483143 = -1354920.214899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1693.963714 sec): 3 clusters Score: Raw -1349960.600835 + Penalty 3032.966287 = -1346927.634548 nChanged 5015 SP:Iteration 1F (1694.012562 sec): 3 clusters Score: Raw -1352824.522098 + Penalty 3032.966287 = -1349791.555811 nChanged 813 SP:Iteration 2F (1694.068524 sec): 3 clusters Score: Raw -1353363.108726 + Penalty 3032.966287 = -1350330.142439 nChanged 785 SP:Iteration 3F (1694.120596 sec): 3 clusters Score: Raw -1353918.129190 + Penalty 3032.966287 = -1350885.162903 nChanged 743 SP:Iteration 4F (1694.180235 sec): 3 clusters Score: Raw -1354462.421705 + Penalty 3032.966287 = -1351429.455419 nChanged 718 SP:Iteration 5F (1694.248056 sec): 3 clusters Score: Raw -1354967.917464 + Penalty 3032.966287 = -1351934.951177 nChanged 632 SP:Iteration 6F (1694.293711 sec): 3 clusters Score: Raw -1355376.909960 + Penalty 3032.966287 = -1352343.943673 nChanged 587 SP:Iteration 7F (1694.355713 sec): 3 clusters Score: Raw -1355715.554379 + Penalty 3032.966287 = -1352682.588093 nChanged 471 SP:Iteration 8Q (1694.414009 sec): 3 clusters Score: Raw -1355958.690929 + Penalty 3032.966287 = -1352925.724642 nChanged 374 SP:Iteration 9Q (1694.463360 sec): 3 clusters Score: Raw -1356133.705472 + Penalty 3032.966287 = -1353100.739186 nChanged 290 SP:Iteration 10Q (1694.528108 sec): 3 clusters Score: Raw -1356266.275778 + Penalty 3032.966287 = -1353233.309491 nChanged 258 SP:Iteration 11Q (1694.578082 sec): 3 clusters Score: Raw -1356359.386818 + Penalty 3032.966287 = -1353326.420531 nChanged 188 SP:Iteration 12Q (1694.632521 sec): 3 clusters Score: Raw -1356420.123148 + Penalty 3032.966287 = -1353387.156861 nChanged 156 SP:Iteration 13Q (1694.684808 sec): 3 clusters Score: Raw -1356465.052560 + Penalty 3032.966287 = -1353432.086273 nChanged 128 SP:Iteration 14Q (1694.730074 sec): 3 clusters Score: Raw -1356493.754450 + Penalty 3032.966287 = -1353460.788163 nChanged 93 SP:Iteration 15Q (1694.789632 sec): 3 clusters Score: Raw -1356511.220985 + Penalty 3032.966287 = -1353478.254698 nChanged 67 SP:Iteration 16Q (1694.848079 sec): 3 clusters Score: Raw -1356522.877159 + Penalty 3032.966287 = -1353489.910872 nChanged 71 SP:Iteration 17Q (1694.903810 sec): 3 clusters Score: Raw -1356535.721640 + Penalty 3032.966287 = -1353502.755353 nChanged 55 SP:Iteration 18Q (1694.955097 sec): 3 clusters Score: Raw -1356545.923034 + Penalty 3032.966287 = -1353512.956747 nChanged 61 SP:Iteration 19Q (1695.004011 sec): 3 clusters Score: Raw -1356555.462435 + Penalty 3032.966287 = -1353522.496149 nChanged 47 SP:Iteration 20F (1695.055160 sec): 3 clusters Score: Raw -1356563.800378 + Penalty 3032.966287 = -1353530.834091 nChanged 52 SP:Iteration 21Q (1695.099494 sec): 3 clusters Score: Raw -1356573.100841 + Penalty 3032.966287 = -1353540.134554 nChanged 47 SP:Iteration 22Q (1695.145999 sec): 3 clusters Score: Raw -1356580.463249 + Penalty 3032.966287 = -1353547.496962 nChanged 41 SP:Iteration 23Q (1695.192566 sec): 3 clusters Score: Raw -1356586.654207 + Penalty 3032.966287 = -1353553.687920 nChanged 33 SP:Iteration 24Q (1695.238876 sec): 3 clusters Score: Raw -1356592.044928 + Penalty 3032.966287 = -1353559.078641 nChanged 38 SP:Iteration 25Q (1695.285019 sec): 3 clusters Score: Raw -1356598.621644 + Penalty 3032.966287 = -1353565.655357 nChanged 37 SP:Iteration 26Q (1695.337848 sec): 3 clusters Score: Raw -1356603.426185 + Penalty 3032.966287 = -1353570.459898 nChanged 31 SP:Iteration 27Q (1695.388752 sec): 3 clusters Score: Raw -1356607.647411 + Penalty 3032.966287 = -1353574.681124 nChanged 25 SP:Iteration 28Q (1695.447368 sec): 3 clusters Score: Raw -1356610.373891 + Penalty 3032.966287 = -1353577.407604 nChanged 20 SP:Iteration 29Q (1695.495906 sec): 3 clusters Score: Raw -1356612.585193 + Penalty 3032.966287 = -1353579.618906 nChanged 29 SP:Iteration 30Q (1695.546365 sec): 3 clusters Score: Raw -1356617.072759 + Penalty 3032.966287 = -1353584.106472 nChanged 35 SP:Iteration 31Q (1695.602135 sec): 3 clusters Score: Raw -1356621.401491 + Penalty 3032.966287 = -1353588.435204 nChanged 30 SP:Iteration 32Q (1695.653677 sec): 3 clusters Score: Raw -1356625.131801 + Penalty 3032.966287 = -1353592.165514 nChanged 37 SP:Iteration 33Q (1695.704151 sec): 3 clusters Score: Raw -1356632.519081 + Penalty 3032.966287 = -1353599.552794 nChanged 44 SP:Iteration 34Q (1695.758798 sec): 3 clusters Score: Raw -1356642.055795 + Penalty 3032.966287 = -1353609.089508 nChanged 40 SP:Iteration 35Q (1695.811606 sec): 3 clusters Score: Raw -1356648.888029 + Penalty 3032.966287 = -1353615.921743 nChanged 31 SP:Iteration 36Q (1695.859933 sec): 3 clusters Score: Raw -1356653.460298 + Penalty 3032.966287 = -1353620.494011 nChanged 28 SP:Iteration 37Q (1695.921495 sec): 3 clusters Score: Raw -1356656.808681 + Penalty 3032.966287 = -1353623.842394 nChanged 21 SP:Iteration 38Q (1695.972839 sec): 3 clusters Score: Raw -1356659.101851 + Penalty 3032.966287 = -1353626.135564 nChanged 17 SP:Iteration 39Q (1696.015828 sec): 3 clusters Score: Raw -1356660.750000 + Penalty 3032.966287 = -1353627.783713 nChanged 14 SP:Iteration 40F (1696.069539 sec): 3 clusters Score: Raw -1356662.061044 + Penalty 3032.966287 = -1353629.094757 nChanged 13 SP:Iteration 41Q (1696.125317 sec): 3 clusters Score: Raw -1356663.180516 + Penalty 3032.966287 = -1353630.214229 nChanged 8 SP:Iteration 42Q (1696.179516 sec): 3 clusters Score: Raw -1356664.282590 + Penalty 3032.966287 = -1353631.316303 nChanged 13 SP:Iteration 43Q (1696.221374 sec): 3 clusters Score: Raw -1356666.196944 + Penalty 3032.966287 = -1353633.230658 nChanged 17 SP:Iteration 44Q (1696.273890 sec): 3 clusters Score: Raw -1356668.645275 + Penalty 3032.966287 = -1353635.678988 nChanged 15 SP:Iteration 45Q (1696.323510 sec): 3 clusters Score: Raw -1356670.641917 + Penalty 3032.966287 = -1353637.675630 nChanged 19 SP:Iteration 46Q (1696.371178 sec): 3 clusters Score: Raw -1356672.819617 + Penalty 3032.966287 = -1353639.853330 nChanged 14 SP:Iteration 47Q (1696.425890 sec): 3 clusters Score: Raw -1356674.487901 + Penalty 3032.966287 = -1353641.521614 nChanged 14 SP:Iteration 48Q (1696.467455 sec): 3 clusters Score: Raw -1356675.763894 + Penalty 3032.966287 = -1353642.797607 nChanged 12 SP:Iteration 49Q (1696.518451 sec): 3 clusters Score: Raw -1356676.757062 + Penalty 3032.966287 = -1353643.790776 nChanged 10 SP:Iteration 50Q (1696.575053 sec): 3 clusters Score: Raw -1356677.895341 + Penalty 3032.966287 = -1353644.929054 nChanged 13 SP:Iteration 51Q (1696.617429 sec): 3 clusters Score: Raw -1356679.167226 + Penalty 3032.966287 = -1353646.200940 nChanged 9 SP:Iteration 52Q (1696.672905 sec): 3 clusters Score: Raw -1356680.051874 + Penalty 3032.966287 = -1353647.085587 nChanged 8 SP:Iteration 53Q (1696.719796 sec): 3 clusters Score: Raw -1356680.679926 + Penalty 3032.966287 = -1353647.713639 nChanged 12 SP:Iteration 54Q (1696.760798 sec): 3 clusters Score: Raw -1356681.802332 + Penalty 3032.966287 = -1353648.836045 nChanged 10 SP:Iteration 55Q (1696.813396 sec): 3 clusters Score: Raw -1356682.703115 + Penalty 3032.966287 = -1353649.736828 nChanged 8 SP:Iteration 56Q (1696.867942 sec): 3 clusters Score: Raw -1356683.450611 + Penalty 3032.966287 = -1353650.484324 nChanged 9 SP:Iteration 57Q (1696.917890 sec): 3 clusters Score: Raw -1356684.401165 + Penalty 3032.966287 = -1353651.434878 nChanged 11 SP:Iteration 58Q (1696.964738 sec): 3 clusters Score: Raw -1356685.233545 + Penalty 3032.966287 = -1353652.267258 nChanged 9 SP:Iteration 59Q (1697.020371 sec): 3 clusters Score: Raw -1356686.224113 + Penalty 3032.966287 = -1353653.257826 nChanged 11 SP:Iteration 60F (1697.061640 sec): 3 clusters Score: Raw -1356687.552435 + Penalty 3032.966287 = -1353654.586148 nChanged 14 SP:Iteration 61Q (1697.113118 sec): 3 clusters Score: Raw -1356689.072024 + Penalty 3032.966287 = -1353656.105737 nChanged 16 SP:Iteration 62Q (1697.168351 sec): 3 clusters Score: Raw -1356691.027431 + Penalty 3032.966287 = -1353658.061144 nChanged 17 SP:Iteration 63Q (1697.210666 sec): 3 clusters Score: Raw -1356693.077465 + Penalty 3032.966287 = -1353660.111178 nChanged 16 SP:Iteration 64Q (1697.256580 sec): 3 clusters Score: Raw -1356695.036462 + Penalty 3032.966287 = -1353662.070175 nChanged 23 SP:Iteration 65Q (1697.307745 sec): 3 clusters Score: Raw -1356697.323344 + Penalty 3032.966287 = -1353664.357057 nChanged 23 SP:Iteration 66Q (1697.371568 sec): 3 clusters Score: Raw -1356699.668643 + Penalty 3032.966287 = -1353666.702356 nChanged 17 SP:Iteration 67Q (1697.432418 sec): 3 clusters Score: Raw -1356701.501382 + Penalty 3032.966287 = -1353668.535095 nChanged 15 SP:Iteration 68Q (1697.484695 sec): 3 clusters Score: Raw -1356703.123528 + Penalty 3032.966287 = -1353670.157242 nChanged 17 SP:Iteration 69Q (1697.547755 sec): 3 clusters Score: Raw -1356704.612674 + Penalty 3032.966287 = -1353671.646387 nChanged 20 SP:Iteration 70Q (1697.606951 sec): 3 clusters Score: Raw -1356706.855606 + Penalty 3032.966287 = -1353673.889319 nChanged 13 SP:Iteration 71Q (1697.669423 sec): 3 clusters Score: Raw -1356708.231681 + Penalty 3032.966287 = -1353675.265394 nChanged 16 SP:Iteration 72Q (1697.730774 sec): 3 clusters Score: Raw -1356709.877512 + Penalty 3032.966287 = -1353676.911225 nChanged 15 SP:Iteration 73Q (1697.782667 sec): 3 clusters Score: Raw -1356711.642571 + Penalty 3032.966287 = -1353678.676285 nChanged 15 SP:Iteration 74Q (1697.844077 sec): 3 clusters Score: Raw -1356713.113152 + Penalty 3032.966287 = -1353680.146866 nChanged 20 SP:Iteration 75Q (1697.902141 sec): 3 clusters Score: Raw -1356715.089706 + Penalty 3032.966287 = -1353682.123419 nChanged 18 SP:Iteration 76Q (1697.970240 sec): 3 clusters Score: Raw -1356716.753318 + Penalty 3032.966287 = -1353683.787031 nChanged 13 SP:Iteration 77Q (1698.021089 sec): 3 clusters Score: Raw -1356718.006884 + Penalty 3032.966287 = -1353685.040597 nChanged 15 SP:Iteration 78Q (1698.079734 sec): 3 clusters Score: Raw -1356719.570317 + Penalty 3032.966287 = -1353686.604030 nChanged 9 SP:Iteration 79Q (1698.143851 sec): 3 clusters Score: Raw -1356720.320744 + Penalty 3032.966287 = -1353687.354457 nChanged 15 SP:Iteration 80F (1698.205009 sec): 3 clusters Score: Raw -1356722.145817 + Penalty 3032.966287 = -1353689.179530 nChanged 13 SP:Iteration 81Q (1698.255157 sec): 3 clusters Score: Raw -1356723.717336 + Penalty 3032.966287 = -1353690.751049 nChanged 13 SP:Iteration 82Q (1698.323550 sec): 3 clusters Score: Raw -1356725.444414 + Penalty 3032.966287 = -1353692.478127 nChanged 19 SP:Iteration 83Q (1698.376293 sec): 3 clusters Score: Raw -1356727.405198 + Penalty 3032.966287 = -1353694.438911 nChanged 23 SP:Iteration 84Q (1698.445228 sec): 3 clusters Score: Raw -1356730.628929 + Penalty 3032.966287 = -1353697.662642 nChanged 27 SP:Iteration 85Q (1698.496513 sec): 3 clusters Score: Raw -1356734.698509 + Penalty 3032.966287 = -1353701.732222 nChanged 29 SP:Iteration 86Q (1698.551415 sec): 3 clusters Score: Raw -1356738.213917 + Penalty 3032.966287 = -1353705.247631 nChanged 22 SP:Iteration 87Q (1698.604775 sec): 3 clusters Score: Raw -1356741.266203 + Penalty 3032.966287 = -1353708.299916 nChanged 22 SP:Iteration 88Q (1698.663953 sec): 3 clusters Score: Raw -1356744.874347 + Penalty 3032.966287 = -1353711.908060 nChanged 19 SP:Iteration 89Q (1698.717526 sec): 3 clusters Score: Raw -1356747.055765 + Penalty 3032.966287 = -1353714.089478 nChanged 20 SP:Iteration 90Q (1698.764087 sec): 3 clusters Score: Raw -1356749.162518 + Penalty 3032.966287 = -1353716.196231 nChanged 15 SP:Iteration 91Q (1698.821325 sec): 3 clusters Score: Raw -1356751.131977 + Penalty 3032.966287 = -1353718.165690 nChanged 18 SP:Iteration 92Q (1698.876629 sec): 3 clusters Score: Raw -1356753.591146 + Penalty 3032.966287 = -1353720.624859 nChanged 14 SP:Iteration 93Q (1698.927126 sec): 3 clusters Score: Raw -1356755.340194 + Penalty 3032.966287 = -1353722.373907 nChanged 14 SP:Iteration 94Q (1698.979376 sec): 3 clusters Score: Raw -1356756.816682 + Penalty 3032.966287 = -1353723.850396 nChanged 11 SP:Iteration 95Q (1699.023681 sec): 3 clusters Score: Raw -1356757.864419 + Penalty 3032.966287 = -1353724.898132 nChanged 13 SP:Iteration 96Q (1699.080176 sec): 3 clusters Score: Raw -1356759.083236 + Penalty 3032.966287 = -1353726.116949 nChanged 11 SP:Iteration 97Q (1699.127807 sec): 3 clusters Score: Raw -1356760.944738 + Penalty 3032.966287 = -1353727.978451 nChanged 19 SP:Iteration 98Q (1699.186045 sec): 3 clusters Score: Raw -1356763.648052 + Penalty 3032.966287 = -1353730.681765 nChanged 15 SP:Iteration 99Q (1699.233674 sec): 3 clusters Score: Raw -1356765.725921 + Penalty 3032.966287 = -1353732.759634 nChanged 25 SP:Iteration 100F (1699.293873 sec): 3 clusters Score: Raw -1356769.115890 + Penalty 3032.966287 = -1353736.149604 nChanged 22 SP:Iteration 101Q (1699.339292 sec): 3 clusters Score: Raw -1356772.262284 + Penalty 3032.966287 = -1353739.295997 nChanged 20 SP:Iteration 102Q (1699.396414 sec): 3 clusters Score: Raw -1356775.592509 + Penalty 3032.966287 = -1353742.626223 nChanged 26 SP:Iteration 103Q (1699.445900 sec): 3 clusters Score: Raw -1356779.454789 + Penalty 3032.966287 = -1353746.488502 nChanged 25 SP:Iteration 104Q (1699.503199 sec): 3 clusters Score: Raw -1356782.700386 + Penalty 3032.966287 = -1353749.734099 nChanged 24 SP:Iteration 105Q (1699.559183 sec): 3 clusters Score: Raw -1356785.176453 + Penalty 3032.966287 = -1353752.210166 nChanged 16 SP:Iteration 106Q (1699.602958 sec): 3 clusters Score: Raw -1356786.980686 + Penalty 3032.966287 = -1353754.014399 nChanged 14 SP:Iteration 107Q (1699.662835 sec): 3 clusters Score: Raw -1356788.370434 + Penalty 3032.966287 = -1353755.404147 nChanged 12 SP:Iteration 108Q (1699.715029 sec): 3 clusters Score: Raw -1356789.731849 + Penalty 3032.966287 = -1353756.765562 nChanged 11 SP:Iteration 109Q (1699.759053 sec): 3 clusters Score: Raw -1356791.375155 + Penalty 3032.966287 = -1353758.408868 nChanged 13 SP:Iteration 110Q (1699.812484 sec): 3 clusters Score: Raw -1356792.499143 + Penalty 3032.966287 = -1353759.532856 nChanged 9 SP:Iteration 111Q (1699.863421 sec): 3 clusters Score: Raw -1356793.876404 + Penalty 3032.966287 = -1353760.910117 nChanged 11 SP:Iteration 112Q (1699.924934 sec): 3 clusters Score: Raw -1356794.650744 + Penalty 3032.966287 = -1353761.684457 nChanged 4 SP:Iteration 113Q (1699.976004 sec): 3 clusters Score: Raw -1356794.990938 + Penalty 3032.966287 = -1353762.024651 nChanged 2 SP:Iteration 114Q (1700.027598 sec): 3 clusters Score: Raw -1356795.151763 + Penalty 3032.966287 = -1353762.185476 nChanged 2 SP:Iteration 115Q (1700.071680 sec): 3 clusters Score: Raw -1356795.278612 + Penalty 3032.966287 = -1353762.312325 nChanged 2 SP:Iteration 116Q (1700.132564 sec): 3 clusters Score: Raw -1356795.537951 + Penalty 3032.966287 = -1353762.571664 nChanged 1 SP:Iteration 117Q (1700.182143 sec): 3 clusters Score: Raw -1356795.674059 + Penalty 3032.966287 = -1353762.707772 nChanged 2 SP:Iteration 118Q (1700.246075 sec): 3 clusters Score: Raw -1356795.917386 + Penalty 3032.966287 = -1353762.951099 nChanged 2 SP:Iteration 119Q (1700.298418 sec): 3 clusters Score: Raw -1356795.979525 + Penalty 3032.966287 = -1353763.013238 nChanged 0 SP:Iteration 120F (1700.353262 sec): 3 clusters Score: Raw -1356795.979525 + Penalty 3032.966287 = -1353763.013238 nChanged 0 Trying to split cluster 11 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1700.375702 sec): 2 clusters Score: Raw -24603.684815 + Penalty 864.194499 = -23739.490316 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (99 points): covariance matrix is singular SP:Iteration 0F (1700.394943 sec): 3 clusters Score: Raw -24980.856126 + Penalty 1728.388998 = -23252.467128 nChanged 69 Unmasked E-step: Deleting class 2 (108 points): covariance matrix is singular SP:Iteration 1F (1700.395712 sec): 2 clusters Score: Raw -22829.700728 + Penalty 864.194499 = -21965.506229 nChanged 96 SP:Iteration 2F (1700.396171 sec): 1 clusters Score: Raw 1085.894033 + Penalty 0.000000 = 1085.894033 nChanged 204 SP:Iteration 3F (1700.396609 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 12 (13718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1700.446012 sec): 2 clusters Score: Raw -1715972.333019 + Penalty 1548.050419 = -1714424.282600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1700.503832 sec): 3 clusters Score: Raw -1708029.170790 + Penalty 3096.100838 = -1704933.069952 nChanged 6039 SP:Iteration 1F (1700.567846 sec): 3 clusters Score: Raw -1711438.104838 + Penalty 3096.100838 = -1708342.004000 nChanged 869 SP:Iteration 2F (1700.623133 sec): 3 clusters Score: Raw -1711919.272776 + Penalty 3096.100838 = -1708823.171938 nChanged 840 SP:Iteration 3F (1700.679831 sec): 3 clusters Score: Raw -1712451.537032 + Penalty 3096.100838 = -1709355.436193 nChanged 778 SP:Iteration 4F (1700.740206 sec): 3 clusters Score: Raw -1713029.846874 + Penalty 3096.100838 = -1709933.746035 nChanged 813 SP:Iteration 5F (1700.798430 sec): 3 clusters Score: Raw -1713671.950698 + Penalty 3096.100838 = -1710575.849860 nChanged 788 SP:Iteration 6F (1700.867707 sec): 3 clusters Score: Raw -1714254.405640 + Penalty 3096.100838 = -1711158.304801 nChanged 752 SP:Iteration 7F (1700.922348 sec): 3 clusters Score: Raw -1714797.453368 + Penalty 3096.100838 = -1711701.352530 nChanged 647 SP:Iteration 8Q (1700.978995 sec): 3 clusters Score: Raw -1715167.360853 + Penalty 3096.100838 = -1712071.260015 nChanged 466 SP:Iteration 9Q (1701.049068 sec): 3 clusters Score: Raw -1715387.056860 + Penalty 3096.100838 = -1712290.956022 nChanged 353 SP:Iteration 10Q (1701.100258 sec): 3 clusters Score: Raw -1715514.590201 + Penalty 3096.100838 = -1712418.489363 nChanged 261 SP:Iteration 11Q (1701.162640 sec): 3 clusters Score: Raw -1715580.966096 + Penalty 3096.100838 = -1712484.865258 nChanged 183 SP:Iteration 12Q (1701.216123 sec): 3 clusters Score: Raw -1715628.927122 + Penalty 3096.100838 = -1712532.826284 nChanged 137 SP:Iteration 13Q (1701.274288 sec): 3 clusters Score: Raw -1715662.226565 + Penalty 3096.100838 = -1712566.125726 nChanged 124 SP:Iteration 14Q (1701.338590 sec): 3 clusters Score: Raw -1715695.546786 + Penalty 3096.100838 = -1712599.445948 nChanged 115 SP:Iteration 15Q (1701.393239 sec): 3 clusters Score: Raw -1715723.015413 + Penalty 3096.100838 = -1712626.914575 nChanged 106 SP:Iteration 16Q (1701.438418 sec): 3 clusters Score: Raw -1715747.923067 + Penalty 3096.100838 = -1712651.822229 nChanged 121 SP:Iteration 17Q (1701.499430 sec): 3 clusters Score: Raw -1715775.280656 + Penalty 3096.100838 = -1712679.179817 nChanged 122 SP:Iteration 18Q (1701.558011 sec): 3 clusters Score: Raw -1715801.312804 + Penalty 3096.100838 = -1712705.211966 nChanged 112 SP:Iteration 19Q (1701.610919 sec): 3 clusters Score: Raw -1715825.410923 + Penalty 3096.100838 = -1712729.310085 nChanged 118 SP:Iteration 20F (1701.657493 sec): 3 clusters Score: Raw -1715853.677536 + Penalty 3096.100838 = -1712757.576698 nChanged 113 SP:Iteration 21Q (1701.720993 sec): 3 clusters Score: Raw -1715879.275821 + Penalty 3096.100838 = -1712783.174983 nChanged 107 SP:Iteration 22Q (1701.776162 sec): 3 clusters Score: Raw -1715906.942993 + Penalty 3096.100838 = -1712810.842154 nChanged 110 SP:Iteration 23Q (1701.820761 sec): 3 clusters Score: Raw -1715934.341231 + Penalty 3096.100838 = -1712838.240392 nChanged 108 SP:Iteration 24Q (1701.873269 sec): 3 clusters Score: Raw -1715962.018430 + Penalty 3096.100838 = -1712865.917592 nChanged 101 SP:Iteration 25Q (1701.913395 sec): 3 clusters Score: Raw -1715987.021358 + Penalty 3096.100838 = -1712890.920519 nChanged 111 SP:Iteration 26Q (1701.972049 sec): 3 clusters Score: Raw -1716009.680998 + Penalty 3096.100838 = -1712913.580160 nChanged 94 SP:Iteration 27Q (1702.020588 sec): 3 clusters Score: Raw -1716030.170795 + Penalty 3096.100838 = -1712934.069956 nChanged 104 SP:Iteration 28Q (1702.075086 sec): 3 clusters Score: Raw -1716050.652553 + Penalty 3096.100838 = -1712954.551715 nChanged 96 SP:Iteration 29Q (1702.116070 sec): 3 clusters Score: Raw -1716070.939936 + Penalty 3096.100838 = -1712974.839098 nChanged 95 SP:Iteration 30Q (1702.168077 sec): 3 clusters Score: Raw -1716094.839917 + Penalty 3096.100838 = -1712998.739078 nChanged 105 SP:Iteration 31Q (1702.222540 sec): 3 clusters Score: Raw -1716118.302757 + Penalty 3096.100838 = -1713022.201919 nChanged 91 SP:Iteration 32Q (1702.277831 sec): 3 clusters Score: Raw -1716138.932245 + Penalty 3096.100838 = -1713042.831406 nChanged 104 SP:Iteration 33Q (1702.332437 sec): 3 clusters Score: Raw -1716163.038246 + Penalty 3096.100838 = -1713066.937407 nChanged 110 SP:Iteration 34Q (1702.370204 sec): 3 clusters Score: Raw -1716189.545342 + Penalty 3096.100838 = -1713093.444504 nChanged 106 SP:Iteration 35Q (1702.433393 sec): 3 clusters Score: Raw -1716217.234831 + Penalty 3096.100838 = -1713121.133993 nChanged 115 SP:Iteration 36Q (1702.492655 sec): 3 clusters Score: Raw -1716246.628006 + Penalty 3096.100838 = -1713150.527167 nChanged 122 SP:Iteration 37Q (1702.541642 sec): 3 clusters Score: Raw -1716280.288808 + Penalty 3096.100838 = -1713184.187969 nChanged 133 SP:Iteration 38Q (1702.599735 sec): 3 clusters Score: Raw -1716319.725274 + Penalty 3096.100838 = -1713223.624436 nChanged 142 SP:Iteration 39Q (1702.655720 sec): 3 clusters Score: Raw -1716365.925101 + Penalty 3096.100838 = -1713269.824263 nChanged 144 SP:Iteration 40F (1702.716895 sec): 3 clusters Score: Raw -1716418.608686 + Penalty 3096.100838 = -1713322.507847 nChanged 145 SP:Iteration 41Q (1702.773440 sec): 3 clusters Score: Raw -1716471.522759 + Penalty 3096.100838 = -1713375.421921 nChanged 130 SP:Iteration 42Q (1702.832408 sec): 3 clusters Score: Raw -1716510.785801 + Penalty 3096.100838 = -1713414.684963 nChanged 105 SP:Iteration 43Q (1702.890684 sec): 3 clusters Score: Raw -1716540.914565 + Penalty 3096.100838 = -1713444.813727 nChanged 86 SP:Iteration 44Q (1702.946581 sec): 3 clusters Score: Raw -1716558.821989 + Penalty 3096.100838 = -1713462.721150 nChanged 60 SP:Iteration 45Q (1702.992809 sec): 3 clusters Score: Raw -1716567.672973 + Penalty 3096.100838 = -1713471.572134 nChanged 49 SP:Iteration 46Q (1703.057386 sec): 3 clusters Score: Raw -1716575.532837 + Penalty 3096.100838 = -1713479.431999 nChanged 33 SP:Iteration 47Q (1703.101911 sec): 3 clusters Score: Raw -1716579.576230 + Penalty 3096.100838 = -1713483.475391 nChanged 29 SP:Iteration 48Q (1703.165286 sec): 3 clusters Score: Raw -1716583.429009 + Penalty 3096.100838 = -1713487.328171 nChanged 23 SP:Iteration 49Q (1703.210803 sec): 3 clusters Score: Raw -1716586.116946 + Penalty 3096.100838 = -1713490.016108 nChanged 28 SP:Iteration 50Q (1703.264998 sec): 3 clusters Score: Raw -1716589.512937 + Penalty 3096.100838 = -1713493.412099 nChanged 29 SP:Iteration 51Q (1703.324015 sec): 3 clusters Score: Raw -1716592.808614 + Penalty 3096.100838 = -1713496.707775 nChanged 23 SP:Iteration 52Q (1703.382334 sec): 3 clusters Score: Raw -1716595.162993 + Penalty 3096.100838 = -1713499.062155 nChanged 15 SP:Iteration 53Q (1703.443360 sec): 3 clusters Score: Raw -1716596.647175 + Penalty 3096.100838 = -1713500.546336 nChanged 19 SP:Iteration 54Q (1703.506745 sec): 3 clusters Score: Raw -1716598.374673 + Penalty 3096.100838 = -1713502.273835 nChanged 13 SP:Iteration 55Q (1703.563475 sec): 3 clusters Score: Raw -1716599.331834 + Penalty 3096.100838 = -1713503.230996 nChanged 10 SP:Iteration 56Q (1703.624502 sec): 3 clusters Score: Raw -1716600.492162 + Penalty 3096.100838 = -1713504.391324 nChanged 12 SP:Iteration 57Q (1703.679739 sec): 3 clusters Score: Raw -1716601.551389 + Penalty 3096.100838 = -1713505.450550 nChanged 11 SP:Iteration 58Q (1703.740038 sec): 3 clusters Score: Raw -1716602.326279 + Penalty 3096.100838 = -1713506.225440 nChanged 8 SP:Iteration 59Q (1703.805506 sec): 3 clusters Score: Raw -1716602.898193 + Penalty 3096.100838 = -1713506.797354 nChanged 9 SP:Iteration 60F (1703.860951 sec): 3 clusters Score: Raw -1716603.696817 + Penalty 3096.100838 = -1713507.595978 nChanged 10 SP:Iteration 61Q (1703.913026 sec): 3 clusters Score: Raw -1716604.373268 + Penalty 3096.100838 = -1713508.272429 nChanged 6 SP:Iteration 62Q (1703.973187 sec): 3 clusters Score: Raw -1716604.885076 + Penalty 3096.100838 = -1713508.784238 nChanged 4 SP:Iteration 63Q (1704.032216 sec): 3 clusters Score: Raw -1716605.141324 + Penalty 3096.100838 = -1713509.040485 nChanged 2 SP:Iteration 64Q (1704.085798 sec): 3 clusters Score: Raw -1716605.251094 + Penalty 3096.100838 = -1713509.150255 nChanged 0 SP:Iteration 65F (1704.147222 sec): 3 clusters Score: Raw -1716605.251094 + Penalty 3096.100838 = -1713509.150255 nChanged 0 Trying to split cluster 13 (16269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1704.186407 sec): 2 clusters Score: Raw -2015785.343972 + Penalty 1575.765220 = -2014209.578753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1704.243111 sec): 3 clusters Score: Raw -2006232.709432 + Penalty 3151.530439 = -2003081.178993 nChanged 7186 SP:Iteration 1F (1704.303696 sec): 3 clusters Score: Raw -2010107.601069 + Penalty 3151.530439 = -2006956.070630 nChanged 910 SP:Iteration 2F (1704.351080 sec): 3 clusters Score: Raw -2010464.167507 + Penalty 3151.530439 = -2007312.637068 nChanged 839 SP:Iteration 3F (1704.406262 sec): 3 clusters Score: Raw -2010797.088194 + Penalty 3151.530439 = -2007645.557754 nChanged 788 SP:Iteration 4Q (1704.463576 sec): 3 clusters Score: Raw -2011144.003703 + Penalty 3151.530439 = -2007992.473264 nChanged 805 SP:Iteration 5Q (1704.521054 sec): 3 clusters Score: Raw -2011564.260539 + Penalty 3151.530439 = -2008412.730100 nChanged 835 SP:Iteration 6F (1704.576014 sec): 3 clusters Score: Raw -2012043.230175 + Penalty 3151.530439 = -2008891.699736 nChanged 871 SP:Iteration 7F (1704.631336 sec): 3 clusters Score: Raw -2012591.510760 + Penalty 3151.530439 = -2009439.980321 nChanged 837 SP:Iteration 8F (1704.686758 sec): 3 clusters Score: Raw -2013154.324280 + Penalty 3151.530439 = -2010002.793841 nChanged 779 SP:Iteration 9Q (1704.745743 sec): 3 clusters Score: Raw -2013688.388714 + Penalty 3151.530439 = -2010536.858275 nChanged 672 SP:Iteration 10Q (1704.803826 sec): 3 clusters Score: Raw -2014132.568548 + Penalty 3151.530439 = -2010981.038109 nChanged 557 SP:Iteration 11Q (1704.867937 sec): 3 clusters Score: Raw -2014478.994624 + Penalty 3151.530439 = -2011327.464185 nChanged 424 SP:Iteration 12Q (1704.918701 sec): 3 clusters Score: Raw -2014721.534400 + Penalty 3151.530439 = -2011570.003961 nChanged 340 SP:Iteration 13Q (1704.987238 sec): 3 clusters Score: Raw -2014910.342412 + Penalty 3151.530439 = -2011758.811973 nChanged 279 SP:Iteration 14Q (1705.053681 sec): 3 clusters Score: Raw -2015068.403969 + Penalty 3151.530439 = -2011916.873530 nChanged 238 SP:Iteration 15Q (1705.114761 sec): 3 clusters Score: Raw -2015206.588548 + Penalty 3151.530439 = -2012055.058109 nChanged 204 SP:Iteration 16Q (1705.170096 sec): 3 clusters Score: Raw -2015303.746079 + Penalty 3151.530439 = -2012152.215640 nChanged 174 SP:Iteration 17Q (1705.223707 sec): 3 clusters Score: Raw -2015370.958841 + Penalty 3151.530439 = -2012219.428402 nChanged 149 SP:Iteration 18Q (1705.270456 sec): 3 clusters Score: Raw -2015423.397201 + Penalty 3151.530439 = -2012271.866762 nChanged 115 SP:Iteration 19Q (1705.334113 sec): 3 clusters Score: Raw -2015458.669621 + Penalty 3151.530439 = -2012307.139182 nChanged 99 SP:Iteration 20F (1705.381325 sec): 3 clusters Score: Raw -2015493.385772 + Penalty 3151.530439 = -2012341.855333 nChanged 111 SP:Iteration 21Q (1705.438112 sec): 3 clusters Score: Raw -2015527.269337 + Penalty 3151.530439 = -2012375.738898 nChanged 95 SP:Iteration 22Q (1705.495095 sec): 3 clusters Score: Raw -2015550.863487 + Penalty 3151.530439 = -2012399.333048 nChanged 85 SP:Iteration 23Q (1705.552009 sec): 3 clusters Score: Raw -2015569.528135 + Penalty 3151.530439 = -2012417.997696 nChanged 76 SP:Iteration 24Q (1705.603851 sec): 3 clusters Score: Raw -2015586.320480 + Penalty 3151.530439 = -2012434.790041 nChanged 74 SP:Iteration 25Q (1705.663883 sec): 3 clusters Score: Raw -2015603.326731 + Penalty 3151.530439 = -2012451.796292 nChanged 74 SP:Iteration 26Q (1705.722401 sec): 3 clusters Score: Raw -2015626.749473 + Penalty 3151.530439 = -2012475.219034 nChanged 86 SP:Iteration 27Q (1705.782507 sec): 3 clusters Score: Raw -2015653.162736 + Penalty 3151.530439 = -2012501.632297 nChanged 83 SP:Iteration 28Q (1705.840113 sec): 3 clusters Score: Raw -2015679.859303 + Penalty 3151.530439 = -2012528.328864 nChanged 76 SP:Iteration 29Q (1705.898263 sec): 3 clusters Score: Raw -2015703.103986 + Penalty 3151.530439 = -2012551.573547 nChanged 74 SP:Iteration 30Q (1705.963108 sec): 3 clusters Score: Raw -2015727.615554 + Penalty 3151.530439 = -2012576.085115 nChanged 67 SP:Iteration 31Q (1706.014204 sec): 3 clusters Score: Raw -2015746.617160 + Penalty 3151.530439 = -2012595.086721 nChanged 56 SP:Iteration 32Q (1706.084882 sec): 3 clusters Score: Raw -2015760.390824 + Penalty 3151.530439 = -2012608.860385 nChanged 45 SP:Iteration 33Q (1706.144656 sec): 3 clusters Score: Raw -2015772.308341 + Penalty 3151.530439 = -2012620.777902 nChanged 50 SP:Iteration 34Q (1706.202943 sec): 3 clusters Score: Raw -2015784.950850 + Penalty 3151.530439 = -2012633.420411 nChanged 54 SP:Iteration 35Q (1706.260111 sec): 3 clusters Score: Raw -2015799.172658 + Penalty 3151.530439 = -2012647.642219 nChanged 49 SP:Iteration 36Q (1706.336824 sec): 3 clusters Score: Raw -2015813.676826 + Penalty 3151.530439 = -2012662.146387 nChanged 52 SP:Iteration 37Q (1706.392835 sec): 3 clusters Score: Raw -2015826.098339 + Penalty 3151.530439 = -2012674.567900 nChanged 42 SP:Iteration 38Q (1706.455591 sec): 3 clusters Score: Raw -2015836.468579 + Penalty 3151.530439 = -2012684.938140 nChanged 38 SP:Iteration 39Q (1706.525349 sec): 3 clusters Score: Raw -2015846.056101 + Penalty 3151.530439 = -2012694.525662 nChanged 44 SP:Iteration 40F (1706.585023 sec): 3 clusters Score: Raw -2015856.306325 + Penalty 3151.530439 = -2012704.775886 nChanged 37 SP:Iteration 41Q (1706.645214 sec): 3 clusters Score: Raw -2015864.832368 + Penalty 3151.530439 = -2012713.301929 nChanged 32 SP:Iteration 42Q (1706.712794 sec): 3 clusters Score: Raw -2015872.482106 + Penalty 3151.530439 = -2012720.951667 nChanged 33 SP:Iteration 43Q (1706.776005 sec): 3 clusters Score: Raw -2015881.475404 + Penalty 3151.530439 = -2012729.944965 nChanged 33 SP:Iteration 44Q (1706.838940 sec): 3 clusters Score: Raw -2015890.510817 + Penalty 3151.530439 = -2012738.980378 nChanged 26 SP:Iteration 45Q (1706.891092 sec): 3 clusters Score: Raw -2015899.166250 + Penalty 3151.530439 = -2012747.635811 nChanged 23 SP:Iteration 46Q (1706.947405 sec): 3 clusters Score: Raw -2015907.900628 + Penalty 3151.530439 = -2012756.370189 nChanged 24 SP:Iteration 47Q (1707.003640 sec): 3 clusters Score: Raw -2015916.945237 + Penalty 3151.530439 = -2012765.414798 nChanged 30 SP:Iteration 48Q (1707.056234 sec): 3 clusters Score: Raw -2015924.357554 + Penalty 3151.530439 = -2012772.827115 nChanged 28 SP:Iteration 49Q (1707.111964 sec): 3 clusters Score: Raw -2015930.959594 + Penalty 3151.530439 = -2012779.429155 nChanged 16 SP:Iteration 50Q (1707.166483 sec): 3 clusters Score: Raw -2015935.200934 + Penalty 3151.530439 = -2012783.670495 nChanged 22 SP:Iteration 51Q (1707.225415 sec): 3 clusters Score: Raw -2015941.397701 + Penalty 3151.530439 = -2012789.867262 nChanged 22 SP:Iteration 52Q (1707.280631 sec): 3 clusters Score: Raw -2015948.076989 + Penalty 3151.530439 = -2012796.546550 nChanged 19 SP:Iteration 53Q (1707.330621 sec): 3 clusters Score: Raw -2015952.102950 + Penalty 3151.530439 = -2012800.572511 nChanged 11 SP:Iteration 54Q (1707.384888 sec): 3 clusters Score: Raw -2015954.891706 + Penalty 3151.530439 = -2012803.361267 nChanged 12 SP:Iteration 55Q (1707.439855 sec): 3 clusters Score: Raw -2015958.810884 + Penalty 3151.530439 = -2012807.280445 nChanged 14 SP:Iteration 56Q (1707.495417 sec): 3 clusters Score: Raw -2015962.539517 + Penalty 3151.530439 = -2012811.009078 nChanged 16 SP:Iteration 57Q (1707.553481 sec): 3 clusters Score: Raw -2015966.461118 + Penalty 3151.530439 = -2012814.930678 nChanged 13 SP:Iteration 58Q (1707.601992 sec): 3 clusters Score: Raw -2015970.253012 + Penalty 3151.530439 = -2012818.722573 nChanged 12 SP:Iteration 59Q (1707.657087 sec): 3 clusters Score: Raw -2015972.781290 + Penalty 3151.530439 = -2012821.250851 nChanged 7 SP:Iteration 60F (1707.716574 sec): 3 clusters Score: Raw -2015975.039736 + Penalty 3151.530439 = -2012823.509297 nChanged 5 SP:Iteration 61Q (1707.764743 sec): 3 clusters Score: Raw -2015976.176494 + Penalty 3151.530439 = -2012824.646055 nChanged 3 SP:Iteration 62Q (1707.820332 sec): 3 clusters Score: Raw -2015977.141053 + Penalty 3151.530439 = -2012825.610614 nChanged 5 SP:Iteration 63Q (1707.879522 sec): 3 clusters Score: Raw -2015978.304017 + Penalty 3151.530439 = -2012826.773578 nChanged 7 SP:Iteration 64Q (1707.927521 sec): 3 clusters Score: Raw -2015979.676435 + Penalty 3151.530439 = -2012828.145996 nChanged 6 SP:Iteration 65Q (1707.980636 sec): 3 clusters Score: Raw -2015981.313114 + Penalty 3151.530439 = -2012829.782675 nChanged 7 SP:Iteration 66Q (1708.033340 sec): 3 clusters Score: Raw -2015983.321488 + Penalty 3151.530439 = -2012831.791049 nChanged 8 SP:Iteration 67Q (1708.084533 sec): 3 clusters Score: Raw -2015985.922058 + Penalty 3151.530439 = -2012834.391619 nChanged 9 SP:Iteration 68Q (1708.138204 sec): 3 clusters Score: Raw -2015988.467673 + Penalty 3151.530439 = -2012836.937234 nChanged 9 SP:Iteration 69Q (1708.191571 sec): 3 clusters Score: Raw -2015991.428509 + Penalty 3151.530439 = -2012839.898070 nChanged 13 SP:Iteration 70Q (1708.245554 sec): 3 clusters Score: Raw -2015995.430599 + Penalty 3151.530439 = -2012843.900160 nChanged 12 SP:Iteration 71Q (1708.301968 sec): 3 clusters Score: Raw -2015998.782673 + Penalty 3151.530439 = -2012847.252234 nChanged 15 SP:Iteration 72Q (1708.357543 sec): 3 clusters Score: Raw -2016002.675235 + Penalty 3151.530439 = -2012851.144796 nChanged 9 SP:Iteration 73Q (1708.410494 sec): 3 clusters Score: Raw -2016004.966744 + Penalty 3151.530439 = -2012853.436305 nChanged 6 SP:Iteration 74Q (1708.464809 sec): 3 clusters Score: Raw -2016005.999244 + Penalty 3151.530439 = -2012854.468805 nChanged 5 SP:Iteration 75Q (1708.519630 sec): 3 clusters Score: Raw -2016006.888890 + Penalty 3151.530439 = -2012855.358451 nChanged 6 SP:Iteration 76Q (1708.575556 sec): 3 clusters Score: Raw -2016008.008931 + Penalty 3151.530439 = -2012856.478492 nChanged 4 SP:Iteration 77Q (1708.629253 sec): 3 clusters Score: Raw -2016008.877157 + Penalty 3151.530439 = -2012857.346718 nChanged 5 SP:Iteration 78Q (1708.695937 sec): 3 clusters Score: Raw -2016010.171495 + Penalty 3151.530439 = -2012858.641055 nChanged 7 SP:Iteration 79Q (1708.747156 sec): 3 clusters Score: Raw -2016011.608581 + Penalty 3151.530439 = -2012860.078142 nChanged 4 SP:Iteration 80F (1708.802661 sec): 3 clusters Score: Raw -2016012.420884 + Penalty 3151.530439 = -2012860.890445 nChanged 6 SP:Iteration 81Q (1708.856154 sec): 3 clusters Score: Raw -2016013.466943 + Penalty 3151.530439 = -2012861.936504 nChanged 7 SP:Iteration 82Q (1708.918525 sec): 3 clusters Score: Raw -2016015.124227 + Penalty 3151.530439 = -2012863.593788 nChanged 5 SP:Iteration 83Q (1708.972310 sec): 3 clusters Score: Raw -2016016.145828 + Penalty 3151.530439 = -2012864.615389 nChanged 7 SP:Iteration 84Q (1709.020653 sec): 3 clusters Score: Raw -2016017.415089 + Penalty 3151.530439 = -2012865.884650 nChanged 7 SP:Iteration 85Q (1709.076927 sec): 3 clusters Score: Raw -2016019.034673 + Penalty 3151.530439 = -2012867.504234 nChanged 6 SP:Iteration 86Q (1709.133529 sec): 3 clusters Score: Raw -2016020.230249 + Penalty 3151.530439 = -2012868.699810 nChanged 7 SP:Iteration 87Q (1709.192419 sec): 3 clusters Score: Raw -2016022.419072 + Penalty 3151.530439 = -2012870.888633 nChanged 11 SP:Iteration 88Q (1709.243782 sec): 3 clusters Score: Raw -2016026.562466 + Penalty 3151.530439 = -2012875.032027 nChanged 15 SP:Iteration 89Q (1709.305323 sec): 3 clusters Score: Raw -2016032.742803 + Penalty 3151.530439 = -2012881.212364 nChanged 17 SP:Iteration 90Q (1709.357829 sec): 3 clusters Score: Raw -2016038.097372 + Penalty 3151.530439 = -2012886.566933 nChanged 13 SP:Iteration 91Q (1709.420693 sec): 3 clusters Score: Raw -2016043.020785 + Penalty 3151.530439 = -2012891.490346 nChanged 13 SP:Iteration 92Q (1709.484967 sec): 3 clusters Score: Raw -2016048.550809 + Penalty 3151.530439 = -2012897.020369 nChanged 11 SP:Iteration 93Q (1709.549855 sec): 3 clusters Score: Raw -2016052.666967 + Penalty 3151.530439 = -2012901.136528 nChanged 11 SP:Iteration 94Q (1709.609062 sec): 3 clusters Score: Raw -2016056.293333 + Penalty 3151.530439 = -2012904.762894 nChanged 10 SP:Iteration 95Q (1709.670124 sec): 3 clusters Score: Raw -2016060.165500 + Penalty 3151.530439 = -2012908.635061 nChanged 13 SP:Iteration 96Q (1709.724298 sec): 3 clusters Score: Raw -2016063.540199 + Penalty 3151.530439 = -2012912.009760 nChanged 12 SP:Iteration 97Q (1709.793369 sec): 3 clusters Score: Raw -2016067.762164 + Penalty 3151.530439 = -2012916.231725 nChanged 17 SP:Iteration 98Q (1709.857413 sec): 3 clusters Score: Raw -2016073.335579 + Penalty 3151.530439 = -2012921.805140 nChanged 11 SP:Iteration 99Q (1709.924746 sec): 3 clusters Score: Raw -2016076.323371 + Penalty 3151.530439 = -2012924.792932 nChanged 5 SP:Iteration 100F (1709.990919 sec): 3 clusters Score: Raw -2016077.993622 + Penalty 3151.530439 = -2012926.463183 nChanged 3 SP:Iteration 101Q (1710.044425 sec): 3 clusters Score: Raw -2016078.661243 + Penalty 3151.530439 = -2012927.130804 nChanged 1 SP:Iteration 102Q (1710.107893 sec): 3 clusters Score: Raw -2016079.154651 + Penalty 3151.530439 = -2012927.624212 nChanged 0 SP:Iteration 103F (1710.173224 sec): 3 clusters Score: Raw -2016079.154651 + Penalty 3151.530439 = -2012927.624212 nChanged 0 Trying to split cluster 14 (96211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1710.293151 sec): 2 clusters Score: Raw -12028307.214005 + Penalty 1864.573583 = -12026442.640421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1710.453502 sec): 3 clusters Score: Raw -11965634.762889 + Penalty 3729.147167 = -11961905.615722 nChanged 46032 SP:Iteration 1F (1710.603202 sec): 3 clusters Score: Raw -12010027.904821 + Penalty 3729.147167 = -12006298.757654 nChanged 10589 SP:Iteration 2F (1710.757702 sec): 3 clusters Score: Raw -12026816.846220 + Penalty 3729.147167 = -12023087.699053 nChanged 11979 SP:Iteration 3F (1710.903942 sec): 3 clusters Score: Raw -12045860.721616 + Penalty 3729.147167 = -12042131.574450 nChanged 11500 SP:Iteration 4F (1711.056746 sec): 3 clusters Score: Raw -12069967.602298 + Penalty 3729.147167 = -12066238.455131 nChanged 9836 SP:Iteration 5F (1711.203310 sec): 3 clusters Score: Raw -12100973.320696 + Penalty 3729.147167 = -12097244.173529 nChanged 6668 SP:Iteration 6F (1711.354512 sec): 3 clusters Score: Raw -12155899.195902 + Penalty 3729.147167 = -12152170.048735 nChanged 2670 SP:Iteration 7Q (1711.492759 sec): 3 clusters Score: Raw -12322591.331173 + Penalty 3729.147167 = -12318862.184007 nChanged 148 Unmasked E-step: Deleting class 2 (6074 points): covariance matrix is singular SP:Iteration 8Q (1711.589125 sec): 3 clusters Score: Raw -12322767.401009 + Penalty 3729.147167 = -12319038.253842 nChanged 1 SP:Iteration 9Q (1711.682569 sec): 2 clusters Score: Raw -11978248.534163 + Penalty 1864.573583 = -11976383.960580 nChanged 6073 SP:Iteration 10F (1711.785715 sec): 2 clusters Score: Raw -12028307.214005 + Penalty 1864.573583 = -12026442.640421 nChanged 0 Trying to split cluster 15 (27136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1711.847900 sec): 2 clusters Score: Raw -3405715.484221 + Penalty 1658.900188 = -3404056.584033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1711.930098 sec): 3 clusters Score: Raw -3388971.968743 + Penalty 3317.800375 = -3385654.168368 nChanged 12553 SP:Iteration 1F (1712.009987 sec): 3 clusters Score: Raw -3396384.093149 + Penalty 3317.800375 = -3393066.292774 nChanged 1711 SP:Iteration 2F (1712.090431 sec): 3 clusters Score: Raw -3397363.412521 + Penalty 3317.800375 = -3394045.612146 nChanged 1917 SP:Iteration 3F (1712.170626 sec): 3 clusters Score: Raw -3398687.288615 + Penalty 3317.800375 = -3395369.488240 nChanged 2179 SP:Iteration 4F (1712.250079 sec): 3 clusters Score: Raw -3400576.133799 + Penalty 3317.800375 = -3397258.333424 nChanged 2240 SP:Iteration 5F (1712.326555 sec): 3 clusters Score: Raw -3402674.907460 + Penalty 3317.800375 = -3399357.107085 nChanged 1959 SP:Iteration 6F (1712.405306 sec): 3 clusters Score: Raw -3404455.317325 + Penalty 3317.800375 = -3401137.516950 nChanged 1485 SP:Iteration 7F (1712.478020 sec): 3 clusters Score: Raw -3405631.588359 + Penalty 3317.800375 = -3402313.787984 nChanged 1001 SP:Iteration 8Q (1712.556892 sec): 3 clusters Score: Raw -3406255.391595 + Penalty 3317.800375 = -3402937.591220 nChanged 648 SP:Iteration 9Q (1712.633702 sec): 3 clusters Score: Raw -3406561.567772 + Penalty 3317.800375 = -3403243.767397 nChanged 461 SP:Iteration 10Q (1712.704840 sec): 3 clusters Score: Raw -3406736.281064 + Penalty 3317.800375 = -3403418.480689 nChanged 344 SP:Iteration 11Q (1712.780121 sec): 3 clusters Score: Raw -3406853.061599 + Penalty 3317.800375 = -3403535.261224 nChanged 294 SP:Iteration 12Q (1712.863492 sec): 3 clusters Score: Raw -3406947.899494 + Penalty 3317.800375 = -3403630.099119 nChanged 268 SP:Iteration 13Q (1712.936367 sec): 3 clusters Score: Raw -3407036.292823 + Penalty 3317.800375 = -3403718.492448 nChanged 242 SP:Iteration 14Q (1713.004418 sec): 3 clusters Score: Raw -3407108.815455 + Penalty 3317.800375 = -3403791.015080 nChanged 192 SP:Iteration 15Q (1713.083556 sec): 3 clusters Score: Raw -3407171.396670 + Penalty 3317.800375 = -3403853.596295 nChanged 194 SP:Iteration 16Q (1713.156440 sec): 3 clusters Score: Raw -3407233.588764 + Penalty 3317.800375 = -3403915.788389 nChanged 183 SP:Iteration 17Q (1713.231050 sec): 3 clusters Score: Raw -3407295.587243 + Penalty 3317.800375 = -3403977.786868 nChanged 178 SP:Iteration 18Q (1713.311503 sec): 3 clusters Score: Raw -3407359.884674 + Penalty 3317.800375 = -3404042.084299 nChanged 186 SP:Iteration 19Q (1713.382972 sec): 3 clusters Score: Raw -3407438.775246 + Penalty 3317.800375 = -3404120.974871 nChanged 205 SP:Iteration 20F (1713.465845 sec): 3 clusters Score: Raw -3407534.542178 + Penalty 3317.800375 = -3404216.741803 nChanged 192 SP:Iteration 21Q (1713.540450 sec): 3 clusters Score: Raw -3407631.646852 + Penalty 3317.800375 = -3404313.846477 nChanged 196 SP:Iteration 22Q (1713.619509 sec): 3 clusters Score: Raw -3407725.312807 + Penalty 3317.800375 = -3404407.512432 nChanged 191 SP:Iteration 23Q (1713.696720 sec): 3 clusters Score: Raw -3407811.673372 + Penalty 3317.800375 = -3404493.872997 nChanged 178 SP:Iteration 24Q (1713.765975 sec): 3 clusters Score: Raw -3407873.362628 + Penalty 3317.800375 = -3404555.562253 nChanged 162 SP:Iteration 25Q (1713.845796 sec): 3 clusters Score: Raw -3407919.322901 + Penalty 3317.800375 = -3404601.522526 nChanged 145 SP:Iteration 26Q (1713.919505 sec): 3 clusters Score: Raw -3407955.760993 + Penalty 3317.800375 = -3404637.960618 nChanged 112 SP:Iteration 27Q (1713.999866 sec): 3 clusters Score: Raw -3407979.318095 + Penalty 3317.800375 = -3404661.517720 nChanged 83 SP:Iteration 28Q (1714.064786 sec): 3 clusters Score: Raw -3407992.011671 + Penalty 3317.800375 = -3404674.211296 nChanged 61 SP:Iteration 29Q (1714.144270 sec): 3 clusters Score: Raw -3408000.250332 + Penalty 3317.800375 = -3404682.449957 nChanged 54 SP:Iteration 30Q (1714.218087 sec): 3 clusters Score: Raw -3408005.380619 + Penalty 3317.800375 = -3404687.580244 nChanged 36 SP:Iteration 31Q (1714.294047 sec): 3 clusters Score: Raw -3408008.965449 + Penalty 3317.800375 = -3404691.165074 nChanged 38 SP:Iteration 32Q (1714.380974 sec): 3 clusters Score: Raw -3408012.909035 + Penalty 3317.800375 = -3404695.108660 nChanged 41 SP:Iteration 33Q (1714.457630 sec): 3 clusters Score: Raw -3408017.540538 + Penalty 3317.800375 = -3404699.740163 nChanged 41 SP:Iteration 34Q (1714.535481 sec): 3 clusters Score: Raw -3408021.187865 + Penalty 3317.800375 = -3404703.387490 nChanged 27 SP:Iteration 35Q (1714.612902 sec): 3 clusters Score: Raw -3408022.961438 + Penalty 3317.800375 = -3404705.161063 nChanged 22 SP:Iteration 36Q (1714.687066 sec): 3 clusters Score: Raw -3408024.238581 + Penalty 3317.800375 = -3404706.438206 nChanged 15 SP:Iteration 37Q (1714.768286 sec): 3 clusters Score: Raw -3408025.322947 + Penalty 3317.800375 = -3404707.522572 nChanged 16 SP:Iteration 38Q (1714.844151 sec): 3 clusters Score: Raw -3408026.645295 + Penalty 3317.800375 = -3404708.844920 nChanged 15 SP:Iteration 39Q (1714.914239 sec): 3 clusters Score: Raw -3408027.503853 + Penalty 3317.800375 = -3404709.703478 nChanged 12 SP:Iteration 40F (1714.999217 sec): 3 clusters Score: Raw -3408028.101835 + Penalty 3317.800375 = -3404710.301460 nChanged 13 SP:Iteration 41Q (1715.067633 sec): 3 clusters Score: Raw -3408028.755967 + Penalty 3317.800375 = -3404710.955592 nChanged 16 SP:Iteration 42Q (1715.142130 sec): 3 clusters Score: Raw -3408029.546328 + Penalty 3317.800375 = -3404711.745953 nChanged 13 SP:Iteration 43Q (1715.224345 sec): 3 clusters Score: Raw -3408030.480790 + Penalty 3317.800375 = -3404712.680415 nChanged 13 SP:Iteration 44Q (1715.314418 sec): 3 clusters Score: Raw -3408031.165985 + Penalty 3317.800375 = -3404713.365610 nChanged 10 SP:Iteration 45Q (1715.387405 sec): 3 clusters Score: Raw -3408031.688586 + Penalty 3317.800375 = -3404713.888211 nChanged 7 SP:Iteration 46Q (1715.465948 sec): 3 clusters Score: Raw -3408031.957586 + Penalty 3317.800375 = -3404714.157211 nChanged 8 SP:Iteration 47Q (1715.545798 sec): 3 clusters Score: Raw -3408032.379939 + Penalty 3317.800375 = -3404714.579564 nChanged 5 SP:Iteration 48Q (1715.617553 sec): 3 clusters Score: Raw -3408032.630238 + Penalty 3317.800375 = -3404714.829863 nChanged 3 SP:Iteration 49Q (1715.685161 sec): 3 clusters Score: Raw -3408032.778300 + Penalty 3317.800375 = -3404714.977925 nChanged 3 SP:Iteration 50Q (1715.751046 sec): 3 clusters Score: Raw -3408032.852496 + Penalty 3317.800375 = -3404715.052121 nChanged 1 SP:Iteration 51Q (1715.826375 sec): 3 clusters Score: Raw -3408032.870236 + Penalty 3317.800375 = -3404715.069861 nChanged 0 SP:Iteration 52F (1715.891222 sec): 3 clusters Score: Raw -3408032.870236 + Penalty 3317.800375 = -3404715.069861 nChanged 0 Score: Raw -40675034.570773 + Penalty 43437.067639 = -40631597.503134 Splitting cluster 15 changes total score from -40631333.887709 to -40631597.503134 So it's getting split into cluster 21. Trying to split cluster 16 (20517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1719.698231 sec): 2 clusters Score: Raw -2368517.584863 + Penalty 1613.463977 = -2366904.120886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1719.770869 sec): 3 clusters Score: Raw -2356230.145951 + Penalty 3226.927954 = -2353003.217997 nChanged 9367 SP:Iteration 1F (1719.836301 sec): 3 clusters Score: Raw -2361395.156670 + Penalty 3226.927954 = -2358168.228715 nChanged 1259 SP:Iteration 2F (1719.908428 sec): 3 clusters Score: Raw -2361967.196706 + Penalty 3226.927954 = -2358740.268752 nChanged 1290 SP:Iteration 3F (1719.972058 sec): 3 clusters Score: Raw -2362623.418745 + Penalty 3226.927954 = -2359396.490791 nChanged 1327 SP:Iteration 4F (1720.029364 sec): 3 clusters Score: Raw -2363363.003828 + Penalty 3226.927954 = -2360136.075874 nChanged 1279 SP:Iteration 5F (1720.100768 sec): 3 clusters Score: Raw -2364103.769018 + Penalty 3226.927954 = -2360876.841064 nChanged 1189 SP:Iteration 6F (1720.166350 sec): 3 clusters Score: Raw -2364762.129144 + Penalty 3226.927954 = -2361535.201190 nChanged 995 SP:Iteration 7Q (1720.232682 sec): 3 clusters Score: Raw -2365294.665329 + Penalty 3226.927954 = -2362067.737374 nChanged 808 SP:Iteration 8Q (1720.293999 sec): 3 clusters Score: Raw -2365703.520981 + Penalty 3226.927954 = -2362476.593026 nChanged 708 SP:Iteration 9Q (1720.355165 sec): 3 clusters Score: Raw -2366064.819760 + Penalty 3226.927954 = -2362837.891806 nChanged 607 SP:Iteration 10Q (1720.428042 sec): 3 clusters Score: Raw -2366387.476348 + Penalty 3226.927954 = -2363160.548394 nChanged 527 SP:Iteration 11Q (1720.497738 sec): 3 clusters Score: Raw -2366684.611715 + Penalty 3226.927954 = -2363457.683761 nChanged 495 SP:Iteration 12Q (1720.557114 sec): 3 clusters Score: Raw -2366995.866208 + Penalty 3226.927954 = -2363768.938254 nChanged 508 SP:Iteration 13Q (1720.624336 sec): 3 clusters Score: Raw -2367301.733195 + Penalty 3226.927954 = -2364074.805241 nChanged 472 SP:Iteration 14Q (1720.703254 sec): 3 clusters Score: Raw -2367575.424070 + Penalty 3226.927954 = -2364348.496115 nChanged 412 SP:Iteration 15Q (1720.765391 sec): 3 clusters Score: Raw -2367809.644252 + Penalty 3226.927954 = -2364582.716298 nChanged 313 SP:Iteration 16Q (1720.839788 sec): 3 clusters Score: Raw -2367997.429559 + Penalty 3226.927954 = -2364770.501605 nChanged 276 SP:Iteration 17Q (1720.913653 sec): 3 clusters Score: Raw -2368149.913682 + Penalty 3226.927954 = -2364922.985728 nChanged 241 SP:Iteration 18Q (1720.977945 sec): 3 clusters Score: Raw -2368265.467040 + Penalty 3226.927954 = -2365038.539086 nChanged 206 SP:Iteration 19Q (1721.044984 sec): 3 clusters Score: Raw -2368367.541028 + Penalty 3226.927954 = -2365140.613074 nChanged 199 SP:Iteration 20F (1721.109350 sec): 3 clusters Score: Raw -2368459.096791 + Penalty 3226.927954 = -2365232.168837 nChanged 206 SP:Iteration 21Q (1721.171479 sec): 3 clusters Score: Raw -2368545.023792 + Penalty 3226.927954 = -2365318.095838 nChanged 159 SP:Iteration 22Q (1721.233184 sec): 3 clusters Score: Raw -2368604.613430 + Penalty 3226.927954 = -2365377.685476 nChanged 146 SP:Iteration 23Q (1721.301418 sec): 3 clusters Score: Raw -2368660.821952 + Penalty 3226.927954 = -2365433.893998 nChanged 145 SP:Iteration 24Q (1721.355648 sec): 3 clusters Score: Raw -2368716.434560 + Penalty 3226.927954 = -2365489.506605 nChanged 138 SP:Iteration 25Q (1721.417830 sec): 3 clusters Score: Raw -2368761.349600 + Penalty 3226.927954 = -2365534.421646 nChanged 106 SP:Iteration 26Q (1721.479209 sec): 3 clusters Score: Raw -2368795.864946 + Penalty 3226.927954 = -2365568.936992 nChanged 100 SP:Iteration 27Q (1721.541051 sec): 3 clusters Score: Raw -2368824.889765 + Penalty 3226.927954 = -2365597.961811 nChanged 86 SP:Iteration 28Q (1721.601827 sec): 3 clusters Score: Raw -2368850.433699 + Penalty 3226.927954 = -2365623.505745 nChanged 74 SP:Iteration 29Q (1721.663052 sec): 3 clusters Score: Raw -2368874.750111 + Penalty 3226.927954 = -2365647.822157 nChanged 71 SP:Iteration 30Q (1721.724190 sec): 3 clusters Score: Raw -2368896.919392 + Penalty 3226.927954 = -2365669.991438 nChanged 59 SP:Iteration 31Q (1721.785767 sec): 3 clusters Score: Raw -2368913.080197 + Penalty 3226.927954 = -2365686.152243 nChanged 47 SP:Iteration 32Q (1721.852202 sec): 3 clusters Score: Raw -2368923.565188 + Penalty 3226.927954 = -2365696.637234 nChanged 36 SP:Iteration 33Q (1721.922673 sec): 3 clusters Score: Raw -2368930.542821 + Penalty 3226.927954 = -2365703.614867 nChanged 28 SP:Iteration 34Q (1721.983017 sec): 3 clusters Score: Raw -2368935.663429 + Penalty 3226.927954 = -2365708.735475 nChanged 24 SP:Iteration 35Q (1722.045986 sec): 3 clusters Score: Raw -2368939.478563 + Penalty 3226.927954 = -2365712.550608 nChanged 24 SP:Iteration 36Q (1722.108428 sec): 3 clusters Score: Raw -2368943.423659 + Penalty 3226.927954 = -2365716.495704 nChanged 13 SP:Iteration 37Q (1722.170479 sec): 3 clusters Score: Raw -2368945.390702 + Penalty 3226.927954 = -2365718.462748 nChanged 13 SP:Iteration 38Q (1722.230610 sec): 3 clusters Score: Raw -2368947.352296 + Penalty 3226.927954 = -2365720.424342 nChanged 10 SP:Iteration 39Q (1722.291814 sec): 3 clusters Score: Raw -2368948.617630 + Penalty 3226.927954 = -2365721.689676 nChanged 11 SP:Iteration 40F (1722.352917 sec): 3 clusters Score: Raw -2368950.011335 + Penalty 3226.927954 = -2365723.083381 nChanged 11 SP:Iteration 41Q (1722.416154 sec): 3 clusters Score: Raw -2368951.744715 + Penalty 3226.927954 = -2365724.816760 nChanged 7 SP:Iteration 42Q (1722.471512 sec): 3 clusters Score: Raw -2368952.457444 + Penalty 3226.927954 = -2365725.529490 nChanged 10 SP:Iteration 43Q (1722.532410 sec): 3 clusters Score: Raw -2368954.309756 + Penalty 3226.927954 = -2365727.381802 nChanged 14 SP:Iteration 44Q (1722.598375 sec): 3 clusters Score: Raw -2368956.419044 + Penalty 3226.927954 = -2365729.491090 nChanged 17 SP:Iteration 45Q (1722.650311 sec): 3 clusters Score: Raw -2368958.894430 + Penalty 3226.927954 = -2365731.966475 nChanged 10 SP:Iteration 46Q (1722.716291 sec): 3 clusters Score: Raw -2368960.196355 + Penalty 3226.927954 = -2365733.268401 nChanged 14 SP:Iteration 47Q (1722.780900 sec): 3 clusters Score: Raw -2368962.179060 + Penalty 3226.927954 = -2365735.251106 nChanged 7 SP:Iteration 48Q (1722.838214 sec): 3 clusters Score: Raw -2368962.936934 + Penalty 3226.927954 = -2365736.008980 nChanged 6 SP:Iteration 49Q (1722.905199 sec): 3 clusters Score: Raw -2368963.411507 + Penalty 3226.927954 = -2365736.483553 nChanged 2 SP:Iteration 50Q (1722.977474 sec): 3 clusters Score: Raw -2368963.749603 + Penalty 3226.927954 = -2365736.821648 nChanged 2 SP:Iteration 51Q (1723.040656 sec): 3 clusters Score: Raw -2368964.110437 + Penalty 3226.927954 = -2365737.182483 nChanged 5 SP:Iteration 52Q (1723.115651 sec): 3 clusters Score: Raw -2368964.581071 + Penalty 3226.927954 = -2365737.653117 nChanged 5 SP:Iteration 53Q (1723.183314 sec): 3 clusters Score: Raw -2368965.463246 + Penalty 3226.927954 = -2365738.535292 nChanged 7 SP:Iteration 54Q (1723.252943 sec): 3 clusters Score: Raw -2368966.571081 + Penalty 3226.927954 = -2365739.643127 nChanged 11 SP:Iteration 55Q (1723.326609 sec): 3 clusters Score: Raw -2368968.132116 + Penalty 3226.927954 = -2365741.204162 nChanged 9 SP:Iteration 56Q (1723.395955 sec): 3 clusters Score: Raw -2368968.844048 + Penalty 3226.927954 = -2365741.916094 nChanged 2 SP:Iteration 57Q (1723.466229 sec): 3 clusters Score: Raw -2368969.099668 + Penalty 3226.927954 = -2365742.171714 nChanged 7 SP:Iteration 58Q (1723.536080 sec): 3 clusters Score: Raw -2368969.966875 + Penalty 3226.927954 = -2365743.038921 nChanged 9 SP:Iteration 59Q (1723.608383 sec): 3 clusters Score: Raw -2368971.405898 + Penalty 3226.927954 = -2365744.477944 nChanged 9 SP:Iteration 60F (1723.682069 sec): 3 clusters Score: Raw -2368972.758952 + Penalty 3226.927954 = -2365745.830998 nChanged 8 SP:Iteration 61Q (1723.754977 sec): 3 clusters Score: Raw -2368973.444879 + Penalty 3226.927954 = -2365746.516925 nChanged 5 SP:Iteration 62Q (1723.828107 sec): 3 clusters Score: Raw -2368974.118456 + Penalty 3226.927954 = -2365747.190502 nChanged 7 SP:Iteration 63Q (1723.893723 sec): 3 clusters Score: Raw -2368974.601078 + Penalty 3226.927954 = -2365747.673124 nChanged 6 SP:Iteration 64Q (1723.955039 sec): 3 clusters Score: Raw -2368975.527165 + Penalty 3226.927954 = -2365748.599211 nChanged 7 SP:Iteration 65Q (1724.015352 sec): 3 clusters Score: Raw -2368976.424783 + Penalty 3226.927954 = -2365749.496829 nChanged 5 SP:Iteration 66Q (1724.082718 sec): 3 clusters Score: Raw -2368977.034601 + Penalty 3226.927954 = -2365750.106646 nChanged 5 SP:Iteration 67Q (1724.149234 sec): 3 clusters Score: Raw -2368977.664370 + Penalty 3226.927954 = -2365750.736416 nChanged 2 SP:Iteration 68Q (1724.211157 sec): 3 clusters Score: Raw -2368978.024257 + Penalty 3226.927954 = -2365751.096303 nChanged 3 SP:Iteration 69Q (1724.277039 sec): 3 clusters Score: Raw -2368978.318749 + Penalty 3226.927954 = -2365751.390795 nChanged 1 SP:Iteration 70Q (1724.340206 sec): 3 clusters Score: Raw -2368978.448825 + Penalty 3226.927954 = -2365751.520871 nChanged 2 SP:Iteration 71Q (1724.402137 sec): 3 clusters Score: Raw -2368978.633710 + Penalty 3226.927954 = -2365751.705756 nChanged 1 SP:Iteration 72Q (1724.463407 sec): 3 clusters Score: Raw -2368978.703727 + Penalty 3226.927954 = -2365751.775772 nChanged 2 SP:Iteration 73Q (1724.525827 sec): 3 clusters Score: Raw -2368979.202470 + Penalty 3226.927954 = -2365752.274516 nChanged 5 SP:Iteration 74Q (1724.587616 sec): 3 clusters Score: Raw -2368980.338630 + Penalty 3226.927954 = -2365753.410676 nChanged 6 SP:Iteration 75Q (1724.649757 sec): 3 clusters Score: Raw -2368982.016276 + Penalty 3226.927954 = -2365755.088322 nChanged 11 SP:Iteration 76Q (1724.706907 sec): 3 clusters Score: Raw -2368983.990429 + Penalty 3226.927954 = -2365757.062475 nChanged 11 SP:Iteration 77Q (1724.776957 sec): 3 clusters Score: Raw -2368985.959968 + Penalty 3226.927954 = -2365759.032014 nChanged 9 SP:Iteration 78Q (1724.834449 sec): 3 clusters Score: Raw -2368986.931173 + Penalty 3226.927954 = -2365760.003219 nChanged 7 SP:Iteration 79Q (1724.897041 sec): 3 clusters Score: Raw -2368987.579708 + Penalty 3226.927954 = -2365760.651754 nChanged 2 SP:Iteration 80F (1724.958566 sec): 3 clusters Score: Raw -2368988.027118 + Penalty 3226.927954 = -2365761.099164 nChanged 4 SP:Iteration 81Q (1725.026933 sec): 3 clusters Score: Raw -2368988.395934 + Penalty 3226.927954 = -2365761.467980 nChanged 5 SP:Iteration 82Q (1725.095483 sec): 3 clusters Score: Raw -2368989.035696 + Penalty 3226.927954 = -2365762.107742 nChanged 5 SP:Iteration 83Q (1725.156350 sec): 3 clusters Score: Raw -2368989.787955 + Penalty 3226.927954 = -2365762.860001 nChanged 5 SP:Iteration 84Q (1725.213539 sec): 3 clusters Score: Raw -2368990.681790 + Penalty 3226.927954 = -2365763.753836 nChanged 5 SP:Iteration 85Q (1725.276885 sec): 3 clusters Score: Raw -2368991.294553 + Penalty 3226.927954 = -2365764.366599 nChanged 1 SP:Iteration 86Q (1725.337993 sec): 3 clusters Score: Raw -2368991.441265 + Penalty 3226.927954 = -2365764.513311 nChanged 1 SP:Iteration 87Q (1725.397705 sec): 3 clusters Score: Raw -2368991.628069 + Penalty 3226.927954 = -2365764.700115 nChanged 1 SP:Iteration 88Q (1725.468030 sec): 3 clusters Score: Raw -2368991.796360 + Penalty 3226.927954 = -2365764.868406 nChanged 1 SP:Iteration 89Q (1725.543147 sec): 3 clusters Score: Raw -2368991.837173 + Penalty 3226.927954 = -2365764.909219 nChanged 0 SP:Iteration 90F (1725.616017 sec): 3 clusters Score: Raw -2368991.837173 + Penalty 3226.927954 = -2365764.909219 nChanged 0 Trying to split cluster 17 (17963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.656603 sec): 2 clusters Score: Raw -2239039.404615 + Penalty 1591.861272 = -2237447.543343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.715550 sec): 3 clusters Score: Raw -2228322.214251 + Penalty 3183.722544 = -2225138.491707 nChanged 8107 SP:Iteration 1F (1725.779227 sec): 3 clusters Score: Raw -2232820.882003 + Penalty 3183.722544 = -2229637.159459 nChanged 954 SP:Iteration 2F (1725.853368 sec): 3 clusters Score: Raw -2233186.606821 + Penalty 3183.722544 = -2230002.884277 nChanged 890 SP:Iteration 3Q (1725.929033 sec): 3 clusters Score: Raw -2233555.240911 + Penalty 3183.722544 = -2230371.518367 nChanged 886 SP:Iteration 4Q (1725.997273 sec): 3 clusters Score: Raw -2233979.108443 + Penalty 3183.722544 = -2230795.385899 nChanged 975 SP:Iteration 5F (1726.064150 sec): 3 clusters Score: Raw -2234497.801755 + Penalty 3183.722544 = -2231314.079211 nChanged 965 SP:Iteration 6F (1726.129187 sec): 3 clusters Score: Raw -2235064.721347 + Penalty 3183.722544 = -2231880.998804 nChanged 984 SP:Iteration 7F (1726.196429 sec): 3 clusters Score: Raw -2235659.491377 + Penalty 3183.722544 = -2232475.768833 nChanged 921 SP:Iteration 8F (1726.265929 sec): 3 clusters Score: Raw -2236166.595009 + Penalty 3183.722544 = -2232982.872465 nChanged 807 SP:Iteration 9Q (1726.338485 sec): 3 clusters Score: Raw -2236617.490872 + Penalty 3183.722544 = -2233433.768328 nChanged 684 SP:Iteration 10Q (1726.409781 sec): 3 clusters Score: Raw -2236999.605270 + Penalty 3183.722544 = -2233815.882726 nChanged 573 SP:Iteration 11Q (1726.475081 sec): 3 clusters Score: Raw -2237294.553530 + Penalty 3183.722544 = -2234110.830986 nChanged 477 SP:Iteration 12Q (1726.537986 sec): 3 clusters Score: Raw -2237525.586309 + Penalty 3183.722544 = -2234341.863765 nChanged 387 SP:Iteration 13Q (1726.601881 sec): 3 clusters Score: Raw -2237697.125276 + Penalty 3183.722544 = -2234513.402732 nChanged 297 SP:Iteration 14Q (1726.656820 sec): 3 clusters Score: Raw -2237816.185822 + Penalty 3183.722544 = -2234632.463278 nChanged 259 SP:Iteration 15Q (1726.724843 sec): 3 clusters Score: Raw -2237919.111968 + Penalty 3183.722544 = -2234735.389424 nChanged 253 SP:Iteration 16Q (1726.791493 sec): 3 clusters Score: Raw -2238010.754132 + Penalty 3183.722544 = -2234827.031588 nChanged 217 SP:Iteration 17Q (1726.858740 sec): 3 clusters Score: Raw -2238088.741380 + Penalty 3183.722544 = -2234905.018836 nChanged 235 SP:Iteration 18Q (1726.918701 sec): 3 clusters Score: Raw -2238167.519319 + Penalty 3183.722544 = -2234983.796775 nChanged 216 SP:Iteration 19Q (1726.978534 sec): 3 clusters Score: Raw -2238244.454186 + Penalty 3183.722544 = -2235060.731642 nChanged 195 SP:Iteration 20F (1727.036636 sec): 3 clusters Score: Raw -2238309.596343 + Penalty 3183.722544 = -2235125.873800 nChanged 185 SP:Iteration 21Q (1727.100802 sec): 3 clusters Score: Raw -2238372.127887 + Penalty 3183.722544 = -2235188.405343 nChanged 170 SP:Iteration 22Q (1727.153244 sec): 3 clusters Score: Raw -2238427.349446 + Penalty 3183.722544 = -2235243.626902 nChanged 160 SP:Iteration 23Q (1727.212435 sec): 3 clusters Score: Raw -2238473.275341 + Penalty 3183.722544 = -2235289.552797 nChanged 147 SP:Iteration 24Q (1727.270991 sec): 3 clusters Score: Raw -2238515.245642 + Penalty 3183.722544 = -2235331.523099 nChanged 120 SP:Iteration 25Q (1727.328393 sec): 3 clusters Score: Raw -2238545.699017 + Penalty 3183.722544 = -2235361.976473 nChanged 94 SP:Iteration 26Q (1727.391178 sec): 3 clusters Score: Raw -2238565.725374 + Penalty 3183.722544 = -2235382.002830 nChanged 95 SP:Iteration 27Q (1727.448954 sec): 3 clusters Score: Raw -2238587.571401 + Penalty 3183.722544 = -2235403.848857 nChanged 90 SP:Iteration 28Q (1727.500556 sec): 3 clusters Score: Raw -2238608.139741 + Penalty 3183.722544 = -2235424.417197 nChanged 87 SP:Iteration 29Q (1727.559548 sec): 3 clusters Score: Raw -2238629.284525 + Penalty 3183.722544 = -2235445.561981 nChanged 95 SP:Iteration 30Q (1727.618074 sec): 3 clusters Score: Raw -2238656.867172 + Penalty 3183.722544 = -2235473.144628 nChanged 96 SP:Iteration 31Q (1727.676538 sec): 3 clusters Score: Raw -2238681.757935 + Penalty 3183.722544 = -2235498.035391 nChanged 91 SP:Iteration 32Q (1727.735410 sec): 3 clusters Score: Raw -2238702.510064 + Penalty 3183.722544 = -2235518.787520 nChanged 80 SP:Iteration 33Q (1727.792892 sec): 3 clusters Score: Raw -2238720.546398 + Penalty 3183.722544 = -2235536.823854 nChanged 84 SP:Iteration 34Q (1727.849980 sec): 3 clusters Score: Raw -2238739.119966 + Penalty 3183.722544 = -2235555.397422 nChanged 80 SP:Iteration 35Q (1727.910171 sec): 3 clusters Score: Raw -2238759.752501 + Penalty 3183.722544 = -2235576.029957 nChanged 88 SP:Iteration 36Q (1727.963067 sec): 3 clusters Score: Raw -2238786.830707 + Penalty 3183.722544 = -2235603.108163 nChanged 100 SP:Iteration 37Q (1728.020072 sec): 3 clusters Score: Raw -2238816.822686 + Penalty 3183.722544 = -2235633.100142 nChanged 78 SP:Iteration 38Q (1728.077792 sec): 3 clusters Score: Raw -2238838.525433 + Penalty 3183.722544 = -2235654.802889 nChanged 81 SP:Iteration 39Q (1728.139843 sec): 3 clusters Score: Raw -2238863.491733 + Penalty 3183.722544 = -2235679.769190 nChanged 95 SP:Iteration 40F (1728.195878 sec): 3 clusters Score: Raw -2238898.792122 + Penalty 3183.722544 = -2235715.069579 nChanged 104 SP:Iteration 41Q (1728.251065 sec): 3 clusters Score: Raw -2238937.443775 + Penalty 3183.722544 = -2235753.721231 nChanged 88 SP:Iteration 42Q (1728.303850 sec): 3 clusters Score: Raw -2238965.720085 + Penalty 3183.722544 = -2235781.997541 nChanged 74 SP:Iteration 43Q (1728.359466 sec): 3 clusters Score: Raw -2238991.750199 + Penalty 3183.722544 = -2235808.027655 nChanged 76 SP:Iteration 44Q (1728.420549 sec): 3 clusters Score: Raw -2239012.928007 + Penalty 3183.722544 = -2235829.205463 nChanged 55 SP:Iteration 45Q (1728.472709 sec): 3 clusters Score: Raw -2239027.513502 + Penalty 3183.722544 = -2235843.790958 nChanged 38 SP:Iteration 46Q (1728.531261 sec): 3 clusters Score: Raw -2239038.473752 + Penalty 3183.722544 = -2235854.751208 nChanged 45 SP:Iteration 47Q (1728.586896 sec): 3 clusters Score: Raw -2239052.312495 + Penalty 3183.722544 = -2235868.589951 nChanged 41 SP:Iteration 48Q (1728.638857 sec): 3 clusters Score: Raw -2239065.444022 + Penalty 3183.722544 = -2235881.721479 nChanged 49 SP:Iteration 49Q (1728.694414 sec): 3 clusters Score: Raw -2239082.632049 + Penalty 3183.722544 = -2235898.909506 nChanged 49 SP:Iteration 50Q (1728.750883 sec): 3 clusters Score: Raw -2239100.558003 + Penalty 3183.722544 = -2235916.835459 nChanged 51 SP:Iteration 51Q (1728.806604 sec): 3 clusters Score: Raw -2239118.718466 + Penalty 3183.722544 = -2235934.995922 nChanged 48 SP:Iteration 52Q (1728.865973 sec): 3 clusters Score: Raw -2239133.019522 + Penalty 3183.722544 = -2235949.296978 nChanged 35 SP:Iteration 53Q (1728.915960 sec): 3 clusters Score: Raw -2239141.511771 + Penalty 3183.722544 = -2235957.789227 nChanged 30 SP:Iteration 54Q (1728.977519 sec): 3 clusters Score: Raw -2239146.667486 + Penalty 3183.722544 = -2235962.944942 nChanged 16 SP:Iteration 55Q (1729.051624 sec): 3 clusters Score: Raw -2239149.639084 + Penalty 3183.722544 = -2235965.916540 nChanged 16 SP:Iteration 56Q (1729.119298 sec): 3 clusters Score: Raw -2239152.903250 + Penalty 3183.722544 = -2235969.180706 nChanged 15 SP:Iteration 57Q (1729.185257 sec): 3 clusters Score: Raw -2239155.839962 + Penalty 3183.722544 = -2235972.117418 nChanged 15 SP:Iteration 58Q (1729.253384 sec): 3 clusters Score: Raw -2239159.375168 + Penalty 3183.722544 = -2235975.652625 nChanged 15 SP:Iteration 59Q (1729.315887 sec): 3 clusters Score: Raw -2239162.958790 + Penalty 3183.722544 = -2235979.236246 nChanged 13 SP:Iteration 60F (1729.385765 sec): 3 clusters Score: Raw -2239165.554198 + Penalty 3183.722544 = -2235981.831654 nChanged 10 SP:Iteration 61Q (1729.450542 sec): 3 clusters Score: Raw -2239168.581911 + Penalty 3183.722544 = -2235984.859367 nChanged 11 SP:Iteration 62Q (1729.518727 sec): 3 clusters Score: Raw -2239170.749415 + Penalty 3183.722544 = -2235987.026871 nChanged 13 SP:Iteration 63Q (1729.583153 sec): 3 clusters Score: Raw -2239173.854464 + Penalty 3183.722544 = -2235990.131920 nChanged 13 SP:Iteration 64Q (1729.649658 sec): 3 clusters Score: Raw -2239175.823117 + Penalty 3183.722544 = -2235992.100573 nChanged 11 SP:Iteration 65Q (1729.715924 sec): 3 clusters Score: Raw -2239178.108396 + Penalty 3183.722544 = -2235994.385852 nChanged 13 SP:Iteration 66Q (1729.782684 sec): 3 clusters Score: Raw -2239180.926775 + Penalty 3183.722544 = -2235997.204231 nChanged 12 SP:Iteration 67Q (1729.848573 sec): 3 clusters Score: Raw -2239182.927025 + Penalty 3183.722544 = -2235999.204481 nChanged 9 SP:Iteration 68Q (1729.912405 sec): 3 clusters Score: Raw -2239184.469583 + Penalty 3183.722544 = -2236000.747039 nChanged 5 SP:Iteration 69Q (1729.965336 sec): 3 clusters Score: Raw -2239186.031926 + Penalty 3183.722544 = -2236002.309382 nChanged 8 SP:Iteration 70Q (1730.019705 sec): 3 clusters Score: Raw -2239187.865399 + Penalty 3183.722544 = -2236004.142855 nChanged 7 SP:Iteration 71Q (1730.077212 sec): 3 clusters Score: Raw -2239189.165952 + Penalty 3183.722544 = -2236005.443408 nChanged 9 SP:Iteration 72Q (1730.136532 sec): 3 clusters Score: Raw -2239192.010195 + Penalty 3183.722544 = -2236008.287651 nChanged 13 SP:Iteration 73Q (1730.201543 sec): 3 clusters Score: Raw -2239195.996033 + Penalty 3183.722544 = -2236012.273489 nChanged 11 SP:Iteration 74Q (1730.260297 sec): 3 clusters Score: Raw -2239199.432950 + Penalty 3183.722544 = -2236015.710406 nChanged 8 SP:Iteration 75Q (1730.318101 sec): 3 clusters Score: Raw -2239201.405428 + Penalty 3183.722544 = -2236017.682884 nChanged 13 SP:Iteration 76Q (1730.365706 sec): 3 clusters Score: Raw -2239204.909456 + Penalty 3183.722544 = -2236021.186912 nChanged 12 SP:Iteration 77Q (1730.415392 sec): 3 clusters Score: Raw -2239207.484732 + Penalty 3183.722544 = -2236023.762188 nChanged 5 SP:Iteration 78Q (1730.466124 sec): 3 clusters Score: Raw -2239208.126849 + Penalty 3183.722544 = -2236024.404305 nChanged 4 SP:Iteration 79Q (1730.523684 sec): 3 clusters Score: Raw -2239208.644545 + Penalty 3183.722544 = -2236024.922002 nChanged 2 SP:Iteration 80F (1730.569252 sec): 3 clusters Score: Raw -2239209.101731 + Penalty 3183.722544 = -2236025.379188 nChanged 2 SP:Iteration 81Q (1730.629949 sec): 3 clusters Score: Raw -2239209.480639 + Penalty 3183.722544 = -2236025.758096 nChanged 4 SP:Iteration 82Q (1730.673185 sec): 3 clusters Score: Raw -2239210.311705 + Penalty 3183.722544 = -2236026.589161 nChanged 5 SP:Iteration 83Q (1730.731761 sec): 3 clusters Score: Raw -2239211.346313 + Penalty 3183.722544 = -2236027.623769 nChanged 6 SP:Iteration 84Q (1730.782492 sec): 3 clusters Score: Raw -2239212.836750 + Penalty 3183.722544 = -2236029.114206 nChanged 7 SP:Iteration 85Q (1730.836756 sec): 3 clusters Score: Raw -2239214.024912 + Penalty 3183.722544 = -2236030.302368 nChanged 3 SP:Iteration 86Q (1730.886838 sec): 3 clusters Score: Raw -2239214.763965 + Penalty 3183.722544 = -2236031.041421 nChanged 6 SP:Iteration 87Q (1730.934447 sec): 3 clusters Score: Raw -2239216.330179 + Penalty 3183.722544 = -2236032.607635 nChanged 7 SP:Iteration 88Q (1730.988542 sec): 3 clusters Score: Raw -2239218.166581 + Penalty 3183.722544 = -2236034.444038 nChanged 9 SP:Iteration 89Q (1731.033410 sec): 3 clusters Score: Raw -2239220.869201 + Penalty 3183.722544 = -2236037.146657 nChanged 10 SP:Iteration 90Q (1731.083628 sec): 3 clusters Score: Raw -2239223.422604 + Penalty 3183.722544 = -2236039.700060 nChanged 8 SP:Iteration 91Q (1731.137952 sec): 3 clusters Score: Raw -2239225.472952 + Penalty 3183.722544 = -2236041.750408 nChanged 10 SP:Iteration 92Q (1731.184273 sec): 3 clusters Score: Raw -2239229.206822 + Penalty 3183.722544 = -2236045.484279 nChanged 10 SP:Iteration 93Q (1731.235920 sec): 3 clusters Score: Raw -2239231.165916 + Penalty 3183.722544 = -2236047.443372 nChanged 5 SP:Iteration 94Q (1731.291876 sec): 3 clusters Score: Raw -2239232.020984 + Penalty 3183.722544 = -2236048.298440 nChanged 4 SP:Iteration 95Q (1731.341366 sec): 3 clusters Score: Raw -2239232.881881 + Penalty 3183.722544 = -2236049.159337 nChanged 4 SP:Iteration 96Q (1731.385439 sec): 3 clusters Score: Raw -2239233.694314 + Penalty 3183.722544 = -2236049.971770 nChanged 3 SP:Iteration 97Q (1731.451965 sec): 3 clusters Score: Raw -2239234.901487 + Penalty 3183.722544 = -2236051.178943 nChanged 5 SP:Iteration 98Q (1731.501371 sec): 3 clusters Score: Raw -2239236.503835 + Penalty 3183.722544 = -2236052.781291 nChanged 5 SP:Iteration 99Q (1731.561169 sec): 3 clusters Score: Raw -2239237.563367 + Penalty 3183.722544 = -2236053.840823 nChanged 4 SP:Iteration 100F (1731.613517 sec): 3 clusters Score: Raw -2239238.456081 + Penalty 3183.722544 = -2236054.733537 nChanged 4 SP:Iteration 101Q (1731.670221 sec): 3 clusters Score: Raw -2239239.194876 + Penalty 3183.722544 = -2236055.472332 nChanged 1 SP:Iteration 102Q (1731.723138 sec): 3 clusters Score: Raw -2239239.335908 + Penalty 3183.722544 = -2236055.613364 nChanged 0 SP:Iteration 103F (1731.792976 sec): 3 clusters Score: Raw -2239239.335908 + Penalty 3183.722544 = -2236055.613364 nChanged 0 Trying to split cluster 18 (3148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1731.812910 sec): 2 clusters Score: Raw -379234.031637 + Penalty 1308.859924 = -377925.171713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1731.861313 sec): 3 clusters Score: Raw -377722.809725 + Penalty 2617.719848 = -375105.089877 nChanged 1222 SP:Iteration 1F (1731.909887 sec): 3 clusters Score: Raw -378477.343433 + Penalty 2617.719848 = -375859.623585 nChanged 235 SP:Iteration 2F (1731.968257 sec): 3 clusters Score: Raw -378621.181848 + Penalty 2617.719848 = -376003.462000 nChanged 160 SP:Iteration 3F (1732.016318 sec): 3 clusters Score: Raw -378728.824255 + Penalty 2617.719848 = -376111.104407 nChanged 136 SP:Iteration 4Q (1732.058967 sec): 3 clusters Score: Raw -378811.268717 + Penalty 2617.719848 = -376193.548869 nChanged 107 SP:Iteration 5Q (1732.102056 sec): 3 clusters Score: Raw -378879.966717 + Penalty 2617.719848 = -376262.246869 nChanged 97 SP:Iteration 6Q (1732.140089 sec): 3 clusters Score: Raw -378939.478312 + Penalty 2617.719848 = -376321.758464 nChanged 98 SP:Iteration 7Q (1732.196923 sec): 3 clusters Score: Raw -378990.499434 + Penalty 2617.719848 = -376372.779586 nChanged 90 SP:Iteration 8Q (1732.235267 sec): 3 clusters Score: Raw -379041.921587 + Penalty 2617.719848 = -376424.201739 nChanged 78 SP:Iteration 9Q (1732.282699 sec): 3 clusters Score: Raw -379083.985215 + Penalty 2617.719848 = -376466.265367 nChanged 74 SP:Iteration 10Q (1732.335858 sec): 3 clusters Score: Raw -379120.343628 + Penalty 2617.719848 = -376502.623780 nChanged 63 SP:Iteration 11Q (1732.388177 sec): 3 clusters Score: Raw -379154.878481 + Penalty 2617.719848 = -376537.158633 nChanged 62 SP:Iteration 12Q (1732.430887 sec): 3 clusters Score: Raw -379192.244975 + Penalty 2617.719848 = -376574.525127 nChanged 62 SP:Iteration 13Q (1732.479488 sec): 3 clusters Score: Raw -379225.534353 + Penalty 2617.719848 = -376607.814505 nChanged 54 SP:Iteration 14Q (1732.529993 sec): 3 clusters Score: Raw -379259.113617 + Penalty 2617.719848 = -376641.393769 nChanged 50 SP:Iteration 15Q (1732.567464 sec): 3 clusters Score: Raw -379288.642905 + Penalty 2617.719848 = -376670.923057 nChanged 47 SP:Iteration 16Q (1732.622112 sec): 3 clusters Score: Raw -379310.899358 + Penalty 2617.719848 = -376693.179510 nChanged 39 SP:Iteration 17Q (1732.665200 sec): 3 clusters Score: Raw -379328.494735 + Penalty 2617.719848 = -376710.774887 nChanged 31 SP:Iteration 18Q (1732.699941 sec): 3 clusters Score: Raw -379342.787683 + Penalty 2617.719848 = -376725.067835 nChanged 38 SP:Iteration 19Q (1732.750957 sec): 3 clusters Score: Raw -379361.047262 + Penalty 2617.719848 = -376743.327414 nChanged 42 SP:Iteration 20F (1732.793452 sec): 3 clusters Score: Raw -379381.138213 + Penalty 2617.719848 = -376763.418365 nChanged 42 SP:Iteration 21Q (1732.836302 sec): 3 clusters Score: Raw -379399.263701 + Penalty 2617.719848 = -376781.543853 nChanged 33 SP:Iteration 22Q (1732.879269 sec): 3 clusters Score: Raw -379413.080967 + Penalty 2617.719848 = -376795.361119 nChanged 30 SP:Iteration 23Q (1732.922359 sec): 3 clusters Score: Raw -379427.821260 + Penalty 2617.719848 = -376810.101411 nChanged 32 SP:Iteration 24Q (1732.965934 sec): 3 clusters Score: Raw -379442.761013 + Penalty 2617.719848 = -376825.041165 nChanged 25 SP:Iteration 25Q (1733.008680 sec): 3 clusters Score: Raw -379452.704594 + Penalty 2617.719848 = -376834.984746 nChanged 14 SP:Iteration 26Q (1733.043317 sec): 3 clusters Score: Raw -379459.929093 + Penalty 2617.719848 = -376842.209245 nChanged 12 SP:Iteration 27Q (1733.086535 sec): 3 clusters Score: Raw -379465.873095 + Penalty 2617.719848 = -376848.153247 nChanged 13 SP:Iteration 28Q (1733.138136 sec): 3 clusters Score: Raw -379471.455288 + Penalty 2617.719848 = -376853.735440 nChanged 15 SP:Iteration 29Q (1733.181231 sec): 3 clusters Score: Raw -379476.905727 + Penalty 2617.719848 = -376859.185879 nChanged 14 SP:Iteration 30Q (1733.223217 sec): 3 clusters Score: Raw -379482.516174 + Penalty 2617.719848 = -376864.796326 nChanged 11 SP:Iteration 31Q (1733.265527 sec): 3 clusters Score: Raw -379488.598578 + Penalty 2617.719848 = -376870.878729 nChanged 12 SP:Iteration 32Q (1733.307742 sec): 3 clusters Score: Raw -379492.569290 + Penalty 2617.719848 = -376874.849442 nChanged 4 SP:Iteration 33Q (1733.349790 sec): 3 clusters Score: Raw -379494.081459 + Penalty 2617.719848 = -376876.361611 nChanged 6 SP:Iteration 34Q (1733.391835 sec): 3 clusters Score: Raw -379496.193331 + Penalty 2617.719848 = -376878.473483 nChanged 4 SP:Iteration 35Q (1733.425712 sec): 3 clusters Score: Raw -379497.218528 + Penalty 2617.719848 = -376879.498680 nChanged 3 SP:Iteration 36Q (1733.467880 sec): 3 clusters Score: Raw -379498.037088 + Penalty 2617.719848 = -376880.317240 nChanged 1 SP:Iteration 37Q (1733.510235 sec): 3 clusters Score: Raw -379498.391968 + Penalty 2617.719848 = -376880.672120 nChanged 2 SP:Iteration 38Q (1733.552529 sec): 3 clusters Score: Raw -379498.795642 + Penalty 2617.719848 = -376881.075793 nChanged 1 SP:Iteration 39Q (1733.604275 sec): 3 clusters Score: Raw -379499.020230 + Penalty 2617.719848 = -376881.300382 nChanged 1 SP:Iteration 40F (1733.643616 sec): 3 clusters Score: Raw -379499.297739 + Penalty 2617.719848 = -376881.577891 nChanged 3 SP:Iteration 41Q (1733.689761 sec): 3 clusters Score: Raw -379500.232087 + Penalty 2617.719848 = -376882.512238 nChanged 3 SP:Iteration 42Q (1733.732451 sec): 3 clusters Score: Raw -379501.906202 + Penalty 2617.719848 = -376884.186354 nChanged 0 SP:Iteration 43F (1733.775050 sec): 3 clusters Score: Raw -379501.906202 + Penalty 2617.719848 = -376884.186354 nChanged 0 Trying to split cluster 19 (5703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1733.791267 sec): 2 clusters Score: Raw -613625.271187 + Penalty 1405.421490 = -612219.849697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1733.845975 sec): 3 clusters Score: Raw -610602.107727 + Penalty 2810.842980 = -607791.264747 nChanged 2364 SP:Iteration 1F (1733.883107 sec): 3 clusters Score: Raw -611921.874972 + Penalty 2810.842980 = -609111.031992 nChanged 466 SP:Iteration 2F (1733.927583 sec): 3 clusters Score: Raw -612208.896030 + Penalty 2810.842980 = -609398.053050 nChanged 345 SP:Iteration 3F (1733.972206 sec): 3 clusters Score: Raw -612448.192358 + Penalty 2810.842980 = -609637.349378 nChanged 336 SP:Iteration 4F (1734.025246 sec): 3 clusters Score: Raw -612681.656881 + Penalty 2810.842980 = -609870.813901 nChanged 329 SP:Iteration 5F (1734.070424 sec): 3 clusters Score: Raw -612944.845836 + Penalty 2810.842980 = -610134.002856 nChanged 316 SP:Iteration 6F (1734.107315 sec): 3 clusters Score: Raw -613202.437828 + Penalty 2810.842980 = -610391.594848 nChanged 332 SP:Iteration 7F (1734.161474 sec): 3 clusters Score: Raw -613472.744703 + Penalty 2810.842980 = -610661.901723 nChanged 320 SP:Iteration 8F (1734.207178 sec): 3 clusters Score: Raw -613701.511249 + Penalty 2810.842980 = -610890.668269 nChanged 247 SP:Iteration 9Q (1734.253024 sec): 3 clusters Score: Raw -613851.368932 + Penalty 2810.842980 = -611040.525952 nChanged 191 SP:Iteration 10Q (1734.300654 sec): 3 clusters Score: Raw -613951.359581 + Penalty 2810.842980 = -611140.516601 nChanged 146 SP:Iteration 11Q (1734.344901 sec): 3 clusters Score: Raw -614035.820578 + Penalty 2810.842980 = -611224.977598 nChanged 132 SP:Iteration 12Q (1734.393886 sec): 3 clusters Score: Raw -614101.121132 + Penalty 2810.842980 = -611290.278152 nChanged 114 SP:Iteration 13Q (1734.442200 sec): 3 clusters Score: Raw -614150.865459 + Penalty 2810.842980 = -611340.022479 nChanged 107 SP:Iteration 14Q (1734.501653 sec): 3 clusters Score: Raw -614201.503397 + Penalty 2810.842980 = -611390.660417 nChanged 92 SP:Iteration 15Q (1734.543120 sec): 3 clusters Score: Raw -614245.414834 + Penalty 2810.842980 = -611434.571854 nChanged 85 SP:Iteration 16Q (1734.594117 sec): 3 clusters Score: Raw -614295.544350 + Penalty 2810.842980 = -611484.701370 nChanged 86 SP:Iteration 17Q (1734.650847 sec): 3 clusters Score: Raw -614340.506330 + Penalty 2810.842980 = -611529.663350 nChanged 74 SP:Iteration 18Q (1734.689393 sec): 3 clusters Score: Raw -614377.578860 + Penalty 2810.842980 = -611566.735880 nChanged 61 SP:Iteration 19Q (1734.732024 sec): 3 clusters Score: Raw -614412.662151 + Penalty 2810.842980 = -611601.819171 nChanged 49 SP:Iteration 20F (1734.788198 sec): 3 clusters Score: Raw -614437.335333 + Penalty 2810.842980 = -611626.492353 nChanged 46 SP:Iteration 21Q (1734.825821 sec): 3 clusters Score: Raw -614469.521193 + Penalty 2810.842980 = -611658.678213 nChanged 50 SP:Iteration 22Q (1734.870904 sec): 3 clusters Score: Raw -614502.795341 + Penalty 2810.842980 = -611691.952361 nChanged 41 SP:Iteration 23Q (1734.918597 sec): 3 clusters Score: Raw -614528.644410 + Penalty 2810.842980 = -611717.801430 nChanged 47 SP:Iteration 24Q (1734.973642 sec): 3 clusters Score: Raw -614554.852055 + Penalty 2810.842980 = -611744.009074 nChanged 49 SP:Iteration 25Q (1735.010362 sec): 3 clusters Score: Raw -614585.884246 + Penalty 2810.842980 = -611775.041265 nChanged 47 SP:Iteration 26Q (1735.057372 sec): 3 clusters Score: Raw -614613.490166 + Penalty 2810.842980 = -611802.647186 nChanged 47 SP:Iteration 27Q (1735.105561 sec): 3 clusters Score: Raw -614642.349650 + Penalty 2810.842980 = -611831.506670 nChanged 35 SP:Iteration 28Q (1735.158365 sec): 3 clusters Score: Raw -614656.394121 + Penalty 2810.842980 = -611845.551141 nChanged 22 SP:Iteration 29Q (1735.205520 sec): 3 clusters Score: Raw -614665.246073 + Penalty 2810.842980 = -611854.403093 nChanged 19 SP:Iteration 30Q (1735.250446 sec): 3 clusters Score: Raw -614672.151133 + Penalty 2810.842980 = -611861.308153 nChanged 23 SP:Iteration 31Q (1735.294138 sec): 3 clusters Score: Raw -614681.674675 + Penalty 2810.842980 = -611870.831695 nChanged 22 SP:Iteration 32Q (1735.343034 sec): 3 clusters Score: Raw -614694.040778 + Penalty 2810.842980 = -611883.197798 nChanged 17 SP:Iteration 33Q (1735.392771 sec): 3 clusters Score: Raw -614699.253746 + Penalty 2810.842980 = -611888.410766 nChanged 9 SP:Iteration 34Q (1735.431675 sec): 3 clusters Score: Raw -614701.892015 + Penalty 2810.842980 = -611891.049035 nChanged 8 SP:Iteration 35Q (1735.485663 sec): 3 clusters Score: Raw -614706.348283 + Penalty 2810.842980 = -611895.505303 nChanged 7 SP:Iteration 36Q (1735.535204 sec): 3 clusters Score: Raw -614708.612247 + Penalty 2810.842980 = -611897.769266 nChanged 4 SP:Iteration 37Q (1735.581196 sec): 3 clusters Score: Raw -614709.813170 + Penalty 2810.842980 = -611898.970190 nChanged 2 SP:Iteration 38Q (1735.631858 sec): 3 clusters Score: Raw -614711.307903 + Penalty 2810.842980 = -611900.464923 nChanged 3 SP:Iteration 39Q (1735.680888 sec): 3 clusters Score: Raw -614712.387956 + Penalty 2810.842980 = -611901.544976 nChanged 2 SP:Iteration 40F (1735.729576 sec): 3 clusters Score: Raw -614713.235801 + Penalty 2810.842980 = -611902.392821 nChanged 4 SP:Iteration 41Q (1735.778688 sec): 3 clusters Score: Raw -614713.899702 + Penalty 2810.842980 = -611903.056721 nChanged 1 SP:Iteration 42Q (1735.817529 sec): 3 clusters Score: Raw -614714.056426 + Penalty 2810.842980 = -611903.213446 nChanged 1 SP:Iteration 43Q (1735.855316 sec): 3 clusters Score: Raw -614714.202152 + Penalty 2810.842980 = -611903.359172 nChanged 2 SP:Iteration 44Q (1735.897677 sec): 3 clusters Score: Raw -614714.558156 + Penalty 2810.842980 = -611903.715175 nChanged 1 SP:Iteration 45Q (1735.937565 sec): 3 clusters Score: Raw -614714.866916 + Penalty 2810.842980 = -611904.023936 nChanged 3 SP:Iteration 46Q (1735.982168 sec): 3 clusters Score: Raw -614715.263842 + Penalty 2810.842980 = -611904.420862 nChanged 0 SP:Iteration 47F (1736.028267 sec): 3 clusters Score: Raw -614715.263842 + Penalty 2810.842980 = -611904.420862 nChanged 0 Trying to split cluster 20 (1737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1736.046981 sec): 2 clusters Score: Raw -218025.708484 + Penalty 1212.236150 = -216813.472335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1736.071427 sec): 3 clusters Score: Raw -217312.273101 + Penalty 2424.472299 = -214887.800802 nChanged 571 SP:Iteration 1F (1736.102239 sec): 3 clusters Score: Raw -217721.399404 + Penalty 2424.472299 = -215296.927105 nChanged 120 SP:Iteration 2F (1736.132683 sec): 3 clusters Score: Raw -217803.091950 + Penalty 2424.472299 = -215378.619651 nChanged 74 SP:Iteration 3Q (1736.163166 sec): 3 clusters Score: Raw -217854.369302 + Penalty 2424.472299 = -215429.897003 nChanged 46 SP:Iteration 4Q (1736.192029 sec): 3 clusters Score: Raw -217886.846740 + Penalty 2424.472299 = -215462.374441 nChanged 34 SP:Iteration 5Q (1736.222597 sec): 3 clusters Score: Raw -217912.594157 + Penalty 2424.472299 = -215488.121858 nChanged 34 SP:Iteration 6Q (1736.253584 sec): 3 clusters Score: Raw -217931.579357 + Penalty 2424.472299 = -215507.107058 nChanged 20 SP:Iteration 7Q (1736.280205 sec): 3 clusters Score: Raw -217941.467970 + Penalty 2424.472299 = -215516.995671 nChanged 19 SP:Iteration 8Q (1736.311079 sec): 3 clusters Score: Raw -217955.093520 + Penalty 2424.472299 = -215530.621221 nChanged 13 SP:Iteration 9Q (1736.347526 sec): 3 clusters Score: Raw -217960.561601 + Penalty 2424.472299 = -215536.089302 nChanged 6 SP:Iteration 10Q (1736.371900 sec): 3 clusters Score: Raw -217963.843113 + Penalty 2424.472299 = -215539.370814 nChanged 7 SP:Iteration 11Q (1736.402769 sec): 3 clusters Score: Raw -217967.131145 + Penalty 2424.472299 = -215542.658846 nChanged 5 SP:Iteration 12Q (1736.433849 sec): 3 clusters Score: Raw -217968.096247 + Penalty 2424.472299 = -215543.623948 nChanged 1 SP:Iteration 13Q (1736.471116 sec): 3 clusters Score: Raw -217968.270708 + Penalty 2424.472299 = -215543.798409 nChanged 1 SP:Iteration 14Q (1736.501028 sec): 3 clusters Score: Raw -217968.579040 + Penalty 2424.472299 = -215544.106741 nChanged 2 SP:Iteration 15Q (1736.532300 sec): 3 clusters Score: Raw -217970.324273 + Penalty 2424.472299 = -215545.851974 nChanged 2 SP:Iteration 16Q (1736.556070 sec): 3 clusters Score: Raw -217971.377423 + Penalty 2424.472299 = -215546.905124 nChanged 3 SP:Iteration 17Q (1736.586343 sec): 3 clusters Score: Raw -217972.308070 + Penalty 2424.472299 = -215547.835771 nChanged 2 SP:Iteration 18Q (1736.616519 sec): 3 clusters Score: Raw -217974.750024 + Penalty 2424.472299 = -215550.277725 nChanged 4 SP:Iteration 19Q (1736.647824 sec): 3 clusters Score: Raw -217976.087376 + Penalty 2424.472299 = -215551.615077 nChanged 2 SP:Iteration 20F (1736.678214 sec): 3 clusters Score: Raw -217976.899995 + Penalty 2424.472299 = -215552.427696 nChanged 1 SP:Iteration 21Q (1736.709830 sec): 3 clusters Score: Raw -217977.506796 + Penalty 2424.472299 = -215553.034497 nChanged 2 SP:Iteration 22Q (1736.739374 sec): 3 clusters Score: Raw -217978.683020 + Penalty 2424.472299 = -215554.210721 nChanged 4 SP:Iteration 23Q (1736.767051 sec): 3 clusters Score: Raw -217980.593123 + Penalty 2424.472299 = -215556.120824 nChanged 3 SP:Iteration 24Q (1736.796844 sec): 3 clusters Score: Raw -217983.058917 + Penalty 2424.472299 = -215558.586618 nChanged 3 SP:Iteration 25Q (1736.828001 sec): 3 clusters Score: Raw -217984.445858 + Penalty 2424.472299 = -215559.973559 nChanged 3 SP:Iteration 26Q (1736.864521 sec): 3 clusters Score: Raw -217985.486448 + Penalty 2424.472299 = -215561.014149 nChanged 2 SP:Iteration 27Q (1736.894925 sec): 3 clusters Score: Raw -217986.168977 + Penalty 2424.472299 = -215561.696678 nChanged 0 SP:Iteration 28F (1736.925789 sec): 3 clusters Score: Raw -217986.168977 + Penalty 2424.472299 = -215561.696678 nChanged 0 Iteration 139Q (1739.198915 sec): 22 clusters Score: Raw -40675330.629533 + Penalty 43437.067639 = -40631893.561894 nChanged 1011 Iteration 140F (1742.783607 sec): 22 clusters Score: Raw -40675642.303053 + Penalty 43437.067639 = -40632205.235414 nChanged 856 Iteration 141Q (1745.433104 sec): 22 clusters Score: Raw -40675913.556469 + Penalty 43437.067639 = -40632476.488830 nChanged 673 Iteration 142Q (1747.744299 sec): 22 clusters Score: Raw -40676114.246654 + Penalty 43437.067639 = -40632677.179015 nChanged 611 Iteration 143Q (1750.121606 sec): 22 clusters Score: Raw -40676249.736714 + Penalty 43437.067639 = -40632812.669075 nChanged 559 Iteration 144Q (1752.675869 sec): 22 clusters Score: Raw -40676351.144873 + Penalty 43437.067639 = -40632914.077234 nChanged 480 Iteration 145Q (1755.158435 sec): 22 clusters Score: Raw -40676421.979149 + Penalty 43437.067639 = -40632984.911509 nChanged 442 Iteration 146Q (1757.762392 sec): 22 clusters Score: Raw -40676486.497493 + Penalty 43437.067639 = -40633049.429854 nChanged 437 Iteration 147Q (1760.489539 sec): 22 clusters Score: Raw -40676549.920077 + Penalty 43437.067639 = -40633112.852438 nChanged 421 Iteration 148Q (1763.101759 sec): 22 clusters Score: Raw -40676606.261332 + Penalty 43437.067639 = -40633169.193693 nChanged 384 Iteration 149Q (1765.827355 sec): 22 clusters Score: Raw -40676654.858928 + Penalty 43437.067639 = -40633217.791289 nChanged 349 Iteration 150Q (1768.407751 sec): 22 clusters Score: Raw -40676700.540666 + Penalty 43437.067639 = -40633263.473027 nChanged 378 Iteration 151Q (1770.978631 sec): 22 clusters Score: Raw -40676747.416682 + Penalty 43437.067639 = -40633310.349043 nChanged 386 Iteration 152Q (1773.628720 sec): 22 clusters Score: Raw -40676792.904168 + Penalty 43437.067639 = -40633355.836529 nChanged 365 Iteration 153Q (1776.133203 sec): 22 clusters Score: Raw -40676838.366802 + Penalty 43437.067639 = -40633401.299163 nChanged 360 Iteration 154Q (1778.773882 sec): 22 clusters Score: Raw -40676880.991334 + Penalty 43437.067639 = -40633443.923695 nChanged 333 Iteration 155Q (1781.280439 sec): 22 clusters Score: Raw -40676920.577220 + Penalty 43437.067639 = -40633483.509581 nChanged 377 Iteration 156Q (1783.717071 sec): 22 clusters Score: Raw -40676963.476472 + Penalty 43437.067639 = -40633526.408833 nChanged 338 Iteration 157Q (1785.830541 sec): 22 clusters Score: Raw -40677001.782734 + Penalty 43437.067639 = -40633564.715095 nChanged 337 Iteration 158Q (1787.992582 sec): 22 clusters Score: Raw -40677036.621529 + Penalty 43437.067639 = -40633599.553890 nChanged 320 Iteration 159Q (1790.060304 sec): 22 clusters Score: Raw -40677067.323225 + Penalty 43437.067639 = -40633630.255586 nChanged 292 Iteration 160F (1793.675139 sec): 22 clusters Score: Raw -40677096.889124 + Penalty 43437.067639 = -40633659.821485 nChanged 287 Iteration 161Q (1795.917324 sec): 22 clusters Score: Raw -40677123.277269 + Penalty 43437.067639 = -40633686.209630 nChanged 267 Iteration 162Q (1797.866055 sec): 22 clusters Score: Raw -40677147.523847 + Penalty 43437.067639 = -40633710.456208 nChanged 239 Iteration 163Q (1799.551530 sec): 22 clusters Score: Raw -40677168.550765 + Penalty 43437.067639 = -40633731.483126 nChanged 246 Iteration 164Q (1801.487096 sec): 22 clusters Score: Raw -40677190.826809 + Penalty 43437.067639 = -40633753.759170 nChanged 222 Iteration 165Q (1803.561945 sec): 22 clusters Score: Raw -40677207.387325 + Penalty 43437.067639 = -40633770.319686 nChanged 223 Iteration 166Q (1805.593020 sec): 22 clusters Score: Raw -40677226.717778 + Penalty 43437.067639 = -40633789.650139 nChanged 206 Iteration 167Q (1807.574793 sec): 22 clusters Score: Raw -40677247.404135 + Penalty 43437.067639 = -40633810.336496 nChanged 222 Iteration 168Q (1809.664392 sec): 22 clusters Score: Raw -40677266.334817 + Penalty 43437.067639 = -40633829.267178 nChanged 185 Iteration 169Q (1811.993986 sec): 22 clusters Score: Raw -40677281.849143 + Penalty 43437.067639 = -40633844.781504 nChanged 225 Iteration 170Q (1814.149706 sec): 22 clusters Score: Raw -40677299.201211 + Penalty 43437.067639 = -40633862.133572 nChanged 207 Iteration 171Q (1816.262177 sec): 22 clusters Score: Raw -40677317.921377 + Penalty 43437.067639 = -40633880.853738 nChanged 225 Iteration 172Q (1818.381157 sec): 22 clusters Score: Raw -40677337.178957 + Penalty 43437.067639 = -40633900.111318 nChanged 234 Iteration 173Q (1820.494035 sec): 22 clusters Score: Raw -40677354.908297 + Penalty 43437.067639 = -40633917.840658 nChanged 233 Iteration 174Q (1822.876647 sec): 22 clusters Score: Raw -40677377.010563 + Penalty 43437.067639 = -40633939.942924 nChanged 209 Iteration 175Q (1825.054543 sec): 22 clusters Score: Raw -40677399.483201 + Penalty 43437.067639 = -40633962.415562 nChanged 186 Iteration 176Q (1827.512662 sec): 22 clusters Score: Raw -40677419.840955 + Penalty 43437.067639 = -40633982.773316 nChanged 181 Iteration 177Q (1829.825057 sec): 22 clusters Score: Raw -40677436.826420 + Penalty 43437.067639 = -40633999.758781 nChanged 177 Iteration 178Q (1831.913492 sec): 22 clusters Score: Raw -40677450.125910 + Penalty 43437.067639 = -40634013.058271 nChanged 168 Writing temp clu file Because OldScore, -40633999.758781, is greater than current (better) Score,-40634013.058271 Compute initial score before splitting: Score: Raw -40677450.125910 + Penalty 43437.067639 = -40634013.058271 Trying to split cluster 1 (51589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.047562 sec): 2 clusters Score: Raw -6233296.744243 + Penalty 1763.297859 = -6231533.446383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.146152 sec): 3 clusters Score: Raw -6200507.349477 + Penalty 3526.595719 = -6196980.753758 nChanged 24239 SP:Iteration 1F (1832.243371 sec): 3 clusters Score: Raw -6214825.062072 + Penalty 3526.595719 = -6211298.466353 nChanged 2415 SP:Iteration 2Q (1832.343533 sec): 3 clusters Score: Raw -6215726.409064 + Penalty 3526.595719 = -6212199.813345 nChanged 2487 SP:Iteration 3Q (1832.438994 sec): 3 clusters Score: Raw -6216804.988867 + Penalty 3526.595719 = -6213278.393148 nChanged 2655 SP:Iteration 4F (1832.537674 sec): 3 clusters Score: Raw -6218153.794304 + Penalty 3526.595719 = -6214627.198585 nChanged 2888 SP:Iteration 5F (1832.628976 sec): 3 clusters Score: Raw -6219957.300715 + Penalty 3526.595719 = -6216430.704996 nChanged 3170 SP:Iteration 6F (1832.722776 sec): 3 clusters Score: Raw -6222193.523003 + Penalty 3526.595719 = -6218666.927284 nChanged 3254 SP:Iteration 7F (1832.816647 sec): 3 clusters Score: Raw -6224532.837428 + Penalty 3526.595719 = -6221006.241709 nChanged 2892 SP:Iteration 8F (1832.917559 sec): 3 clusters Score: Raw -6226422.238907 + Penalty 3526.595719 = -6222895.643188 nChanged 2246 SP:Iteration 9Q (1833.012325 sec): 3 clusters Score: Raw -6227537.384332 + Penalty 3526.595719 = -6224010.788613 nChanged 1592 SP:Iteration 10Q (1833.113270 sec): 3 clusters Score: Raw -6228188.109862 + Penalty 3526.595719 = -6224661.514144 nChanged 1200 SP:Iteration 11Q (1833.217593 sec): 3 clusters Score: Raw -6228631.539757 + Penalty 3526.595719 = -6225104.944038 nChanged 1037 SP:Iteration 12Q (1833.320829 sec): 3 clusters Score: Raw -6229019.224186 + Penalty 3526.595719 = -6225492.628467 nChanged 923 SP:Iteration 13Q (1833.415182 sec): 3 clusters Score: Raw -6229381.223952 + Penalty 3526.595719 = -6225854.628234 nChanged 931 SP:Iteration 14Q (1833.523553 sec): 3 clusters Score: Raw -6229768.185757 + Penalty 3526.595719 = -6226241.590038 nChanged 907 SP:Iteration 15Q (1833.637250 sec): 3 clusters Score: Raw -6230170.639130 + Penalty 3526.595719 = -6226644.043411 nChanged 895 SP:Iteration 16Q (1833.728368 sec): 3 clusters Score: Raw -6230600.302303 + Penalty 3526.595719 = -6227073.706584 nChanged 871 SP:Iteration 17Q (1833.819256 sec): 3 clusters Score: Raw -6231042.961515 + Penalty 3526.595719 = -6227516.365796 nChanged 846 SP:Iteration 18Q (1833.914215 sec): 3 clusters Score: Raw -6231468.704270 + Penalty 3526.595719 = -6227942.108551 nChanged 787 SP:Iteration 19Q (1834.011232 sec): 3 clusters Score: Raw -6231842.189836 + Penalty 3526.595719 = -6228315.594118 nChanged 718 SP:Iteration 20F (1834.100375 sec): 3 clusters Score: Raw -6232147.490501 + Penalty 3526.595719 = -6228620.894782 nChanged 631 SP:Iteration 21Q (1834.203311 sec): 3 clusters Score: Raw -6232403.049551 + Penalty 3526.595719 = -6228876.453832 nChanged 578 SP:Iteration 22Q (1834.305256 sec): 3 clusters Score: Raw -6232623.891147 + Penalty 3526.595719 = -6229097.295428 nChanged 514 SP:Iteration 23Q (1834.401425 sec): 3 clusters Score: Raw -6232785.462230 + Penalty 3526.595719 = -6229258.866511 nChanged 430 SP:Iteration 24Q (1834.494230 sec): 3 clusters Score: Raw -6232916.676951 + Penalty 3526.595719 = -6229390.081232 nChanged 412 SP:Iteration 25Q (1834.599873 sec): 3 clusters Score: Raw -6233031.891283 + Penalty 3526.595719 = -6229505.295564 nChanged 370 SP:Iteration 26Q (1834.699718 sec): 3 clusters Score: Raw -6233134.504077 + Penalty 3526.595719 = -6229607.908358 nChanged 338 SP:Iteration 27Q (1834.794489 sec): 3 clusters Score: Raw -6233226.682995 + Penalty 3526.595719 = -6229700.087276 nChanged 316 SP:Iteration 28Q (1834.901968 sec): 3 clusters Score: Raw -6233307.345176 + Penalty 3526.595719 = -6229780.749457 nChanged 312 SP:Iteration 29Q (1834.987870 sec): 3 clusters Score: Raw -6233386.690208 + Penalty 3526.595719 = -6229860.094489 nChanged 319 SP:Iteration 30Q (1835.080765 sec): 3 clusters Score: Raw -6233472.480498 + Penalty 3526.595719 = -6229945.884779 nChanged 307 SP:Iteration 31Q (1835.171682 sec): 3 clusters Score: Raw -6233549.501852 + Penalty 3526.595719 = -6230022.906133 nChanged 273 SP:Iteration 32Q (1835.249220 sec): 3 clusters Score: Raw -6233617.665338 + Penalty 3526.595719 = -6230091.069619 nChanged 247 SP:Iteration 33Q (1835.337854 sec): 3 clusters Score: Raw -6233674.993736 + Penalty 3526.595719 = -6230148.398017 nChanged 227 SP:Iteration 34Q (1835.433260 sec): 3 clusters Score: Raw -6233723.317710 + Penalty 3526.595719 = -6230196.721991 nChanged 207 SP:Iteration 35Q (1835.529475 sec): 3 clusters Score: Raw -6233764.181777 + Penalty 3526.595719 = -6230237.586058 nChanged 190 SP:Iteration 36Q (1835.622629 sec): 3 clusters Score: Raw -6233799.357814 + Penalty 3526.595719 = -6230272.762095 nChanged 157 SP:Iteration 37Q (1835.714396 sec): 3 clusters Score: Raw -6233828.971521 + Penalty 3526.595719 = -6230302.375802 nChanged 142 SP:Iteration 38Q (1835.815921 sec): 3 clusters Score: Raw -6233849.934265 + Penalty 3526.595719 = -6230323.338546 nChanged 121 SP:Iteration 39Q (1835.905182 sec): 3 clusters Score: Raw -6233867.628300 + Penalty 3526.595719 = -6230341.032581 nChanged 107 SP:Iteration 40F (1836.005018 sec): 3 clusters Score: Raw -6233886.609936 + Penalty 3526.595719 = -6230360.014218 nChanged 99 SP:Iteration 41Q (1836.093207 sec): 3 clusters Score: Raw -6233902.483317 + Penalty 3526.595719 = -6230375.887598 nChanged 96 SP:Iteration 42Q (1836.189781 sec): 3 clusters Score: Raw -6233916.329070 + Penalty 3526.595719 = -6230389.733352 nChanged 99 SP:Iteration 43Q (1836.291713 sec): 3 clusters Score: Raw -6233930.903082 + Penalty 3526.595719 = -6230404.307363 nChanged 94 SP:Iteration 44Q (1836.390021 sec): 3 clusters Score: Raw -6233945.933085 + Penalty 3526.595719 = -6230419.337366 nChanged 98 SP:Iteration 45Q (1836.488100 sec): 3 clusters Score: Raw -6233958.844114 + Penalty 3526.595719 = -6230432.248396 nChanged 85 SP:Iteration 46Q (1836.567749 sec): 3 clusters Score: Raw -6233968.873922 + Penalty 3526.595719 = -6230442.278203 nChanged 63 SP:Iteration 47Q (1836.655611 sec): 3 clusters Score: Raw -6233977.035973 + Penalty 3526.595719 = -6230450.440254 nChanged 62 SP:Iteration 48Q (1836.732728 sec): 3 clusters Score: Raw -6233985.301576 + Penalty 3526.595719 = -6230458.705857 nChanged 46 SP:Iteration 49Q (1836.821056 sec): 3 clusters Score: Raw -6233990.468732 + Penalty 3526.595719 = -6230463.873013 nChanged 46 SP:Iteration 50Q (1836.901809 sec): 3 clusters Score: Raw -6233995.336392 + Penalty 3526.595719 = -6230468.740673 nChanged 43 SP:Iteration 51Q (1837.008292 sec): 3 clusters Score: Raw -6234000.201488 + Penalty 3526.595719 = -6230473.605769 nChanged 44 SP:Iteration 52Q (1837.107175 sec): 3 clusters Score: Raw -6234005.743631 + Penalty 3526.595719 = -6230479.147912 nChanged 50 SP:Iteration 53Q (1837.202235 sec): 3 clusters Score: Raw -6234012.366702 + Penalty 3526.595719 = -6230485.770983 nChanged 55 SP:Iteration 54Q (1837.293123 sec): 3 clusters Score: Raw -6234020.896191 + Penalty 3526.595719 = -6230494.300472 nChanged 54 SP:Iteration 55Q (1837.379685 sec): 3 clusters Score: Raw -6234026.503121 + Penalty 3526.595719 = -6230499.907402 nChanged 43 SP:Iteration 56Q (1837.476186 sec): 3 clusters Score: Raw -6234031.433614 + Penalty 3526.595719 = -6230504.837895 nChanged 44 SP:Iteration 57Q (1837.561570 sec): 3 clusters Score: Raw -6234037.207237 + Penalty 3526.595719 = -6230510.611518 nChanged 35 SP:Iteration 58Q (1837.649513 sec): 3 clusters Score: Raw -6234041.574704 + Penalty 3526.595719 = -6230514.978985 nChanged 37 SP:Iteration 59Q (1837.740641 sec): 3 clusters Score: Raw -6234045.662976 + Penalty 3526.595719 = -6230519.067257 nChanged 30 SP:Iteration 60F (1837.840204 sec): 3 clusters Score: Raw -6234048.931261 + Penalty 3526.595719 = -6230522.335542 nChanged 32 SP:Iteration 61Q (1837.927875 sec): 3 clusters Score: Raw -6234052.310220 + Penalty 3526.595719 = -6230525.714501 nChanged 32 SP:Iteration 62Q (1838.023191 sec): 3 clusters Score: Raw -6234055.759410 + Penalty 3526.595719 = -6230529.163691 nChanged 21 SP:Iteration 63Q (1838.127106 sec): 3 clusters Score: Raw -6234057.052338 + Penalty 3526.595719 = -6230530.456620 nChanged 14 SP:Iteration 64Q (1838.218176 sec): 3 clusters Score: Raw -6234058.178964 + Penalty 3526.595719 = -6230531.583245 nChanged 9 SP:Iteration 65Q (1838.311705 sec): 3 clusters Score: Raw -6234058.834121 + Penalty 3526.595719 = -6230532.238402 nChanged 8 SP:Iteration 66Q (1838.403893 sec): 3 clusters Score: Raw -6234059.550452 + Penalty 3526.595719 = -6230532.954733 nChanged 6 SP:Iteration 67Q (1838.497553 sec): 3 clusters Score: Raw -6234059.922691 + Penalty 3526.595719 = -6230533.326972 nChanged 2 SP:Iteration 68Q (1838.585622 sec): 3 clusters Score: Raw -6234059.998919 + Penalty 3526.595719 = -6230533.403200 nChanged 0 SP:Iteration 69F (1838.680277 sec): 3 clusters Score: Raw -6234059.998919 + Penalty 3526.595719 = -6230533.403200 nChanged 0 Trying to split cluster 2 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1838.701047 sec): 2 clusters Score: Raw -49222.751860 + Penalty 985.742565 = -48237.009296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1838.734037 sec): 3 clusters Score: Raw -49266.649379 + Penalty 1971.485129 = -47295.164250 nChanged 92 SP:Iteration 1F (1838.758188 sec): 3 clusters Score: Raw -49471.139940 + Penalty 1971.485129 = -47499.654811 nChanged 36 SP:Iteration 2F (1838.789439 sec): 3 clusters Score: Raw -49554.194613 + Penalty 1971.485129 = -47582.709484 nChanged 22 SP:Iteration 3F (1838.829104 sec): 3 clusters Score: Raw -49613.233926 + Penalty 1971.485129 = -47641.748797 nChanged 14 SP:Iteration 4Q (1838.861623 sec): 3 clusters Score: Raw -49649.956400 + Penalty 1971.485129 = -47678.471271 nChanged 6 SP:Iteration 5Q (1838.894494 sec): 3 clusters Score: Raw -49669.324951 + Penalty 1971.485129 = -47697.839822 nChanged 1 SP:Iteration 6Q (1838.919354 sec): 3 clusters Score: Raw -49672.599724 + Penalty 1971.485129 = -47701.114594 nChanged 1 SP:Iteration 7Q (1838.952115 sec): 3 clusters Score: Raw -49675.281088 + Penalty 1971.485129 = -47703.795959 nChanged 0 SP:Iteration 8F (1838.984415 sec): 3 clusters Score: Raw -49675.281088 + Penalty 1971.485129 = -47703.795959 nChanged 0 Trying to split cluster 3 (7037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1839.009966 sec): 2 clusters Score: Raw -876669.807798 + Penalty 1439.577299 = -875230.230499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1839.053597 sec): 3 clusters Score: Raw -872832.806072 + Penalty 2879.154597 = -869953.651475 nChanged 2967 SP:Iteration 1F (1839.097538 sec): 3 clusters Score: Raw -874408.991299 + Penalty 2879.154597 = -871529.836702 nChanged 453 SP:Iteration 2F (1839.153765 sec): 3 clusters Score: Raw -874612.636796 + Penalty 2879.154597 = -871733.482199 nChanged 367 SP:Iteration 3F (1839.208411 sec): 3 clusters Score: Raw -874791.314251 + Penalty 2879.154597 = -871912.159654 nChanged 312 SP:Iteration 4Q (1839.253451 sec): 3 clusters Score: Raw -874930.694524 + Penalty 2879.154597 = -872051.539927 nChanged 260 SP:Iteration 5Q (1839.301306 sec): 3 clusters Score: Raw -875046.265666 + Penalty 2879.154597 = -872167.111069 nChanged 242 SP:Iteration 6Q (1839.357424 sec): 3 clusters Score: Raw -875161.693652 + Penalty 2879.154597 = -872282.539055 nChanged 245 SP:Iteration 7Q (1839.394925 sec): 3 clusters Score: Raw -875304.538148 + Penalty 2879.154597 = -872425.383551 nChanged 252 SP:Iteration 8Q (1839.440279 sec): 3 clusters Score: Raw -875456.034356 + Penalty 2879.154597 = -872576.879759 nChanged 252 SP:Iteration 9Q (1839.484222 sec): 3 clusters Score: Raw -875597.233477 + Penalty 2879.154597 = -872718.078879 nChanged 234 SP:Iteration 10Q (1839.526937 sec): 3 clusters Score: Raw -875705.838014 + Penalty 2879.154597 = -872826.683417 nChanged 206 SP:Iteration 11Q (1839.570613 sec): 3 clusters Score: Raw -875798.648976 + Penalty 2879.154597 = -872919.494379 nChanged 176 SP:Iteration 12Q (1839.623713 sec): 3 clusters Score: Raw -875854.895661 + Penalty 2879.154597 = -872975.741064 nChanged 149 SP:Iteration 13Q (1839.667304 sec): 3 clusters Score: Raw -875908.951523 + Penalty 2879.154597 = -873029.796926 nChanged 149 SP:Iteration 14Q (1839.703968 sec): 3 clusters Score: Raw -875961.992191 + Penalty 2879.154597 = -873082.837594 nChanged 127 SP:Iteration 15Q (1839.748458 sec): 3 clusters Score: Raw -876012.158514 + Penalty 2879.154597 = -873133.003917 nChanged 127 SP:Iteration 16Q (1839.803645 sec): 3 clusters Score: Raw -876066.256907 + Penalty 2879.154597 = -873187.102310 nChanged 145 SP:Iteration 17Q (1839.847863 sec): 3 clusters Score: Raw -876139.244166 + Penalty 2879.154597 = -873260.089568 nChanged 177 SP:Iteration 18Q (1839.895447 sec): 3 clusters Score: Raw -876238.264811 + Penalty 2879.154597 = -873359.110214 nChanged 209 SP:Iteration 19Q (1839.943816 sec): 3 clusters Score: Raw -876399.664076 + Penalty 2879.154597 = -873520.509479 nChanged 265 SP:Iteration 20F (1839.987898 sec): 3 clusters Score: Raw -876633.371385 + Penalty 2879.154597 = -873754.216788 nChanged 288 SP:Iteration 21Q (1840.036436 sec): 3 clusters Score: Raw -876906.402553 + Penalty 2879.154597 = -874027.247956 nChanged 295 SP:Iteration 22Q (1840.086610 sec): 3 clusters Score: Raw -877160.114919 + Penalty 2879.154597 = -874280.960322 nChanged 272 SP:Iteration 23Q (1840.125284 sec): 3 clusters Score: Raw -877371.282841 + Penalty 2879.154597 = -874492.128244 nChanged 219 SP:Iteration 24Q (1840.180094 sec): 3 clusters Score: Raw -877516.494487 + Penalty 2879.154597 = -874637.339889 nChanged 156 SP:Iteration 25Q (1840.234872 sec): 3 clusters Score: Raw -877611.432390 + Penalty 2879.154597 = -874732.277793 nChanged 118 SP:Iteration 26Q (1840.284729 sec): 3 clusters Score: Raw -877666.719933 + Penalty 2879.154597 = -874787.565336 nChanged 81 SP:Iteration 27Q (1840.322494 sec): 3 clusters Score: Raw -877697.013521 + Penalty 2879.154597 = -874817.858924 nChanged 45 SP:Iteration 28Q (1840.372809 sec): 3 clusters Score: Raw -877714.869007 + Penalty 2879.154597 = -874835.714410 nChanged 41 SP:Iteration 29Q (1840.417014 sec): 3 clusters Score: Raw -877727.930694 + Penalty 2879.154597 = -874848.776097 nChanged 29 SP:Iteration 30Q (1840.452963 sec): 3 clusters Score: Raw -877734.787877 + Penalty 2879.154597 = -874855.633280 nChanged 20 SP:Iteration 31Q (1840.495581 sec): 3 clusters Score: Raw -877738.496430 + Penalty 2879.154597 = -874859.341833 nChanged 9 SP:Iteration 32Q (1840.548400 sec): 3 clusters Score: Raw -877740.075434 + Penalty 2879.154597 = -874860.920837 nChanged 12 SP:Iteration 33Q (1840.585143 sec): 3 clusters Score: Raw -877742.360129 + Penalty 2879.154597 = -874863.205532 nChanged 5 SP:Iteration 34Q (1840.638810 sec): 3 clusters Score: Raw -877745.972438 + Penalty 2879.154597 = -874866.817841 nChanged 6 SP:Iteration 35Q (1840.686478 sec): 3 clusters Score: Raw -877747.255015 + Penalty 2879.154597 = -874868.100418 nChanged 6 SP:Iteration 36Q (1840.749918 sec): 3 clusters Score: Raw -877748.606173 + Penalty 2879.154597 = -874869.451576 nChanged 3 SP:Iteration 37Q (1840.786101 sec): 3 clusters Score: Raw -877749.233369 + Penalty 2879.154597 = -874870.078772 nChanged 5 SP:Iteration 38Q (1840.839137 sec): 3 clusters Score: Raw -877749.928980 + Penalty 2879.154597 = -874870.774382 nChanged 2 SP:Iteration 39Q (1840.882027 sec): 3 clusters Score: Raw -877750.289018 + Penalty 2879.154597 = -874871.134421 nChanged 1 SP:Iteration 40F (1840.918248 sec): 3 clusters Score: Raw -877754.263401 + Penalty 2879.154597 = -874875.108804 nChanged 7 SP:Iteration 41Q (1840.962051 sec): 3 clusters Score: Raw -877759.756680 + Penalty 2879.154597 = -874880.602083 nChanged 13 SP:Iteration 42Q (1841.016240 sec): 3 clusters Score: Raw -877768.835477 + Penalty 2879.154597 = -874889.680880 nChanged 19 SP:Iteration 43Q (1841.059843 sec): 3 clusters Score: Raw -877784.055568 + Penalty 2879.154597 = -874904.900971 nChanged 35 SP:Iteration 44Q (1841.108836 sec): 3 clusters Score: Raw -877813.510833 + Penalty 2879.154597 = -874934.356236 nChanged 47 SP:Iteration 45Q (1841.152502 sec): 3 clusters Score: Raw -877843.110283 + Penalty 2879.154597 = -874963.955686 nChanged 47 SP:Iteration 46Q (1841.195059 sec): 3 clusters Score: Raw -877866.455700 + Penalty 2879.154597 = -874987.301103 nChanged 36 SP:Iteration 47Q (1841.237458 sec): 3 clusters Score: Raw -877884.889432 + Penalty 2879.154597 = -875005.734834 nChanged 37 SP:Iteration 48Q (1841.280474 sec): 3 clusters Score: Raw -877902.111822 + Penalty 2879.154597 = -875022.957225 nChanged 40 SP:Iteration 49Q (1841.322800 sec): 3 clusters Score: Raw -877918.896250 + Penalty 2879.154597 = -875039.741653 nChanged 31 SP:Iteration 50Q (1841.366659 sec): 3 clusters Score: Raw -877929.776168 + Penalty 2879.154597 = -875050.621571 nChanged 22 SP:Iteration 51Q (1841.411606 sec): 3 clusters Score: Raw -877940.742089 + Penalty 2879.154597 = -875061.587492 nChanged 12 SP:Iteration 52Q (1841.459564 sec): 3 clusters Score: Raw -877943.935019 + Penalty 2879.154597 = -875064.780422 nChanged 16 SP:Iteration 53Q (1841.504998 sec): 3 clusters Score: Raw -877948.213196 + Penalty 2879.154597 = -875069.058599 nChanged 14 SP:Iteration 54Q (1841.557206 sec): 3 clusters Score: Raw -877952.392961 + Penalty 2879.154597 = -875073.238364 nChanged 8 SP:Iteration 55Q (1841.601489 sec): 3 clusters Score: Raw -877954.926403 + Penalty 2879.154597 = -875075.771806 nChanged 8 SP:Iteration 56Q (1841.638780 sec): 3 clusters Score: Raw -877956.181638 + Penalty 2879.154597 = -875077.027041 nChanged 8 SP:Iteration 57Q (1841.680801 sec): 3 clusters Score: Raw -877957.512829 + Penalty 2879.154597 = -875078.358232 nChanged 6 SP:Iteration 58Q (1841.722819 sec): 3 clusters Score: Raw -877958.598655 + Penalty 2879.154597 = -875079.444058 nChanged 4 SP:Iteration 59Q (1841.774983 sec): 3 clusters Score: Raw -877959.232589 + Penalty 2879.154597 = -875080.077992 nChanged 5 SP:Iteration 60F (1841.817580 sec): 3 clusters Score: Raw -877972.467053 + Penalty 2879.154597 = -875093.312456 nChanged 15 SP:Iteration 61Q (1841.861310 sec): 3 clusters Score: Raw -877986.546924 + Penalty 2879.154597 = -875107.392327 nChanged 27 SP:Iteration 62Q (1841.898467 sec): 3 clusters Score: Raw -878003.879659 + Penalty 2879.154597 = -875124.725062 nChanged 38 SP:Iteration 63Q (1841.949301 sec): 3 clusters Score: Raw -878023.334277 + Penalty 2879.154597 = -875144.179680 nChanged 41 SP:Iteration 64Q (1842.005778 sec): 3 clusters Score: Raw -878056.002533 + Penalty 2879.154597 = -875176.847936 nChanged 52 SP:Iteration 65Q (1842.044998 sec): 3 clusters Score: Raw -878114.610944 + Penalty 2879.154597 = -875235.456347 nChanged 69 SP:Iteration 66Q (1842.088369 sec): 3 clusters Score: Raw -878189.254926 + Penalty 2879.154597 = -875310.100329 nChanged 72 SP:Iteration 67Q (1842.133746 sec): 3 clusters Score: Raw -878271.068786 + Penalty 2879.154597 = -875391.914189 nChanged 70 SP:Iteration 68Q (1842.175593 sec): 3 clusters Score: Raw -878333.261263 + Penalty 2879.154597 = -875454.106666 nChanged 81 SP:Iteration 69Q (1842.218121 sec): 3 clusters Score: Raw -878385.990205 + Penalty 2879.154597 = -875506.835608 nChanged 67 SP:Iteration 70Q (1842.260590 sec): 3 clusters Score: Raw -878425.366543 + Penalty 2879.154597 = -875546.211946 nChanged 73 SP:Iteration 71Q (1842.302989 sec): 3 clusters Score: Raw -878460.363151 + Penalty 2879.154597 = -875581.208554 nChanged 56 SP:Iteration 72Q (1842.345646 sec): 3 clusters Score: Raw -878477.459100 + Penalty 2879.154597 = -875598.304503 nChanged 42 SP:Iteration 73Q (1842.392573 sec): 3 clusters Score: Raw -878488.772206 + Penalty 2879.154597 = -875609.617609 nChanged 36 SP:Iteration 74Q (1842.450406 sec): 3 clusters Score: Raw -878499.703208 + Penalty 2879.154597 = -875620.548611 nChanged 35 SP:Iteration 75Q (1842.486518 sec): 3 clusters Score: Raw -878510.028057 + Penalty 2879.154597 = -875630.873460 nChanged 28 SP:Iteration 76Q (1842.536816 sec): 3 clusters Score: Raw -878517.036122 + Penalty 2879.154597 = -875637.881524 nChanged 33 SP:Iteration 77Q (1842.572581 sec): 3 clusters Score: Raw -878524.856774 + Penalty 2879.154597 = -875645.702176 nChanged 22 SP:Iteration 78Q (1842.617990 sec): 3 clusters Score: Raw -878528.969850 + Penalty 2879.154597 = -875649.815253 nChanged 13 SP:Iteration 79Q (1842.662060 sec): 3 clusters Score: Raw -878531.119656 + Penalty 2879.154597 = -875651.965059 nChanged 11 SP:Iteration 80F (1842.705173 sec): 3 clusters Score: Raw -878533.055147 + Penalty 2879.154597 = -875653.900550 nChanged 9 SP:Iteration 81Q (1842.755352 sec): 3 clusters Score: Raw -878534.413038 + Penalty 2879.154597 = -875655.258441 nChanged 7 SP:Iteration 82Q (1842.791182 sec): 3 clusters Score: Raw -878535.695533 + Penalty 2879.154597 = -875656.540936 nChanged 8 SP:Iteration 83Q (1842.847949 sec): 3 clusters Score: Raw -878536.854934 + Penalty 2879.154597 = -875657.700337 nChanged 6 SP:Iteration 84Q (1842.887386 sec): 3 clusters Score: Raw -878538.029343 + Penalty 2879.154597 = -875658.874746 nChanged 4 SP:Iteration 85Q (1842.929931 sec): 3 clusters Score: Raw -878538.480672 + Penalty 2879.154597 = -875659.326075 nChanged 1 SP:Iteration 86Q (1842.979708 sec): 3 clusters Score: Raw -878538.589697 + Penalty 2879.154597 = -875659.435100 nChanged 3 SP:Iteration 87Q (1843.015966 sec): 3 clusters Score: Raw -878539.115424 + Penalty 2879.154597 = -875659.960827 nChanged 3 SP:Iteration 88Q (1843.058102 sec): 3 clusters Score: Raw -878539.683259 + Penalty 2879.154597 = -875660.528662 nChanged 3 SP:Iteration 89Q (1843.100357 sec): 3 clusters Score: Raw -878540.213994 + Penalty 2879.154597 = -875661.059397 nChanged 7 SP:Iteration 90Q (1843.151890 sec): 3 clusters Score: Raw -878542.104136 + Penalty 2879.154597 = -875662.949539 nChanged 7 SP:Iteration 91Q (1843.189131 sec): 3 clusters Score: Raw -878543.580621 + Penalty 2879.154597 = -875664.426024 nChanged 7 SP:Iteration 92Q (1843.245188 sec): 3 clusters Score: Raw -878545.163863 + Penalty 2879.154597 = -875666.009266 nChanged 6 SP:Iteration 93Q (1843.284743 sec): 3 clusters Score: Raw -878546.196423 + Penalty 2879.154597 = -875667.041826 nChanged 7 SP:Iteration 94Q (1843.324642 sec): 3 clusters Score: Raw -878547.370419 + Penalty 2879.154597 = -875668.215822 nChanged 6 SP:Iteration 95Q (1843.367177 sec): 3 clusters Score: Raw -878548.415567 + Penalty 2879.154597 = -875669.260970 nChanged 6 SP:Iteration 96Q (1843.409113 sec): 3 clusters Score: Raw -878549.118318 + Penalty 2879.154597 = -875669.963721 nChanged 3 SP:Iteration 97Q (1843.451491 sec): 3 clusters Score: Raw -878549.405357 + Penalty 2879.154597 = -875670.250759 nChanged 1 SP:Iteration 98Q (1843.497217 sec): 3 clusters Score: Raw -878549.704960 + Penalty 2879.154597 = -875670.550363 nChanged 4 SP:Iteration 99Q (1843.546775 sec): 3 clusters Score: Raw -878550.403145 + Penalty 2879.154597 = -875671.248548 nChanged 4 SP:Iteration 100F (1843.588973 sec): 3 clusters Score: Raw -878551.305233 + Penalty 2879.154597 = -875672.150636 nChanged 2 SP:Iteration 101Q (1843.638287 sec): 3 clusters Score: Raw -878551.676152 + Penalty 2879.154597 = -875672.521555 nChanged 0 SP:Iteration 102F (1843.684755 sec): 3 clusters Score: Raw -878551.676152 + Penalty 2879.154597 = -875672.521555 nChanged 0 Score: Raw -40679339.629725 + Penalty 45505.499431 = -40633834.130294 Splitting cluster 3 changes total score from -40634013.058271 to -40633834.130294 So it's not getting split. Trying to split cluster 4 (26459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1847.579241 sec): 2 clusters Score: Raw -3306883.950331 + Penalty 1654.794642 = -3305229.155689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1847.657310 sec): 3 clusters Score: Raw -3290647.851228 + Penalty 3309.589284 = -3287338.261943 nChanged 12080 SP:Iteration 1F (1847.719332 sec): 3 clusters Score: Raw -3297347.132807 + Penalty 3309.589284 = -3294037.543522 nChanged 1285 SP:Iteration 2Q (1847.795870 sec): 3 clusters Score: Raw -3297829.827865 + Penalty 3309.589284 = -3294520.238580 nChanged 1267 SP:Iteration 3Q (1847.875487 sec): 3 clusters Score: Raw -3298434.793497 + Penalty 3309.589284 = -3295125.204212 nChanged 1430 SP:Iteration 4F (1847.937979 sec): 3 clusters Score: Raw -3299328.226393 + Penalty 3309.589284 = -3296018.637109 nChanged 1690 SP:Iteration 5F (1848.003686 sec): 3 clusters Score: Raw -3300654.426282 + Penalty 3309.589284 = -3297344.836998 nChanged 1884 SP:Iteration 6F (1848.072305 sec): 3 clusters Score: Raw -3302311.574676 + Penalty 3309.589284 = -3299001.985391 nChanged 1811 SP:Iteration 7F (1848.147145 sec): 3 clusters Score: Raw -3304002.167326 + Penalty 3309.589284 = -3300692.578041 nChanged 1427 SP:Iteration 8F (1848.219367 sec): 3 clusters Score: Raw -3305257.781421 + Penalty 3309.589284 = -3301948.192136 nChanged 928 SP:Iteration 9Q (1848.281493 sec): 3 clusters Score: Raw -3306025.957934 + Penalty 3309.589284 = -3302716.368650 nChanged 562 SP:Iteration 10Q (1848.351696 sec): 3 clusters Score: Raw -3306492.896669 + Penalty 3309.589284 = -3303183.307385 nChanged 306 SP:Iteration 11Q (1848.413363 sec): 3 clusters Score: Raw -3306736.424158 + Penalty 3309.589284 = -3303426.834874 nChanged 169 SP:Iteration 12Q (1848.472243 sec): 3 clusters Score: Raw -3306876.642030 + Penalty 3309.589284 = -3303567.052746 nChanged 105 SP:Iteration 13Q (1848.543799 sec): 3 clusters Score: Raw -3306969.872310 + Penalty 3309.589284 = -3303660.283026 nChanged 75 SP:Iteration 14Q (1848.607392 sec): 3 clusters Score: Raw -3307027.257371 + Penalty 3309.589284 = -3303717.668087 nChanged 43 SP:Iteration 15Q (1848.677487 sec): 3 clusters Score: Raw -3307061.206470 + Penalty 3309.589284 = -3303751.617185 nChanged 30 SP:Iteration 16Q (1848.736166 sec): 3 clusters Score: Raw -3307079.388412 + Penalty 3309.589284 = -3303769.799127 nChanged 11 SP:Iteration 17Q (1848.798458 sec): 3 clusters Score: Raw -3307088.486729 + Penalty 3309.589284 = -3303778.897445 nChanged 18 SP:Iteration 18Q (1848.865212 sec): 3 clusters Score: Raw -3307110.570563 + Penalty 3309.589284 = -3303800.981279 nChanged 11 SP:Iteration 19Q (1848.933346 sec): 3 clusters Score: Raw -3307118.494833 + Penalty 3309.589284 = -3303808.905549 nChanged 10 SP:Iteration 20F (1849.000189 sec): 3 clusters Score: Raw -3307125.256382 + Penalty 3309.589284 = -3303815.667098 nChanged 7 SP:Iteration 21Q (1849.064556 sec): 3 clusters Score: Raw -3307130.714251 + Penalty 3309.589284 = -3303821.124967 nChanged 7 SP:Iteration 22Q (1849.124744 sec): 3 clusters Score: Raw -3307136.918179 + Penalty 3309.589284 = -3303827.328895 nChanged 14 SP:Iteration 23Q (1849.193722 sec): 3 clusters Score: Raw -3307145.725366 + Penalty 3309.589284 = -3303836.136082 nChanged 5 SP:Iteration 24Q (1849.250691 sec): 3 clusters Score: Raw -3307148.191108 + Penalty 3309.589284 = -3303838.601824 nChanged 1 SP:Iteration 25Q (1849.312239 sec): 3 clusters Score: Raw -3307148.601440 + Penalty 3309.589284 = -3303839.012155 nChanged 1 SP:Iteration 26Q (1849.375958 sec): 3 clusters Score: Raw -3307149.003543 + Penalty 3309.589284 = -3303839.414259 nChanged 1 SP:Iteration 27Q (1849.444773 sec): 3 clusters Score: Raw -3307149.435443 + Penalty 3309.589284 = -3303839.846159 nChanged 0 SP:Iteration 28F (1849.507836 sec): 3 clusters Score: Raw -3307149.435443 + Penalty 3309.589284 = -3303839.846159 nChanged 0 Trying to split cluster 5 (3831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1849.531153 sec): 2 clusters Score: Raw -432124.697915 + Penalty 1340.768186 = -430783.929729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1849.585931 sec): 3 clusters Score: Raw -430202.615460 + Penalty 2681.536372 = -427521.079087 nChanged 1518 SP:Iteration 1F (1849.634095 sec): 3 clusters Score: Raw -431110.593206 + Penalty 2681.536372 = -428429.056834 nChanged 326 SP:Iteration 2F (1849.682046 sec): 3 clusters Score: Raw -431361.285115 + Penalty 2681.536372 = -428679.748743 nChanged 270 SP:Iteration 3F (1849.729740 sec): 3 clusters Score: Raw -431626.138594 + Penalty 2681.536372 = -428944.602222 nChanged 252 SP:Iteration 4F (1849.770785 sec): 3 clusters Score: Raw -431884.220220 + Penalty 2681.536372 = -429202.683848 nChanged 227 SP:Iteration 5F (1849.810949 sec): 3 clusters Score: Raw -432127.823168 + Penalty 2681.536372 = -429446.286796 nChanged 181 SP:Iteration 6Q (1849.861955 sec): 3 clusters Score: Raw -432286.953618 + Penalty 2681.536372 = -429605.417246 nChanged 145 SP:Iteration 7Q (1849.917115 sec): 3 clusters Score: Raw -432384.827046 + Penalty 2681.536372 = -429703.290674 nChanged 112 SP:Iteration 8Q (1849.959046 sec): 3 clusters Score: Raw -432451.532527 + Penalty 2681.536372 = -429769.996155 nChanged 96 SP:Iteration 9Q (1850.002013 sec): 3 clusters Score: Raw -432503.226940 + Penalty 2681.536372 = -429821.690568 nChanged 69 SP:Iteration 10Q (1850.045779 sec): 3 clusters Score: Raw -432532.477422 + Penalty 2681.536372 = -429850.941050 nChanged 52 SP:Iteration 11Q (1850.087376 sec): 3 clusters Score: Raw -432555.819506 + Penalty 2681.536372 = -429874.283134 nChanged 47 SP:Iteration 12Q (1850.132105 sec): 3 clusters Score: Raw -432574.530322 + Penalty 2681.536372 = -429892.993950 nChanged 41 SP:Iteration 13Q (1850.170647 sec): 3 clusters Score: Raw -432587.542689 + Penalty 2681.536372 = -429906.006317 nChanged 24 SP:Iteration 14Q (1850.213569 sec): 3 clusters Score: Raw -432595.190520 + Penalty 2681.536372 = -429913.654148 nChanged 16 SP:Iteration 15Q (1850.264474 sec): 3 clusters Score: Raw -432599.651430 + Penalty 2681.536372 = -429918.115058 nChanged 20 SP:Iteration 16Q (1850.315835 sec): 3 clusters Score: Raw -432607.933192 + Penalty 2681.536372 = -429926.396820 nChanged 25 SP:Iteration 17Q (1850.366558 sec): 3 clusters Score: Raw -432614.582249 + Penalty 2681.536372 = -429933.045877 nChanged 26 SP:Iteration 18Q (1850.413127 sec): 3 clusters Score: Raw -432621.421809 + Penalty 2681.536372 = -429939.885437 nChanged 16 SP:Iteration 19Q (1850.457117 sec): 3 clusters Score: Raw -432625.348615 + Penalty 2681.536372 = -429943.812243 nChanged 15 SP:Iteration 20F (1850.504489 sec): 3 clusters Score: Raw -432630.077023 + Penalty 2681.536372 = -429948.540651 nChanged 17 SP:Iteration 21Q (1850.541399 sec): 3 clusters Score: Raw -432636.555056 + Penalty 2681.536372 = -429955.018683 nChanged 25 SP:Iteration 22Q (1850.593719 sec): 3 clusters Score: Raw -432646.336611 + Penalty 2681.536372 = -429964.800239 nChanged 24 SP:Iteration 23Q (1850.630453 sec): 3 clusters Score: Raw -432654.691600 + Penalty 2681.536372 = -429973.155228 nChanged 17 SP:Iteration 24Q (1850.674849 sec): 3 clusters Score: Raw -432660.161115 + Penalty 2681.536372 = -429978.624743 nChanged 16 SP:Iteration 25Q (1850.727236 sec): 3 clusters Score: Raw -432666.115100 + Penalty 2681.536372 = -429984.578728 nChanged 11 SP:Iteration 26Q (1850.771931 sec): 3 clusters Score: Raw -432668.509500 + Penalty 2681.536372 = -429986.973128 nChanged 6 SP:Iteration 27Q (1850.804682 sec): 3 clusters Score: Raw -432669.448210 + Penalty 2681.536372 = -429987.911838 nChanged 5 SP:Iteration 28Q (1850.849656 sec): 3 clusters Score: Raw -432671.094737 + Penalty 2681.536372 = -429989.558365 nChanged 4 SP:Iteration 29Q (1850.885983 sec): 3 clusters Score: Raw -432672.188402 + Penalty 2681.536372 = -429990.652030 nChanged 4 SP:Iteration 30Q (1850.930848 sec): 3 clusters Score: Raw -432672.783646 + Penalty 2681.536372 = -429991.247274 nChanged 0 SP:Iteration 31F (1850.976256 sec): 3 clusters Score: Raw -432672.783646 + Penalty 2681.536372 = -429991.247274 nChanged 0 Trying to split cluster 6 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1850.992660 sec): 2 clusters Score: Raw -27400.171368 + Penalty 937.859183 = -26462.312186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1851.019227 sec): 3 clusters Score: Raw -28200.902063 + Penalty 1875.718365 = -26325.183698 nChanged 119 SP:Iteration 1F (1851.045662 sec): 3 clusters Score: Raw -30058.746289 + Penalty 1875.718365 = -28183.027924 nChanged 40 SP:Iteration 2F (1851.072145 sec): 3 clusters Score: Raw -34420.448326 + Penalty 1875.718365 = -32544.729961 nChanged 14 Unmasked E-step: Deleting class 2 (199 points): covariance matrix is singular SP:Iteration 3Q (1851.085624 sec): 3 clusters Score: Raw -34463.086202 + Penalty 1875.718365 = -32587.367837 nChanged 0 SP:Iteration 4F (1851.099002 sec): 2 clusters Score: Raw -747.995063 + Penalty 937.859183 = 189.864120 nChanged 199 SP:Iteration 5F (1851.112763 sec): 2 clusters Score: Raw -27400.171368 + Penalty 937.859183 = -26462.312186 nChanged 0 Trying to split cluster 7 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1851.135697 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1851.167911 sec): 3 clusters Score: Raw -9014.834292 + Penalty 1411.736762 = -7603.097530 nChanged 16 Unmasked E-step: Deleting class 1 (54 points): covariance matrix is singular SP:Iteration 1F (1851.168230 sec): 2 clusters Score: Raw 403661657217263.250000 + Penalty 705.868381 = 403661657217969.125000 nChanged 23 SP:Iteration 2F (1851.168383 sec): 1 clusters Score: Raw 335.466593 + Penalty 0.000000 = 335.466593 nChanged 77 SP:Iteration 3F (1851.168530 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 8 (3476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1851.198097 sec): 2 clusters Score: Raw -387291.648505 + Penalty 1324.966092 = -385966.682413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1851.236860 sec): 3 clusters Score: Raw -385609.789239 + Penalty 2649.932183 = -382959.857056 nChanged 1338 SP:Iteration 1F (1851.273851 sec): 3 clusters Score: Raw -386490.324235 + Penalty 2649.932183 = -383840.392052 nChanged 312 SP:Iteration 2F (1851.309585 sec): 3 clusters Score: Raw -386747.447108 + Penalty 2649.932183 = -384097.514925 nChanged 232 SP:Iteration 3F (1851.346718 sec): 3 clusters Score: Raw -386934.731728 + Penalty 2649.932183 = -384284.799545 nChanged 198 SP:Iteration 4F (1851.382155 sec): 3 clusters Score: Raw -387073.188165 + Penalty 2649.932183 = -384423.255982 nChanged 136 SP:Iteration 5Q (1851.419496 sec): 3 clusters Score: Raw -387166.692225 + Penalty 2649.932183 = -384516.760042 nChanged 108 SP:Iteration 6Q (1851.457020 sec): 3 clusters Score: Raw -387243.498351 + Penalty 2649.932183 = -384593.566168 nChanged 107 SP:Iteration 7Q (1851.502895 sec): 3 clusters Score: Raw -387311.917013 + Penalty 2649.932183 = -384661.984830 nChanged 92 SP:Iteration 8Q (1851.541787 sec): 3 clusters Score: Raw -387381.463633 + Penalty 2649.932183 = -384731.531450 nChanged 98 SP:Iteration 9Q (1851.581468 sec): 3 clusters Score: Raw -387443.142823 + Penalty 2649.932183 = -384793.210640 nChanged 71 SP:Iteration 10Q (1851.620326 sec): 3 clusters Score: Raw -387495.403869 + Penalty 2649.932183 = -384845.471686 nChanged 84 SP:Iteration 11Q (1851.660608 sec): 3 clusters Score: Raw -387553.974589 + Penalty 2649.932183 = -384904.042406 nChanged 85 SP:Iteration 12Q (1851.697952 sec): 3 clusters Score: Raw -387617.556272 + Penalty 2649.932183 = -384967.624089 nChanged 100 SP:Iteration 13Q (1851.736167 sec): 3 clusters Score: Raw -387713.086654 + Penalty 2649.932183 = -385063.154471 nChanged 121 SP:Iteration 14Q (1851.773255 sec): 3 clusters Score: Raw -387836.294911 + Penalty 2649.932183 = -385186.362728 nChanged 131 SP:Iteration 15Q (1851.809595 sec): 3 clusters Score: Raw -387974.149315 + Penalty 2649.932183 = -385324.217132 nChanged 123 SP:Iteration 16Q (1851.846916 sec): 3 clusters Score: Raw -388087.139836 + Penalty 2649.932183 = -385437.207653 nChanged 117 SP:Iteration 17Q (1851.880722 sec): 3 clusters Score: Raw -388201.153438 + Penalty 2649.932183 = -385551.221255 nChanged 101 SP:Iteration 18Q (1851.926416 sec): 3 clusters Score: Raw -388301.395035 + Penalty 2649.932183 = -385651.462852 nChanged 94 SP:Iteration 19Q (1851.955890 sec): 3 clusters Score: Raw -388395.443844 + Penalty 2649.932183 = -385745.511660 nChanged 88 SP:Iteration 20F (1852.002963 sec): 3 clusters Score: Raw -388475.400707 + Penalty 2649.932183 = -385825.468524 nChanged 64 SP:Iteration 21Q (1852.033057 sec): 3 clusters Score: Raw -388519.540451 + Penalty 2649.932183 = -385869.608268 nChanged 46 SP:Iteration 22Q (1852.068308 sec): 3 clusters Score: Raw -388553.992692 + Penalty 2649.932183 = -385904.060509 nChanged 42 SP:Iteration 23Q (1852.116432 sec): 3 clusters Score: Raw -388593.326808 + Penalty 2649.932183 = -385943.394625 nChanged 43 SP:Iteration 24Q (1852.155139 sec): 3 clusters Score: Raw -388619.442503 + Penalty 2649.932183 = -385969.510320 nChanged 27 SP:Iteration 25Q (1852.203461 sec): 3 clusters Score: Raw -388629.221843 + Penalty 2649.932183 = -385979.289660 nChanged 12 SP:Iteration 26Q (1852.243621 sec): 3 clusters Score: Raw -388633.838994 + Penalty 2649.932183 = -385983.906811 nChanged 9 SP:Iteration 27Q (1852.281048 sec): 3 clusters Score: Raw -388638.310713 + Penalty 2649.932183 = -385988.378529 nChanged 12 SP:Iteration 28Q (1852.312335 sec): 3 clusters Score: Raw -388643.382878 + Penalty 2649.932183 = -385993.450695 nChanged 7 SP:Iteration 29Q (1852.355808 sec): 3 clusters Score: Raw -388645.745469 + Penalty 2649.932183 = -385995.813286 nChanged 4 SP:Iteration 30Q (1852.393767 sec): 3 clusters Score: Raw -388647.063707 + Penalty 2649.932183 = -385997.131524 nChanged 6 SP:Iteration 31Q (1852.423632 sec): 3 clusters Score: Raw -388648.846592 + Penalty 2649.932183 = -385998.914409 nChanged 4 SP:Iteration 32Q (1852.469565 sec): 3 clusters Score: Raw -388650.102698 + Penalty 2649.932183 = -386000.170515 nChanged 9 SP:Iteration 33Q (1852.499400 sec): 3 clusters Score: Raw -388653.474041 + Penalty 2649.932183 = -386003.541858 nChanged 7 SP:Iteration 34Q (1852.534739 sec): 3 clusters Score: Raw -388657.638781 + Penalty 2649.932183 = -386007.706598 nChanged 12 SP:Iteration 35Q (1852.584263 sec): 3 clusters Score: Raw -388664.183191 + Penalty 2649.932183 = -386014.251008 nChanged 12 SP:Iteration 36Q (1852.623957 sec): 3 clusters Score: Raw -388668.543277 + Penalty 2649.932183 = -386018.611094 nChanged 11 SP:Iteration 37Q (1852.655789 sec): 3 clusters Score: Raw -388673.429252 + Penalty 2649.932183 = -386023.497069 nChanged 11 SP:Iteration 38Q (1852.695063 sec): 3 clusters Score: Raw -388676.919298 + Penalty 2649.932183 = -386026.987115 nChanged 5 SP:Iteration 39Q (1852.729262 sec): 3 clusters Score: Raw -388677.994218 + Penalty 2649.932183 = -386028.062035 nChanged 3 SP:Iteration 40F (1852.766900 sec): 3 clusters Score: Raw -388678.387717 + Penalty 2649.932183 = -386028.455534 nChanged 0 Score: Raw -40678844.500583 + Penalty 45505.499431 = -40633339.001152 Splitting cluster 8 changes total score from -40634013.058271 to -40633339.001152 So it's not getting split. Trying to split cluster 9 (28824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1856.825289 sec): 2 clusters Score: Raw -3637838.828570 + Penalty 1668.706594 = -3636170.121976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1856.902715 sec): 3 clusters Score: Raw -3620157.704613 + Penalty 3337.413187 = -3616820.291426 nChanged 13204 SP:Iteration 1F (1856.980735 sec): 3 clusters Score: Raw -3627471.112485 + Penalty 3337.413187 = -3624133.699298 nChanged 1266 SP:Iteration 2Q (1857.051540 sec): 3 clusters Score: Raw -3627899.999748 + Penalty 3337.413187 = -3624562.586561 nChanged 1199 SP:Iteration 3Q (1857.134314 sec): 3 clusters Score: Raw -3628375.381123 + Penalty 3337.413187 = -3625037.967936 nChanged 1215 SP:Iteration 4Q (1857.206738 sec): 3 clusters Score: Raw -3629001.390088 + Penalty 3337.413187 = -3625663.976901 nChanged 1399 SP:Iteration 5Q (1857.278660 sec): 3 clusters Score: Raw -3629998.122326 + Penalty 3337.413187 = -3626660.709139 nChanged 1653 SP:Iteration 6F (1857.355080 sec): 3 clusters Score: Raw -3631382.241741 + Penalty 3337.413187 = -3628044.828554 nChanged 1880 SP:Iteration 7F (1857.425058 sec): 3 clusters Score: Raw -3632897.331720 + Penalty 3337.413187 = -3629559.918533 nChanged 1847 SP:Iteration 8F (1857.499961 sec): 3 clusters Score: Raw -3634237.738231 + Penalty 3337.413187 = -3630900.325044 nChanged 1680 SP:Iteration 9F (1857.576083 sec): 3 clusters Score: Raw -3635349.615432 + Penalty 3337.413187 = -3632012.202245 nChanged 1354 SP:Iteration 10Q (1857.641077 sec): 3 clusters Score: Raw -3636054.564449 + Penalty 3337.413187 = -3632717.151262 nChanged 1017 SP:Iteration 11Q (1857.717613 sec): 3 clusters Score: Raw -3636448.919955 + Penalty 3337.413187 = -3633111.506768 nChanged 675 SP:Iteration 12Q (1857.789108 sec): 3 clusters Score: Raw -3636633.522111 + Penalty 3337.413187 = -3633296.108923 nChanged 425 SP:Iteration 13Q (1857.873169 sec): 3 clusters Score: Raw -3636743.830345 + Penalty 3337.413187 = -3633406.417158 nChanged 325 SP:Iteration 14Q (1857.951838 sec): 3 clusters Score: Raw -3636816.750608 + Penalty 3337.413187 = -3633479.337421 nChanged 258 SP:Iteration 15Q (1858.023908 sec): 3 clusters Score: Raw -3636872.671093 + Penalty 3337.413187 = -3633535.257906 nChanged 255 SP:Iteration 16Q (1858.100619 sec): 3 clusters Score: Raw -3636927.244859 + Penalty 3337.413187 = -3633589.831672 nChanged 283 SP:Iteration 17Q (1858.178791 sec): 3 clusters Score: Raw -3636990.091484 + Penalty 3337.413187 = -3633652.678296 nChanged 281 SP:Iteration 18Q (1858.263468 sec): 3 clusters Score: Raw -3637047.734520 + Penalty 3337.413187 = -3633710.321333 nChanged 260 SP:Iteration 19Q (1858.340205 sec): 3 clusters Score: Raw -3637107.586686 + Penalty 3337.413187 = -3633770.173499 nChanged 283 SP:Iteration 20F (1858.424750 sec): 3 clusters Score: Raw -3637168.065458 + Penalty 3337.413187 = -3633830.652271 nChanged 252 SP:Iteration 21Q (1858.508424 sec): 3 clusters Score: Raw -3637217.399592 + Penalty 3337.413187 = -3633879.986404 nChanged 214 SP:Iteration 22Q (1858.584583 sec): 3 clusters Score: Raw -3637258.241991 + Penalty 3337.413187 = -3633920.828804 nChanged 211 SP:Iteration 23Q (1858.667966 sec): 3 clusters Score: Raw -3637298.055083 + Penalty 3337.413187 = -3633960.641896 nChanged 220 SP:Iteration 24Q (1858.735817 sec): 3 clusters Score: Raw -3637339.654179 + Penalty 3337.413187 = -3634002.240992 nChanged 217 SP:Iteration 25Q (1858.815047 sec): 3 clusters Score: Raw -3637377.374817 + Penalty 3337.413187 = -3634039.961630 nChanged 218 SP:Iteration 26Q (1858.889677 sec): 3 clusters Score: Raw -3637412.418404 + Penalty 3337.413187 = -3634075.005217 nChanged 216 SP:Iteration 27Q (1858.965903 sec): 3 clusters Score: Raw -3637449.649005 + Penalty 3337.413187 = -3634112.235818 nChanged 208 SP:Iteration 28Q (1859.053421 sec): 3 clusters Score: Raw -3637482.804458 + Penalty 3337.413187 = -3634145.391271 nChanged 194 SP:Iteration 29Q (1859.130338 sec): 3 clusters Score: Raw -3637513.536004 + Penalty 3337.413187 = -3634176.122817 nChanged 216 SP:Iteration 30Q (1859.207469 sec): 3 clusters Score: Raw -3637548.029807 + Penalty 3337.413187 = -3634210.616620 nChanged 216 SP:Iteration 31Q (1859.287387 sec): 3 clusters Score: Raw -3637581.542881 + Penalty 3337.413187 = -3634244.129694 nChanged 228 SP:Iteration 32Q (1859.363868 sec): 3 clusters Score: Raw -3637618.870959 + Penalty 3337.413187 = -3634281.457772 nChanged 217 SP:Iteration 33Q (1859.439054 sec): 3 clusters Score: Raw -3637650.758125 + Penalty 3337.413187 = -3634313.344938 nChanged 204 SP:Iteration 34Q (1859.518196 sec): 3 clusters Score: Raw -3637679.771583 + Penalty 3337.413187 = -3634342.358396 nChanged 194 SP:Iteration 35Q (1859.603700 sec): 3 clusters Score: Raw -3637707.596067 + Penalty 3337.413187 = -3634370.182880 nChanged 205 SP:Iteration 36Q (1859.681914 sec): 3 clusters Score: Raw -3637738.676964 + Penalty 3337.413187 = -3634401.263777 nChanged 174 SP:Iteration 37Q (1859.752162 sec): 3 clusters Score: Raw -3637762.353892 + Penalty 3337.413187 = -3634424.940705 nChanged 169 SP:Iteration 38Q (1859.838635 sec): 3 clusters Score: Raw -3637784.221838 + Penalty 3337.413187 = -3634446.808651 nChanged 148 SP:Iteration 39Q (1859.917357 sec): 3 clusters Score: Raw -3637803.603186 + Penalty 3337.413187 = -3634466.189999 nChanged 161 SP:Iteration 40F (1859.994699 sec): 3 clusters Score: Raw -3637826.300886 + Penalty 3337.413187 = -3634488.887699 nChanged 163 SP:Iteration 41Q (1860.071419 sec): 3 clusters Score: Raw -3637849.296942 + Penalty 3337.413187 = -3634511.883755 nChanged 148 SP:Iteration 42Q (1860.144099 sec): 3 clusters Score: Raw -3637869.277878 + Penalty 3337.413187 = -3634531.864691 nChanged 139 SP:Iteration 43Q (1860.210272 sec): 3 clusters Score: Raw -3637888.347697 + Penalty 3337.413187 = -3634550.934510 nChanged 133 SP:Iteration 44Q (1860.285011 sec): 3 clusters Score: Raw -3637905.299525 + Penalty 3337.413187 = -3634567.886338 nChanged 130 SP:Iteration 45Q (1860.369578 sec): 3 clusters Score: Raw -3637921.780488 + Penalty 3337.413187 = -3634584.367301 nChanged 129 SP:Iteration 46Q (1860.448729 sec): 3 clusters Score: Raw -3637939.949738 + Penalty 3337.413187 = -3634602.536551 nChanged 150 SP:Iteration 47Q (1860.518451 sec): 3 clusters Score: Raw -3637961.549127 + Penalty 3337.413187 = -3634624.135940 nChanged 158 SP:Iteration 48Q (1860.608585 sec): 3 clusters Score: Raw -3637983.441526 + Penalty 3337.413187 = -3634646.028339 nChanged 138 SP:Iteration 49Q (1860.680068 sec): 3 clusters Score: Raw -3638004.371882 + Penalty 3337.413187 = -3634666.958695 nChanged 141 SP:Iteration 50Q (1860.762402 sec): 3 clusters Score: Raw -3638024.662146 + Penalty 3337.413187 = -3634687.248959 nChanged 132 SP:Iteration 51Q (1860.828157 sec): 3 clusters Score: Raw -3638043.011348 + Penalty 3337.413187 = -3634705.598161 nChanged 122 SP:Iteration 52Q (1860.905215 sec): 3 clusters Score: Raw -3638058.337919 + Penalty 3337.413187 = -3634720.924732 nChanged 114 SP:Iteration 53Q (1860.976138 sec): 3 clusters Score: Raw -3638073.215622 + Penalty 3337.413187 = -3634735.802435 nChanged 106 SP:Iteration 54Q (1861.052712 sec): 3 clusters Score: Raw -3638086.020773 + Penalty 3337.413187 = -3634748.607586 nChanged 119 SP:Iteration 55Q (1861.126556 sec): 3 clusters Score: Raw -3638101.522250 + Penalty 3337.413187 = -3634764.109063 nChanged 120 SP:Iteration 56Q (1861.194453 sec): 3 clusters Score: Raw -3638116.488502 + Penalty 3337.413187 = -3634779.075315 nChanged 114 SP:Iteration 57Q (1861.270325 sec): 3 clusters Score: Raw -3638131.834437 + Penalty 3337.413187 = -3634794.421250 nChanged 103 SP:Iteration 58Q (1861.347825 sec): 3 clusters Score: Raw -3638145.609410 + Penalty 3337.413187 = -3634808.196223 nChanged 114 SP:Iteration 59Q (1861.435161 sec): 3 clusters Score: Raw -3638161.803016 + Penalty 3337.413187 = -3634824.389829 nChanged 104 SP:Iteration 60F (1861.508415 sec): 3 clusters Score: Raw -3638175.305854 + Penalty 3337.413187 = -3634837.892667 nChanged 106 SP:Iteration 61Q (1861.587768 sec): 3 clusters Score: Raw -3638193.085179 + Penalty 3337.413187 = -3634855.671992 nChanged 121 SP:Iteration 62Q (1861.657307 sec): 3 clusters Score: Raw -3638211.989195 + Penalty 3337.413187 = -3634874.576008 nChanged 128 SP:Iteration 63Q (1861.734203 sec): 3 clusters Score: Raw -3638232.193569 + Penalty 3337.413187 = -3634894.780382 nChanged 130 SP:Iteration 64Q (1861.813735 sec): 3 clusters Score: Raw -3638256.669684 + Penalty 3337.413187 = -3634919.256497 nChanged 155 SP:Iteration 65Q (1861.885481 sec): 3 clusters Score: Raw -3638289.620301 + Penalty 3337.413187 = -3634952.207114 nChanged 141 SP:Iteration 66Q (1861.951919 sec): 3 clusters Score: Raw -3638319.433438 + Penalty 3337.413187 = -3634982.020251 nChanged 145 SP:Iteration 67Q (1862.019278 sec): 3 clusters Score: Raw -3638351.627250 + Penalty 3337.413187 = -3635014.214063 nChanged 149 SP:Iteration 68Q (1862.095175 sec): 3 clusters Score: Raw -3638389.769376 + Penalty 3337.413187 = -3635052.356189 nChanged 159 SP:Iteration 69Q (1862.180626 sec): 3 clusters Score: Raw -3638433.291308 + Penalty 3337.413187 = -3635095.878121 nChanged 179 SP:Iteration 70Q (1862.244146 sec): 3 clusters Score: Raw -3638493.507965 + Penalty 3337.413187 = -3635156.094778 nChanged 211 SP:Iteration 71Q (1862.314747 sec): 3 clusters Score: Raw -3638569.685853 + Penalty 3337.413187 = -3635232.272666 nChanged 228 SP:Iteration 72Q (1862.395750 sec): 3 clusters Score: Raw -3638654.083091 + Penalty 3337.413187 = -3635316.669904 nChanged 217 SP:Iteration 73Q (1862.465966 sec): 3 clusters Score: Raw -3638741.687976 + Penalty 3337.413187 = -3635404.274789 nChanged 211 SP:Iteration 74Q (1862.534397 sec): 3 clusters Score: Raw -3638828.499969 + Penalty 3337.413187 = -3635491.086782 nChanged 194 SP:Iteration 75Q (1862.620180 sec): 3 clusters Score: Raw -3638895.117213 + Penalty 3337.413187 = -3635557.704026 nChanged 179 SP:Iteration 76Q (1862.686978 sec): 3 clusters Score: Raw -3638955.324273 + Penalty 3337.413187 = -3635617.911086 nChanged 172 SP:Iteration 77Q (1862.756650 sec): 3 clusters Score: Raw -3639000.368644 + Penalty 3337.413187 = -3635662.955457 nChanged 133 SP:Iteration 78Q (1862.832078 sec): 3 clusters Score: Raw -3639031.015022 + Penalty 3337.413187 = -3635693.601835 nChanged 132 SP:Iteration 79Q (1862.897532 sec): 3 clusters Score: Raw -3639058.837611 + Penalty 3337.413187 = -3635721.424424 nChanged 106 SP:Iteration 80F (1862.966803 sec): 3 clusters Score: Raw -3639081.031591 + Penalty 3337.413187 = -3635743.618404 nChanged 86 SP:Iteration 81Q (1863.031677 sec): 3 clusters Score: Raw -3639097.106821 + Penalty 3337.413187 = -3635759.693634 nChanged 81 SP:Iteration 82Q (1863.111711 sec): 3 clusters Score: Raw -3639111.519882 + Penalty 3337.413187 = -3635774.106695 nChanged 66 SP:Iteration 83Q (1863.179071 sec): 3 clusters Score: Raw -3639120.228844 + Penalty 3337.413187 = -3635782.815657 nChanged 55 SP:Iteration 84Q (1863.247296 sec): 3 clusters Score: Raw -3639126.921854 + Penalty 3337.413187 = -3635789.508667 nChanged 53 SP:Iteration 85Q (1863.312810 sec): 3 clusters Score: Raw -3639133.791985 + Penalty 3337.413187 = -3635796.378798 nChanged 47 SP:Iteration 86Q (1863.388332 sec): 3 clusters Score: Raw -3639140.396012 + Penalty 3337.413187 = -3635802.982825 nChanged 53 SP:Iteration 87Q (1863.458992 sec): 3 clusters Score: Raw -3639146.913094 + Penalty 3337.413187 = -3635809.499907 nChanged 53 SP:Iteration 88Q (1863.522582 sec): 3 clusters Score: Raw -3639152.855928 + Penalty 3337.413187 = -3635815.442741 nChanged 42 SP:Iteration 89Q (1863.602947 sec): 3 clusters Score: Raw -3639157.965683 + Penalty 3337.413187 = -3635820.552496 nChanged 47 SP:Iteration 90Q (1863.669716 sec): 3 clusters Score: Raw -3639164.158287 + Penalty 3337.413187 = -3635826.745100 nChanged 37 SP:Iteration 91Q (1863.742913 sec): 3 clusters Score: Raw -3639168.636022 + Penalty 3337.413187 = -3635831.222834 nChanged 45 SP:Iteration 92Q (1863.821224 sec): 3 clusters Score: Raw -3639173.858368 + Penalty 3337.413187 = -3635836.445181 nChanged 42 SP:Iteration 93Q (1863.894169 sec): 3 clusters Score: Raw -3639178.501362 + Penalty 3337.413187 = -3635841.088175 nChanged 40 SP:Iteration 94Q (1863.969003 sec): 3 clusters Score: Raw -3639182.524271 + Penalty 3337.413187 = -3635845.111083 nChanged 30 SP:Iteration 95Q (1864.029505 sec): 3 clusters Score: Raw -3639184.870904 + Penalty 3337.413187 = -3635847.457717 nChanged 18 SP:Iteration 96Q (1864.100224 sec): 3 clusters Score: Raw -3639186.379415 + Penalty 3337.413187 = -3635848.966228 nChanged 13 SP:Iteration 97Q (1864.175436 sec): 3 clusters Score: Raw -3639187.284020 + Penalty 3337.413187 = -3635849.870833 nChanged 10 SP:Iteration 98Q (1864.249568 sec): 3 clusters Score: Raw -3639188.009418 + Penalty 3337.413187 = -3635850.596231 nChanged 8 SP:Iteration 99Q (1864.324445 sec): 3 clusters Score: Raw -3639188.587564 + Penalty 3337.413187 = -3635851.174377 nChanged 9 SP:Iteration 100F (1864.400609 sec): 3 clusters Score: Raw -3639189.230032 + Penalty 3337.413187 = -3635851.816845 nChanged 6 SP:Iteration 101Q (1864.477006 sec): 3 clusters Score: Raw -3639189.591586 + Penalty 3337.413187 = -3635852.178399 nChanged 6 SP:Iteration 102Q (1864.544966 sec): 3 clusters Score: Raw -3639189.990820 + Penalty 3337.413187 = -3635852.577633 nChanged 7 SP:Iteration 103Q (1864.619607 sec): 3 clusters Score: Raw -3639190.417389 + Penalty 3337.413187 = -3635853.004202 nChanged 5 SP:Iteration 104Q (1864.692543 sec): 3 clusters Score: Raw -3639190.672741 + Penalty 3337.413187 = -3635853.259554 nChanged 3 SP:Iteration 105Q (1864.758333 sec): 3 clusters Score: Raw -3639190.902761 + Penalty 3337.413187 = -3635853.489574 nChanged 7 SP:Iteration 106Q (1864.824554 sec): 3 clusters Score: Raw -3639191.430350 + Penalty 3337.413187 = -3635854.017163 nChanged 3 SP:Iteration 107Q (1864.891247 sec): 3 clusters Score: Raw -3639191.582067 + Penalty 3337.413187 = -3635854.168880 nChanged 1 SP:Iteration 108Q (1864.966374 sec): 3 clusters Score: Raw -3639191.638044 + Penalty 3337.413187 = -3635854.224857 nChanged 0 SP:Iteration 109F (1865.042863 sec): 3 clusters Score: Raw -3639191.638044 + Penalty 3337.413187 = -3635854.224857 nChanged 0 Trying to split cluster 10 (13071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1865.072614 sec): 2 clusters Score: Raw -1576491.099823 + Penalty 1540.199589 = -1574950.900234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1865.123230 sec): 3 clusters Score: Raw -1569023.585228 + Penalty 3080.399177 = -1565943.186051 nChanged 5683 SP:Iteration 1F (1865.175729 sec): 3 clusters Score: Raw -1572271.785423 + Penalty 3080.399177 = -1569191.386246 nChanged 820 SP:Iteration 2F (1865.230811 sec): 3 clusters Score: Raw -1572740.786840 + Penalty 3080.399177 = -1569660.387663 nChanged 789 SP:Iteration 3F (1865.286818 sec): 3 clusters Score: Raw -1573225.599244 + Penalty 3080.399177 = -1570145.200067 nChanged 736 SP:Iteration 4F (1865.330928 sec): 3 clusters Score: Raw -1573676.828458 + Penalty 3080.399177 = -1570596.429281 nChanged 713 SP:Iteration 5F (1865.382762 sec): 3 clusters Score: Raw -1574118.493208 + Penalty 3080.399177 = -1571038.094030 nChanged 715 SP:Iteration 6F (1865.447682 sec): 3 clusters Score: Raw -1574539.913916 + Penalty 3080.399177 = -1571459.514739 nChanged 639 SP:Iteration 7Q (1865.496791 sec): 3 clusters Score: Raw -1574906.632890 + Penalty 3080.399177 = -1571826.233713 nChanged 471 SP:Iteration 8Q (1865.550267 sec): 3 clusters Score: Raw -1575140.103279 + Penalty 3080.399177 = -1572059.704102 nChanged 382 SP:Iteration 9Q (1865.610075 sec): 3 clusters Score: Raw -1575289.390474 + Penalty 3080.399177 = -1572208.991297 nChanged 291 SP:Iteration 10Q (1865.667023 sec): 3 clusters Score: Raw -1575393.923057 + Penalty 3080.399177 = -1572313.523880 nChanged 254 SP:Iteration 11Q (1865.720905 sec): 3 clusters Score: Raw -1575475.197376 + Penalty 3080.399177 = -1572394.798199 nChanged 209 SP:Iteration 12Q (1865.788064 sec): 3 clusters Score: Raw -1575541.670311 + Penalty 3080.399177 = -1572461.271133 nChanged 186 SP:Iteration 13Q (1865.843116 sec): 3 clusters Score: Raw -1575604.510582 + Penalty 3080.399177 = -1572524.111405 nChanged 180 SP:Iteration 14Q (1865.900975 sec): 3 clusters Score: Raw -1575665.321801 + Penalty 3080.399177 = -1572584.922624 nChanged 168 SP:Iteration 15Q (1865.952505 sec): 3 clusters Score: Raw -1575719.750778 + Penalty 3080.399177 = -1572639.351600 nChanged 161 SP:Iteration 16Q (1866.010913 sec): 3 clusters Score: Raw -1575766.074053 + Penalty 3080.399177 = -1572685.674876 nChanged 147 SP:Iteration 17Q (1866.055618 sec): 3 clusters Score: Raw -1575801.709344 + Penalty 3080.399177 = -1572721.310167 nChanged 128 SP:Iteration 18Q (1866.110032 sec): 3 clusters Score: Raw -1575833.930538 + Penalty 3080.399177 = -1572753.531361 nChanged 125 SP:Iteration 19Q (1866.153492 sec): 3 clusters Score: Raw -1575869.079108 + Penalty 3080.399177 = -1572788.679931 nChanged 129 SP:Iteration 20F (1866.213465 sec): 3 clusters Score: Raw -1575896.093596 + Penalty 3080.399177 = -1572815.694419 nChanged 118 SP:Iteration 21Q (1866.275690 sec): 3 clusters Score: Raw -1575922.455705 + Penalty 3080.399177 = -1572842.056528 nChanged 106 SP:Iteration 22Q (1866.322373 sec): 3 clusters Score: Raw -1575947.437270 + Penalty 3080.399177 = -1572867.038093 nChanged 113 SP:Iteration 23Q (1866.371354 sec): 3 clusters Score: Raw -1575971.669660 + Penalty 3080.399177 = -1572891.270483 nChanged 101 SP:Iteration 24Q (1866.430099 sec): 3 clusters Score: Raw -1575993.849304 + Penalty 3080.399177 = -1572913.450127 nChanged 98 SP:Iteration 25Q (1866.481800 sec): 3 clusters Score: Raw -1576015.173822 + Penalty 3080.399177 = -1572934.774644 nChanged 96 SP:Iteration 26Q (1866.533481 sec): 3 clusters Score: Raw -1576036.075661 + Penalty 3080.399177 = -1572955.676484 nChanged 96 SP:Iteration 27Q (1866.583075 sec): 3 clusters Score: Raw -1576056.816046 + Penalty 3080.399177 = -1572976.416868 nChanged 78 SP:Iteration 28Q (1866.641511 sec): 3 clusters Score: Raw -1576071.382346 + Penalty 3080.399177 = -1572990.983168 nChanged 74 SP:Iteration 29Q (1866.684771 sec): 3 clusters Score: Raw -1576084.993426 + Penalty 3080.399177 = -1573004.594249 nChanged 76 SP:Iteration 30Q (1866.746050 sec): 3 clusters Score: Raw -1576098.476675 + Penalty 3080.399177 = -1573018.077498 nChanged 74 SP:Iteration 31Q (1866.792802 sec): 3 clusters Score: Raw -1576109.339954 + Penalty 3080.399177 = -1573028.940777 nChanged 55 SP:Iteration 32Q (1866.845769 sec): 3 clusters Score: Raw -1576117.905249 + Penalty 3080.399177 = -1573037.506072 nChanged 44 SP:Iteration 33Q (1866.905892 sec): 3 clusters Score: Raw -1576123.699422 + Penalty 3080.399177 = -1573043.300244 nChanged 39 SP:Iteration 34Q (1866.950822 sec): 3 clusters Score: Raw -1576128.372485 + Penalty 3080.399177 = -1573047.973308 nChanged 25 SP:Iteration 35Q (1867.006671 sec): 3 clusters Score: Raw -1576131.522003 + Penalty 3080.399177 = -1573051.122826 nChanged 28 SP:Iteration 36Q (1867.056479 sec): 3 clusters Score: Raw -1576135.401164 + Penalty 3080.399177 = -1573055.001987 nChanged 22 SP:Iteration 37Q (1867.107730 sec): 3 clusters Score: Raw -1576137.590176 + Penalty 3080.399177 = -1573057.190999 nChanged 17 SP:Iteration 38Q (1867.164367 sec): 3 clusters Score: Raw -1576140.192870 + Penalty 3080.399177 = -1573059.793692 nChanged 24 SP:Iteration 39Q (1867.218597 sec): 3 clusters Score: Raw -1576143.023998 + Penalty 3080.399177 = -1573062.624821 nChanged 26 SP:Iteration 40F (1867.268998 sec): 3 clusters Score: Raw -1576144.709273 + Penalty 3080.399177 = -1573064.310095 nChanged 14 SP:Iteration 41Q (1867.327433 sec): 3 clusters Score: Raw -1576145.738573 + Penalty 3080.399177 = -1573065.339396 nChanged 12 SP:Iteration 42Q (1867.364275 sec): 3 clusters Score: Raw -1576146.720351 + Penalty 3080.399177 = -1573066.321174 nChanged 8 SP:Iteration 43Q (1867.423126 sec): 3 clusters Score: Raw -1576147.535493 + Penalty 3080.399177 = -1573067.136316 nChanged 12 SP:Iteration 44Q (1867.486821 sec): 3 clusters Score: Raw -1576149.043186 + Penalty 3080.399177 = -1573068.644008 nChanged 16 SP:Iteration 45Q (1867.533150 sec): 3 clusters Score: Raw -1576150.813704 + Penalty 3080.399177 = -1573070.414527 nChanged 18 SP:Iteration 46Q (1867.595157 sec): 3 clusters Score: Raw -1576152.399311 + Penalty 3080.399177 = -1573072.000133 nChanged 22 SP:Iteration 47Q (1867.649266 sec): 3 clusters Score: Raw -1576154.882801 + Penalty 3080.399177 = -1573074.483624 nChanged 24 SP:Iteration 48Q (1867.710638 sec): 3 clusters Score: Raw -1576157.699411 + Penalty 3080.399177 = -1573077.300234 nChanged 24 SP:Iteration 49Q (1867.765059 sec): 3 clusters Score: Raw -1576160.459800 + Penalty 3080.399177 = -1573080.060623 nChanged 25 SP:Iteration 50Q (1867.825656 sec): 3 clusters Score: Raw -1576164.143256 + Penalty 3080.399177 = -1573083.744079 nChanged 35 SP:Iteration 51Q (1867.886097 sec): 3 clusters Score: Raw -1576169.511724 + Penalty 3080.399177 = -1573089.112547 nChanged 39 SP:Iteration 52Q (1867.935971 sec): 3 clusters Score: Raw -1576175.173483 + Penalty 3080.399177 = -1573094.774306 nChanged 38 SP:Iteration 53Q (1867.995754 sec): 3 clusters Score: Raw -1576180.734791 + Penalty 3080.399177 = -1573100.335614 nChanged 39 SP:Iteration 54Q (1868.049612 sec): 3 clusters Score: Raw -1576185.903786 + Penalty 3080.399177 = -1573105.504609 nChanged 28 SP:Iteration 55Q (1868.112379 sec): 3 clusters Score: Raw -1576189.714188 + Penalty 3080.399177 = -1573109.315011 nChanged 30 SP:Iteration 56Q (1868.167839 sec): 3 clusters Score: Raw -1576193.858282 + Penalty 3080.399177 = -1573113.459105 nChanged 37 SP:Iteration 57Q (1868.225646 sec): 3 clusters Score: Raw -1576198.578944 + Penalty 3080.399177 = -1573118.179767 nChanged 29 SP:Iteration 58Q (1868.280183 sec): 3 clusters Score: Raw -1576201.106786 + Penalty 3080.399177 = -1573120.707609 nChanged 20 SP:Iteration 59Q (1868.346991 sec): 3 clusters Score: Raw -1576203.258871 + Penalty 3080.399177 = -1573122.859693 nChanged 19 SP:Iteration 60F (1868.394783 sec): 3 clusters Score: Raw -1576205.068540 + Penalty 3080.399177 = -1573124.669363 nChanged 13 SP:Iteration 61Q (1868.451863 sec): 3 clusters Score: Raw -1576206.777249 + Penalty 3080.399177 = -1573126.378072 nChanged 18 SP:Iteration 62Q (1868.512829 sec): 3 clusters Score: Raw -1576208.797516 + Penalty 3080.399177 = -1573128.398339 nChanged 18 SP:Iteration 63Q (1868.567502 sec): 3 clusters Score: Raw -1576211.053330 + Penalty 3080.399177 = -1573130.654152 nChanged 24 SP:Iteration 64Q (1868.624634 sec): 3 clusters Score: Raw -1576213.434394 + Penalty 3080.399177 = -1573133.035217 nChanged 19 SP:Iteration 65Q (1868.685681 sec): 3 clusters Score: Raw -1576215.405437 + Penalty 3080.399177 = -1573135.006260 nChanged 14 SP:Iteration 66Q (1868.740635 sec): 3 clusters Score: Raw -1576216.789519 + Penalty 3080.399177 = -1573136.390342 nChanged 13 SP:Iteration 67Q (1868.797636 sec): 3 clusters Score: Raw -1576218.027908 + Penalty 3080.399177 = -1573137.628731 nChanged 15 SP:Iteration 68Q (1868.848753 sec): 3 clusters Score: Raw -1576219.639880 + Penalty 3080.399177 = -1573139.240703 nChanged 16 SP:Iteration 69Q (1868.903182 sec): 3 clusters Score: Raw -1576221.302448 + Penalty 3080.399177 = -1573140.903271 nChanged 13 SP:Iteration 70Q (1868.964297 sec): 3 clusters Score: Raw -1576222.432161 + Penalty 3080.399177 = -1573142.032984 nChanged 10 SP:Iteration 71Q (1869.015560 sec): 3 clusters Score: Raw -1576223.108833 + Penalty 3080.399177 = -1573142.709656 nChanged 10 SP:Iteration 72Q (1869.074359 sec): 3 clusters Score: Raw -1576223.959811 + Penalty 3080.399177 = -1573143.560633 nChanged 8 SP:Iteration 73Q (1869.131176 sec): 3 clusters Score: Raw -1576224.703957 + Penalty 3080.399177 = -1573144.304779 nChanged 13 SP:Iteration 74Q (1869.193084 sec): 3 clusters Score: Raw -1576225.868178 + Penalty 3080.399177 = -1573145.469001 nChanged 16 SP:Iteration 75Q (1869.254066 sec): 3 clusters Score: Raw -1576227.492713 + Penalty 3080.399177 = -1573147.093536 nChanged 15 SP:Iteration 76Q (1869.308899 sec): 3 clusters Score: Raw -1576228.682537 + Penalty 3080.399177 = -1573148.283359 nChanged 13 SP:Iteration 77Q (1869.356499 sec): 3 clusters Score: Raw -1576229.635282 + Penalty 3080.399177 = -1573149.236105 nChanged 15 SP:Iteration 78Q (1869.414746 sec): 3 clusters Score: Raw -1576230.612025 + Penalty 3080.399177 = -1573150.212848 nChanged 8 SP:Iteration 79Q (1869.458119 sec): 3 clusters Score: Raw -1576231.270585 + Penalty 3080.399177 = -1573150.871407 nChanged 12 SP:Iteration 80F (1869.513406 sec): 3 clusters Score: Raw -1576232.067018 + Penalty 3080.399177 = -1573151.667840 nChanged 13 SP:Iteration 81Q (1869.570901 sec): 3 clusters Score: Raw -1576233.073137 + Penalty 3080.399177 = -1573152.673960 nChanged 14 SP:Iteration 82Q (1869.622410 sec): 3 clusters Score: Raw -1576234.830899 + Penalty 3080.399177 = -1573154.431721 nChanged 16 SP:Iteration 83Q (1869.673768 sec): 3 clusters Score: Raw -1576235.967605 + Penalty 3080.399177 = -1573155.568427 nChanged 15 SP:Iteration 84Q (1869.725385 sec): 3 clusters Score: Raw -1576237.026712 + Penalty 3080.399177 = -1573156.627535 nChanged 12 SP:Iteration 85Q (1869.774201 sec): 3 clusters Score: Raw -1576238.746085 + Penalty 3080.399177 = -1573158.346908 nChanged 14 SP:Iteration 86Q (1869.830784 sec): 3 clusters Score: Raw -1576239.868591 + Penalty 3080.399177 = -1573159.469414 nChanged 13 SP:Iteration 87Q (1869.885966 sec): 3 clusters Score: Raw -1576240.917310 + Penalty 3080.399177 = -1573160.518132 nChanged 14 SP:Iteration 88Q (1869.942121 sec): 3 clusters Score: Raw -1576242.154033 + Penalty 3080.399177 = -1573161.754855 nChanged 12 SP:Iteration 89Q (1869.993404 sec): 3 clusters Score: Raw -1576243.399130 + Penalty 3080.399177 = -1573162.999953 nChanged 13 SP:Iteration 90Q (1870.045935 sec): 3 clusters Score: Raw -1576244.458888 + Penalty 3080.399177 = -1573164.059710 nChanged 12 SP:Iteration 91Q (1870.105009 sec): 3 clusters Score: Raw -1576245.252737 + Penalty 3080.399177 = -1573164.853559 nChanged 8 SP:Iteration 92Q (1870.155449 sec): 3 clusters Score: Raw -1576246.042828 + Penalty 3080.399177 = -1573165.643651 nChanged 7 SP:Iteration 93Q (1870.206761 sec): 3 clusters Score: Raw -1576246.930344 + Penalty 3080.399177 = -1573166.531166 nChanged 7 SP:Iteration 94Q (1870.259300 sec): 3 clusters Score: Raw -1576247.721798 + Penalty 3080.399177 = -1573167.322621 nChanged 4 SP:Iteration 95Q (1870.310363 sec): 3 clusters Score: Raw -1576248.139699 + Penalty 3080.399177 = -1573167.740521 nChanged 4 SP:Iteration 96Q (1870.374341 sec): 3 clusters Score: Raw -1576248.306451 + Penalty 3080.399177 = -1573167.907274 nChanged 3 SP:Iteration 97Q (1870.422489 sec): 3 clusters Score: Raw -1576248.629708 + Penalty 3080.399177 = -1573168.230530 nChanged 3 SP:Iteration 98Q (1870.479056 sec): 3 clusters Score: Raw -1576248.855034 + Penalty 3080.399177 = -1573168.455857 nChanged 0 SP:Iteration 99F (1870.528071 sec): 3 clusters Score: Raw -1576248.855034 + Penalty 3080.399177 = -1573168.455857 nChanged 0 Trying to split cluster 11 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1870.542383 sec): 2 clusters Score: Raw -24603.684815 + Penalty 864.194499 = -23739.490316 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (100 points): covariance matrix is singular SP:Iteration 0F (1870.558531 sec): 3 clusters Score: Raw -24923.064975 + Penalty 1728.388998 = -23194.675977 nChanged 78 SP:Iteration 1F (1870.574345 sec): 2 clusters Score: Raw 1690427627.297966 + Penalty 864.194499 = 1690428491.492465 nChanged 176 SP:Iteration 2F (1870.590118 sec): 2 clusters Score: Raw -24603.684815 + Penalty 864.194499 = -23739.490316 nChanged 0 Trying to split cluster 12 (14351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1870.635516 sec): 2 clusters Score: Raw -1794551.946422 + Penalty 1555.380922 = -1792996.565500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1870.687656 sec): 3 clusters Score: Raw -1786120.392348 + Penalty 3110.761844 = -1783009.630504 nChanged 6367 SP:Iteration 1F (1870.738288 sec): 3 clusters Score: Raw -1789795.368266 + Penalty 3110.761844 = -1786684.606422 nChanged 898 SP:Iteration 2F (1870.794492 sec): 3 clusters Score: Raw -1790297.006227 + Penalty 3110.761844 = -1787186.244383 nChanged 864 SP:Iteration 3F (1870.845423 sec): 3 clusters Score: Raw -1790880.891200 + Penalty 3110.761844 = -1787770.129356 nChanged 926 SP:Iteration 4F (1870.901230 sec): 3 clusters Score: Raw -1791557.334420 + Penalty 3110.761844 = -1788446.572576 nChanged 997 SP:Iteration 5F (1870.957638 sec): 3 clusters Score: Raw -1792308.348941 + Penalty 3110.761844 = -1789197.587096 nChanged 932 SP:Iteration 6F (1871.028909 sec): 3 clusters Score: Raw -1793000.299736 + Penalty 3110.761844 = -1789889.537891 nChanged 853 SP:Iteration 7F (1871.086173 sec): 3 clusters Score: Raw -1793626.804283 + Penalty 3110.761844 = -1790516.042439 nChanged 713 SP:Iteration 8Q (1871.145488 sec): 3 clusters Score: Raw -1794119.006587 + Penalty 3110.761844 = -1791008.244742 nChanged 532 SP:Iteration 9Q (1871.203412 sec): 3 clusters Score: Raw -1794422.184787 + Penalty 3110.761844 = -1791311.422943 nChanged 353 SP:Iteration 10Q (1871.254891 sec): 3 clusters Score: Raw -1794602.592088 + Penalty 3110.761844 = -1791491.830244 nChanged 293 SP:Iteration 11Q (1871.315863 sec): 3 clusters Score: Raw -1794733.734136 + Penalty 3110.761844 = -1791622.972292 nChanged 243 SP:Iteration 12Q (1871.363075 sec): 3 clusters Score: Raw -1794836.367125 + Penalty 3110.761844 = -1791725.605281 nChanged 210 SP:Iteration 13Q (1871.421521 sec): 3 clusters Score: Raw -1794932.461195 + Penalty 3110.761844 = -1791821.699351 nChanged 199 SP:Iteration 14Q (1871.483185 sec): 3 clusters Score: Raw -1795031.912420 + Penalty 3110.761844 = -1791921.150576 nChanged 187 SP:Iteration 15Q (1871.541041 sec): 3 clusters Score: Raw -1795112.719728 + Penalty 3110.761844 = -1792001.957884 nChanged 163 SP:Iteration 16Q (1871.599266 sec): 3 clusters Score: Raw -1795171.419898 + Penalty 3110.761844 = -1792060.658054 nChanged 135 SP:Iteration 17Q (1871.656862 sec): 3 clusters Score: Raw -1795208.910343 + Penalty 3110.761844 = -1792098.148499 nChanged 104 SP:Iteration 18Q (1871.714171 sec): 3 clusters Score: Raw -1795231.417484 + Penalty 3110.761844 = -1792120.655640 nChanged 73 SP:Iteration 19Q (1871.770803 sec): 3 clusters Score: Raw -1795246.375005 + Penalty 3110.761844 = -1792135.613161 nChanged 68 SP:Iteration 20F (1871.821710 sec): 3 clusters Score: Raw -1795259.823081 + Penalty 3110.761844 = -1792149.061237 nChanged 60 SP:Iteration 21Q (1871.894331 sec): 3 clusters Score: Raw -1795272.231239 + Penalty 3110.761844 = -1792161.469395 nChanged 58 SP:Iteration 22Q (1871.950852 sec): 3 clusters Score: Raw -1795281.415699 + Penalty 3110.761844 = -1792170.653855 nChanged 42 SP:Iteration 23Q (1871.999519 sec): 3 clusters Score: Raw -1795287.105927 + Penalty 3110.761844 = -1792176.344083 nChanged 29 SP:Iteration 24Q (1872.053228 sec): 3 clusters Score: Raw -1795290.954505 + Penalty 3110.761844 = -1792180.192661 nChanged 28 SP:Iteration 25Q (1872.111921 sec): 3 clusters Score: Raw -1795293.915783 + Penalty 3110.761844 = -1792183.153939 nChanged 23 SP:Iteration 26Q (1872.173967 sec): 3 clusters Score: Raw -1795297.642507 + Penalty 3110.761844 = -1792186.880663 nChanged 18 SP:Iteration 27Q (1872.224793 sec): 3 clusters Score: Raw -1795299.761954 + Penalty 3110.761844 = -1792189.000110 nChanged 16 SP:Iteration 28Q (1872.277337 sec): 3 clusters Score: Raw -1795300.919177 + Penalty 3110.761844 = -1792190.157332 nChanged 8 SP:Iteration 29Q (1872.330285 sec): 3 clusters Score: Raw -1795301.483522 + Penalty 3110.761844 = -1792190.721678 nChanged 4 SP:Iteration 30Q (1872.379813 sec): 3 clusters Score: Raw -1795301.994477 + Penalty 3110.761844 = -1792191.232633 nChanged 2 SP:Iteration 31Q (1872.436469 sec): 3 clusters Score: Raw -1795302.278169 + Penalty 3110.761844 = -1792191.516325 nChanged 3 SP:Iteration 32Q (1872.488024 sec): 3 clusters Score: Raw -1795302.454255 + Penalty 3110.761844 = -1792191.692411 nChanged 3 SP:Iteration 33Q (1872.544341 sec): 3 clusters Score: Raw -1795302.707689 + Penalty 3110.761844 = -1792191.945844 nChanged 1 SP:Iteration 34Q (1872.596405 sec): 3 clusters Score: Raw -1795302.768504 + Penalty 3110.761844 = -1792192.006660 nChanged 2 SP:Iteration 35Q (1872.652897 sec): 3 clusters Score: Raw -1795302.915449 + Penalty 3110.761844 = -1792192.153605 nChanged 1 SP:Iteration 36Q (1872.710682 sec): 3 clusters Score: Raw -1795302.989334 + Penalty 3110.761844 = -1792192.227490 nChanged 1 SP:Iteration 37Q (1872.762336 sec): 3 clusters Score: Raw -1795303.029370 + Penalty 3110.761844 = -1792192.267526 nChanged 0 SP:Iteration 38F (1872.817214 sec): 3 clusters Score: Raw -1795303.029370 + Penalty 3110.761844 = -1792192.267526 nChanged 0 Trying to split cluster 13 (10920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1872.847779 sec): 2 clusters Score: Raw -1357665.365397 + Penalty 1510.982078 = -1356154.383319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1872.905031 sec): 3 clusters Score: Raw -1351551.531362 + Penalty 3021.964156 = -1348529.567206 nChanged 4825 SP:Iteration 1F (1872.952143 sec): 3 clusters Score: Raw -1354332.496851 + Penalty 3021.964156 = -1351310.532695 nChanged 756 SP:Iteration 2F (1872.998614 sec): 3 clusters Score: Raw -1354828.112880 + Penalty 3021.964156 = -1351806.148724 nChanged 686 SP:Iteration 3F (1873.047511 sec): 3 clusters Score: Raw -1355336.893382 + Penalty 3021.964156 = -1352314.929226 nChanged 761 SP:Iteration 4F (1873.094076 sec): 3 clusters Score: Raw -1356025.886823 + Penalty 3021.964156 = -1353003.922667 nChanged 787 SP:Iteration 5F (1873.138288 sec): 3 clusters Score: Raw -1356802.260425 + Penalty 3021.964156 = -1353780.296269 nChanged 717 SP:Iteration 6F (1873.192456 sec): 3 clusters Score: Raw -1357377.421345 + Penalty 3021.964156 = -1354355.457189 nChanged 580 SP:Iteration 7F (1873.236387 sec): 3 clusters Score: Raw -1357734.314587 + Penalty 3021.964156 = -1354712.350431 nChanged 386 SP:Iteration 8Q (1873.283777 sec): 3 clusters Score: Raw -1357932.529666 + Penalty 3021.964156 = -1354910.565510 nChanged 266 SP:Iteration 9Q (1873.331397 sec): 3 clusters Score: Raw -1358056.760888 + Penalty 3021.964156 = -1355034.796732 nChanged 218 SP:Iteration 10Q (1873.380202 sec): 3 clusters Score: Raw -1358161.023438 + Penalty 3021.964156 = -1355139.059282 nChanged 191 SP:Iteration 11Q (1873.436794 sec): 3 clusters Score: Raw -1358255.982957 + Penalty 3021.964156 = -1355234.018801 nChanged 191 SP:Iteration 12Q (1873.491150 sec): 3 clusters Score: Raw -1358349.804127 + Penalty 3021.964156 = -1355327.839971 nChanged 182 SP:Iteration 13Q (1873.533008 sec): 3 clusters Score: Raw -1358440.115560 + Penalty 3021.964156 = -1355418.151404 nChanged 178 SP:Iteration 14Q (1873.586909 sec): 3 clusters Score: Raw -1358539.267157 + Penalty 3021.964156 = -1355517.303001 nChanged 163 SP:Iteration 15Q (1873.627194 sec): 3 clusters Score: Raw -1358632.054165 + Penalty 3021.964156 = -1355610.090009 nChanged 151 SP:Iteration 16Q (1873.681943 sec): 3 clusters Score: Raw -1358717.178297 + Penalty 3021.964156 = -1355695.214141 nChanged 133 SP:Iteration 17Q (1873.721136 sec): 3 clusters Score: Raw -1358781.725197 + Penalty 3021.964156 = -1355759.761041 nChanged 110 SP:Iteration 18Q (1873.777803 sec): 3 clusters Score: Raw -1358832.441224 + Penalty 3021.964156 = -1355810.477068 nChanged 92 SP:Iteration 19Q (1873.838649 sec): 3 clusters Score: Raw -1358875.060153 + Penalty 3021.964156 = -1355853.095997 nChanged 74 SP:Iteration 20F (1873.885126 sec): 3 clusters Score: Raw -1358906.499879 + Penalty 3021.964156 = -1355884.535723 nChanged 61 SP:Iteration 21Q (1873.931510 sec): 3 clusters Score: Raw -1358936.266439 + Penalty 3021.964156 = -1355914.302283 nChanged 57 SP:Iteration 22Q (1873.978712 sec): 3 clusters Score: Raw -1358962.833643 + Penalty 3021.964156 = -1355940.869487 nChanged 49 SP:Iteration 23Q (1874.024001 sec): 3 clusters Score: Raw -1358987.007968 + Penalty 3021.964156 = -1355965.043812 nChanged 54 SP:Iteration 24Q (1874.070151 sec): 3 clusters Score: Raw -1359019.142757 + Penalty 3021.964156 = -1355997.178601 nChanged 58 SP:Iteration 25Q (1874.119492 sec): 3 clusters Score: Raw -1359053.144516 + Penalty 3021.964156 = -1356031.180360 nChanged 54 SP:Iteration 26Q (1874.165565 sec): 3 clusters Score: Raw -1359085.294000 + Penalty 3021.964156 = -1356063.329844 nChanged 49 SP:Iteration 27Q (1874.220108 sec): 3 clusters Score: Raw -1359109.161308 + Penalty 3021.964156 = -1356087.197152 nChanged 38 SP:Iteration 28Q (1874.258887 sec): 3 clusters Score: Raw -1359130.784801 + Penalty 3021.964156 = -1356108.820645 nChanged 40 SP:Iteration 29Q (1874.309619 sec): 3 clusters Score: Raw -1359158.547825 + Penalty 3021.964156 = -1356136.583669 nChanged 40 SP:Iteration 30Q (1874.366771 sec): 3 clusters Score: Raw -1359181.771777 + Penalty 3021.964156 = -1356159.807621 nChanged 42 SP:Iteration 31Q (1874.413395 sec): 3 clusters Score: Raw -1359205.463440 + Penalty 3021.964156 = -1356183.499284 nChanged 33 SP:Iteration 32Q (1874.460833 sec): 3 clusters Score: Raw -1359221.320713 + Penalty 3021.964156 = -1356199.356557 nChanged 21 SP:Iteration 33Q (1874.506623 sec): 3 clusters Score: Raw -1359229.418809 + Penalty 3021.964156 = -1356207.454653 nChanged 13 SP:Iteration 34Q (1874.553724 sec): 3 clusters Score: Raw -1359234.679506 + Penalty 3021.964156 = -1356212.715350 nChanged 10 SP:Iteration 35Q (1874.610664 sec): 3 clusters Score: Raw -1359237.349087 + Penalty 3021.964156 = -1356215.384931 nChanged 9 SP:Iteration 36Q (1874.664484 sec): 3 clusters Score: Raw -1359240.272550 + Penalty 3021.964156 = -1356218.308394 nChanged 6 SP:Iteration 37Q (1874.704970 sec): 3 clusters Score: Raw -1359241.698683 + Penalty 3021.964156 = -1356219.734527 nChanged 2 SP:Iteration 38Q (1874.752197 sec): 3 clusters Score: Raw -1359242.454819 + Penalty 3021.964156 = -1356220.490663 nChanged 1 SP:Iteration 39Q (1874.803300 sec): 3 clusters Score: Raw -1359242.757747 + Penalty 3021.964156 = -1356220.793591 nChanged 2 SP:Iteration 40F (1874.852162 sec): 3 clusters Score: Raw -1359243.581007 + Penalty 3021.964156 = -1356221.616851 nChanged 2 SP:Iteration 41Q (1874.890736 sec): 3 clusters Score: Raw -1359244.119334 + Penalty 3021.964156 = -1356222.155178 nChanged 2 SP:Iteration 42Q (1874.944024 sec): 3 clusters Score: Raw -1359244.791422 + Penalty 3021.964156 = -1356222.827266 nChanged 0 SP:Iteration 43F (1874.999465 sec): 3 clusters Score: Raw -1359244.791422 + Penalty 3021.964156 = -1356222.827266 nChanged 0 Score: Raw -40679037.187396 + Penalty 45505.499431 = -40633531.687964 Splitting cluster 13 changes total score from -40634013.058271 to -40633531.687964 So it's not getting split. Trying to split cluster 14 (95716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1878.967756 sec): 2 clusters Score: Raw -11968144.120271 + Penalty 1863.735372 = -11966280.384899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1879.138733 sec): 3 clusters Score: Raw -11905974.720206 + Penalty 3727.470745 = -11902247.249461 nChanged 45791 SP:Iteration 1F (1879.287360 sec): 3 clusters Score: Raw -11950933.348299 + Penalty 3727.470745 = -11947205.877554 nChanged 10411 SP:Iteration 2F (1879.451561 sec): 3 clusters Score: Raw -11964668.741933 + Penalty 3727.470745 = -11960941.271188 nChanged 10764 SP:Iteration 3F (1879.597760 sec): 3 clusters Score: Raw -11980724.671748 + Penalty 3727.470745 = -11976997.201003 nChanged 10349 SP:Iteration 4F (1879.752843 sec): 3 clusters Score: Raw -11999540.901855 + Penalty 3727.470745 = -11995813.431111 nChanged 9558 SP:Iteration 5F (1879.903365 sec): 3 clusters Score: Raw -12021636.136971 + Penalty 3727.470745 = -12017908.666227 nChanged 8306 SP:Iteration 6F (1880.051175 sec): 3 clusters Score: Raw -12054537.872348 + Penalty 3727.470745 = -12050810.401603 nChanged 5452 SP:Iteration 7F (1880.202057 sec): 3 clusters Score: Raw -12125182.836056 + Penalty 3727.470745 = -12121455.365311 nChanged 1561 Unmasked E-step: Deleting class 2 (6105 points): covariance matrix is singular SP:Iteration 8Q (1880.296437 sec): 3 clusters Score: Raw -12126837.377478 + Penalty 3727.470745 = -12123109.906733 nChanged 2 SP:Iteration 9Q (1880.395002 sec): 2 clusters Score: Raw -11920578.132402 + Penalty 1863.735372 = -11918714.397030 nChanged 6103 SP:Iteration 10F (1880.488062 sec): 2 clusters Score: Raw -11968144.120271 + Penalty 1863.735372 = -11966280.384899 nChanged 0 Trying to split cluster 15 (21763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1880.528758 sec): 2 clusters Score: Raw -2747610.729641 + Penalty 1623.044566 = -2745987.685076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1880.595603 sec): 3 clusters Score: Raw -2734525.941210 + Penalty 3246.089132 = -2731279.852078 nChanged 9837 SP:Iteration 1F (1880.656769 sec): 3 clusters Score: Raw -2739952.216392 + Penalty 3246.089132 = -2736706.127261 nChanged 1125 SP:Iteration 2F (1880.720145 sec): 3 clusters Score: Raw -2740450.898643 + Penalty 3246.089132 = -2737204.809512 nChanged 1155 SP:Iteration 3F (1880.777756 sec): 3 clusters Score: Raw -2741029.585912 + Penalty 3246.089132 = -2737783.496780 nChanged 1220 SP:Iteration 4F (1880.836823 sec): 3 clusters Score: Raw -2741715.398550 + Penalty 3246.089132 = -2738469.309418 nChanged 1285 SP:Iteration 5F (1880.896932 sec): 3 clusters Score: Raw -2742413.813321 + Penalty 3246.089132 = -2739167.724189 nChanged 1232 SP:Iteration 6F (1880.964728 sec): 3 clusters Score: Raw -2743127.560707 + Penalty 3246.089132 = -2739881.471575 nChanged 1243 SP:Iteration 7F (1881.030263 sec): 3 clusters Score: Raw -2743891.871334 + Penalty 3246.089132 = -2740645.782203 nChanged 1149 SP:Iteration 8F (1881.101407 sec): 3 clusters Score: Raw -2744590.929291 + Penalty 3246.089132 = -2741344.840160 nChanged 994 SP:Iteration 9Q (1881.165892 sec): 3 clusters Score: Raw -2745150.191534 + Penalty 3246.089132 = -2741904.102402 nChanged 802 SP:Iteration 10Q (1881.235759 sec): 3 clusters Score: Raw -2745520.240569 + Penalty 3246.089132 = -2742274.151437 nChanged 577 SP:Iteration 11Q (1881.288705 sec): 3 clusters Score: Raw -2745719.249851 + Penalty 3246.089132 = -2742473.160719 nChanged 430 SP:Iteration 12Q (1881.355693 sec): 3 clusters Score: Raw -2745829.417307 + Penalty 3246.089132 = -2742583.328175 nChanged 296 SP:Iteration 13Q (1881.424377 sec): 3 clusters Score: Raw -2745898.578470 + Penalty 3246.089132 = -2742652.489338 nChanged 244 SP:Iteration 14Q (1881.497421 sec): 3 clusters Score: Raw -2745944.356796 + Penalty 3246.089132 = -2742698.267664 nChanged 191 SP:Iteration 15Q (1881.569658 sec): 3 clusters Score: Raw -2745981.026435 + Penalty 3246.089132 = -2742734.937304 nChanged 181 SP:Iteration 16Q (1881.629923 sec): 3 clusters Score: Raw -2746014.082382 + Penalty 3246.089132 = -2742767.993250 nChanged 186 SP:Iteration 17Q (1881.691427 sec): 3 clusters Score: Raw -2746050.390771 + Penalty 3246.089132 = -2742804.301639 nChanged 182 SP:Iteration 18Q (1881.759102 sec): 3 clusters Score: Raw -2746088.075976 + Penalty 3246.089132 = -2742841.986844 nChanged 199 SP:Iteration 19Q (1881.817568 sec): 3 clusters Score: Raw -2746130.505629 + Penalty 3246.089132 = -2742884.416497 nChanged 208 SP:Iteration 20F (1881.880157 sec): 3 clusters Score: Raw -2746176.455834 + Penalty 3246.089132 = -2742930.366702 nChanged 213 SP:Iteration 21Q (1881.951784 sec): 3 clusters Score: Raw -2746227.907136 + Penalty 3246.089132 = -2742981.818004 nChanged 225 SP:Iteration 22Q (1882.028313 sec): 3 clusters Score: Raw -2746282.599775 + Penalty 3246.089132 = -2743036.510643 nChanged 212 SP:Iteration 23Q (1882.093545 sec): 3 clusters Score: Raw -2746336.632897 + Penalty 3246.089132 = -2743090.543765 nChanged 224 SP:Iteration 24Q (1882.153725 sec): 3 clusters Score: Raw -2746392.384934 + Penalty 3246.089132 = -2743146.295802 nChanged 234 SP:Iteration 25Q (1882.212928 sec): 3 clusters Score: Raw -2746450.183111 + Penalty 3246.089132 = -2743204.093979 nChanged 262 SP:Iteration 26Q (1882.273204 sec): 3 clusters Score: Raw -2746519.439771 + Penalty 3246.089132 = -2743273.350639 nChanged 248 SP:Iteration 27Q (1882.332030 sec): 3 clusters Score: Raw -2746588.109934 + Penalty 3246.089132 = -2743342.020802 nChanged 243 SP:Iteration 28Q (1882.412721 sec): 3 clusters Score: Raw -2746654.895361 + Penalty 3246.089132 = -2743408.806229 nChanged 245 SP:Iteration 29Q (1882.475354 sec): 3 clusters Score: Raw -2746723.118461 + Penalty 3246.089132 = -2743477.029329 nChanged 235 SP:Iteration 30Q (1882.537013 sec): 3 clusters Score: Raw -2746787.983019 + Penalty 3246.089132 = -2743541.893888 nChanged 227 SP:Iteration 31Q (1882.591203 sec): 3 clusters Score: Raw -2746852.054496 + Penalty 3246.089132 = -2743605.965365 nChanged 229 SP:Iteration 32Q (1882.652407 sec): 3 clusters Score: Raw -2746923.309190 + Penalty 3246.089132 = -2743677.220058 nChanged 258 SP:Iteration 33Q (1882.731152 sec): 3 clusters Score: Raw -2747012.245259 + Penalty 3246.089132 = -2743766.156127 nChanged 269 SP:Iteration 34Q (1882.793228 sec): 3 clusters Score: Raw -2747111.652474 + Penalty 3246.089132 = -2743865.563343 nChanged 265 SP:Iteration 35Q (1882.858433 sec): 3 clusters Score: Raw -2747201.720036 + Penalty 3246.089132 = -2743955.630905 nChanged 247 SP:Iteration 36Q (1882.922591 sec): 3 clusters Score: Raw -2747292.987893 + Penalty 3246.089132 = -2744046.898761 nChanged 250 SP:Iteration 37Q (1882.987782 sec): 3 clusters Score: Raw -2747380.361268 + Penalty 3246.089132 = -2744134.272136 nChanged 243 SP:Iteration 38Q (1883.051610 sec): 3 clusters Score: Raw -2747474.754497 + Penalty 3246.089132 = -2744228.665365 nChanged 236 SP:Iteration 39Q (1883.113343 sec): 3 clusters Score: Raw -2747563.125594 + Penalty 3246.089132 = -2744317.036462 nChanged 219 SP:Iteration 40F (1883.182503 sec): 3 clusters Score: Raw -2747646.575275 + Penalty 3246.089132 = -2744400.486143 nChanged 213 SP:Iteration 41Q (1883.247855 sec): 3 clusters Score: Raw -2747728.357815 + Penalty 3246.089132 = -2744482.268683 nChanged 192 SP:Iteration 42Q (1883.315231 sec): 3 clusters Score: Raw -2747801.961363 + Penalty 3246.089132 = -2744555.872231 nChanged 185 SP:Iteration 43Q (1883.379933 sec): 3 clusters Score: Raw -2747871.652485 + Penalty 3246.089132 = -2744625.563353 nChanged 167 SP:Iteration 44Q (1883.448039 sec): 3 clusters Score: Raw -2747938.399173 + Penalty 3246.089132 = -2744692.310042 nChanged 151 SP:Iteration 45Q (1883.510410 sec): 3 clusters Score: Raw -2748000.020337 + Penalty 3246.089132 = -2744753.931205 nChanged 152 SP:Iteration 46Q (1883.580024 sec): 3 clusters Score: Raw -2748062.946122 + Penalty 3246.089132 = -2744816.856990 nChanged 140 SP:Iteration 47Q (1883.641204 sec): 3 clusters Score: Raw -2748122.791245 + Penalty 3246.089132 = -2744876.702113 nChanged 128 SP:Iteration 48Q (1883.708336 sec): 3 clusters Score: Raw -2748180.573564 + Penalty 3246.089132 = -2744934.484433 nChanged 112 SP:Iteration 49Q (1883.780923 sec): 3 clusters Score: Raw -2748232.809240 + Penalty 3246.089132 = -2744986.720109 nChanged 105 SP:Iteration 50Q (1883.843544 sec): 3 clusters Score: Raw -2748276.635946 + Penalty 3246.089132 = -2745030.546815 nChanged 90 SP:Iteration 51Q (1883.902926 sec): 3 clusters Score: Raw -2748309.491201 + Penalty 3246.089132 = -2745063.402069 nChanged 80 SP:Iteration 52Q (1883.955985 sec): 3 clusters Score: Raw -2748340.403739 + Penalty 3246.089132 = -2745094.314607 nChanged 75 SP:Iteration 53Q (1884.019083 sec): 3 clusters Score: Raw -2748368.333572 + Penalty 3246.089132 = -2745122.244440 nChanged 77 SP:Iteration 54Q (1884.081819 sec): 3 clusters Score: Raw -2748398.100888 + Penalty 3246.089132 = -2745152.011756 nChanged 63 SP:Iteration 55Q (1884.145522 sec): 3 clusters Score: Raw -2748420.735620 + Penalty 3246.089132 = -2745174.646489 nChanged 57 SP:Iteration 56Q (1884.209702 sec): 3 clusters Score: Raw -2748441.995480 + Penalty 3246.089132 = -2745195.906348 nChanged 48 SP:Iteration 57Q (1884.260828 sec): 3 clusters Score: Raw -2748457.780256 + Penalty 3246.089132 = -2745211.691124 nChanged 38 SP:Iteration 58Q (1884.321128 sec): 3 clusters Score: Raw -2748474.884617 + Penalty 3246.089132 = -2745228.795485 nChanged 33 SP:Iteration 59Q (1884.372633 sec): 3 clusters Score: Raw -2748488.970336 + Penalty 3246.089132 = -2745242.881204 nChanged 35 SP:Iteration 60F (1884.437984 sec): 3 clusters Score: Raw -2748504.637950 + Penalty 3246.089132 = -2745258.548818 nChanged 43 SP:Iteration 61Q (1884.493769 sec): 3 clusters Score: Raw -2748523.467320 + Penalty 3246.089132 = -2745277.378189 nChanged 35 SP:Iteration 62Q (1884.568192 sec): 3 clusters Score: Raw -2748544.506060 + Penalty 3246.089132 = -2745298.416929 nChanged 42 SP:Iteration 63Q (1884.618961 sec): 3 clusters Score: Raw -2748566.564837 + Penalty 3246.089132 = -2745320.475705 nChanged 38 SP:Iteration 64Q (1884.680607 sec): 3 clusters Score: Raw -2748585.640323 + Penalty 3246.089132 = -2745339.551191 nChanged 37 SP:Iteration 65Q (1884.744056 sec): 3 clusters Score: Raw -2748605.127226 + Penalty 3246.089132 = -2745359.038094 nChanged 32 SP:Iteration 66Q (1884.801976 sec): 3 clusters Score: Raw -2748621.890925 + Penalty 3246.089132 = -2745375.801794 nChanged 27 SP:Iteration 67Q (1884.868611 sec): 3 clusters Score: Raw -2748634.864057 + Penalty 3246.089132 = -2745388.774926 nChanged 24 SP:Iteration 68Q (1884.938123 sec): 3 clusters Score: Raw -2748644.387469 + Penalty 3246.089132 = -2745398.298337 nChanged 23 SP:Iteration 69Q (1884.991776 sec): 3 clusters Score: Raw -2748653.013985 + Penalty 3246.089132 = -2745406.924853 nChanged 14 SP:Iteration 70Q (1885.058224 sec): 3 clusters Score: Raw -2748660.949288 + Penalty 3246.089132 = -2745414.860156 nChanged 16 SP:Iteration 71Q (1885.114792 sec): 3 clusters Score: Raw -2748667.611417 + Penalty 3246.089132 = -2745421.522285 nChanged 14 SP:Iteration 72Q (1885.169593 sec): 3 clusters Score: Raw -2748672.777496 + Penalty 3246.089132 = -2745426.688364 nChanged 10 SP:Iteration 73Q (1885.225856 sec): 3 clusters Score: Raw -2748676.085871 + Penalty 3246.089132 = -2745429.996739 nChanged 11 SP:Iteration 74Q (1885.282419 sec): 3 clusters Score: Raw -2748681.157100 + Penalty 3246.089132 = -2745435.067969 nChanged 13 SP:Iteration 75Q (1885.357211 sec): 3 clusters Score: Raw -2748685.619605 + Penalty 3246.089132 = -2745439.530474 nChanged 9 SP:Iteration 76Q (1885.414114 sec): 3 clusters Score: Raw -2748690.575901 + Penalty 3246.089132 = -2745444.486769 nChanged 11 SP:Iteration 77Q (1885.473792 sec): 3 clusters Score: Raw -2748696.655076 + Penalty 3246.089132 = -2745450.565944 nChanged 12 SP:Iteration 78Q (1885.531884 sec): 3 clusters Score: Raw -2748703.511587 + Penalty 3246.089132 = -2745457.422455 nChanged 14 SP:Iteration 79Q (1885.580592 sec): 3 clusters Score: Raw -2748710.505681 + Penalty 3246.089132 = -2745464.416549 nChanged 10 SP:Iteration 80F (1885.643958 sec): 3 clusters Score: Raw -2748716.175011 + Penalty 3246.089132 = -2745470.085879 nChanged 13 SP:Iteration 81Q (1885.708924 sec): 3 clusters Score: Raw -2748723.497098 + Penalty 3246.089132 = -2745477.407966 nChanged 6 SP:Iteration 82Q (1885.780178 sec): 3 clusters Score: Raw -2748725.638893 + Penalty 3246.089132 = -2745479.549761 nChanged 4 SP:Iteration 83Q (1885.841203 sec): 3 clusters Score: Raw -2748727.657654 + Penalty 3246.089132 = -2745481.568523 nChanged 9 SP:Iteration 84Q (1885.898518 sec): 3 clusters Score: Raw -2748731.141939 + Penalty 3246.089132 = -2745485.052807 nChanged 7 SP:Iteration 85Q (1885.959347 sec): 3 clusters Score: Raw -2748734.916917 + Penalty 3246.089132 = -2745488.827786 nChanged 5 SP:Iteration 86Q (1886.019168 sec): 3 clusters Score: Raw -2748736.440763 + Penalty 3246.089132 = -2745490.351631 nChanged 4 SP:Iteration 87Q (1886.071413 sec): 3 clusters Score: Raw -2748737.970040 + Penalty 3246.089132 = -2745491.880908 nChanged 2 SP:Iteration 88Q (1886.142144 sec): 3 clusters Score: Raw -2748738.394154 + Penalty 3246.089132 = -2745492.305023 nChanged 1 SP:Iteration 89Q (1886.202802 sec): 3 clusters Score: Raw -2748738.724009 + Penalty 3246.089132 = -2745492.634878 nChanged 1 SP:Iteration 90Q (1886.271289 sec): 3 clusters Score: Raw -2748738.805872 + Penalty 3246.089132 = -2745492.716740 nChanged 1 SP:Iteration 91Q (1886.330196 sec): 3 clusters Score: Raw -2748738.987361 + Penalty 3246.089132 = -2745492.898229 nChanged 2 SP:Iteration 92Q (1886.384396 sec): 3 clusters Score: Raw -2748739.657281 + Penalty 3246.089132 = -2745493.568150 nChanged 0 SP:Iteration 93F (1886.457834 sec): 3 clusters Score: Raw -2748739.657281 + Penalty 3246.089132 = -2745493.568150 nChanged 0 Trying to split cluster 16 (21272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1886.497847 sec): 2 clusters Score: Raw -2457905.099067 + Penalty 1619.336377 = -2456285.762691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1886.561420 sec): 3 clusters Score: Raw -2445002.155483 + Penalty 3238.672753 = -2441763.482730 nChanged 9590 SP:Iteration 1F (1886.623657 sec): 3 clusters Score: Raw -2450364.882934 + Penalty 3238.672753 = -2447126.210181 nChanged 1185 SP:Iteration 2F (1886.684352 sec): 3 clusters Score: Raw -2450883.718437 + Penalty 3238.672753 = -2447645.045684 nChanged 1238 SP:Iteration 3F (1886.747835 sec): 3 clusters Score: Raw -2451486.771153 + Penalty 3238.672753 = -2448248.098400 nChanged 1302 SP:Iteration 4F (1886.812962 sec): 3 clusters Score: Raw -2452243.893692 + Penalty 3238.672753 = -2449005.220939 nChanged 1408 SP:Iteration 5F (1886.868822 sec): 3 clusters Score: Raw -2453156.493140 + Penalty 3238.672753 = -2449917.820386 nChanged 1375 SP:Iteration 6F (1886.927419 sec): 3 clusters Score: Raw -2454038.361738 + Penalty 3238.672753 = -2450799.688985 nChanged 1197 SP:Iteration 7F (1886.990807 sec): 3 clusters Score: Raw -2454849.265183 + Penalty 3238.672753 = -2451610.592430 nChanged 975 SP:Iteration 8Q (1887.052388 sec): 3 clusters Score: Raw -2455547.224369 + Penalty 3238.672753 = -2452308.551615 nChanged 800 SP:Iteration 9Q (1887.119539 sec): 3 clusters Score: Raw -2456111.624659 + Penalty 3238.672753 = -2452872.951906 nChanged 613 SP:Iteration 10Q (1887.187515 sec): 3 clusters Score: Raw -2456550.231163 + Penalty 3238.672753 = -2453311.558410 nChanged 509 SP:Iteration 11Q (1887.256644 sec): 3 clusters Score: Raw -2456858.713804 + Penalty 3238.672753 = -2453620.041051 nChanged 374 SP:Iteration 12Q (1887.318549 sec): 3 clusters Score: Raw -2457075.827063 + Penalty 3238.672753 = -2453837.154310 nChanged 314 SP:Iteration 13Q (1887.379748 sec): 3 clusters Score: Raw -2457246.386852 + Penalty 3238.672753 = -2454007.714099 nChanged 268 SP:Iteration 14Q (1887.430775 sec): 3 clusters Score: Raw -2457384.069676 + Penalty 3238.672753 = -2454145.396923 nChanged 213 SP:Iteration 15Q (1887.493652 sec): 3 clusters Score: Raw -2457499.215687 + Penalty 3238.672753 = -2454260.542933 nChanged 178 SP:Iteration 16Q (1887.550047 sec): 3 clusters Score: Raw -2457589.706962 + Penalty 3238.672753 = -2454351.034209 nChanged 170 SP:Iteration 17Q (1887.611525 sec): 3 clusters Score: Raw -2457672.777609 + Penalty 3238.672753 = -2454434.104856 nChanged 153 SP:Iteration 18Q (1887.680233 sec): 3 clusters Score: Raw -2457748.417674 + Penalty 3238.672753 = -2454509.744921 nChanged 136 SP:Iteration 19Q (1887.746198 sec): 3 clusters Score: Raw -2457819.620497 + Penalty 3238.672753 = -2454580.947744 nChanged 128 SP:Iteration 20F (1887.815515 sec): 3 clusters Score: Raw -2457886.400984 + Penalty 3238.672753 = -2454647.728231 nChanged 110 SP:Iteration 21Q (1887.881555 sec): 3 clusters Score: Raw -2457934.691859 + Penalty 3238.672753 = -2454696.019106 nChanged 88 SP:Iteration 22Q (1887.951742 sec): 3 clusters Score: Raw -2457975.588078 + Penalty 3238.672753 = -2454736.915325 nChanged 84 SP:Iteration 23Q (1888.009186 sec): 3 clusters Score: Raw -2458010.988258 + Penalty 3238.672753 = -2454772.315505 nChanged 72 SP:Iteration 24Q (1888.078620 sec): 3 clusters Score: Raw -2458036.735621 + Penalty 3238.672753 = -2454798.062868 nChanged 56 SP:Iteration 25Q (1888.138403 sec): 3 clusters Score: Raw -2458058.432468 + Penalty 3238.672753 = -2454819.759714 nChanged 54 SP:Iteration 26Q (1888.206666 sec): 3 clusters Score: Raw -2458078.329340 + Penalty 3238.672753 = -2454839.656587 nChanged 55 SP:Iteration 27Q (1888.280855 sec): 3 clusters Score: Raw -2458095.554190 + Penalty 3238.672753 = -2454856.881436 nChanged 43 SP:Iteration 28Q (1888.336031 sec): 3 clusters Score: Raw -2458106.885598 + Penalty 3238.672753 = -2454868.212845 nChanged 31 SP:Iteration 29Q (1888.394954 sec): 3 clusters Score: Raw -2458117.345023 + Penalty 3238.672753 = -2454878.672270 nChanged 29 SP:Iteration 30Q (1888.455575 sec): 3 clusters Score: Raw -2458128.809696 + Penalty 3238.672753 = -2454890.136943 nChanged 38 SP:Iteration 31Q (1888.518170 sec): 3 clusters Score: Raw -2458140.923709 + Penalty 3238.672753 = -2454902.250956 nChanged 31 SP:Iteration 32Q (1888.585557 sec): 3 clusters Score: Raw -2458148.924520 + Penalty 3238.672753 = -2454910.251767 nChanged 26 SP:Iteration 33Q (1888.639359 sec): 3 clusters Score: Raw -2458156.783403 + Penalty 3238.672753 = -2454918.110650 nChanged 21 SP:Iteration 34Q (1888.706423 sec): 3 clusters Score: Raw -2458163.697502 + Penalty 3238.672753 = -2454925.024749 nChanged 17 SP:Iteration 35Q (1888.763633 sec): 3 clusters Score: Raw -2458167.397372 + Penalty 3238.672753 = -2454928.724618 nChanged 11 SP:Iteration 36Q (1888.822079 sec): 3 clusters Score: Raw -2458169.873333 + Penalty 3238.672753 = -2454931.200580 nChanged 7 SP:Iteration 37Q (1888.875339 sec): 3 clusters Score: Raw -2458171.176211 + Penalty 3238.672753 = -2454932.503458 nChanged 7 SP:Iteration 38Q (1888.939856 sec): 3 clusters Score: Raw -2458172.508869 + Penalty 3238.672753 = -2454933.836115 nChanged 5 SP:Iteration 39Q (1888.995736 sec): 3 clusters Score: Raw -2458173.488162 + Penalty 3238.672753 = -2454934.815408 nChanged 3 SP:Iteration 40F (1889.055750 sec): 3 clusters Score: Raw -2458174.549255 + Penalty 3238.672753 = -2454935.876501 nChanged 2 SP:Iteration 41Q (1889.118973 sec): 3 clusters Score: Raw -2458175.038795 + Penalty 3238.672753 = -2454936.366042 nChanged 3 SP:Iteration 42Q (1889.169488 sec): 3 clusters Score: Raw -2458175.557572 + Penalty 3238.672753 = -2454936.884819 nChanged 0 SP:Iteration 43F (1889.233081 sec): 3 clusters Score: Raw -2458175.557572 + Penalty 3238.672753 = -2454936.884819 nChanged 0 Trying to split cluster 17 (17896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1889.268272 sec): 2 clusters Score: Raw -2230757.647433 + Penalty 1591.254032 = -2229166.393401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1889.335253 sec): 3 clusters Score: Raw -2219980.297331 + Penalty 3182.508064 = -2216797.789267 nChanged 8069 SP:Iteration 1F (1889.388535 sec): 3 clusters Score: Raw -2224524.497561 + Penalty 3182.508064 = -2221341.989498 nChanged 1058 SP:Iteration 2F (1889.447305 sec): 3 clusters Score: Raw -2225040.100313 + Penalty 3182.508064 = -2221857.592250 nChanged 983 SP:Iteration 3F (1889.503640 sec): 3 clusters Score: Raw -2225535.068593 + Penalty 3182.508064 = -2222352.560530 nChanged 1037 SP:Iteration 4F (1889.564329 sec): 3 clusters Score: Raw -2226098.881327 + Penalty 3182.508064 = -2222916.373264 nChanged 997 SP:Iteration 5F (1889.628762 sec): 3 clusters Score: Raw -2226687.833712 + Penalty 3182.508064 = -2223505.325648 nChanged 1030 SP:Iteration 6F (1889.681637 sec): 3 clusters Score: Raw -2227368.334439 + Penalty 3182.508064 = -2224185.826375 nChanged 1041 SP:Iteration 7F (1889.745926 sec): 3 clusters Score: Raw -2228108.855779 + Penalty 3182.508064 = -2224926.347716 nChanged 952 SP:Iteration 8F (1889.812171 sec): 3 clusters Score: Raw -2228795.611974 + Penalty 3182.508064 = -2225613.103911 nChanged 890 SP:Iteration 9Q (1889.876061 sec): 3 clusters Score: Raw -2229345.387033 + Penalty 3182.508064 = -2226162.878969 nChanged 655 SP:Iteration 10Q (1889.927979 sec): 3 clusters Score: Raw -2229645.333604 + Penalty 3182.508064 = -2226462.825540 nChanged 440 SP:Iteration 11Q (1889.991107 sec): 3 clusters Score: Raw -2229780.298486 + Penalty 3182.508064 = -2226597.790422 nChanged 313 SP:Iteration 12Q (1890.054379 sec): 3 clusters Score: Raw -2229856.174100 + Penalty 3182.508064 = -2226673.666037 nChanged 217 SP:Iteration 13Q (1890.117873 sec): 3 clusters Score: Raw -2229907.031628 + Penalty 3182.508064 = -2226724.523565 nChanged 163 SP:Iteration 14Q (1890.181432 sec): 3 clusters Score: Raw -2229940.129996 + Penalty 3182.508064 = -2226757.621933 nChanged 146 SP:Iteration 15Q (1890.247853 sec): 3 clusters Score: Raw -2229961.554079 + Penalty 3182.508064 = -2226779.046015 nChanged 94 SP:Iteration 16Q (1890.319093 sec): 3 clusters Score: Raw -2229972.015850 + Penalty 3182.508064 = -2226789.507786 nChanged 65 SP:Iteration 17Q (1890.376376 sec): 3 clusters Score: Raw -2229980.573196 + Penalty 3182.508064 = -2226798.065133 nChanged 66 SP:Iteration 18Q (1890.436869 sec): 3 clusters Score: Raw -2229987.194772 + Penalty 3182.508064 = -2226804.686708 nChanged 52 SP:Iteration 19Q (1890.506192 sec): 3 clusters Score: Raw -2229992.508741 + Penalty 3182.508064 = -2226810.000677 nChanged 55 SP:Iteration 20F (1890.560057 sec): 3 clusters Score: Raw -2229997.591512 + Penalty 3182.508064 = -2226815.083448 nChanged 48 SP:Iteration 21Q (1890.620767 sec): 3 clusters Score: Raw -2230002.788085 + Penalty 3182.508064 = -2226820.280022 nChanged 40 SP:Iteration 22Q (1890.683365 sec): 3 clusters Score: Raw -2230006.256857 + Penalty 3182.508064 = -2226823.748793 nChanged 33 SP:Iteration 23Q (1890.750230 sec): 3 clusters Score: Raw -2230009.020703 + Penalty 3182.508064 = -2226826.512639 nChanged 35 SP:Iteration 24Q (1890.813485 sec): 3 clusters Score: Raw -2230012.701215 + Penalty 3182.508064 = -2226830.193151 nChanged 28 SP:Iteration 25Q (1890.874364 sec): 3 clusters Score: Raw -2230014.697804 + Penalty 3182.508064 = -2226832.189741 nChanged 21 SP:Iteration 26Q (1890.935708 sec): 3 clusters Score: Raw -2230016.176206 + Penalty 3182.508064 = -2226833.668143 nChanged 17 SP:Iteration 27Q (1890.993618 sec): 3 clusters Score: Raw -2230017.595460 + Penalty 3182.508064 = -2226835.087396 nChanged 16 SP:Iteration 28Q (1891.050673 sec): 3 clusters Score: Raw -2230018.682266 + Penalty 3182.508064 = -2226836.174203 nChanged 18 SP:Iteration 29Q (1891.106730 sec): 3 clusters Score: Raw -2230020.035897 + Penalty 3182.508064 = -2226837.527833 nChanged 15 SP:Iteration 30Q (1891.170601 sec): 3 clusters Score: Raw -2230020.892681 + Penalty 3182.508064 = -2226838.384618 nChanged 9 SP:Iteration 31Q (1891.243143 sec): 3 clusters Score: Raw -2230021.375511 + Penalty 3182.508064 = -2226838.867448 nChanged 5 SP:Iteration 32Q (1891.303604 sec): 3 clusters Score: Raw -2230021.656723 + Penalty 3182.508064 = -2226839.148659 nChanged 5 SP:Iteration 33Q (1891.358439 sec): 3 clusters Score: Raw -2230021.871685 + Penalty 3182.508064 = -2226839.363621 nChanged 5 SP:Iteration 34Q (1891.419046 sec): 3 clusters Score: Raw -2230022.239954 + Penalty 3182.508064 = -2226839.731890 nChanged 4 SP:Iteration 35Q (1891.476320 sec): 3 clusters Score: Raw -2230022.606062 + Penalty 3182.508064 = -2226840.097999 nChanged 7 SP:Iteration 36Q (1891.531518 sec): 3 clusters Score: Raw -2230023.176690 + Penalty 3182.508064 = -2226840.668626 nChanged 9 SP:Iteration 37Q (1891.605399 sec): 3 clusters Score: Raw -2230024.036789 + Penalty 3182.508064 = -2226841.528725 nChanged 11 SP:Iteration 38Q (1891.664211 sec): 3 clusters Score: Raw -2230024.827659 + Penalty 3182.508064 = -2226842.319595 nChanged 6 SP:Iteration 39Q (1891.718121 sec): 3 clusters Score: Raw -2230025.178708 + Penalty 3182.508064 = -2226842.670645 nChanged 6 SP:Iteration 40F (1891.782272 sec): 3 clusters Score: Raw -2230025.574379 + Penalty 3182.508064 = -2226843.066316 nChanged 5 SP:Iteration 41Q (1891.834033 sec): 3 clusters Score: Raw -2230025.759342 + Penalty 3182.508064 = -2226843.251278 nChanged 4 SP:Iteration 42Q (1891.895050 sec): 3 clusters Score: Raw -2230025.955629 + Penalty 3182.508064 = -2226843.447565 nChanged 5 SP:Iteration 43Q (1891.957104 sec): 3 clusters Score: Raw -2230026.319185 + Penalty 3182.508064 = -2226843.811121 nChanged 7 SP:Iteration 44Q (1892.023330 sec): 3 clusters Score: Raw -2230026.833556 + Penalty 3182.508064 = -2226844.325493 nChanged 9 SP:Iteration 45Q (1892.081333 sec): 3 clusters Score: Raw -2230027.328356 + Penalty 3182.508064 = -2226844.820293 nChanged 6 SP:Iteration 46Q (1892.134878 sec): 3 clusters Score: Raw -2230027.617374 + Penalty 3182.508064 = -2226845.109311 nChanged 6 SP:Iteration 47Q (1892.193317 sec): 3 clusters Score: Raw -2230027.993030 + Penalty 3182.508064 = -2226845.484966 nChanged 2 SP:Iteration 48Q (1892.250668 sec): 3 clusters Score: Raw -2230028.084191 + Penalty 3182.508064 = -2226845.576127 nChanged 3 SP:Iteration 49Q (1892.311422 sec): 3 clusters Score: Raw -2230028.227194 + Penalty 3182.508064 = -2226845.719131 nChanged 5 SP:Iteration 50Q (1892.374142 sec): 3 clusters Score: Raw -2230028.437287 + Penalty 3182.508064 = -2226845.929223 nChanged 2 SP:Iteration 51Q (1892.431972 sec): 3 clusters Score: Raw -2230028.499648 + Penalty 3182.508064 = -2226845.991584 nChanged 1 SP:Iteration 52Q (1892.484286 sec): 3 clusters Score: Raw -2230028.517191 + Penalty 3182.508064 = -2226846.009128 nChanged 0 SP:Iteration 53F (1892.537955 sec): 3 clusters Score: Raw -2230028.517191 + Penalty 3182.508064 = -2226846.009128 nChanged 0 Trying to split cluster 18 (3665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1892.568483 sec): 2 clusters Score: Raw -446919.624779 + Penalty 1333.569837 = -445586.054942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1892.612738 sec): 3 clusters Score: Raw -445093.020444 + Penalty 2667.139675 = -442425.880770 nChanged 1467 SP:Iteration 1F (1892.654890 sec): 3 clusters Score: Raw -445937.907007 + Penalty 2667.139675 = -443270.767333 nChanged 265 SP:Iteration 2F (1892.687048 sec): 3 clusters Score: Raw -446116.831633 + Penalty 2667.139675 = -443449.691958 nChanged 222 SP:Iteration 3F (1892.729332 sec): 3 clusters Score: Raw -446266.214519 + Penalty 2667.139675 = -443599.074844 nChanged 168 SP:Iteration 4Q (1892.760085 sec): 3 clusters Score: Raw -446382.815329 + Penalty 2667.139675 = -443715.675654 nChanged 164 SP:Iteration 5Q (1892.802001 sec): 3 clusters Score: Raw -446499.079273 + Penalty 2667.139675 = -443831.939598 nChanged 149 SP:Iteration 6Q (1892.840804 sec): 3 clusters Score: Raw -446605.249444 + Penalty 2667.139675 = -443938.109769 nChanged 145 SP:Iteration 7Q (1892.873564 sec): 3 clusters Score: Raw -446700.971973 + Penalty 2667.139675 = -444033.832298 nChanged 113 SP:Iteration 8Q (1892.908475 sec): 3 clusters Score: Raw -446781.247999 + Penalty 2667.139675 = -444114.108324 nChanged 103 SP:Iteration 9Q (1892.955763 sec): 3 clusters Score: Raw -446846.553579 + Penalty 2667.139675 = -444179.413905 nChanged 91 SP:Iteration 10Q (1892.986262 sec): 3 clusters Score: Raw -446902.686441 + Penalty 2667.139675 = -444235.546766 nChanged 80 SP:Iteration 11Q (1893.021191 sec): 3 clusters Score: Raw -446942.477940 + Penalty 2667.139675 = -444275.338265 nChanged 73 SP:Iteration 12Q (1893.056608 sec): 3 clusters Score: Raw -446976.909920 + Penalty 2667.139675 = -444309.770246 nChanged 61 SP:Iteration 13Q (1893.094580 sec): 3 clusters Score: Raw -447004.889622 + Penalty 2667.139675 = -444337.749948 nChanged 58 SP:Iteration 14Q (1893.142996 sec): 3 clusters Score: Raw -447035.337160 + Penalty 2667.139675 = -444368.197486 nChanged 54 SP:Iteration 15Q (1893.189278 sec): 3 clusters Score: Raw -447067.214007 + Penalty 2667.139675 = -444400.074332 nChanged 61 SP:Iteration 16Q (1893.237570 sec): 3 clusters Score: Raw -447098.426267 + Penalty 2667.139675 = -444431.286593 nChanged 59 SP:Iteration 17Q (1893.267341 sec): 3 clusters Score: Raw -447125.267330 + Penalty 2667.139675 = -444458.127656 nChanged 41 SP:Iteration 18Q (1893.309802 sec): 3 clusters Score: Raw -447143.533681 + Penalty 2667.139675 = -444476.394006 nChanged 48 SP:Iteration 19Q (1893.348526 sec): 3 clusters Score: Raw -447166.669488 + Penalty 2667.139675 = -444499.529814 nChanged 36 SP:Iteration 20F (1893.387445 sec): 3 clusters Score: Raw -447183.926397 + Penalty 2667.139675 = -444516.786722 nChanged 30 SP:Iteration 21Q (1893.426940 sec): 3 clusters Score: Raw -447196.709233 + Penalty 2667.139675 = -444529.569559 nChanged 24 SP:Iteration 22Q (1893.473492 sec): 3 clusters Score: Raw -447209.071479 + Penalty 2667.139675 = -444541.931804 nChanged 33 SP:Iteration 23Q (1893.504272 sec): 3 clusters Score: Raw -447225.082951 + Penalty 2667.139675 = -444557.943276 nChanged 25 SP:Iteration 24Q (1893.542728 sec): 3 clusters Score: Raw -447233.591158 + Penalty 2667.139675 = -444566.451484 nChanged 9 SP:Iteration 25Q (1893.589409 sec): 3 clusters Score: Raw -447237.049528 + Penalty 2667.139675 = -444569.909853 nChanged 8 SP:Iteration 26Q (1893.620681 sec): 3 clusters Score: Raw -447239.498212 + Penalty 2667.139675 = -444572.358538 nChanged 17 SP:Iteration 27Q (1893.669189 sec): 3 clusters Score: Raw -447244.628982 + Penalty 2667.139675 = -444577.489307 nChanged 15 SP:Iteration 28Q (1893.714738 sec): 3 clusters Score: Raw -447249.330647 + Penalty 2667.139675 = -444582.190972 nChanged 11 SP:Iteration 29Q (1893.751196 sec): 3 clusters Score: Raw -447252.466762 + Penalty 2667.139675 = -444585.327088 nChanged 8 SP:Iteration 30Q (1893.805210 sec): 3 clusters Score: Raw -447254.411851 + Penalty 2667.139675 = -444587.272176 nChanged 7 SP:Iteration 31Q (1893.837633 sec): 3 clusters Score: Raw -447256.590261 + Penalty 2667.139675 = -444589.450587 nChanged 13 SP:Iteration 32Q (1893.871538 sec): 3 clusters Score: Raw -447260.767148 + Penalty 2667.139675 = -444593.627473 nChanged 16 SP:Iteration 33Q (1893.906259 sec): 3 clusters Score: Raw -447266.105165 + Penalty 2667.139675 = -444598.965490 nChanged 14 SP:Iteration 34Q (1893.941253 sec): 3 clusters Score: Raw -447269.842019 + Penalty 2667.139675 = -444602.702345 nChanged 11 SP:Iteration 35Q (1893.984414 sec): 3 clusters Score: Raw -447273.741983 + Penalty 2667.139675 = -444606.602309 nChanged 13 SP:Iteration 36Q (1894.037662 sec): 3 clusters Score: Raw -447278.553958 + Penalty 2667.139675 = -444611.414284 nChanged 12 SP:Iteration 37Q (1894.082059 sec): 3 clusters Score: Raw -447281.800115 + Penalty 2667.139675 = -444614.660440 nChanged 9 SP:Iteration 38Q (1894.127755 sec): 3 clusters Score: Raw -447283.763825 + Penalty 2667.139675 = -444616.624150 nChanged 4 SP:Iteration 39Q (1894.166438 sec): 3 clusters Score: Raw -447284.698138 + Penalty 2667.139675 = -444617.558463 nChanged 3 SP:Iteration 40F (1894.218886 sec): 3 clusters Score: Raw -447285.385416 + Penalty 2667.139675 = -444618.245742 nChanged 5 SP:Iteration 41Q (1894.264867 sec): 3 clusters Score: Raw -447286.267606 + Penalty 2667.139675 = -444619.127931 nChanged 1 SP:Iteration 42Q (1894.302849 sec): 3 clusters Score: Raw -447286.695537 + Penalty 2667.139675 = -444619.555863 nChanged 2 SP:Iteration 43Q (1894.349622 sec): 3 clusters Score: Raw -447286.982248 + Penalty 2667.139675 = -444619.842573 nChanged 1 SP:Iteration 44Q (1894.397076 sec): 3 clusters Score: Raw -447287.147035 + Penalty 2667.139675 = -444620.007361 nChanged 0 SP:Iteration 45F (1894.445350 sec): 3 clusters Score: Raw -447287.147035 + Penalty 2667.139675 = -444620.007361 nChanged 0 Trying to split cluster 19 (5853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1894.468187 sec): 2 clusters Score: Raw -630437.215648 + Penalty 1409.640315 = -629027.575333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1894.517488 sec): 3 clusters Score: Raw -627307.146353 + Penalty 2819.280630 = -624487.865723 nChanged 2459 SP:Iteration 1F (1894.572542 sec): 3 clusters Score: Raw -628830.271241 + Penalty 2819.280630 = -626010.990612 nChanged 576 SP:Iteration 2F (1894.616834 sec): 3 clusters Score: Raw -629366.861843 + Penalty 2819.280630 = -626547.581213 nChanged 546 SP:Iteration 3F (1894.662996 sec): 3 clusters Score: Raw -629954.990763 + Penalty 2819.280630 = -627135.710134 nChanged 499 SP:Iteration 4F (1894.698956 sec): 3 clusters Score: Raw -630372.660861 + Penalty 2819.280630 = -627553.380231 nChanged 348 SP:Iteration 5F (1894.749020 sec): 3 clusters Score: Raw -630609.477510 + Penalty 2819.280630 = -627790.196880 nChanged 281 SP:Iteration 6Q (1894.785362 sec): 3 clusters Score: Raw -630774.951914 + Penalty 2819.280630 = -627955.671285 nChanged 217 SP:Iteration 7Q (1894.831396 sec): 3 clusters Score: Raw -630891.158429 + Penalty 2819.280630 = -628071.877799 nChanged 147 SP:Iteration 8Q (1894.868970 sec): 3 clusters Score: Raw -630958.803094 + Penalty 2819.280630 = -628139.522464 nChanged 132 SP:Iteration 9Q (1894.916685 sec): 3 clusters Score: Raw -631022.176778 + Penalty 2819.280630 = -628202.896148 nChanged 122 SP:Iteration 10Q (1894.969483 sec): 3 clusters Score: Raw -631087.020384 + Penalty 2819.280630 = -628267.739754 nChanged 137 SP:Iteration 11Q (1895.019549 sec): 3 clusters Score: Raw -631159.580606 + Penalty 2819.280630 = -628340.299977 nChanged 108 SP:Iteration 12Q (1895.055818 sec): 3 clusters Score: Raw -631213.757609 + Penalty 2819.280630 = -628394.476979 nChanged 113 SP:Iteration 13Q (1895.100088 sec): 3 clusters Score: Raw -631269.807865 + Penalty 2819.280630 = -628450.527236 nChanged 96 SP:Iteration 14Q (1895.135357 sec): 3 clusters Score: Raw -631317.366981 + Penalty 2819.280630 = -628498.086351 nChanged 91 SP:Iteration 15Q (1895.183256 sec): 3 clusters Score: Raw -631363.164043 + Penalty 2819.280630 = -628543.883414 nChanged 65 SP:Iteration 16Q (1895.220659 sec): 3 clusters Score: Raw -631389.824515 + Penalty 2819.280630 = -628570.543886 nChanged 47 SP:Iteration 17Q (1895.273057 sec): 3 clusters Score: Raw -631412.099778 + Penalty 2819.280630 = -628592.819148 nChanged 34 SP:Iteration 18Q (1895.312349 sec): 3 clusters Score: Raw -631426.712855 + Penalty 2819.280630 = -628607.432226 nChanged 34 SP:Iteration 19Q (1895.354276 sec): 3 clusters Score: Raw -631438.293393 + Penalty 2819.280630 = -628619.012763 nChanged 34 SP:Iteration 20F (1895.400557 sec): 3 clusters Score: Raw -631448.627907 + Penalty 2819.280630 = -628629.347278 nChanged 20 SP:Iteration 21Q (1895.441005 sec): 3 clusters Score: Raw -631456.153335 + Penalty 2819.280630 = -628636.872706 nChanged 21 SP:Iteration 22Q (1895.492080 sec): 3 clusters Score: Raw -631462.362726 + Penalty 2819.280630 = -628643.082097 nChanged 14 SP:Iteration 23Q (1895.536624 sec): 3 clusters Score: Raw -631466.172656 + Penalty 2819.280630 = -628646.892027 nChanged 9 SP:Iteration 24Q (1895.585136 sec): 3 clusters Score: Raw -631468.964719 + Penalty 2819.280630 = -628649.684089 nChanged 11 SP:Iteration 25Q (1895.631288 sec): 3 clusters Score: Raw -631472.587149 + Penalty 2819.280630 = -628653.306519 nChanged 7 SP:Iteration 26Q (1895.671049 sec): 3 clusters Score: Raw -631475.115730 + Penalty 2819.280630 = -628655.835101 nChanged 4 SP:Iteration 27Q (1895.717111 sec): 3 clusters Score: Raw -631476.013896 + Penalty 2819.280630 = -628656.733267 nChanged 3 SP:Iteration 28Q (1895.756533 sec): 3 clusters Score: Raw -631476.685173 + Penalty 2819.280630 = -628657.404544 nChanged 2 SP:Iteration 29Q (1895.804836 sec): 3 clusters Score: Raw -631476.925000 + Penalty 2819.280630 = -628657.644370 nChanged 0 SP:Iteration 30F (1895.843152 sec): 3 clusters Score: Raw -631476.925000 + Penalty 2819.280630 = -628657.644370 nChanged 0 Trying to split cluster 20 (1739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1895.863373 sec): 2 clusters Score: Raw -218262.133789 + Penalty 1212.423146 = -217049.710643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1895.893878 sec): 3 clusters Score: Raw -217563.307385 + Penalty 2424.846292 = -215138.461093 nChanged 587 SP:Iteration 1F (1895.924138 sec): 3 clusters Score: Raw -217978.045639 + Penalty 2424.846292 = -215553.199347 nChanged 150 SP:Iteration 2F (1895.961586 sec): 3 clusters Score: Raw -218129.090404 + Penalty 2424.846292 = -215704.244112 nChanged 111 SP:Iteration 3F (1895.991448 sec): 3 clusters Score: Raw -218224.668981 + Penalty 2424.846292 = -215799.822689 nChanged 84 SP:Iteration 4Q (1896.037756 sec): 3 clusters Score: Raw -218301.609033 + Penalty 2424.846292 = -215876.762741 nChanged 82 SP:Iteration 5Q (1896.065595 sec): 3 clusters Score: Raw -218388.582120 + Penalty 2424.846292 = -215963.735828 nChanged 70 SP:Iteration 6Q (1896.102628 sec): 3 clusters Score: Raw -218465.089105 + Penalty 2424.846292 = -216040.242813 nChanged 65 SP:Iteration 7Q (1896.140790 sec): 3 clusters Score: Raw -218537.298745 + Penalty 2424.846292 = -216112.452453 nChanged 56 SP:Iteration 8Q (1896.188000 sec): 3 clusters Score: Raw -218602.753947 + Penalty 2424.846292 = -216177.907655 nChanged 48 SP:Iteration 9Q (1896.222218 sec): 3 clusters Score: Raw -218653.414872 + Penalty 2424.846292 = -216228.568580 nChanged 30 SP:Iteration 10Q (1896.253674 sec): 3 clusters Score: Raw -218681.688150 + Penalty 2424.846292 = -216256.841858 nChanged 24 SP:Iteration 11Q (1896.283397 sec): 3 clusters Score: Raw -218703.406570 + Penalty 2424.846292 = -216278.560277 nChanged 20 SP:Iteration 12Q (1896.324824 sec): 3 clusters Score: Raw -218721.500663 + Penalty 2424.846292 = -216296.654371 nChanged 8 SP:Iteration 13Q (1896.363109 sec): 3 clusters Score: Raw -218725.597138 + Penalty 2424.846292 = -216300.750845 nChanged 3 SP:Iteration 14Q (1896.393569 sec): 3 clusters Score: Raw -218727.583159 + Penalty 2424.846292 = -216302.736867 nChanged 6 SP:Iteration 15Q (1896.421744 sec): 3 clusters Score: Raw -218730.270064 + Penalty 2424.846292 = -216305.423771 nChanged 3 SP:Iteration 16Q (1896.462989 sec): 3 clusters Score: Raw -218731.944828 + Penalty 2424.846292 = -216307.098536 nChanged 2 SP:Iteration 17Q (1896.507426 sec): 3 clusters Score: Raw -218733.121828 + Penalty 2424.846292 = -216308.275536 nChanged 2 SP:Iteration 18Q (1896.533793 sec): 3 clusters Score: Raw -218734.581730 + Penalty 2424.846292 = -216309.735438 nChanged 2 SP:Iteration 19Q (1896.573897 sec): 3 clusters Score: Raw -218735.591079 + Penalty 2424.846292 = -216310.744787 nChanged 1 SP:Iteration 20F (1896.606594 sec): 3 clusters Score: Raw -218736.161393 + Penalty 2424.846292 = -216311.315101 nChanged 1 SP:Iteration 21Q (1896.647936 sec): 3 clusters Score: Raw -218736.766212 + Penalty 2424.846292 = -216311.919920 nChanged 0 SP:Iteration 22F (1896.682647 sec): 3 clusters Score: Raw -218736.766212 + Penalty 2424.846292 = -216311.919920 nChanged 0 Trying to split cluster 21 (8547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1896.711450 sec): 2 clusters Score: Raw -1068016.529706 + Penalty 1471.167039 = -1066545.362667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1896.759121 sec): 3 clusters Score: Raw -1063295.718822 + Penalty 2942.334078 = -1060353.384744 nChanged 3602 SP:Iteration 1F (1896.819074 sec): 3 clusters Score: Raw -1065203.966582 + Penalty 2942.334078 = -1062261.632505 nChanged 532 SP:Iteration 2F (1896.868736 sec): 3 clusters Score: Raw -1065417.762095 + Penalty 2942.334078 = -1062475.428017 nChanged 409 SP:Iteration 3Q (1896.922430 sec): 3 clusters Score: Raw -1065560.540773 + Penalty 2942.334078 = -1062618.206695 nChanged 307 SP:Iteration 4Q (1896.969454 sec): 3 clusters Score: Raw -1065652.923157 + Penalty 2942.334078 = -1062710.589080 nChanged 247 SP:Iteration 5Q (1897.012442 sec): 3 clusters Score: Raw -1065733.917426 + Penalty 2942.334078 = -1062791.583348 nChanged 219 SP:Iteration 6Q (1897.057074 sec): 3 clusters Score: Raw -1065803.615706 + Penalty 2942.334078 = -1062861.281629 nChanged 189 SP:Iteration 7Q (1897.098065 sec): 3 clusters Score: Raw -1065866.388097 + Penalty 2942.334078 = -1062924.054020 nChanged 180 SP:Iteration 8Q (1897.139325 sec): 3 clusters Score: Raw -1065922.258395 + Penalty 2942.334078 = -1062979.924317 nChanged 188 SP:Iteration 9Q (1897.174622 sec): 3 clusters Score: Raw -1065984.242124 + Penalty 2942.334078 = -1063041.908047 nChanged 181 SP:Iteration 10Q (1897.233284 sec): 3 clusters Score: Raw -1066040.320857 + Penalty 2942.334078 = -1063097.986779 nChanged 183 SP:Iteration 11Q (1897.273838 sec): 3 clusters Score: Raw -1066106.654313 + Penalty 2942.334078 = -1063164.320236 nChanged 207 SP:Iteration 12Q (1897.331279 sec): 3 clusters Score: Raw -1066179.530956 + Penalty 2942.334078 = -1063237.196879 nChanged 198 SP:Iteration 13Q (1897.370402 sec): 3 clusters Score: Raw -1066261.599798 + Penalty 2942.334078 = -1063319.265720 nChanged 213 SP:Iteration 14Q (1897.415604 sec): 3 clusters Score: Raw -1066354.551105 + Penalty 2942.334078 = -1063412.217027 nChanged 211 SP:Iteration 15Q (1897.463785 sec): 3 clusters Score: Raw -1066447.544429 + Penalty 2942.334078 = -1063505.210352 nChanged 228 SP:Iteration 16Q (1897.505430 sec): 3 clusters Score: Raw -1066560.532426 + Penalty 2942.334078 = -1063618.198349 nChanged 233 SP:Iteration 17Q (1897.547417 sec): 3 clusters Score: Raw -1066688.178904 + Penalty 2942.334078 = -1063745.844826 nChanged 239 SP:Iteration 18Q (1897.603124 sec): 3 clusters Score: Raw -1066821.117807 + Penalty 2942.334078 = -1063878.783729 nChanged 248 SP:Iteration 19Q (1897.646855 sec): 3 clusters Score: Raw -1066953.084029 + Penalty 2942.334078 = -1064010.749951 nChanged 238 SP:Iteration 20F (1897.696458 sec): 3 clusters Score: Raw -1067098.760104 + Penalty 2942.334078 = -1064156.426027 nChanged 252 SP:Iteration 21Q (1897.744087 sec): 3 clusters Score: Raw -1067236.245864 + Penalty 2942.334078 = -1064293.911787 nChanged 228 SP:Iteration 22Q (1897.785220 sec): 3 clusters Score: Raw -1067356.629808 + Penalty 2942.334078 = -1064414.295731 nChanged 196 SP:Iteration 23Q (1897.832402 sec): 3 clusters Score: Raw -1067449.646374 + Penalty 2942.334078 = -1064507.312297 nChanged 163 SP:Iteration 24Q (1897.894366 sec): 3 clusters Score: Raw -1067513.177663 + Penalty 2942.334078 = -1064570.843585 nChanged 131 SP:Iteration 25Q (1897.928538 sec): 3 clusters Score: Raw -1067574.246776 + Penalty 2942.334078 = -1064631.912699 nChanged 137 SP:Iteration 26Q (1897.983028 sec): 3 clusters Score: Raw -1067635.951242 + Penalty 2942.334078 = -1064693.617165 nChanged 127 SP:Iteration 27Q (1898.027747 sec): 3 clusters Score: Raw -1067686.652063 + Penalty 2942.334078 = -1064744.317986 nChanged 110 SP:Iteration 28Q (1898.074153 sec): 3 clusters Score: Raw -1067728.315752 + Penalty 2942.334078 = -1064785.981675 nChanged 109 SP:Iteration 29Q (1898.120702 sec): 3 clusters Score: Raw -1067774.647390 + Penalty 2942.334078 = -1064832.313312 nChanged 98 SP:Iteration 30Q (1898.179294 sec): 3 clusters Score: Raw -1067808.268437 + Penalty 2942.334078 = -1064865.934359 nChanged 93 SP:Iteration 31Q (1898.221029 sec): 3 clusters Score: Raw -1067842.333978 + Penalty 2942.334078 = -1064899.999901 nChanged 80 SP:Iteration 32Q (1898.276181 sec): 3 clusters Score: Raw -1067871.271021 + Penalty 2942.334078 = -1064928.936943 nChanged 81 SP:Iteration 33Q (1898.336391 sec): 3 clusters Score: Raw -1067900.491716 + Penalty 2942.334078 = -1064958.157638 nChanged 82 SP:Iteration 34Q (1898.395055 sec): 3 clusters Score: Raw -1067928.153691 + Penalty 2942.334078 = -1064985.819614 nChanged 91 SP:Iteration 35Q (1898.440205 sec): 3 clusters Score: Raw -1067964.046435 + Penalty 2942.334078 = -1065021.712358 nChanged 86 SP:Iteration 36Q (1898.496271 sec): 3 clusters Score: Raw -1067995.664258 + Penalty 2942.334078 = -1065053.330181 nChanged 86 SP:Iteration 37Q (1898.560620 sec): 3 clusters Score: Raw -1068026.374339 + Penalty 2942.334078 = -1065084.040262 nChanged 86 SP:Iteration 38Q (1898.605111 sec): 3 clusters Score: Raw -1068063.182954 + Penalty 2942.334078 = -1065120.848876 nChanged 83 SP:Iteration 39Q (1898.670206 sec): 3 clusters Score: Raw -1068106.026354 + Penalty 2942.334078 = -1065163.692277 nChanged 89 SP:Iteration 40F (1898.726377 sec): 3 clusters Score: Raw -1068149.635718 + Penalty 2942.334078 = -1065207.301641 nChanged 74 SP:Iteration 41Q (1898.781631 sec): 3 clusters Score: Raw -1068182.689898 + Penalty 2942.334078 = -1065240.355821 nChanged 77 SP:Iteration 42Q (1898.836155 sec): 3 clusters Score: Raw -1068226.434896 + Penalty 2942.334078 = -1065284.100818 nChanged 81 SP:Iteration 43Q (1898.889727 sec): 3 clusters Score: Raw -1068267.092754 + Penalty 2942.334078 = -1065324.758676 nChanged 89 SP:Iteration 44Q (1898.944201 sec): 3 clusters Score: Raw -1068319.568586 + Penalty 2942.334078 = -1065377.234508 nChanged 83 SP:Iteration 45Q (1898.999425 sec): 3 clusters Score: Raw -1068363.054078 + Penalty 2942.334078 = -1065420.720001 nChanged 75 SP:Iteration 46Q (1899.053902 sec): 3 clusters Score: Raw -1068390.765081 + Penalty 2942.334078 = -1065448.431003 nChanged 49 SP:Iteration 47Q (1899.108271 sec): 3 clusters Score: Raw -1068406.044473 + Penalty 2942.334078 = -1065463.710396 nChanged 30 SP:Iteration 48Q (1899.162767 sec): 3 clusters Score: Raw -1068413.205550 + Penalty 2942.334078 = -1065470.871472 nChanged 24 SP:Iteration 49Q (1899.217304 sec): 3 clusters Score: Raw -1068419.684346 + Penalty 2942.334078 = -1065477.350268 nChanged 31 SP:Iteration 50Q (1899.270162 sec): 3 clusters Score: Raw -1068427.646452 + Penalty 2942.334078 = -1065485.312375 nChanged 20 SP:Iteration 51Q (1899.316987 sec): 3 clusters Score: Raw -1068432.001973 + Penalty 2942.334078 = -1065489.667896 nChanged 24 SP:Iteration 52Q (1899.379452 sec): 3 clusters Score: Raw -1068438.070122 + Penalty 2942.334078 = -1065495.736045 nChanged 29 SP:Iteration 53Q (1899.435384 sec): 3 clusters Score: Raw -1068444.698675 + Penalty 2942.334078 = -1065502.364597 nChanged 20 SP:Iteration 54Q (1899.490492 sec): 3 clusters Score: Raw -1068448.094309 + Penalty 2942.334078 = -1065505.760232 nChanged 12 SP:Iteration 55Q (1899.543987 sec): 3 clusters Score: Raw -1068450.522427 + Penalty 2942.334078 = -1065508.188350 nChanged 11 SP:Iteration 56Q (1899.596205 sec): 3 clusters Score: Raw -1068453.725734 + Penalty 2942.334078 = -1065511.391656 nChanged 17 SP:Iteration 57Q (1899.646757 sec): 3 clusters Score: Raw -1068457.787329 + Penalty 2942.334078 = -1065515.453251 nChanged 20 SP:Iteration 58Q (1899.697034 sec): 3 clusters Score: Raw -1068460.919560 + Penalty 2942.334078 = -1065518.585482 nChanged 9 SP:Iteration 59Q (1899.739819 sec): 3 clusters Score: Raw -1068462.581327 + Penalty 2942.334078 = -1065520.247249 nChanged 6 SP:Iteration 60F (1899.788499 sec): 3 clusters Score: Raw -1068463.738619 + Penalty 2942.334078 = -1065521.404541 nChanged 2 SP:Iteration 61Q (1899.837375 sec): 3 clusters Score: Raw -1068463.872092 + Penalty 2942.334078 = -1065521.538014 nChanged 2 SP:Iteration 62Q (1899.888366 sec): 3 clusters Score: Raw -1068464.301716 + Penalty 2942.334078 = -1065521.967638 nChanged 3 SP:Iteration 63Q (1899.937535 sec): 3 clusters Score: Raw -1068464.629440 + Penalty 2942.334078 = -1065522.295362 nChanged 3 SP:Iteration 64Q (1899.988787 sec): 3 clusters Score: Raw -1068465.144654 + Penalty 2942.334078 = -1065522.810577 nChanged 2 SP:Iteration 65Q (1900.037778 sec): 3 clusters Score: Raw -1068465.379951 + Penalty 2942.334078 = -1065523.045873 nChanged 0 SP:Iteration 66F (1900.087134 sec): 3 clusters Score: Raw -1068465.379951 + Penalty 2942.334078 = -1065523.045873 nChanged 0 Iteration 179Q (1902.620466 sec): 22 clusters Score: Raw -40677460.192226 + Penalty 43437.067639 = -40634023.124587 nChanged 122 Iteration 180F (1906.580413 sec): 22 clusters Score: Raw -40677467.386481 + Penalty 43437.067639 = -40634030.318842 nChanged 112 Iteration 181Q (1909.137062 sec): 22 clusters Score: Raw -40677475.067207 + Penalty 43437.067639 = -40634037.999568 nChanged 113 Iteration 182Q (1911.522702 sec): 22 clusters Score: Raw -40677482.064798 + Penalty 43437.067639 = -40634044.997159 nChanged 114 Iteration 183Q (1913.926132 sec): 22 clusters Score: Raw -40677491.362046 + Penalty 43437.067639 = -40634054.294407 nChanged 122 Iteration 184Q (1916.459370 sec): 22 clusters Score: Raw -40677500.823780 + Penalty 43437.067639 = -40634063.756141 nChanged 110 Iteration 185Q (1918.901213 sec): 22 clusters Score: Raw -40677509.859744 + Penalty 43437.067639 = -40634072.792105 nChanged 116 Iteration 186Q (1921.300432 sec): 22 clusters Score: Raw -40677519.033644 + Penalty 43437.067639 = -40634081.966005 nChanged 133 Iteration 187Q (1923.939562 sec): 22 clusters Score: Raw -40677531.225784 + Penalty 43437.067639 = -40634094.158145 nChanged 138 Iteration 188Q (1926.491094 sec): 22 clusters Score: Raw -40677542.761318 + Penalty 43437.067639 = -40634105.693679 nChanged 142 Iteration 189Q (1928.913461 sec): 22 clusters Score: Raw -40677552.801884 + Penalty 43437.067639 = -40634115.734244 nChanged 97 Iteration 190Q (1931.457724 sec): 22 clusters Score: Raw -40677558.710848 + Penalty 43437.067639 = -40634121.643209 nChanged 86 Iteration 191Q (1933.792884 sec): 22 clusters Score: Raw -40677562.829150 + Penalty 43437.067639 = -40634125.761510 nChanged 71 Iteration 192Q (1936.300491 sec): 22 clusters Score: Raw -40677567.402987 + Penalty 43437.067639 = -40634130.335348 nChanged 76 Iteration 193Q (1938.828918 sec): 22 clusters Score: Raw -40677572.218580 + Penalty 43437.067639 = -40634135.150941 nChanged 87 Iteration 194Q (1941.308493 sec): 22 clusters Score: Raw -40677578.194337 + Penalty 43437.067639 = -40634141.126698 nChanged 72 Iteration 195Q (1943.797546 sec): 22 clusters Score: Raw -40677582.042887 + Penalty 43437.067639 = -40634144.975248 nChanged 65 Iteration 196Q (1946.127325 sec): 22 clusters Score: Raw -40677586.085204 + Penalty 43437.067639 = -40634149.017565 nChanged 66 Iteration 197Q (1948.369970 sec): 22 clusters Score: Raw -40677589.574558 + Penalty 43437.067639 = -40634152.506919 nChanged 53 Iteration 198Q (1950.653451 sec): 22 clusters Score: Raw -40677593.082724 + Penalty 43437.067639 = -40634156.015084 nChanged 56 Iteration 199Q (1953.257756 sec): 22 clusters Score: Raw -40677596.747427 + Penalty 43437.067639 = -40634159.679788 nChanged 52 Iteration 200F (1957.047214 sec): 22 clusters Score: Raw -40677599.547484 + Penalty 43437.067639 = -40634162.479845 nChanged 47 Iteration 201Q (1959.489810 sec): 22 clusters Score: Raw -40677602.092554 + Penalty 43437.067639 = -40634165.024915 nChanged 38 Iteration 202Q (1962.114309 sec): 22 clusters Score: Raw -40677605.167188 + Penalty 43437.067639 = -40634168.099549 nChanged 38 Iteration 203Q (1964.601002 sec): 22 clusters Score: Raw -40677608.614648 + Penalty 43437.067639 = -40634171.547009 nChanged 54 Iteration 204Q (1967.156697 sec): 22 clusters Score: Raw -40677612.787365 + Penalty 43437.067639 = -40634175.719726 nChanged 58 Iteration 205Q (1969.742007 sec): 22 clusters Score: Raw -40677618.062483 + Penalty 43437.067639 = -40634180.994844 nChanged 61 Iteration 206Q (1972.226949 sec): 22 clusters Score: Raw -40677623.986609 + Penalty 43437.067639 = -40634186.918970 nChanged 64 Iteration 207Q (1974.734871 sec): 22 clusters Score: Raw -40677629.887381 + Penalty 43437.067639 = -40634192.819742 nChanged 65 Iteration 208Q (1977.022585 sec): 22 clusters Score: Raw -40677635.353520 + Penalty 43437.067639 = -40634198.285881 nChanged 63 Iteration 209Q (1979.466355 sec): 22 clusters Score: Raw -40677640.269979 + Penalty 43437.067639 = -40634203.202340 nChanged 63 Iteration 210Q (1982.016123 sec): 22 clusters Score: Raw -40677645.200236 + Penalty 43437.067639 = -40634208.132597 nChanged 51 Iteration 211Q (1984.340744 sec): 22 clusters Score: Raw -40677649.511691 + Penalty 43437.067639 = -40634212.444052 nChanged 67 Iteration 212Q (1986.765008 sec): 22 clusters Score: Raw -40677654.417545 + Penalty 43437.067639 = -40634217.349906 nChanged 68 Iteration 213Q (1989.148367 sec): 22 clusters Score: Raw -40677658.530804 + Penalty 43437.067639 = -40634221.463165 nChanged 67 Iteration 214Q (1991.622883 sec): 22 clusters Score: Raw -40677663.157369 + Penalty 43437.067639 = -40634226.089730 nChanged 61 Iteration 215Q (1994.237475 sec): 22 clusters Score: Raw -40677667.098322 + Penalty 43437.067639 = -40634230.030683 nChanged 46 Iteration 216Q (1996.688655 sec): 22 clusters Score: Raw -40677670.851361 + Penalty 43437.067639 = -40634233.783722 nChanged 40 Iteration 217Q (1999.221270 sec): 22 clusters Score: Raw -40677673.717331 + Penalty 43437.067639 = -40634236.649691 nChanged 41 Iteration 218Q (2001.892572 sec): 22 clusters Score: Raw -40677676.920356 + Penalty 43437.067639 = -40634239.852717 nChanged 37 Writing temp clu file Because OldScore, -40634236.649691, is greater than current (better) Score,-40634239.852717 Compute initial score before splitting: Score: Raw -40677676.920356 + Penalty 43437.067639 = -40634239.852717 Trying to split cluster 1 (51275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2002.037834 sec): 2 clusters Score: Raw -6195761.265492 + Penalty 1762.305770 = -6193998.959722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2002.139827 sec): 3 clusters Score: Raw -6163403.519512 + Penalty 3524.611539 = -6159878.907973 nChanged 23943 SP:Iteration 1F (2002.249387 sec): 3 clusters Score: Raw -6177163.571307 + Penalty 3524.611539 = -6173638.959767 nChanged 2449 SP:Iteration 2Q (2002.371813 sec): 3 clusters Score: Raw -6178099.565868 + Penalty 3524.611539 = -6174574.954328 nChanged 2589 SP:Iteration 3F (2002.482596 sec): 3 clusters Score: Raw -6179294.260003 + Penalty 3524.611539 = -6175769.648464 nChanged 2832 SP:Iteration 4F (2002.590169 sec): 3 clusters Score: Raw -6180920.715236 + Penalty 3524.611539 = -6177396.103697 nChanged 3194 SP:Iteration 5F (2002.685755 sec): 3 clusters Score: Raw -6183096.540386 + Penalty 3524.611539 = -6179571.928847 nChanged 3391 SP:Iteration 6F (2002.800568 sec): 3 clusters Score: Raw -6185670.133735 + Penalty 3524.611539 = -6182145.522195 nChanged 3295 SP:Iteration 7F (2002.910088 sec): 3 clusters Score: Raw -6187934.483061 + Penalty 3524.611539 = -6184409.871521 nChanged 2650 SP:Iteration 8F (2003.020696 sec): 3 clusters Score: Raw -6189245.865077 + Penalty 3524.611539 = -6185721.253538 nChanged 1791 SP:Iteration 9Q (2003.141885 sec): 3 clusters Score: Raw -6189862.406304 + Penalty 3524.611539 = -6186337.794764 nChanged 1156 SP:Iteration 10Q (2003.266292 sec): 3 clusters Score: Raw -6190183.466664 + Penalty 3524.611539 = -6186658.855125 nChanged 878 SP:Iteration 11Q (2003.371920 sec): 3 clusters Score: Raw -6190409.092200 + Penalty 3524.611539 = -6186884.480660 nChanged 693 SP:Iteration 12Q (2003.492476 sec): 3 clusters Score: Raw -6190576.157416 + Penalty 3524.611539 = -6187051.545877 nChanged 629 SP:Iteration 13Q (2003.613126 sec): 3 clusters Score: Raw -6190720.571629 + Penalty 3524.611539 = -6187195.960089 nChanged 607 SP:Iteration 14Q (2003.716617 sec): 3 clusters Score: Raw -6190862.703535 + Penalty 3524.611539 = -6187338.091995 nChanged 593 SP:Iteration 15Q (2003.828182 sec): 3 clusters Score: Raw -6191009.345954 + Penalty 3524.611539 = -6187484.734414 nChanged 600 SP:Iteration 16Q (2003.936791 sec): 3 clusters Score: Raw -6191148.992908 + Penalty 3524.611539 = -6187624.381369 nChanged 560 SP:Iteration 17Q (2004.039928 sec): 3 clusters Score: Raw -6191267.872909 + Penalty 3524.611539 = -6187743.261370 nChanged 533 SP:Iteration 18Q (2004.147722 sec): 3 clusters Score: Raw -6191381.020025 + Penalty 3524.611539 = -6187856.408486 nChanged 492 SP:Iteration 19Q (2004.258005 sec): 3 clusters Score: Raw -6191491.974730 + Penalty 3524.611539 = -6187967.363190 nChanged 464 SP:Iteration 20F (2004.357276 sec): 3 clusters Score: Raw -6191594.839418 + Penalty 3524.611539 = -6188070.227879 nChanged 482 SP:Iteration 21Q (2004.460369 sec): 3 clusters Score: Raw -6191706.135112 + Penalty 3524.611539 = -6188181.523573 nChanged 492 SP:Iteration 22Q (2004.568558 sec): 3 clusters Score: Raw -6191822.646137 + Penalty 3524.611539 = -6188298.034597 nChanged 492 SP:Iteration 23Q (2004.681710 sec): 3 clusters Score: Raw -6191941.466579 + Penalty 3524.611539 = -6188416.855039 nChanged 520 SP:Iteration 24Q (2004.785794 sec): 3 clusters Score: Raw -6192081.614264 + Penalty 3524.611539 = -6188557.002724 nChanged 570 SP:Iteration 25Q (2004.893002 sec): 3 clusters Score: Raw -6192243.511938 + Penalty 3524.611539 = -6188718.900399 nChanged 576 SP:Iteration 26Q (2005.006974 sec): 3 clusters Score: Raw -6192417.641561 + Penalty 3524.611539 = -6188893.030022 nChanged 594 SP:Iteration 27Q (2005.116012 sec): 3 clusters Score: Raw -6192607.914280 + Penalty 3524.611539 = -6189083.302740 nChanged 648 SP:Iteration 28Q (2005.229418 sec): 3 clusters Score: Raw -6192833.055870 + Penalty 3524.611539 = -6189308.444330 nChanged 676 SP:Iteration 29Q (2005.341755 sec): 3 clusters Score: Raw -6193071.073735 + Penalty 3524.611539 = -6189546.462195 nChanged 691 SP:Iteration 30Q (2005.449926 sec): 3 clusters Score: Raw -6193320.236875 + Penalty 3524.611539 = -6189795.625336 nChanged 704 SP:Iteration 31Q (2005.566220 sec): 3 clusters Score: Raw -6193604.180438 + Penalty 3524.611539 = -6190079.568898 nChanged 711 SP:Iteration 32Q (2005.677604 sec): 3 clusters Score: Raw -6193929.661940 + Penalty 3524.611539 = -6190405.050401 nChanged 734 SP:Iteration 33Q (2005.792395 sec): 3 clusters Score: Raw -6194259.368786 + Penalty 3524.611539 = -6190734.757247 nChanged 726 SP:Iteration 34Q (2005.898222 sec): 3 clusters Score: Raw -6194571.795508 + Penalty 3524.611539 = -6191047.183969 nChanged 620 SP:Iteration 35Q (2006.008288 sec): 3 clusters Score: Raw -6194802.792240 + Penalty 3524.611539 = -6191278.180701 nChanged 548 SP:Iteration 36Q (2006.115537 sec): 3 clusters Score: Raw -6194990.732895 + Penalty 3524.611539 = -6191466.121356 nChanged 489 SP:Iteration 37Q (2006.224227 sec): 3 clusters Score: Raw -6195138.210008 + Penalty 3524.611539 = -6191613.598468 nChanged 463 SP:Iteration 38Q (2006.337337 sec): 3 clusters Score: Raw -6195268.127066 + Penalty 3524.611539 = -6191743.515527 nChanged 462 SP:Iteration 39Q (2006.444872 sec): 3 clusters Score: Raw -6195397.473967 + Penalty 3524.611539 = -6191872.862427 nChanged 437 SP:Iteration 40F (2006.558563 sec): 3 clusters Score: Raw -6195515.732557 + Penalty 3524.611539 = -6191991.121017 nChanged 400 SP:Iteration 41Q (2006.658758 sec): 3 clusters Score: Raw -6195618.499499 + Penalty 3524.611539 = -6192093.887960 nChanged 360 SP:Iteration 42Q (2006.760639 sec): 3 clusters Score: Raw -6195713.340454 + Penalty 3524.611539 = -6192188.728914 nChanged 369 SP:Iteration 43Q (2006.867619 sec): 3 clusters Score: Raw -6195806.264156 + Penalty 3524.611539 = -6192281.652616 nChanged 340 SP:Iteration 44Q (2006.969621 sec): 3 clusters Score: Raw -6195890.606826 + Penalty 3524.611539 = -6192365.995287 nChanged 303 SP:Iteration 45Q (2007.066161 sec): 3 clusters Score: Raw -6195963.131800 + Penalty 3524.611539 = -6192438.520260 nChanged 279 SP:Iteration 46Q (2007.163488 sec): 3 clusters Score: Raw -6196024.743162 + Penalty 3524.611539 = -6192500.131622 nChanged 263 SP:Iteration 47Q (2007.261931 sec): 3 clusters Score: Raw -6196078.113208 + Penalty 3524.611539 = -6192553.501669 nChanged 227 SP:Iteration 48Q (2007.358224 sec): 3 clusters Score: Raw -6196117.212010 + Penalty 3524.611539 = -6192592.600470 nChanged 203 SP:Iteration 49Q (2007.451381 sec): 3 clusters Score: Raw -6196153.248208 + Penalty 3524.611539 = -6192628.636669 nChanged 210 SP:Iteration 50Q (2007.547017 sec): 3 clusters Score: Raw -6196191.378200 + Penalty 3524.611539 = -6192666.766661 nChanged 170 SP:Iteration 51Q (2007.638047 sec): 3 clusters Score: Raw -6196222.315167 + Penalty 3524.611539 = -6192697.703628 nChanged 186 SP:Iteration 52Q (2007.734919 sec): 3 clusters Score: Raw -6196254.699958 + Penalty 3524.611539 = -6192730.088418 nChanged 172 SP:Iteration 53Q (2007.832752 sec): 3 clusters Score: Raw -6196283.471600 + Penalty 3524.611539 = -6192758.860061 nChanged 159 SP:Iteration 54Q (2007.931466 sec): 3 clusters Score: Raw -6196307.035098 + Penalty 3524.611539 = -6192782.423559 nChanged 125 SP:Iteration 55Q (2008.024705 sec): 3 clusters Score: Raw -6196325.664603 + Penalty 3524.611539 = -6192801.053063 nChanged 113 SP:Iteration 56Q (2008.109780 sec): 3 clusters Score: Raw -6196342.598204 + Penalty 3524.611539 = -6192817.986665 nChanged 105 SP:Iteration 57Q (2008.200710 sec): 3 clusters Score: Raw -6196356.583028 + Penalty 3524.611539 = -6192831.971488 nChanged 92 SP:Iteration 58Q (2008.297709 sec): 3 clusters Score: Raw -6196370.692224 + Penalty 3524.611539 = -6192846.080685 nChanged 104 SP:Iteration 59Q (2008.393732 sec): 3 clusters Score: Raw -6196385.557655 + Penalty 3524.611539 = -6192860.946115 nChanged 85 SP:Iteration 60F (2008.502836 sec): 3 clusters Score: Raw -6196397.116985 + Penalty 3524.611539 = -6192872.505446 nChanged 79 SP:Iteration 61Q (2008.604968 sec): 3 clusters Score: Raw -6196408.351127 + Penalty 3524.611539 = -6192883.739588 nChanged 81 SP:Iteration 62Q (2008.703704 sec): 3 clusters Score: Raw -6196419.237975 + Penalty 3524.611539 = -6192894.626435 nChanged 63 SP:Iteration 63Q (2008.816522 sec): 3 clusters Score: Raw -6196428.014375 + Penalty 3524.611539 = -6192903.402835 nChanged 68 SP:Iteration 64Q (2008.918070 sec): 3 clusters Score: Raw -6196436.105963 + Penalty 3524.611539 = -6192911.494423 nChanged 51 SP:Iteration 65Q (2009.028874 sec): 3 clusters Score: Raw -6196441.171118 + Penalty 3524.611539 = -6192916.559579 nChanged 54 SP:Iteration 66Q (2009.134486 sec): 3 clusters Score: Raw -6196446.445286 + Penalty 3524.611539 = -6192921.833747 nChanged 39 SP:Iteration 67Q (2009.236162 sec): 3 clusters Score: Raw -6196450.243395 + Penalty 3524.611539 = -6192925.631855 nChanged 38 SP:Iteration 68Q (2009.341454 sec): 3 clusters Score: Raw -6196454.144331 + Penalty 3524.611539 = -6192929.532791 nChanged 54 SP:Iteration 69Q (2009.444972 sec): 3 clusters Score: Raw -6196461.696077 + Penalty 3524.611539 = -6192937.084537 nChanged 51 SP:Iteration 70Q (2009.550378 sec): 3 clusters Score: Raw -6196468.024713 + Penalty 3524.611539 = -6192943.413174 nChanged 46 SP:Iteration 71Q (2009.653541 sec): 3 clusters Score: Raw -6196474.395889 + Penalty 3524.611539 = -6192949.784349 nChanged 46 SP:Iteration 72Q (2009.758853 sec): 3 clusters Score: Raw -6196481.337523 + Penalty 3524.611539 = -6192956.725984 nChanged 55 SP:Iteration 73Q (2009.865611 sec): 3 clusters Score: Raw -6196487.795093 + Penalty 3524.611539 = -6192963.183554 nChanged 44 SP:Iteration 74Q (2009.969597 sec): 3 clusters Score: Raw -6196492.272247 + Penalty 3524.611539 = -6192967.660708 nChanged 38 SP:Iteration 75Q (2010.072129 sec): 3 clusters Score: Raw -6196495.979260 + Penalty 3524.611539 = -6192971.367721 nChanged 29 SP:Iteration 76Q (2010.173110 sec): 3 clusters Score: Raw -6196498.117378 + Penalty 3524.611539 = -6192973.505839 nChanged 14 SP:Iteration 77Q (2010.276156 sec): 3 clusters Score: Raw -6196499.128189 + Penalty 3524.611539 = -6192974.516650 nChanged 12 SP:Iteration 78Q (2010.384750 sec): 3 clusters Score: Raw -6196500.083134 + Penalty 3524.611539 = -6192975.471595 nChanged 13 SP:Iteration 79Q (2010.489021 sec): 3 clusters Score: Raw -6196501.668630 + Penalty 3524.611539 = -6192977.057091 nChanged 14 SP:Iteration 80F (2010.594235 sec): 3 clusters Score: Raw -6196502.929173 + Penalty 3524.611539 = -6192978.317634 nChanged 14 SP:Iteration 81Q (2010.700089 sec): 3 clusters Score: Raw -6196503.753548 + Penalty 3524.611539 = -6192979.142009 nChanged 8 SP:Iteration 82Q (2010.804959 sec): 3 clusters Score: Raw -6196504.426852 + Penalty 3524.611539 = -6192979.815313 nChanged 10 SP:Iteration 83Q (2010.918696 sec): 3 clusters Score: Raw -6196505.001671 + Penalty 3524.611539 = -6192980.390132 nChanged 6 SP:Iteration 84Q (2011.020935 sec): 3 clusters Score: Raw -6196505.447565 + Penalty 3524.611539 = -6192980.836025 nChanged 5 SP:Iteration 85Q (2011.130824 sec): 3 clusters Score: Raw -6196505.705709 + Penalty 3524.611539 = -6192981.094170 nChanged 3 SP:Iteration 86Q (2011.233681 sec): 3 clusters Score: Raw -6196505.804995 + Penalty 3524.611539 = -6192981.193455 nChanged 4 SP:Iteration 87Q (2011.346787 sec): 3 clusters Score: Raw -6196506.166628 + Penalty 3524.611539 = -6192981.555088 nChanged 3 SP:Iteration 88Q (2011.459963 sec): 3 clusters Score: Raw -6196506.248952 + Penalty 3524.611539 = -6192981.637413 nChanged 2 SP:Iteration 89Q (2011.564731 sec): 3 clusters Score: Raw -6196506.364948 + Penalty 3524.611539 = -6192981.753409 nChanged 3 SP:Iteration 90Q (2011.678737 sec): 3 clusters Score: Raw -6196506.604941 + Penalty 3524.611539 = -6192981.993401 nChanged 4 SP:Iteration 91Q (2011.784660 sec): 3 clusters Score: Raw -6196506.763964 + Penalty 3524.611539 = -6192982.152425 nChanged 4 SP:Iteration 92Q (2011.895642 sec): 3 clusters Score: Raw -6196507.096976 + Penalty 3524.611539 = -6192982.485436 nChanged 7 SP:Iteration 93Q (2011.992577 sec): 3 clusters Score: Raw -6196507.517905 + Penalty 3524.611539 = -6192982.906366 nChanged 9 SP:Iteration 94Q (2012.087670 sec): 3 clusters Score: Raw -6196508.052277 + Penalty 3524.611539 = -6192983.440738 nChanged 9 SP:Iteration 95Q (2012.195721 sec): 3 clusters Score: Raw -6196508.837389 + Penalty 3524.611539 = -6192984.225849 nChanged 8 SP:Iteration 96Q (2012.296007 sec): 3 clusters Score: Raw -6196509.600677 + Penalty 3524.611539 = -6192984.989138 nChanged 7 SP:Iteration 97Q (2012.384941 sec): 3 clusters Score: Raw -6196510.035812 + Penalty 3524.611539 = -6192985.424272 nChanged 8 SP:Iteration 98Q (2012.479554 sec): 3 clusters Score: Raw -6196510.651174 + Penalty 3524.611539 = -6192986.039635 nChanged 6 SP:Iteration 99Q (2012.567792 sec): 3 clusters Score: Raw -6196511.017190 + Penalty 3524.611539 = -6192986.405651 nChanged 5 SP:Iteration 100F (2012.667766 sec): 3 clusters Score: Raw -6196511.346150 + Penalty 3524.611539 = -6192986.734611 nChanged 2 SP:Iteration 101Q (2012.765018 sec): 3 clusters Score: Raw -6196511.393770 + Penalty 3524.611539 = -6192986.782231 nChanged 0 SP:Iteration 102F (2012.867274 sec): 3 clusters Score: Raw -6196511.393770 + Penalty 3524.611539 = -6192986.782231 nChanged 0 Trying to split cluster 2 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2012.885094 sec): 2 clusters Score: Raw -49444.803452 + Penalty 986.494881 = -48458.308571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2012.931695 sec): 3 clusters Score: Raw -49436.496189 + Penalty 1972.989762 = -47463.506427 nChanged 96 SP:Iteration 1F (2012.961453 sec): 3 clusters Score: Raw -49580.946002 + Penalty 1972.989762 = -47607.956240 nChanged 23 SP:Iteration 2F (2012.999971 sec): 3 clusters Score: Raw -49634.622055 + Penalty 1972.989762 = -47661.632293 nChanged 14 SP:Iteration 3Q (2013.038790 sec): 3 clusters Score: Raw -49648.072697 + Penalty 1972.989762 = -47675.082936 nChanged 6 SP:Iteration 4Q (2013.077628 sec): 3 clusters Score: Raw -49656.343979 + Penalty 1972.989762 = -47683.354218 nChanged 3 SP:Iteration 5Q (2013.116171 sec): 3 clusters Score: Raw -49660.612831 + Penalty 1972.989762 = -47687.623070 nChanged 2 SP:Iteration 6Q (2013.155753 sec): 3 clusters Score: Raw -49664.934202 + Penalty 1972.989762 = -47691.944440 nChanged 2 SP:Iteration 7Q (2013.194687 sec): 3 clusters Score: Raw -49666.044892 + Penalty 1972.989762 = -47693.055130 nChanged 1 SP:Iteration 8Q (2013.232140 sec): 3 clusters Score: Raw -49667.657311 + Penalty 1972.989762 = -47694.667549 nChanged 1 SP:Iteration 9Q (2013.270063 sec): 3 clusters Score: Raw -49670.300562 + Penalty 1972.989762 = -47697.310800 nChanged 2 SP:Iteration 10Q (2013.308738 sec): 3 clusters Score: Raw -49672.220744 + Penalty 1972.989762 = -47699.230982 nChanged 2 SP:Iteration 11Q (2013.347022 sec): 3 clusters Score: Raw -49673.811711 + Penalty 1972.989762 = -47700.821949 nChanged 1 SP:Iteration 12Q (2013.386678 sec): 3 clusters Score: Raw -49674.488793 + Penalty 1972.989762 = -47701.499031 nChanged 1 SP:Iteration 13Q (2013.424325 sec): 3 clusters Score: Raw -49683.390930 + Penalty 1972.989762 = -47710.401168 nChanged 1 SP:Iteration 14Q (2013.463283 sec): 3 clusters Score: Raw -49686.392415 + Penalty 1972.989762 = -47713.402654 nChanged 2 SP:Iteration 15Q (2013.501781 sec): 3 clusters Score: Raw -49698.814322 + Penalty 1972.989762 = -47725.824561 nChanged 5 SP:Iteration 16Q (2013.540217 sec): 3 clusters Score: Raw -49715.743765 + Penalty 1972.989762 = -47742.754003 nChanged 6 SP:Iteration 17Q (2013.578741 sec): 3 clusters Score: Raw -49726.834245 + Penalty 1972.989762 = -47753.844484 nChanged 4 SP:Iteration 18Q (2013.616071 sec): 3 clusters Score: Raw -49732.019911 + Penalty 1972.989762 = -47759.030149 nChanged 4 SP:Iteration 19Q (2013.654486 sec): 3 clusters Score: Raw -49739.447601 + Penalty 1972.989762 = -47766.457839 nChanged 1 SP:Iteration 20F (2013.692437 sec): 3 clusters Score: Raw -49742.890902 + Penalty 1972.989762 = -47769.901140 nChanged 1 SP:Iteration 21Q (2013.730713 sec): 3 clusters Score: Raw -49745.266250 + Penalty 1972.989762 = -47772.276489 nChanged 0 SP:Iteration 22F (2013.768241 sec): 3 clusters Score: Raw -49745.266250 + Penalty 1972.989762 = -47772.276489 nChanged 0 Trying to split cluster 3 (7037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2013.797640 sec): 2 clusters Score: Raw -876669.807798 + Penalty 1439.577299 = -875230.230499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2013.847131 sec): 3 clusters Score: Raw -872888.815623 + Penalty 2879.154597 = -870009.661026 nChanged 2999 SP:Iteration 1F (2013.902309 sec): 3 clusters Score: Raw -874575.778820 + Penalty 2879.154597 = -871696.624223 nChanged 474 SP:Iteration 2F (2013.942578 sec): 3 clusters Score: Raw -874870.305454 + Penalty 2879.154597 = -871991.150857 nChanged 411 SP:Iteration 3F (2013.997848 sec): 3 clusters Score: Raw -875176.198860 + Penalty 2879.154597 = -872297.044262 nChanged 406 SP:Iteration 4F (2014.046168 sec): 3 clusters Score: Raw -875513.752664 + Penalty 2879.154597 = -872634.598067 nChanged 389 SP:Iteration 5F (2014.094025 sec): 3 clusters Score: Raw -875826.055404 + Penalty 2879.154597 = -872946.900806 nChanged 378 SP:Iteration 6F (2014.134875 sec): 3 clusters Score: Raw -876116.523739 + Penalty 2879.154597 = -873237.369142 nChanged 359 SP:Iteration 7F (2014.179919 sec): 3 clusters Score: Raw -876432.537110 + Penalty 2879.154597 = -873553.382513 nChanged 338 SP:Iteration 8Q (2014.228657 sec): 3 clusters Score: Raw -876704.878883 + Penalty 2879.154597 = -873825.724286 nChanged 316 SP:Iteration 9Q (2014.277774 sec): 3 clusters Score: Raw -876911.495233 + Penalty 2879.154597 = -874032.340636 nChanged 273 SP:Iteration 10Q (2014.334034 sec): 3 clusters Score: Raw -877076.352492 + Penalty 2879.154597 = -874197.197895 nChanged 210 SP:Iteration 11Q (2014.376922 sec): 3 clusters Score: Raw -877170.752524 + Penalty 2879.154597 = -874291.597927 nChanged 149 SP:Iteration 12Q (2014.421731 sec): 3 clusters Score: Raw -877222.249516 + Penalty 2879.154597 = -874343.094919 nChanged 108 SP:Iteration 13Q (2014.470944 sec): 3 clusters Score: Raw -877253.073754 + Penalty 2879.154597 = -874373.919157 nChanged 72 SP:Iteration 14Q (2014.519360 sec): 3 clusters Score: Raw -877271.377905 + Penalty 2879.154597 = -874392.223307 nChanged 49 SP:Iteration 15Q (2014.571709 sec): 3 clusters Score: Raw -877283.024981 + Penalty 2879.154597 = -874403.870384 nChanged 46 SP:Iteration 16Q (2014.622359 sec): 3 clusters Score: Raw -877293.030392 + Penalty 2879.154597 = -874413.875794 nChanged 32 SP:Iteration 17Q (2014.682947 sec): 3 clusters Score: Raw -877299.556170 + Penalty 2879.154597 = -874420.401573 nChanged 33 SP:Iteration 18Q (2014.731484 sec): 3 clusters Score: Raw -877308.705311 + Penalty 2879.154597 = -874429.550714 nChanged 41 SP:Iteration 19Q (2014.781662 sec): 3 clusters Score: Raw -877318.699413 + Penalty 2879.154597 = -874439.544816 nChanged 43 SP:Iteration 20F (2014.833810 sec): 3 clusters Score: Raw -877328.593301 + Penalty 2879.154597 = -874449.438703 nChanged 33 SP:Iteration 21Q (2014.887348 sec): 3 clusters Score: Raw -877335.824997 + Penalty 2879.154597 = -874456.670400 nChanged 35 SP:Iteration 22Q (2014.933283 sec): 3 clusters Score: Raw -877342.287048 + Penalty 2879.154597 = -874463.132451 nChanged 39 SP:Iteration 23Q (2014.979717 sec): 3 clusters Score: Raw -877349.833371 + Penalty 2879.154597 = -874470.678774 nChanged 39 SP:Iteration 24Q (2015.037494 sec): 3 clusters Score: Raw -877358.169193 + Penalty 2879.154597 = -874479.014596 nChanged 46 SP:Iteration 25Q (2015.092579 sec): 3 clusters Score: Raw -877369.762843 + Penalty 2879.154597 = -874490.608246 nChanged 65 SP:Iteration 26Q (2015.141425 sec): 3 clusters Score: Raw -877389.700858 + Penalty 2879.154597 = -874510.546261 nChanged 69 SP:Iteration 27Q (2015.181126 sec): 3 clusters Score: Raw -877418.892139 + Penalty 2879.154597 = -874539.737542 nChanged 89 SP:Iteration 28Q (2015.244400 sec): 3 clusters Score: Raw -877460.828458 + Penalty 2879.154597 = -874581.673861 nChanged 110 SP:Iteration 29Q (2015.293777 sec): 3 clusters Score: Raw -877507.783898 + Penalty 2879.154597 = -874628.629301 nChanged 116 SP:Iteration 30Q (2015.352615 sec): 3 clusters Score: Raw -877562.434767 + Penalty 2879.154597 = -874683.280170 nChanged 113 SP:Iteration 31Q (2015.398959 sec): 3 clusters Score: Raw -877629.049147 + Penalty 2879.154597 = -874749.894550 nChanged 121 SP:Iteration 32Q (2015.453428 sec): 3 clusters Score: Raw -877709.007627 + Penalty 2879.154597 = -874829.853030 nChanged 110 SP:Iteration 33Q (2015.503687 sec): 3 clusters Score: Raw -877755.321249 + Penalty 2879.154597 = -874876.166652 nChanged 83 SP:Iteration 34Q (2015.546316 sec): 3 clusters Score: Raw -877788.974257 + Penalty 2879.154597 = -874909.819660 nChanged 78 SP:Iteration 35Q (2015.581012 sec): 3 clusters Score: Raw -877819.607951 + Penalty 2879.154597 = -874940.453354 nChanged 58 SP:Iteration 36Q (2015.624598 sec): 3 clusters Score: Raw -877837.686250 + Penalty 2879.154597 = -874958.531653 nChanged 48 SP:Iteration 37Q (2015.666269 sec): 3 clusters Score: Raw -877849.038918 + Penalty 2879.154597 = -874969.884321 nChanged 32 SP:Iteration 38Q (2015.716877 sec): 3 clusters Score: Raw -877858.738182 + Penalty 2879.154597 = -874979.583585 nChanged 30 SP:Iteration 39Q (2015.759617 sec): 3 clusters Score: Raw -877867.039400 + Penalty 2879.154597 = -874987.884803 nChanged 23 SP:Iteration 40F (2015.803326 sec): 3 clusters Score: Raw -877889.759945 + Penalty 2879.154597 = -875010.605348 nChanged 24 SP:Iteration 41Q (2015.842946 sec): 3 clusters Score: Raw -877909.239852 + Penalty 2879.154597 = -875030.085255 nChanged 32 SP:Iteration 42Q (2015.888232 sec): 3 clusters Score: Raw -877925.159216 + Penalty 2879.154597 = -875046.004619 nChanged 38 SP:Iteration 43Q (2015.934520 sec): 3 clusters Score: Raw -877939.619384 + Penalty 2879.154597 = -875060.464787 nChanged 36 SP:Iteration 44Q (2015.985043 sec): 3 clusters Score: Raw -877948.764852 + Penalty 2879.154597 = -875069.610255 nChanged 25 SP:Iteration 45Q (2016.022765 sec): 3 clusters Score: Raw -877957.050383 + Penalty 2879.154597 = -875077.895786 nChanged 30 SP:Iteration 46Q (2016.073775 sec): 3 clusters Score: Raw -877968.992714 + Penalty 2879.154597 = -875089.838117 nChanged 28 SP:Iteration 47Q (2016.116361 sec): 3 clusters Score: Raw -877975.930669 + Penalty 2879.154597 = -875096.776072 nChanged 25 SP:Iteration 48Q (2016.154937 sec): 3 clusters Score: Raw -877982.736233 + Penalty 2879.154597 = -875103.581635 nChanged 24 SP:Iteration 49Q (2016.205019 sec): 3 clusters Score: Raw -877990.635031 + Penalty 2879.154597 = -875111.480434 nChanged 30 SP:Iteration 50Q (2016.248004 sec): 3 clusters Score: Raw -878008.844386 + Penalty 2879.154597 = -875129.689788 nChanged 49 SP:Iteration 51Q (2016.288428 sec): 3 clusters Score: Raw -878045.515267 + Penalty 2879.154597 = -875166.360670 nChanged 65 SP:Iteration 52Q (2016.327048 sec): 3 clusters Score: Raw -878099.472411 + Penalty 2879.154597 = -875220.317814 nChanged 81 SP:Iteration 53Q (2016.369970 sec): 3 clusters Score: Raw -878179.864729 + Penalty 2879.154597 = -875300.710131 nChanged 101 SP:Iteration 54Q (2016.420306 sec): 3 clusters Score: Raw -878276.477762 + Penalty 2879.154597 = -875397.323164 nChanged 101 SP:Iteration 55Q (2016.463243 sec): 3 clusters Score: Raw -878346.178291 + Penalty 2879.154597 = -875467.023694 nChanged 94 SP:Iteration 56Q (2016.507146 sec): 3 clusters Score: Raw -878402.001197 + Penalty 2879.154597 = -875522.846600 nChanged 73 SP:Iteration 57Q (2016.544193 sec): 3 clusters Score: Raw -878437.019242 + Penalty 2879.154597 = -875557.864645 nChanged 59 SP:Iteration 58Q (2016.587825 sec): 3 clusters Score: Raw -878457.620135 + Penalty 2879.154597 = -875578.465538 nChanged 53 SP:Iteration 59Q (2016.629978 sec): 3 clusters Score: Raw -878472.834609 + Penalty 2879.154597 = -875593.680012 nChanged 36 SP:Iteration 60F (2016.674667 sec): 3 clusters Score: Raw -878484.235393 + Penalty 2879.154597 = -875605.080796 nChanged 27 SP:Iteration 61Q (2016.717949 sec): 3 clusters Score: Raw -878491.243355 + Penalty 2879.154597 = -875612.088757 nChanged 21 SP:Iteration 62Q (2016.762400 sec): 3 clusters Score: Raw -878495.817501 + Penalty 2879.154597 = -875616.662904 nChanged 19 SP:Iteration 63Q (2016.806299 sec): 3 clusters Score: Raw -878500.520067 + Penalty 2879.154597 = -875621.365470 nChanged 17 SP:Iteration 64Q (2016.850706 sec): 3 clusters Score: Raw -878504.636140 + Penalty 2879.154597 = -875625.481543 nChanged 28 SP:Iteration 65Q (2016.893437 sec): 3 clusters Score: Raw -878510.237385 + Penalty 2879.154597 = -875631.082788 nChanged 24 SP:Iteration 66Q (2016.943372 sec): 3 clusters Score: Raw -878514.672856 + Penalty 2879.154597 = -875635.518259 nChanged 20 SP:Iteration 67Q (2016.979844 sec): 3 clusters Score: Raw -878517.949606 + Penalty 2879.154597 = -875638.795008 nChanged 15 SP:Iteration 68Q (2017.023258 sec): 3 clusters Score: Raw -878520.165248 + Penalty 2879.154597 = -875641.010650 nChanged 9 SP:Iteration 69Q (2017.067028 sec): 3 clusters Score: Raw -878522.922617 + Penalty 2879.154597 = -875643.768020 nChanged 19 SP:Iteration 70Q (2017.111361 sec): 3 clusters Score: Raw -878526.698695 + Penalty 2879.154597 = -875647.544098 nChanged 15 SP:Iteration 71Q (2017.155318 sec): 3 clusters Score: Raw -878529.635412 + Penalty 2879.154597 = -875650.480814 nChanged 18 SP:Iteration 72Q (2017.204852 sec): 3 clusters Score: Raw -878532.635385 + Penalty 2879.154597 = -875653.480788 nChanged 10 SP:Iteration 73Q (2017.248722 sec): 3 clusters Score: Raw -878534.066609 + Penalty 2879.154597 = -875654.912012 nChanged 8 SP:Iteration 74Q (2017.285824 sec): 3 clusters Score: Raw -878535.352552 + Penalty 2879.154597 = -875656.197955 nChanged 7 SP:Iteration 75Q (2017.334537 sec): 3 clusters Score: Raw -878536.764598 + Penalty 2879.154597 = -875657.610001 nChanged 6 SP:Iteration 76Q (2017.373482 sec): 3 clusters Score: Raw -878538.100549 + Penalty 2879.154597 = -875658.945952 nChanged 10 SP:Iteration 77Q (2017.414800 sec): 3 clusters Score: Raw -878539.469575 + Penalty 2879.154597 = -875660.314978 nChanged 8 SP:Iteration 78Q (2017.457786 sec): 3 clusters Score: Raw -878540.825841 + Penalty 2879.154597 = -875661.671244 nChanged 14 SP:Iteration 79Q (2017.500411 sec): 3 clusters Score: Raw -878543.319731 + Penalty 2879.154597 = -875664.165134 nChanged 14 SP:Iteration 80F (2017.540698 sec): 3 clusters Score: Raw -878546.060179 + Penalty 2879.154597 = -875666.905582 nChanged 7 SP:Iteration 81Q (2017.589956 sec): 3 clusters Score: Raw -878547.040880 + Penalty 2879.154597 = -875667.886283 nChanged 4 SP:Iteration 82Q (2017.634529 sec): 3 clusters Score: Raw -878547.418521 + Penalty 2879.154597 = -875668.263924 nChanged 4 SP:Iteration 83Q (2017.669665 sec): 3 clusters Score: Raw -878548.070652 + Penalty 2879.154597 = -875668.916055 nChanged 6 SP:Iteration 84Q (2017.716826 sec): 3 clusters Score: Raw -878549.072751 + Penalty 2879.154597 = -875669.918154 nChanged 4 SP:Iteration 85Q (2017.767808 sec): 3 clusters Score: Raw -878549.635242 + Penalty 2879.154597 = -875670.480645 nChanged 3 SP:Iteration 86Q (2017.809147 sec): 3 clusters Score: Raw -878550.130914 + Penalty 2879.154597 = -875670.976317 nChanged 3 SP:Iteration 87Q (2017.859868 sec): 3 clusters Score: Raw -878550.417136 + Penalty 2879.154597 = -875671.262539 nChanged 2 SP:Iteration 88Q (2017.897283 sec): 3 clusters Score: Raw -878550.669948 + Penalty 2879.154597 = -875671.515351 nChanged 3 SP:Iteration 89Q (2017.949598 sec): 3 clusters Score: Raw -878551.369701 + Penalty 2879.154597 = -875672.215104 nChanged 5 SP:Iteration 90Q (2017.986229 sec): 3 clusters Score: Raw -878551.887622 + Penalty 2879.154597 = -875672.733025 nChanged 1 SP:Iteration 91Q (2018.036351 sec): 3 clusters Score: Raw -878551.982067 + Penalty 2879.154597 = -875672.827470 nChanged 1 SP:Iteration 92Q (2018.075182 sec): 3 clusters Score: Raw -878552.180836 + Penalty 2879.154597 = -875673.026239 nChanged 1 SP:Iteration 93Q (2018.125683 sec): 3 clusters Score: Raw -878552.333921 + Penalty 2879.154597 = -875673.179324 nChanged 1 SP:Iteration 94Q (2018.163035 sec): 3 clusters Score: Raw -878552.473377 + Penalty 2879.154597 = -875673.318780 nChanged 1 SP:Iteration 95Q (2018.203427 sec): 3 clusters Score: Raw -878552.607308 + Penalty 2879.154597 = -875673.452711 nChanged 0 SP:Iteration 96F (2018.253809 sec): 3 clusters Score: Raw -878552.607308 + Penalty 2879.154597 = -875673.452711 nChanged 0 Score: Raw -40679561.642540 + Penalty 45505.499431 = -40634056.143108 Splitting cluster 3 changes total score from -40634239.852717 to -40634056.143108 So it's not getting split. Trying to split cluster 4 (26204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2022.127948 sec): 2 clusters Score: Raw -3275849.666668 + Penalty 1653.220944 = -3274196.445723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2022.194125 sec): 3 clusters Score: Raw -3259784.271627 + Penalty 3306.441889 = -3256477.829738 nChanged 12038 SP:Iteration 1F (2022.265420 sec): 3 clusters Score: Raw -3266690.303811 + Penalty 3306.441889 = -3263383.861922 nChanged 1583 SP:Iteration 2F (2022.335990 sec): 3 clusters Score: Raw -3267510.934631 + Penalty 3306.441889 = -3264204.492742 nChanged 1741 SP:Iteration 3F (2022.406515 sec): 3 clusters Score: Raw -3268590.113129 + Penalty 3306.441889 = -3265283.671240 nChanged 1925 SP:Iteration 4F (2022.477645 sec): 3 clusters Score: Raw -3270010.229533 + Penalty 3306.441889 = -3266703.787644 nChanged 1991 SP:Iteration 5F (2022.548647 sec): 3 clusters Score: Raw -3271727.180270 + Penalty 3306.441889 = -3268420.738381 nChanged 1765 SP:Iteration 6F (2022.619646 sec): 3 clusters Score: Raw -3273360.297299 + Penalty 3306.441889 = -3270053.855410 nChanged 1317 SP:Iteration 7F (2022.690297 sec): 3 clusters Score: Raw -3274605.207388 + Penalty 3306.441889 = -3271298.765500 nChanged 853 SP:Iteration 8Q (2022.762297 sec): 3 clusters Score: Raw -3275371.733130 + Penalty 3306.441889 = -3272065.291242 nChanged 523 SP:Iteration 9Q (2022.832826 sec): 3 clusters Score: Raw -3275800.154375 + Penalty 3306.441889 = -3272493.712486 nChanged 291 SP:Iteration 10Q (2022.903178 sec): 3 clusters Score: Raw -3276030.696972 + Penalty 3306.441889 = -3272724.255083 nChanged 193 SP:Iteration 11Q (2022.974062 sec): 3 clusters Score: Raw -3276172.445076 + Penalty 3306.441889 = -3272866.003187 nChanged 131 SP:Iteration 12Q (2023.050460 sec): 3 clusters Score: Raw -3276251.412354 + Penalty 3306.441889 = -3272944.970465 nChanged 89 SP:Iteration 13Q (2023.114778 sec): 3 clusters Score: Raw -3276302.493602 + Penalty 3306.441889 = -3272996.051713 nChanged 70 SP:Iteration 14Q (2023.177105 sec): 3 clusters Score: Raw -3276341.895384 + Penalty 3306.441889 = -3273035.453496 nChanged 46 SP:Iteration 15Q (2023.241843 sec): 3 clusters Score: Raw -3276366.621514 + Penalty 3306.441889 = -3273060.179625 nChanged 42 SP:Iteration 16Q (2023.319251 sec): 3 clusters Score: Raw -3276386.245669 + Penalty 3306.441889 = -3273079.803780 nChanged 36 SP:Iteration 17Q (2023.392910 sec): 3 clusters Score: Raw -3276402.205748 + Penalty 3306.441889 = -3273095.763859 nChanged 26 SP:Iteration 18Q (2023.463211 sec): 3 clusters Score: Raw -3276411.609253 + Penalty 3306.441889 = -3273105.167364 nChanged 12 SP:Iteration 19Q (2023.540476 sec): 3 clusters Score: Raw -3276415.601493 + Penalty 3306.441889 = -3273109.159605 nChanged 8 SP:Iteration 20F (2023.615576 sec): 3 clusters Score: Raw -3276418.225306 + Penalty 3306.441889 = -3273111.783418 nChanged 10 SP:Iteration 21Q (2023.691691 sec): 3 clusters Score: Raw -3276421.657554 + Penalty 3306.441889 = -3273115.215665 nChanged 6 SP:Iteration 22Q (2023.766314 sec): 3 clusters Score: Raw -3276423.597194 + Penalty 3306.441889 = -3273117.155305 nChanged 5 SP:Iteration 23Q (2023.838740 sec): 3 clusters Score: Raw -3276424.618280 + Penalty 3306.441889 = -3273118.176391 nChanged 3 SP:Iteration 24Q (2023.900072 sec): 3 clusters Score: Raw -3276425.348343 + Penalty 3306.441889 = -3273118.906455 nChanged 0 SP:Iteration 25F (2023.967949 sec): 3 clusters Score: Raw -3276425.348343 + Penalty 3306.441889 = -3273118.906455 nChanged 0 Trying to split cluster 5 (3881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2023.996814 sec): 2 clusters Score: Raw -437709.635780 + Penalty 1342.875321 = -436366.760459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2024.028049 sec): 3 clusters Score: Raw -435798.798016 + Penalty 2685.750643 = -433113.047373 nChanged 1598 SP:Iteration 1F (2024.071966 sec): 3 clusters Score: Raw -436807.898277 + Penalty 2685.750643 = -434122.147635 nChanged 311 SP:Iteration 2F (2024.104388 sec): 3 clusters Score: Raw -436999.434221 + Penalty 2685.750643 = -434313.683578 nChanged 208 SP:Iteration 3F (2024.147649 sec): 3 clusters Score: Raw -437118.496935 + Penalty 2685.750643 = -434432.746292 nChanged 161 SP:Iteration 4Q (2024.181722 sec): 3 clusters Score: Raw -437221.541021 + Penalty 2685.750643 = -434535.790378 nChanged 157 SP:Iteration 5Q (2024.220223 sec): 3 clusters Score: Raw -437329.620628 + Penalty 2685.750643 = -434643.869985 nChanged 146 SP:Iteration 6Q (2024.257150 sec): 3 clusters Score: Raw -437419.591509 + Penalty 2685.750643 = -434733.840866 nChanged 122 SP:Iteration 7Q (2024.299114 sec): 3 clusters Score: Raw -437491.996695 + Penalty 2685.750643 = -434806.246052 nChanged 109 SP:Iteration 8Q (2024.337754 sec): 3 clusters Score: Raw -437559.006388 + Penalty 2685.750643 = -434873.255745 nChanged 101 SP:Iteration 9Q (2024.374948 sec): 3 clusters Score: Raw -437632.867548 + Penalty 2685.750643 = -434947.116906 nChanged 107 SP:Iteration 10Q (2024.412324 sec): 3 clusters Score: Raw -437709.525864 + Penalty 2685.750643 = -435023.775221 nChanged 94 SP:Iteration 11Q (2024.452723 sec): 3 clusters Score: Raw -437777.678368 + Penalty 2685.750643 = -435091.927726 nChanged 80 SP:Iteration 12Q (2024.495877 sec): 3 clusters Score: Raw -437842.283220 + Penalty 2685.750643 = -435156.532577 nChanged 65 SP:Iteration 13Q (2024.535293 sec): 3 clusters Score: Raw -437895.525647 + Penalty 2685.750643 = -435209.775005 nChanged 63 SP:Iteration 14Q (2024.566952 sec): 3 clusters Score: Raw -437946.239787 + Penalty 2685.750643 = -435260.489144 nChanged 60 SP:Iteration 15Q (2024.614100 sec): 3 clusters Score: Raw -437997.291859 + Penalty 2685.750643 = -435311.541216 nChanged 45 SP:Iteration 16Q (2024.646333 sec): 3 clusters Score: Raw -438033.458125 + Penalty 2685.750643 = -435347.707482 nChanged 32 SP:Iteration 17Q (2024.692961 sec): 3 clusters Score: Raw -438057.887626 + Penalty 2685.750643 = -435372.136983 nChanged 24 SP:Iteration 18Q (2024.724430 sec): 3 clusters Score: Raw -438075.206647 + Penalty 2685.750643 = -435389.456005 nChanged 26 SP:Iteration 19Q (2024.768710 sec): 3 clusters Score: Raw -438093.600857 + Penalty 2685.750643 = -435407.850214 nChanged 16 SP:Iteration 20F (2024.810303 sec): 3 clusters Score: Raw -438108.703170 + Penalty 2685.750643 = -435422.952528 nChanged 15 SP:Iteration 21Q (2024.853649 sec): 3 clusters Score: Raw -438123.018441 + Penalty 2685.750643 = -435437.267798 nChanged 8 SP:Iteration 22Q (2024.887623 sec): 3 clusters Score: Raw -438130.192444 + Penalty 2685.750643 = -435444.441801 nChanged 7 SP:Iteration 23Q (2024.936463 sec): 3 clusters Score: Raw -438136.431578 + Penalty 2685.750643 = -435450.680935 nChanged 4 SP:Iteration 24Q (2024.965413 sec): 3 clusters Score: Raw -438138.458947 + Penalty 2685.750643 = -435452.708305 nChanged 1 SP:Iteration 25Q (2025.003931 sec): 3 clusters Score: Raw -438139.251994 + Penalty 2685.750643 = -435453.501352 nChanged 0 SP:Iteration 26F (2025.043412 sec): 3 clusters Score: Raw -438139.251994 + Penalty 2685.750643 = -435453.501352 nChanged 0 Trying to split cluster 6 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2025.058775 sec): 2 clusters Score: Raw -27400.171368 + Penalty 937.859183 = -26462.312186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2025.090521 sec): 3 clusters Score: Raw -28080.895135 + Penalty 1875.718365 = -26205.176770 nChanged 120 SP:Iteration 1F (2025.123040 sec): 3 clusters Score: Raw -29817.951157 + Penalty 1875.718365 = -27942.232792 nChanged 32 SP:Iteration 2F (2025.155238 sec): 3 clusters Score: Raw -32961.569484 + Penalty 1875.718365 = -31085.851119 nChanged 10 Unmasked E-step: Deleting class 1 (188 points): covariance matrix is singular SP:Iteration 3Q (2025.169530 sec): 3 clusters Score: Raw -33006.026022 + Penalty 1875.718365 = -31130.307657 nChanged 0 SP:Iteration 4F (2025.186475 sec): 2 clusters Score: Raw -15055.485008 + Penalty 937.859183 = -14117.625825 nChanged 188 SP:Iteration 5F (2025.203062 sec): 2 clusters Score: Raw -27400.171368 + Penalty 937.859183 = -26462.312186 nChanged 0 Trying to split cluster 7 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2025.219673 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (32 points): covariance matrix is singular SP:Iteration 0F (2025.236506 sec): 3 clusters Score: Raw -7885.954126 + Penalty 1411.736762 = -6474.217364 nChanged 20 SP:Iteration 1F (2025.252908 sec): 2 clusters Score: Raw 30669.145483 + Penalty 705.868381 = 31375.013864 nChanged 34 SP:Iteration 2F (2025.269438 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 Trying to split cluster 8 (3464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2025.298151 sec): 2 clusters Score: Raw -385956.914496 + Penalty 1324.404131 = -384632.510365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2025.336700 sec): 3 clusters Score: Raw -384271.663200 + Penalty 2648.808263 = -381622.854938 nChanged 1349 SP:Iteration 1F (2025.379491 sec): 3 clusters Score: Raw -385359.267706 + Penalty 2648.808263 = -382710.459444 nChanged 406 SP:Iteration 2F (2025.411064 sec): 3 clusters Score: Raw -385846.415099 + Penalty 2648.808263 = -383197.606836 nChanged 298 SP:Iteration 3F (2025.452534 sec): 3 clusters Score: Raw -386180.474073 + Penalty 2648.808263 = -383531.665810 nChanged 236 SP:Iteration 4F (2025.488047 sec): 3 clusters Score: Raw -386420.218602 + Penalty 2648.808263 = -383771.410340 nChanged 165 SP:Iteration 5Q (2025.533282 sec): 3 clusters Score: Raw -386595.483321 + Penalty 2648.808263 = -383946.675059 nChanged 138 SP:Iteration 6Q (2025.569596 sec): 3 clusters Score: Raw -386722.127644 + Penalty 2648.808263 = -384073.319381 nChanged 100 SP:Iteration 7Q (2025.611558 sec): 3 clusters Score: Raw -386802.696031 + Penalty 2648.808263 = -384153.887768 nChanged 80 SP:Iteration 8Q (2025.655044 sec): 3 clusters Score: Raw -386873.454543 + Penalty 2648.808263 = -384224.646281 nChanged 81 SP:Iteration 9Q (2025.696344 sec): 3 clusters Score: Raw -386932.207545 + Penalty 2648.808263 = -384283.399282 nChanged 66 SP:Iteration 10Q (2025.739991 sec): 3 clusters Score: Raw -386970.348518 + Penalty 2648.808263 = -384321.540255 nChanged 53 SP:Iteration 11Q (2025.778757 sec): 3 clusters Score: Raw -387001.866487 + Penalty 2648.808263 = -384353.058225 nChanged 37 SP:Iteration 12Q (2025.822985 sec): 3 clusters Score: Raw -387022.647632 + Penalty 2648.808263 = -384373.839369 nChanged 36 SP:Iteration 13Q (2025.862912 sec): 3 clusters Score: Raw -387036.341539 + Penalty 2648.808263 = -384387.533277 nChanged 24 SP:Iteration 14Q (2025.913290 sec): 3 clusters Score: Raw -387047.212030 + Penalty 2648.808263 = -384398.403768 nChanged 22 SP:Iteration 15Q (2025.948206 sec): 3 clusters Score: Raw -387056.338967 + Penalty 2648.808263 = -384407.530704 nChanged 21 SP:Iteration 16Q (2025.990825 sec): 3 clusters Score: Raw -387063.973463 + Penalty 2648.808263 = -384415.165200 nChanged 15 SP:Iteration 17Q (2026.031417 sec): 3 clusters Score: Raw -387069.295367 + Penalty 2648.808263 = -384420.487104 nChanged 11 SP:Iteration 18Q (2026.073710 sec): 3 clusters Score: Raw -387072.629145 + Penalty 2648.808263 = -384423.820883 nChanged 6 SP:Iteration 19Q (2026.114993 sec): 3 clusters Score: Raw -387074.438348 + Penalty 2648.808263 = -384425.630085 nChanged 8 SP:Iteration 20F (2026.165390 sec): 3 clusters Score: Raw -387076.780260 + Penalty 2648.808263 = -384427.971998 nChanged 12 SP:Iteration 21Q (2026.198998 sec): 3 clusters Score: Raw -387081.647360 + Penalty 2648.808263 = -384432.839097 nChanged 9 SP:Iteration 22Q (2026.243298 sec): 3 clusters Score: Raw -387085.485164 + Penalty 2648.808263 = -384436.676901 nChanged 8 SP:Iteration 23Q (2026.293672 sec): 3 clusters Score: Raw -387087.595292 + Penalty 2648.808263 = -384438.787029 nChanged 8 SP:Iteration 24Q (2026.327858 sec): 3 clusters Score: Raw -387090.422565 + Penalty 2648.808263 = -384441.614303 nChanged 7 SP:Iteration 25Q (2026.369124 sec): 3 clusters Score: Raw -387092.711894 + Penalty 2648.808263 = -384443.903632 nChanged 7 SP:Iteration 26Q (2026.412368 sec): 3 clusters Score: Raw -387094.529535 + Penalty 2648.808263 = -384445.721272 nChanged 3 SP:Iteration 27Q (2026.451874 sec): 3 clusters Score: Raw -387095.558818 + Penalty 2648.808263 = -384446.750555 nChanged 4 SP:Iteration 28Q (2026.493064 sec): 3 clusters Score: Raw -387096.514694 + Penalty 2648.808263 = -384447.706432 nChanged 4 SP:Iteration 29Q (2026.535799 sec): 3 clusters Score: Raw -387097.120486 + Penalty 2648.808263 = -384448.312223 nChanged 0 SP:Iteration 30F (2026.575326 sec): 3 clusters Score: Raw -387097.120486 + Penalty 2648.808263 = -384448.312223 nChanged 0 Trying to split cluster 9 (28779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2026.637924 sec): 2 clusters Score: Raw -3632527.554700 + Penalty 1668.452700 = -3630859.102000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2026.712020 sec): 3 clusters Score: Raw -3614768.135263 + Penalty 3336.905401 = -3611431.229862 nChanged 13259 SP:Iteration 1F (2026.779850 sec): 3 clusters Score: Raw -3622402.134300 + Penalty 3336.905401 = -3619065.228900 nChanged 1632 SP:Iteration 2F (2026.849882 sec): 3 clusters Score: Raw -3623298.969808 + Penalty 3336.905401 = -3619962.064407 nChanged 1664 SP:Iteration 3F (2026.917697 sec): 3 clusters Score: Raw -3624383.682007 + Penalty 3336.905401 = -3621046.776606 nChanged 1753 SP:Iteration 4F (2026.991618 sec): 3 clusters Score: Raw -3625644.197063 + Penalty 3336.905401 = -3622307.291662 nChanged 1862 SP:Iteration 5F (2027.075518 sec): 3 clusters Score: Raw -3626940.193239 + Penalty 3336.905401 = -3623603.287838 nChanged 1823 SP:Iteration 6F (2027.155942 sec): 3 clusters Score: Raw -3628134.068200 + Penalty 3336.905401 = -3624797.162799 nChanged 1638 SP:Iteration 7F (2027.233247 sec): 3 clusters Score: Raw -3629081.052470 + Penalty 3336.905401 = -3625744.147069 nChanged 1371 SP:Iteration 8Q (2027.311090 sec): 3 clusters Score: Raw -3629688.440828 + Penalty 3336.905401 = -3626351.535427 nChanged 949 SP:Iteration 9Q (2027.398110 sec): 3 clusters Score: Raw -3630009.633422 + Penalty 3336.905401 = -3626672.728021 nChanged 710 SP:Iteration 10Q (2027.482919 sec): 3 clusters Score: Raw -3630233.259014 + Penalty 3336.905401 = -3626896.353613 nChanged 580 SP:Iteration 11Q (2027.566693 sec): 3 clusters Score: Raw -3630411.766062 + Penalty 3336.905401 = -3627074.860661 nChanged 536 SP:Iteration 12Q (2027.651028 sec): 3 clusters Score: Raw -3630595.750238 + Penalty 3336.905401 = -3627258.844837 nChanged 537 SP:Iteration 13Q (2027.734126 sec): 3 clusters Score: Raw -3630795.172316 + Penalty 3336.905401 = -3627458.266915 nChanged 561 SP:Iteration 14Q (2027.816842 sec): 3 clusters Score: Raw -3631035.913218 + Penalty 3336.905401 = -3627699.007817 nChanged 637 SP:Iteration 15Q (2027.899011 sec): 3 clusters Score: Raw -3631324.704396 + Penalty 3336.905401 = -3627987.798995 nChanged 646 SP:Iteration 16Q (2027.983714 sec): 3 clusters Score: Raw -3631633.693929 + Penalty 3336.905401 = -3628296.788528 nChanged 623 SP:Iteration 17Q (2028.054366 sec): 3 clusters Score: Raw -3631946.496910 + Penalty 3336.905401 = -3628609.591509 nChanged 587 SP:Iteration 18Q (2028.129945 sec): 3 clusters Score: Raw -3632247.210579 + Penalty 3336.905401 = -3628910.305178 nChanged 555 SP:Iteration 19Q (2028.205885 sec): 3 clusters Score: Raw -3632528.479899 + Penalty 3336.905401 = -3629191.574498 nChanged 482 SP:Iteration 20F (2028.282147 sec): 3 clusters Score: Raw -3632759.131491 + Penalty 3336.905401 = -3629422.226090 nChanged 423 SP:Iteration 21Q (2028.360952 sec): 3 clusters Score: Raw -3632943.309916 + Penalty 3336.905401 = -3629606.404515 nChanged 382 SP:Iteration 22Q (2028.429855 sec): 3 clusters Score: Raw -3633091.490732 + Penalty 3336.905401 = -3629754.585331 nChanged 331 SP:Iteration 23Q (2028.511212 sec): 3 clusters Score: Raw -3633201.158693 + Penalty 3336.905401 = -3629864.253292 nChanged 273 SP:Iteration 24Q (2028.579472 sec): 3 clusters Score: Raw -3633272.265392 + Penalty 3336.905401 = -3629935.359991 nChanged 227 SP:Iteration 25Q (2028.654127 sec): 3 clusters Score: Raw -3633326.118449 + Penalty 3336.905401 = -3629989.213048 nChanged 211 SP:Iteration 26Q (2028.728311 sec): 3 clusters Score: Raw -3633376.159970 + Penalty 3336.905401 = -3630039.254569 nChanged 184 SP:Iteration 27Q (2028.802887 sec): 3 clusters Score: Raw -3633416.683859 + Penalty 3336.905401 = -3630079.778458 nChanged 163 SP:Iteration 28Q (2028.877590 sec): 3 clusters Score: Raw -3633451.905225 + Penalty 3336.905401 = -3630114.999825 nChanged 170 SP:Iteration 29Q (2028.951869 sec): 3 clusters Score: Raw -3633486.769143 + Penalty 3336.905401 = -3630149.863742 nChanged 154 SP:Iteration 30Q (2029.026354 sec): 3 clusters Score: Raw -3633518.299693 + Penalty 3336.905401 = -3630181.394292 nChanged 152 SP:Iteration 31Q (2029.100057 sec): 3 clusters Score: Raw -3633547.737886 + Penalty 3336.905401 = -3630210.832485 nChanged 119 SP:Iteration 32Q (2029.173523 sec): 3 clusters Score: Raw -3633569.454057 + Penalty 3336.905401 = -3630232.548656 nChanged 143 SP:Iteration 33Q (2029.248021 sec): 3 clusters Score: Raw -3633599.093661 + Penalty 3336.905401 = -3630262.188260 nChanged 124 SP:Iteration 34Q (2029.321508 sec): 3 clusters Score: Raw -3633622.034929 + Penalty 3336.905401 = -3630285.129528 nChanged 130 SP:Iteration 35Q (2029.401115 sec): 3 clusters Score: Raw -3633647.650703 + Penalty 3336.905401 = -3630310.745302 nChanged 137 SP:Iteration 36Q (2029.471153 sec): 3 clusters Score: Raw -3633675.018180 + Penalty 3336.905401 = -3630338.112779 nChanged 135 SP:Iteration 37Q (2029.538568 sec): 3 clusters Score: Raw -3633700.763178 + Penalty 3336.905401 = -3630363.857777 nChanged 123 SP:Iteration 38Q (2029.610335 sec): 3 clusters Score: Raw -3633722.307099 + Penalty 3336.905401 = -3630385.401699 nChanged 103 SP:Iteration 39Q (2029.677756 sec): 3 clusters Score: Raw -3633738.747025 + Penalty 3336.905401 = -3630401.841624 nChanged 88 SP:Iteration 40F (2029.740631 sec): 3 clusters Score: Raw -3633750.603057 + Penalty 3336.905401 = -3630413.697656 nChanged 66 SP:Iteration 41Q (2029.811448 sec): 3 clusters Score: Raw -3633759.306878 + Penalty 3336.905401 = -3630422.401477 nChanged 56 SP:Iteration 42Q (2029.878606 sec): 3 clusters Score: Raw -3633766.715143 + Penalty 3336.905401 = -3630429.809742 nChanged 60 SP:Iteration 43Q (2029.945384 sec): 3 clusters Score: Raw -3633774.585174 + Penalty 3336.905401 = -3630437.679773 nChanged 50 SP:Iteration 44Q (2030.010717 sec): 3 clusters Score: Raw -3633780.394524 + Penalty 3336.905401 = -3630443.489124 nChanged 43 SP:Iteration 45Q (2030.084465 sec): 3 clusters Score: Raw -3633785.457575 + Penalty 3336.905401 = -3630448.552174 nChanged 46 SP:Iteration 46Q (2030.172278 sec): 3 clusters Score: Raw -3633789.894575 + Penalty 3336.905401 = -3630452.989174 nChanged 34 SP:Iteration 47Q (2030.250081 sec): 3 clusters Score: Raw -3633793.512507 + Penalty 3336.905401 = -3630456.607106 nChanged 34 SP:Iteration 48Q (2030.326919 sec): 3 clusters Score: Raw -3633797.076366 + Penalty 3336.905401 = -3630460.170965 nChanged 26 SP:Iteration 49Q (2030.399612 sec): 3 clusters Score: Raw -3633799.699460 + Penalty 3336.905401 = -3630462.794059 nChanged 29 SP:Iteration 50Q (2030.470274 sec): 3 clusters Score: Raw -3633802.413335 + Penalty 3336.905401 = -3630465.507934 nChanged 26 SP:Iteration 51Q (2030.559503 sec): 3 clusters Score: Raw -3633805.329851 + Penalty 3336.905401 = -3630468.424450 nChanged 27 SP:Iteration 52Q (2030.636408 sec): 3 clusters Score: Raw -3633808.379449 + Penalty 3336.905401 = -3630471.474048 nChanged 35 SP:Iteration 53Q (2030.715840 sec): 3 clusters Score: Raw -3633811.299403 + Penalty 3336.905401 = -3630474.394002 nChanged 29 SP:Iteration 54Q (2030.794115 sec): 3 clusters Score: Raw -3633814.363622 + Penalty 3336.905401 = -3630477.458221 nChanged 30 SP:Iteration 55Q (2030.875284 sec): 3 clusters Score: Raw -3633817.189906 + Penalty 3336.905401 = -3630480.284506 nChanged 24 SP:Iteration 56Q (2030.959674 sec): 3 clusters Score: Raw -3633819.893385 + Penalty 3336.905401 = -3630482.987984 nChanged 26 SP:Iteration 57Q (2031.025225 sec): 3 clusters Score: Raw -3633822.280667 + Penalty 3336.905401 = -3630485.375266 nChanged 26 SP:Iteration 58Q (2031.099419 sec): 3 clusters Score: Raw -3633824.642031 + Penalty 3336.905401 = -3630487.736630 nChanged 19 SP:Iteration 59Q (2031.166619 sec): 3 clusters Score: Raw -3633826.651025 + Penalty 3336.905401 = -3630489.745624 nChanged 18 SP:Iteration 60F (2031.239816 sec): 3 clusters Score: Raw -3633828.142819 + Penalty 3336.905401 = -3630491.237418 nChanged 9 SP:Iteration 61Q (2031.313958 sec): 3 clusters Score: Raw -3633828.660896 + Penalty 3336.905401 = -3630491.755495 nChanged 6 SP:Iteration 62Q (2031.393520 sec): 3 clusters Score: Raw -3633828.986344 + Penalty 3336.905401 = -3630492.080944 nChanged 6 SP:Iteration 63Q (2031.463990 sec): 3 clusters Score: Raw -3633829.357286 + Penalty 3336.905401 = -3630492.451885 nChanged 4 SP:Iteration 64Q (2031.527369 sec): 3 clusters Score: Raw -3633829.611947 + Penalty 3336.905401 = -3630492.706546 nChanged 3 SP:Iteration 65Q (2031.601472 sec): 3 clusters Score: Raw -3633829.733042 + Penalty 3336.905401 = -3630492.827641 nChanged 4 SP:Iteration 66Q (2031.667122 sec): 3 clusters Score: Raw -3633830.044462 + Penalty 3336.905401 = -3630493.139061 nChanged 6 SP:Iteration 67Q (2031.737142 sec): 3 clusters Score: Raw -3633830.606126 + Penalty 3336.905401 = -3630493.700725 nChanged 9 SP:Iteration 68Q (2031.806559 sec): 3 clusters Score: Raw -3633831.381705 + Penalty 3336.905401 = -3630494.476304 nChanged 8 SP:Iteration 69Q (2031.872745 sec): 3 clusters Score: Raw -3633832.122387 + Penalty 3336.905401 = -3630495.216986 nChanged 8 SP:Iteration 70Q (2031.943953 sec): 3 clusters Score: Raw -3633832.925050 + Penalty 3336.905401 = -3630496.019649 nChanged 8 SP:Iteration 71Q (2032.011680 sec): 3 clusters Score: Raw -3633833.853787 + Penalty 3336.905401 = -3630496.948386 nChanged 7 SP:Iteration 72Q (2032.076977 sec): 3 clusters Score: Raw -3633834.535586 + Penalty 3336.905401 = -3630497.630185 nChanged 15 SP:Iteration 73Q (2032.144231 sec): 3 clusters Score: Raw -3633836.152246 + Penalty 3336.905401 = -3630499.246845 nChanged 12 SP:Iteration 74Q (2032.218987 sec): 3 clusters Score: Raw -3633837.043750 + Penalty 3336.905401 = -3630500.138349 nChanged 9 SP:Iteration 75Q (2032.284378 sec): 3 clusters Score: Raw -3633837.721955 + Penalty 3336.905401 = -3630500.816554 nChanged 8 SP:Iteration 76Q (2032.359841 sec): 3 clusters Score: Raw -3633838.535283 + Penalty 3336.905401 = -3630501.629882 nChanged 8 SP:Iteration 77Q (2032.426641 sec): 3 clusters Score: Raw -3633839.244069 + Penalty 3336.905401 = -3630502.338668 nChanged 9 SP:Iteration 78Q (2032.491781 sec): 3 clusters Score: Raw -3633839.921324 + Penalty 3336.905401 = -3630503.015923 nChanged 11 SP:Iteration 79Q (2032.565839 sec): 3 clusters Score: Raw -3633840.579532 + Penalty 3336.905401 = -3630503.674131 nChanged 7 SP:Iteration 80F (2032.636739 sec): 3 clusters Score: Raw -3633841.177459 + Penalty 3336.905401 = -3630504.272058 nChanged 5 SP:Iteration 81Q (2032.701308 sec): 3 clusters Score: Raw -3633841.523032 + Penalty 3336.905401 = -3630504.617631 nChanged 9 SP:Iteration 82Q (2032.776895 sec): 3 clusters Score: Raw -3633842.249520 + Penalty 3336.905401 = -3630505.344119 nChanged 10 SP:Iteration 83Q (2032.842595 sec): 3 clusters Score: Raw -3633843.274023 + Penalty 3336.905401 = -3630506.368622 nChanged 8 SP:Iteration 84Q (2032.909339 sec): 3 clusters Score: Raw -3633843.984354 + Penalty 3336.905401 = -3630507.078953 nChanged 7 SP:Iteration 85Q (2032.984474 sec): 3 clusters Score: Raw -3633844.587011 + Penalty 3336.905401 = -3630507.681610 nChanged 8 SP:Iteration 86Q (2033.051195 sec): 3 clusters Score: Raw -3633845.353490 + Penalty 3336.905401 = -3630508.448089 nChanged 9 SP:Iteration 87Q (2033.120945 sec): 3 clusters Score: Raw -3633846.066012 + Penalty 3336.905401 = -3630509.160611 nChanged 11 SP:Iteration 88Q (2033.204520 sec): 3 clusters Score: Raw -3633846.898633 + Penalty 3336.905401 = -3630509.993232 nChanged 9 SP:Iteration 89Q (2033.290340 sec): 3 clusters Score: Raw -3633847.365922 + Penalty 3336.905401 = -3630510.460522 nChanged 5 SP:Iteration 90Q (2033.373224 sec): 3 clusters Score: Raw -3633847.722346 + Penalty 3336.905401 = -3630510.816946 nChanged 6 SP:Iteration 91Q (2033.453506 sec): 3 clusters Score: Raw -3633848.148470 + Penalty 3336.905401 = -3630511.243069 nChanged 5 SP:Iteration 92Q (2033.531131 sec): 3 clusters Score: Raw -3633848.604796 + Penalty 3336.905401 = -3630511.699395 nChanged 9 SP:Iteration 93Q (2033.611048 sec): 3 clusters Score: Raw -3633849.149812 + Penalty 3336.905401 = -3630512.244411 nChanged 9 SP:Iteration 94Q (2033.690612 sec): 3 clusters Score: Raw -3633849.730994 + Penalty 3336.905401 = -3630512.825593 nChanged 4 SP:Iteration 95Q (2033.769427 sec): 3 clusters Score: Raw -3633849.913875 + Penalty 3336.905401 = -3630513.008474 nChanged 1 SP:Iteration 96Q (2033.852503 sec): 3 clusters Score: Raw -3633849.971297 + Penalty 3336.905401 = -3630513.065896 nChanged 1 SP:Iteration 97Q (2033.925590 sec): 3 clusters Score: Raw -3633850.151268 + Penalty 3336.905401 = -3630513.245867 nChanged 1 SP:Iteration 98Q (2033.994879 sec): 3 clusters Score: Raw -3633850.275342 + Penalty 3336.905401 = -3630513.369941 nChanged 1 SP:Iteration 99Q (2034.064363 sec): 3 clusters Score: Raw -3633850.296869 + Penalty 3336.905401 = -3630513.391469 nChanged 0 SP:Iteration 100F (2034.141478 sec): 3 clusters Score: Raw -3633850.296869 + Penalty 3336.905401 = -3630513.391469 nChanged 0 Trying to split cluster 10 (13046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2034.188593 sec): 2 clusters Score: Raw -1573842.544768 + Penalty 1539.888489 = -1572302.656279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2034.248143 sec): 3 clusters Score: Raw -1566253.009186 + Penalty 3079.776977 = -1563173.232209 nChanged 5761 SP:Iteration 1F (2034.305092 sec): 3 clusters Score: Raw -1569519.636296 + Penalty 3079.776977 = -1566439.859319 nChanged 904 SP:Iteration 2F (2034.364815 sec): 3 clusters Score: Raw -1570104.711095 + Penalty 3079.776977 = -1567024.934118 nChanged 962 SP:Iteration 3F (2034.418278 sec): 3 clusters Score: Raw -1570810.159433 + Penalty 3079.776977 = -1567730.382456 nChanged 972 SP:Iteration 4F (2034.466961 sec): 3 clusters Score: Raw -1571571.062009 + Penalty 3079.776977 = -1568491.285032 nChanged 946 SP:Iteration 5F (2034.519358 sec): 3 clusters Score: Raw -1572383.100244 + Penalty 3079.776977 = -1569303.323267 nChanged 833 SP:Iteration 6F (2034.574128 sec): 3 clusters Score: Raw -1573132.472084 + Penalty 3079.776977 = -1570052.695107 nChanged 577 SP:Iteration 7Q (2034.626957 sec): 3 clusters Score: Raw -1573631.275299 + Penalty 3079.776977 = -1570551.498322 nChanged 397 SP:Iteration 8Q (2034.676966 sec): 3 clusters Score: Raw -1573973.605771 + Penalty 3079.776977 = -1570893.828794 nChanged 272 SP:Iteration 9Q (2034.733621 sec): 3 clusters Score: Raw -1574246.323573 + Penalty 3079.776977 = -1571166.546596 nChanged 176 SP:Iteration 10Q (2034.789657 sec): 3 clusters Score: Raw -1574421.392873 + Penalty 3079.776977 = -1571341.615896 nChanged 127 SP:Iteration 11Q (2034.845599 sec): 3 clusters Score: Raw -1574496.198634 + Penalty 3079.776977 = -1571416.421657 nChanged 82 SP:Iteration 12Q (2034.897943 sec): 3 clusters Score: Raw -1574528.469192 + Penalty 3079.776977 = -1571448.692215 nChanged 64 SP:Iteration 13Q (2034.948263 sec): 3 clusters Score: Raw -1574549.349854 + Penalty 3079.776977 = -1571469.572877 nChanged 38 SP:Iteration 14Q (2035.004261 sec): 3 clusters Score: Raw -1574560.360243 + Penalty 3079.776977 = -1571480.583266 nChanged 27 SP:Iteration 15Q (2035.061184 sec): 3 clusters Score: Raw -1574568.694140 + Penalty 3079.776977 = -1571488.917163 nChanged 29 SP:Iteration 16Q (2035.114619 sec): 3 clusters Score: Raw -1574576.348702 + Penalty 3079.776977 = -1571496.571725 nChanged 15 SP:Iteration 17Q (2035.166480 sec): 3 clusters Score: Raw -1574579.479451 + Penalty 3079.776977 = -1571499.702474 nChanged 9 SP:Iteration 18Q (2035.221435 sec): 3 clusters Score: Raw -1574581.408593 + Penalty 3079.776977 = -1571501.631616 nChanged 4 SP:Iteration 19Q (2035.277844 sec): 3 clusters Score: Raw -1574582.137365 + Penalty 3079.776977 = -1571502.360388 nChanged 4 SP:Iteration 20F (2035.333383 sec): 3 clusters Score: Raw -1574582.881015 + Penalty 3079.776977 = -1571503.104038 nChanged 4 SP:Iteration 21Q (2035.393780 sec): 3 clusters Score: Raw -1574583.538926 + Penalty 3079.776977 = -1571503.761949 nChanged 3 SP:Iteration 22Q (2035.440029 sec): 3 clusters Score: Raw -1574584.086424 + Penalty 3079.776977 = -1571504.309447 nChanged 3 SP:Iteration 23Q (2035.496842 sec): 3 clusters Score: Raw -1574584.482320 + Penalty 3079.776977 = -1571504.705343 nChanged 4 SP:Iteration 24Q (2035.550760 sec): 3 clusters Score: Raw -1574585.445286 + Penalty 3079.776977 = -1571505.668309 nChanged 7 SP:Iteration 25Q (2035.600980 sec): 3 clusters Score: Raw -1574586.618505 + Penalty 3079.776977 = -1571506.841528 nChanged 8 SP:Iteration 26Q (2035.655792 sec): 3 clusters Score: Raw -1574588.092700 + Penalty 3079.776977 = -1571508.315723 nChanged 10 SP:Iteration 27Q (2035.712667 sec): 3 clusters Score: Raw -1574590.364050 + Penalty 3079.776977 = -1571510.587073 nChanged 7 SP:Iteration 28Q (2035.766389 sec): 3 clusters Score: Raw -1574591.696022 + Penalty 3079.776977 = -1571511.919045 nChanged 8 SP:Iteration 29Q (2035.816635 sec): 3 clusters Score: Raw -1574593.277243 + Penalty 3079.776977 = -1571513.500266 nChanged 2 SP:Iteration 30Q (2035.871439 sec): 3 clusters Score: Raw -1574593.797246 + Penalty 3079.776977 = -1571514.020269 nChanged 1 SP:Iteration 31Q (2035.927951 sec): 3 clusters Score: Raw -1574594.069841 + Penalty 3079.776977 = -1571514.292864 nChanged 1 SP:Iteration 32Q (2035.982346 sec): 3 clusters Score: Raw -1574594.262459 + Penalty 3079.776977 = -1571514.485482 nChanged 1 SP:Iteration 33Q (2036.033405 sec): 3 clusters Score: Raw -1574594.339758 + Penalty 3079.776977 = -1571514.562781 nChanged 0 SP:Iteration 34F (2036.089390 sec): 3 clusters Score: Raw -1574594.339758 + Penalty 3079.776977 = -1571514.562781 nChanged 0 Trying to split cluster 11 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2036.106235 sec): 2 clusters Score: Raw -24603.684815 + Penalty 864.194499 = -23739.490316 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (99 points): covariance matrix is singular SP:Iteration 0F (2036.124947 sec): 3 clusters Score: Raw -25569.336677 + Penalty 1728.388998 = -23840.947679 nChanged 86 Unmasked E-step: Deleting class 2 (155 points): covariance matrix is singular SP:Iteration 1F (2036.125776 sec): 2 clusters Score: Raw -11463.661823 + Penalty 864.194499 = -10599.467324 nChanged 49 SP:Iteration 2F (2036.126497 sec): 1 clusters Score: Raw 1085.894033 + Penalty 0.000000 = 1085.894033 nChanged 204 SP:Iteration 3F (2036.127234 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 12 (14295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2036.164822 sec): 2 clusters Score: Raw -1787638.176561 + Penalty 1554.745580 = -1786083.430981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2036.222201 sec): 3 clusters Score: Raw -1779280.621398 + Penalty 3109.491159 = -1776171.130239 nChanged 6349 SP:Iteration 1F (2036.280556 sec): 3 clusters Score: Raw -1782618.925786 + Penalty 3109.491159 = -1779509.434627 nChanged 726 SP:Iteration 2F (2036.339205 sec): 3 clusters Score: Raw -1782887.901884 + Penalty 3109.491159 = -1779778.410725 nChanged 646 SP:Iteration 3Q (2036.398376 sec): 3 clusters Score: Raw -1783132.501951 + Penalty 3109.491159 = -1780023.010792 nChanged 600 SP:Iteration 4Q (2036.453934 sec): 3 clusters Score: Raw -1783375.393556 + Penalty 3109.491159 = -1780265.902397 nChanged 610 SP:Iteration 5Q (2036.509031 sec): 3 clusters Score: Raw -1783656.970702 + Penalty 3109.491159 = -1780547.479543 nChanged 679 SP:Iteration 6Q (2036.568161 sec): 3 clusters Score: Raw -1784064.033480 + Penalty 3109.491159 = -1780954.542321 nChanged 809 SP:Iteration 7F (2036.625855 sec): 3 clusters Score: Raw -1784587.043738 + Penalty 3109.491159 = -1781477.552579 nChanged 823 SP:Iteration 8F (2036.688453 sec): 3 clusters Score: Raw -1785177.845227 + Penalty 3109.491159 = -1782068.354068 nChanged 823 SP:Iteration 9F (2036.740602 sec): 3 clusters Score: Raw -1785793.779016 + Penalty 3109.491159 = -1782684.287857 nChanged 720 SP:Iteration 10F (2036.809617 sec): 3 clusters Score: Raw -1786344.106660 + Penalty 3109.491159 = -1783234.615501 nChanged 567 SP:Iteration 11Q (2036.873903 sec): 3 clusters Score: Raw -1786751.136014 + Penalty 3109.491159 = -1783641.644855 nChanged 469 SP:Iteration 12Q (2036.927420 sec): 3 clusters Score: Raw -1787043.538280 + Penalty 3109.491159 = -1783934.047121 nChanged 357 SP:Iteration 13Q (2036.999404 sec): 3 clusters Score: Raw -1787260.966761 + Penalty 3109.491159 = -1784151.475602 nChanged 274 SP:Iteration 14Q (2037.061024 sec): 3 clusters Score: Raw -1787418.458470 + Penalty 3109.491159 = -1784308.967311 nChanged 237 SP:Iteration 15Q (2037.121292 sec): 3 clusters Score: Raw -1787536.579272 + Penalty 3109.491159 = -1784427.088113 nChanged 167 SP:Iteration 16Q (2037.183706 sec): 3 clusters Score: Raw -1787622.920406 + Penalty 3109.491159 = -1784513.429247 nChanged 151 SP:Iteration 17Q (2037.248658 sec): 3 clusters Score: Raw -1787699.890112 + Penalty 3109.491159 = -1784590.398953 nChanged 134 SP:Iteration 18Q (2037.313463 sec): 3 clusters Score: Raw -1787764.368129 + Penalty 3109.491159 = -1784654.876969 nChanged 117 SP:Iteration 19Q (2037.378106 sec): 3 clusters Score: Raw -1787822.730275 + Penalty 3109.491159 = -1784713.239116 nChanged 125 SP:Iteration 20F (2037.433920 sec): 3 clusters Score: Raw -1787894.171541 + Penalty 3109.491159 = -1784784.680381 nChanged 119 SP:Iteration 21Q (2037.504140 sec): 3 clusters Score: Raw -1787969.120705 + Penalty 3109.491159 = -1784859.629546 nChanged 129 SP:Iteration 22Q (2037.560243 sec): 3 clusters Score: Raw -1788059.827604 + Penalty 3109.491159 = -1784950.336445 nChanged 128 SP:Iteration 23Q (2037.624401 sec): 3 clusters Score: Raw -1788139.377683 + Penalty 3109.491159 = -1785029.886524 nChanged 108 SP:Iteration 24Q (2037.689258 sec): 3 clusters Score: Raw -1788212.860451 + Penalty 3109.491159 = -1785103.369292 nChanged 104 SP:Iteration 25Q (2037.745657 sec): 3 clusters Score: Raw -1788266.826438 + Penalty 3109.491159 = -1785157.335279 nChanged 101 SP:Iteration 26Q (2037.800864 sec): 3 clusters Score: Raw -1788306.551772 + Penalty 3109.491159 = -1785197.060613 nChanged 88 SP:Iteration 27Q (2037.851205 sec): 3 clusters Score: Raw -1788335.158694 + Penalty 3109.491159 = -1785225.667535 nChanged 55 SP:Iteration 28Q (2037.916769 sec): 3 clusters Score: Raw -1788350.633443 + Penalty 3109.491159 = -1785241.142284 nChanged 42 SP:Iteration 29Q (2037.966604 sec): 3 clusters Score: Raw -1788361.558303 + Penalty 3109.491159 = -1785252.067144 nChanged 38 SP:Iteration 30Q (2038.022037 sec): 3 clusters Score: Raw -1788371.058652 + Penalty 3109.491159 = -1785261.567493 nChanged 34 SP:Iteration 31Q (2038.083257 sec): 3 clusters Score: Raw -1788379.973828 + Penalty 3109.491159 = -1785270.482669 nChanged 38 SP:Iteration 32Q (2038.134290 sec): 3 clusters Score: Raw -1788388.160255 + Penalty 3109.491159 = -1785278.669096 nChanged 25 SP:Iteration 33Q (2038.196040 sec): 3 clusters Score: Raw -1788392.591587 + Penalty 3109.491159 = -1785283.100428 nChanged 17 SP:Iteration 34Q (2038.244975 sec): 3 clusters Score: Raw -1788395.396745 + Penalty 3109.491159 = -1785285.905586 nChanged 13 SP:Iteration 35Q (2038.300928 sec): 3 clusters Score: Raw -1788397.398363 + Penalty 3109.491159 = -1785287.907204 nChanged 15 SP:Iteration 36Q (2038.359347 sec): 3 clusters Score: Raw -1788400.485312 + Penalty 3109.491159 = -1785290.994153 nChanged 19 SP:Iteration 37Q (2038.407398 sec): 3 clusters Score: Raw -1788403.941632 + Penalty 3109.491159 = -1785294.450473 nChanged 17 SP:Iteration 38Q (2038.469225 sec): 3 clusters Score: Raw -1788406.047909 + Penalty 3109.491159 = -1785296.556750 nChanged 10 SP:Iteration 39Q (2038.518111 sec): 3 clusters Score: Raw -1788407.230020 + Penalty 3109.491159 = -1785297.738861 nChanged 6 SP:Iteration 40F (2038.577252 sec): 3 clusters Score: Raw -1788408.062441 + Penalty 3109.491159 = -1785298.571282 nChanged 4 SP:Iteration 41Q (2038.637320 sec): 3 clusters Score: Raw -1788408.466933 + Penalty 3109.491159 = -1785298.975774 nChanged 5 SP:Iteration 42Q (2038.691592 sec): 3 clusters Score: Raw -1788409.346273 + Penalty 3109.491159 = -1785299.855114 nChanged 5 SP:Iteration 43Q (2038.741166 sec): 3 clusters Score: Raw -1788409.828406 + Penalty 3109.491159 = -1785300.337247 nChanged 6 SP:Iteration 44Q (2038.798368 sec): 3 clusters Score: Raw -1788410.518197 + Penalty 3109.491159 = -1785301.027038 nChanged 9 SP:Iteration 45Q (2038.846811 sec): 3 clusters Score: Raw -1788411.563620 + Penalty 3109.491159 = -1785302.072461 nChanged 4 SP:Iteration 46Q (2038.903007 sec): 3 clusters Score: Raw -1788412.069231 + Penalty 3109.491159 = -1785302.578072 nChanged 3 SP:Iteration 47Q (2038.961767 sec): 3 clusters Score: Raw -1788412.323480 + Penalty 3109.491159 = -1785302.832321 nChanged 2 SP:Iteration 48Q (2039.014648 sec): 3 clusters Score: Raw -1788412.811063 + Penalty 3109.491159 = -1785303.319904 nChanged 5 SP:Iteration 49Q (2039.065440 sec): 3 clusters Score: Raw -1788413.330670 + Penalty 3109.491159 = -1785303.839511 nChanged 2 SP:Iteration 50Q (2039.124199 sec): 3 clusters Score: Raw -1788413.641600 + Penalty 3109.491159 = -1785304.150441 nChanged 5 SP:Iteration 51Q (2039.181891 sec): 3 clusters Score: Raw -1788414.030378 + Penalty 3109.491159 = -1785304.539219 nChanged 1 SP:Iteration 52Q (2039.235399 sec): 3 clusters Score: Raw -1788414.096119 + Penalty 3109.491159 = -1785304.604960 nChanged 0 SP:Iteration 53F (2039.288896 sec): 3 clusters Score: Raw -1788414.096119 + Penalty 3109.491159 = -1785304.604960 nChanged 0 Trying to split cluster 13 (10770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2039.320177 sec): 2 clusters Score: Raw -1339133.276982 + Penalty 1508.734463 = -1337624.542519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2039.370610 sec): 3 clusters Score: Raw -1333094.468027 + Penalty 3017.468925 = -1330076.999102 nChanged 4648 SP:Iteration 1F (2039.424418 sec): 3 clusters Score: Raw -1335868.692802 + Penalty 3017.468925 = -1332851.223877 nChanged 892 SP:Iteration 2F (2039.477340 sec): 3 clusters Score: Raw -1336616.293162 + Penalty 3017.468925 = -1333598.824236 nChanged 865 SP:Iteration 3F (2039.527617 sec): 3 clusters Score: Raw -1337463.651034 + Penalty 3017.468925 = -1334446.182109 nChanged 906 SP:Iteration 4F (2039.582550 sec): 3 clusters Score: Raw -1338186.020977 + Penalty 3017.468925 = -1335168.552052 nChanged 748 SP:Iteration 5F (2039.631464 sec): 3 clusters Score: Raw -1338767.110851 + Penalty 3017.468925 = -1335749.641926 nChanged 607 SP:Iteration 6F (2039.684016 sec): 3 clusters Score: Raw -1339228.038149 + Penalty 3017.468925 = -1336210.569224 nChanged 464 SP:Iteration 7Q (2039.733379 sec): 3 clusters Score: Raw -1339586.076707 + Penalty 3017.468925 = -1336568.607782 nChanged 358 SP:Iteration 8Q (2039.777995 sec): 3 clusters Score: Raw -1339869.409241 + Penalty 3017.468925 = -1336851.940316 nChanged 242 SP:Iteration 9Q (2039.823481 sec): 3 clusters Score: Raw -1340017.353904 + Penalty 3017.468925 = -1336999.884978 nChanged 199 SP:Iteration 10Q (2039.881304 sec): 3 clusters Score: Raw -1340123.141043 + Penalty 3017.468925 = -1337105.672118 nChanged 160 SP:Iteration 11Q (2039.926282 sec): 3 clusters Score: Raw -1340194.336396 + Penalty 3017.468925 = -1337176.867471 nChanged 121 SP:Iteration 12Q (2039.979559 sec): 3 clusters Score: Raw -1340245.486824 + Penalty 3017.468925 = -1337228.017898 nChanged 103 SP:Iteration 13Q (2040.026569 sec): 3 clusters Score: Raw -1340287.822359 + Penalty 3017.468925 = -1337270.353434 nChanged 83 SP:Iteration 14Q (2040.075034 sec): 3 clusters Score: Raw -1340315.267673 + Penalty 3017.468925 = -1337297.798748 nChanged 68 SP:Iteration 15Q (2040.127422 sec): 3 clusters Score: Raw -1340339.212896 + Penalty 3017.468925 = -1337321.743970 nChanged 70 SP:Iteration 16Q (2040.179301 sec): 3 clusters Score: Raw -1340364.354585 + Penalty 3017.468925 = -1337346.885659 nChanged 57 SP:Iteration 17Q (2040.236792 sec): 3 clusters Score: Raw -1340387.205605 + Penalty 3017.468925 = -1337369.736680 nChanged 68 SP:Iteration 18Q (2040.287833 sec): 3 clusters Score: Raw -1340413.419568 + Penalty 3017.468925 = -1337395.950643 nChanged 54 SP:Iteration 19Q (2040.330822 sec): 3 clusters Score: Raw -1340432.600334 + Penalty 3017.468925 = -1337415.131408 nChanged 54 SP:Iteration 20F (2040.380897 sec): 3 clusters Score: Raw -1340454.337971 + Penalty 3017.468925 = -1337436.869046 nChanged 59 SP:Iteration 21Q (2040.435018 sec): 3 clusters Score: Raw -1340476.007429 + Penalty 3017.468925 = -1337458.538504 nChanged 43 SP:Iteration 22Q (2040.492678 sec): 3 clusters Score: Raw -1340488.517045 + Penalty 3017.468925 = -1337471.048119 nChanged 36 SP:Iteration 23Q (2040.532115 sec): 3 clusters Score: Raw -1340501.437407 + Penalty 3017.468925 = -1337483.968482 nChanged 41 SP:Iteration 24Q (2040.586052 sec): 3 clusters Score: Raw -1340518.641814 + Penalty 3017.468925 = -1337501.172888 nChanged 38 SP:Iteration 25Q (2040.634089 sec): 3 clusters Score: Raw -1340538.920403 + Penalty 3017.468925 = -1337521.451478 nChanged 51 SP:Iteration 26Q (2040.700693 sec): 3 clusters Score: Raw -1340564.311172 + Penalty 3017.468925 = -1337546.842247 nChanged 58 SP:Iteration 27Q (2040.755948 sec): 3 clusters Score: Raw -1340597.490377 + Penalty 3017.468925 = -1337580.021452 nChanged 49 SP:Iteration 28Q (2040.815550 sec): 3 clusters Score: Raw -1340624.027819 + Penalty 3017.468925 = -1337606.558894 nChanged 52 SP:Iteration 29Q (2040.872717 sec): 3 clusters Score: Raw -1340655.502024 + Penalty 3017.468925 = -1337638.033099 nChanged 35 SP:Iteration 30Q (2040.927947 sec): 3 clusters Score: Raw -1340674.122083 + Penalty 3017.468925 = -1337656.653158 nChanged 30 SP:Iteration 31Q (2040.980429 sec): 3 clusters Score: Raw -1340688.559895 + Penalty 3017.468925 = -1337671.090970 nChanged 22 SP:Iteration 32Q (2041.039455 sec): 3 clusters Score: Raw -1340695.953403 + Penalty 3017.468925 = -1337678.484477 nChanged 13 SP:Iteration 33Q (2041.087621 sec): 3 clusters Score: Raw -1340699.477835 + Penalty 3017.468925 = -1337682.008910 nChanged 3 SP:Iteration 34Q (2041.154991 sec): 3 clusters Score: Raw -1340699.962627 + Penalty 3017.468925 = -1337682.493701 nChanged 0 SP:Iteration 35F (2041.204950 sec): 3 clusters Score: Raw -1340699.962627 + Penalty 3017.468925 = -1337682.493701 nChanged 0 Score: Raw -40679245.528674 + Penalty 45505.499431 = -40633740.029242 Splitting cluster 13 changes total score from -40634239.852717 to -40633740.029242 So it's not getting split. Trying to split cluster 14 (95335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2045.354951 sec): 2 clusters Score: Raw -11922031.975729 + Penalty 1863.087246 = -11920168.888482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2045.513725 sec): 3 clusters Score: Raw -11859948.855120 + Penalty 3726.174492 = -11856222.680628 nChanged 45623 SP:Iteration 1F (2045.659403 sec): 3 clusters Score: Raw -11906168.095338 + Penalty 3726.174492 = -11902441.920846 nChanged 11589 SP:Iteration 2F (2045.805135 sec): 3 clusters Score: Raw -11920614.211080 + Penalty 3726.174492 = -11916888.036588 nChanged 11996 SP:Iteration 3F (2045.952058 sec): 3 clusters Score: Raw -11940621.106760 + Penalty 3726.174492 = -11936894.932268 nChanged 11815 SP:Iteration 4F (2046.104929 sec): 3 clusters Score: Raw -11970146.547578 + Penalty 3726.174492 = -11966420.373086 nChanged 8758 SP:Iteration 5F (2046.259409 sec): 3 clusters Score: Raw -12017765.880446 + Penalty 3726.174492 = -12014039.705954 nChanged 4185 SP:Iteration 6Q (2046.395547 sec): 3 clusters Score: Raw -12130144.975846 + Penalty 3726.174492 = -12126418.801354 nChanged 561 Unmasked E-step: Deleting class 2 (6090 points): covariance matrix is singular SP:Iteration 7Q (2046.496987 sec): 3 clusters Score: Raw -12130758.643347 + Penalty 3726.174492 = -12127032.468855 nChanged 0 SP:Iteration 8F (2046.586715 sec): 2 clusters Score: Raw -11877974.526733 + Penalty 1863.087246 = -11876111.439487 nChanged 6090 SP:Iteration 9F (2046.675386 sec): 2 clusters Score: Raw -11922031.975729 + Penalty 1863.087246 = -11920168.888482 nChanged 0 Trying to split cluster 15 (21954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2046.718644 sec): 2 clusters Score: Raw -2771304.045127 + Penalty 1624.464503 = -2769679.580624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2046.792857 sec): 3 clusters Score: Raw -2757896.298419 + Penalty 3248.929006 = -2754647.369413 nChanged 10047 SP:Iteration 1F (2046.855370 sec): 3 clusters Score: Raw -2763364.880134 + Penalty 3248.929006 = -2760115.951128 nChanged 1037 SP:Iteration 2Q (2046.934453 sec): 3 clusters Score: Raw -2763720.546675 + Penalty 3248.929006 = -2760471.617669 nChanged 969 SP:Iteration 3Q (2047.012530 sec): 3 clusters Score: Raw -2764066.293913 + Penalty 3248.929006 = -2760817.364907 nChanged 988 SP:Iteration 4Q (2047.069400 sec): 3 clusters Score: Raw -2764449.282046 + Penalty 3248.929006 = -2761200.353040 nChanged 1022 SP:Iteration 5Q (2047.148037 sec): 3 clusters Score: Raw -2764899.617702 + Penalty 3248.929006 = -2761650.688696 nChanged 1108 SP:Iteration 6F (2047.209366 sec): 3 clusters Score: Raw -2765483.485055 + Penalty 3248.929006 = -2762234.556049 nChanged 1230 SP:Iteration 7F (2047.269865 sec): 3 clusters Score: Raw -2766249.106909 + Penalty 3248.929006 = -2763000.177903 nChanged 1336 SP:Iteration 8F (2047.321557 sec): 3 clusters Score: Raw -2767200.747910 + Penalty 3248.929006 = -2763951.818904 nChanged 1287 SP:Iteration 9F (2047.375886 sec): 3 clusters Score: Raw -2768188.682573 + Penalty 3248.929006 = -2764939.753567 nChanged 1188 SP:Iteration 10F (2047.432629 sec): 3 clusters Score: Raw -2769158.872569 + Penalty 3248.929006 = -2765909.943563 nChanged 1004 SP:Iteration 11Q (2047.502850 sec): 3 clusters Score: Raw -2770017.113014 + Penalty 3248.929006 = -2766768.184008 nChanged 719 SP:Iteration 12Q (2047.557567 sec): 3 clusters Score: Raw -2770638.232580 + Penalty 3248.929006 = -2767389.303574 nChanged 468 SP:Iteration 13Q (2047.614619 sec): 3 clusters Score: Raw -2771033.064018 + Penalty 3248.929006 = -2767784.135011 nChanged 284 SP:Iteration 14Q (2047.670525 sec): 3 clusters Score: Raw -2771262.505970 + Penalty 3248.929006 = -2768013.576964 nChanged 165 SP:Iteration 15Q (2047.735121 sec): 3 clusters Score: Raw -2771386.145017 + Penalty 3248.929006 = -2768137.216011 nChanged 89 SP:Iteration 16Q (2047.785971 sec): 3 clusters Score: Raw -2771453.327724 + Penalty 3248.929006 = -2768204.398718 nChanged 63 SP:Iteration 17Q (2047.843837 sec): 3 clusters Score: Raw -2771504.448051 + Penalty 3248.929006 = -2768255.519045 nChanged 37 SP:Iteration 18Q (2047.901752 sec): 3 clusters Score: Raw -2771538.315748 + Penalty 3248.929006 = -2768289.386742 nChanged 26 SP:Iteration 19Q (2047.962014 sec): 3 clusters Score: Raw -2771560.067153 + Penalty 3248.929006 = -2768311.138147 nChanged 21 SP:Iteration 20F (2048.024105 sec): 3 clusters Score: Raw -2771578.737703 + Penalty 3248.929006 = -2768329.808697 nChanged 16 SP:Iteration 21Q (2048.077153 sec): 3 clusters Score: Raw -2771594.088528 + Penalty 3248.929006 = -2768345.159522 nChanged 9 SP:Iteration 22Q (2048.134372 sec): 3 clusters Score: Raw -2771603.812861 + Penalty 3248.929006 = -2768354.883855 nChanged 7 SP:Iteration 23Q (2048.190232 sec): 3 clusters Score: Raw -2771609.167449 + Penalty 3248.929006 = -2768360.238443 nChanged 3 SP:Iteration 24Q (2048.245316 sec): 3 clusters Score: Raw -2771612.278290 + Penalty 3248.929006 = -2768363.349284 nChanged 4 SP:Iteration 25Q (2048.309120 sec): 3 clusters Score: Raw -2771618.436954 + Penalty 3248.929006 = -2768369.507948 nChanged 7 SP:Iteration 26Q (2048.362750 sec): 3 clusters Score: Raw -2771626.188172 + Penalty 3248.929006 = -2768377.259166 nChanged 5 SP:Iteration 27Q (2048.419700 sec): 3 clusters Score: Raw -2771629.814033 + Penalty 3248.929006 = -2768380.885027 nChanged 0 SP:Iteration 28F (2048.482100 sec): 3 clusters Score: Raw -2771629.814033 + Penalty 3248.929006 = -2768380.885027 nChanged 0 Trying to split cluster 16 (21695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2048.523118 sec): 2 clusters Score: Raw -2507336.816836 + Penalty 1622.536028 = -2505714.280808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2048.594594 sec): 3 clusters Score: Raw -2494227.006277 + Penalty 3245.072057 = -2490981.934220 nChanged 9826 SP:Iteration 1F (2048.662721 sec): 3 clusters Score: Raw -2499430.128188 + Penalty 3245.072057 = -2496185.056131 nChanged 1138 SP:Iteration 2F (2048.729381 sec): 3 clusters Score: Raw -2499901.897288 + Penalty 3245.072057 = -2496656.825231 nChanged 1190 SP:Iteration 3F (2048.797102 sec): 3 clusters Score: Raw -2500427.475829 + Penalty 3245.072057 = -2497182.403772 nChanged 1179 SP:Iteration 4F (2048.870529 sec): 3 clusters Score: Raw -2500977.136234 + Penalty 3245.072057 = -2497732.064177 nChanged 1173 SP:Iteration 5F (2048.944823 sec): 3 clusters Score: Raw -2501600.939677 + Penalty 3245.072057 = -2498355.867620 nChanged 1179 SP:Iteration 6F (2049.017399 sec): 3 clusters Score: Raw -2502260.569763 + Penalty 3245.072057 = -2499015.497706 nChanged 1143 SP:Iteration 7F (2049.090251 sec): 3 clusters Score: Raw -2502927.612738 + Penalty 3245.072057 = -2499682.540681 nChanged 1076 SP:Iteration 8Q (2049.166772 sec): 3 clusters Score: Raw -2503637.677055 + Penalty 3245.072057 = -2500392.604998 nChanged 1024 SP:Iteration 9Q (2049.244263 sec): 3 clusters Score: Raw -2504378.710924 + Penalty 3245.072057 = -2501133.638867 nChanged 933 SP:Iteration 10Q (2049.319554 sec): 3 clusters Score: Raw -2505124.096442 + Penalty 3245.072057 = -2501879.024385 nChanged 806 SP:Iteration 11Q (2049.396776 sec): 3 clusters Score: Raw -2505775.805187 + Penalty 3245.072057 = -2502530.733130 nChanged 649 SP:Iteration 12Q (2049.458832 sec): 3 clusters Score: Raw -2506253.429706 + Penalty 3245.072057 = -2503008.357649 nChanged 472 SP:Iteration 13Q (2049.528420 sec): 3 clusters Score: Raw -2506594.251001 + Penalty 3245.072057 = -2503349.178944 nChanged 377 SP:Iteration 14Q (2049.592497 sec): 3 clusters Score: Raw -2506859.584547 + Penalty 3245.072057 = -2503614.512490 nChanged 289 SP:Iteration 15Q (2049.658838 sec): 3 clusters Score: Raw -2507075.213254 + Penalty 3245.072057 = -2503830.141197 nChanged 255 SP:Iteration 16Q (2049.719619 sec): 3 clusters Score: Raw -2507247.366949 + Penalty 3245.072057 = -2504002.294892 nChanged 223 SP:Iteration 17Q (2049.778619 sec): 3 clusters Score: Raw -2507372.162017 + Penalty 3245.072057 = -2504127.089960 nChanged 180 SP:Iteration 18Q (2049.836784 sec): 3 clusters Score: Raw -2507476.269998 + Penalty 3245.072057 = -2504231.197941 nChanged 138 SP:Iteration 19Q (2049.895514 sec): 3 clusters Score: Raw -2507551.385340 + Penalty 3245.072057 = -2504306.313283 nChanged 118 SP:Iteration 20F (2049.968265 sec): 3 clusters Score: Raw -2507603.915121 + Penalty 3245.072057 = -2504358.843064 nChanged 94 SP:Iteration 21Q (2050.035044 sec): 3 clusters Score: Raw -2507638.946692 + Penalty 3245.072057 = -2504393.874636 nChanged 70 SP:Iteration 22Q (2050.089349 sec): 3 clusters Score: Raw -2507667.795108 + Penalty 3245.072057 = -2504422.723051 nChanged 61 SP:Iteration 23Q (2050.149264 sec): 3 clusters Score: Raw -2507691.387958 + Penalty 3245.072057 = -2504446.315901 nChanged 44 SP:Iteration 24Q (2050.208693 sec): 3 clusters Score: Raw -2507709.422558 + Penalty 3245.072057 = -2504464.350501 nChanged 46 SP:Iteration 25Q (2050.271471 sec): 3 clusters Score: Raw -2507727.536594 + Penalty 3245.072057 = -2504482.464537 nChanged 40 SP:Iteration 26Q (2050.352189 sec): 3 clusters Score: Raw -2507741.402457 + Penalty 3245.072057 = -2504496.330401 nChanged 37 SP:Iteration 27Q (2050.426526 sec): 3 clusters Score: Raw -2507754.902143 + Penalty 3245.072057 = -2504509.830087 nChanged 31 SP:Iteration 28Q (2050.493354 sec): 3 clusters Score: Raw -2507769.357835 + Penalty 3245.072057 = -2504524.285778 nChanged 35 SP:Iteration 29Q (2050.561001 sec): 3 clusters Score: Raw -2507783.324357 + Penalty 3245.072057 = -2504538.252300 nChanged 33 SP:Iteration 30Q (2050.634976 sec): 3 clusters Score: Raw -2507797.415987 + Penalty 3245.072057 = -2504552.343930 nChanged 29 SP:Iteration 31Q (2050.701096 sec): 3 clusters Score: Raw -2507807.533576 + Penalty 3245.072057 = -2504562.461519 nChanged 20 SP:Iteration 32Q (2050.762953 sec): 3 clusters Score: Raw -2507815.307597 + Penalty 3245.072057 = -2504570.235540 nChanged 20 SP:Iteration 33Q (2050.828549 sec): 3 clusters Score: Raw -2507823.448612 + Penalty 3245.072057 = -2504578.376555 nChanged 17 SP:Iteration 34Q (2050.894396 sec): 3 clusters Score: Raw -2507829.079378 + Penalty 3245.072057 = -2504584.007322 nChanged 12 SP:Iteration 35Q (2050.960236 sec): 3 clusters Score: Raw -2507832.323176 + Penalty 3245.072057 = -2504587.251119 nChanged 9 SP:Iteration 36Q (2051.025802 sec): 3 clusters Score: Raw -2507835.640847 + Penalty 3245.072057 = -2504590.568790 nChanged 5 SP:Iteration 37Q (2051.092526 sec): 3 clusters Score: Raw -2507836.782347 + Penalty 3245.072057 = -2504591.710290 nChanged 2 SP:Iteration 38Q (2051.159658 sec): 3 clusters Score: Raw -2507837.145326 + Penalty 3245.072057 = -2504592.073269 nChanged 1 SP:Iteration 39Q (2051.225430 sec): 3 clusters Score: Raw -2507837.247087 + Penalty 3245.072057 = -2504592.175031 nChanged 0 SP:Iteration 40F (2051.302784 sec): 3 clusters Score: Raw -2507837.247087 + Penalty 3245.072057 = -2504592.175031 nChanged 0 Trying to split cluster 17 (17813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2051.344168 sec): 2 clusters Score: Raw -2220506.370643 + Penalty 1590.498619 = -2218915.872025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2051.408025 sec): 3 clusters Score: Raw -2209906.319097 + Penalty 3180.997237 = -2206725.321860 nChanged 7942 SP:Iteration 1F (2051.462076 sec): 3 clusters Score: Raw -2214214.208230 + Penalty 3180.997237 = -2211033.210992 nChanged 948 SP:Iteration 2F (2051.525526 sec): 3 clusters Score: Raw -2214602.800030 + Penalty 3180.997237 = -2211421.802792 nChanged 880 SP:Iteration 3Q (2051.596397 sec): 3 clusters Score: Raw -2214995.441777 + Penalty 3180.997237 = -2211814.444540 nChanged 894 SP:Iteration 4F (2051.658752 sec): 3 clusters Score: Raw -2215416.554335 + Penalty 3180.997237 = -2212235.557098 nChanged 889 SP:Iteration 5Q (2051.727824 sec): 3 clusters Score: Raw -2215933.644784 + Penalty 3180.997237 = -2212752.647547 nChanged 1003 SP:Iteration 6F (2051.790662 sec): 3 clusters Score: Raw -2216587.459295 + Penalty 3180.997237 = -2213406.462058 nChanged 982 SP:Iteration 7F (2051.853553 sec): 3 clusters Score: Raw -2217217.071833 + Penalty 3180.997237 = -2214036.074596 nChanged 917 SP:Iteration 8F (2051.909875 sec): 3 clusters Score: Raw -2217769.166949 + Penalty 3180.997237 = -2214588.169712 nChanged 799 SP:Iteration 9Q (2051.978290 sec): 3 clusters Score: Raw -2218195.781153 + Penalty 3180.997237 = -2215014.783915 nChanged 670 SP:Iteration 10Q (2052.041494 sec): 3 clusters Score: Raw -2218497.540173 + Penalty 3180.997237 = -2215316.542935 nChanged 518 SP:Iteration 11Q (2052.107365 sec): 3 clusters Score: Raw -2218701.620672 + Penalty 3180.997237 = -2215520.623435 nChanged 413 SP:Iteration 12Q (2052.170513 sec): 3 clusters Score: Raw -2218840.495552 + Penalty 3180.997237 = -2215659.498315 nChanged 333 SP:Iteration 13Q (2052.239664 sec): 3 clusters Score: Raw -2218935.270788 + Penalty 3180.997237 = -2215754.273550 nChanged 279 SP:Iteration 14Q (2052.298161 sec): 3 clusters Score: Raw -2219008.151752 + Penalty 3180.997237 = -2215827.154515 nChanged 234 SP:Iteration 15Q (2052.355237 sec): 3 clusters Score: Raw -2219065.471748 + Penalty 3180.997237 = -2215884.474511 nChanged 202 SP:Iteration 16Q (2052.419422 sec): 3 clusters Score: Raw -2219109.804968 + Penalty 3180.997237 = -2215928.807731 nChanged 172 SP:Iteration 17Q (2052.485762 sec): 3 clusters Score: Raw -2219146.817663 + Penalty 3180.997237 = -2215965.820425 nChanged 171 SP:Iteration 18Q (2052.550208 sec): 3 clusters Score: Raw -2219183.883224 + Penalty 3180.997237 = -2216002.885987 nChanged 144 SP:Iteration 19Q (2052.616993 sec): 3 clusters Score: Raw -2219211.249888 + Penalty 3180.997237 = -2216030.252650 nChanged 127 SP:Iteration 20F (2052.682678 sec): 3 clusters Score: Raw -2219235.025934 + Penalty 3180.997237 = -2216054.028697 nChanged 125 SP:Iteration 21Q (2052.737991 sec): 3 clusters Score: Raw -2219258.525862 + Penalty 3180.997237 = -2216077.528625 nChanged 122 SP:Iteration 22Q (2052.809611 sec): 3 clusters Score: Raw -2219282.666236 + Penalty 3180.997237 = -2216101.668998 nChanged 116 SP:Iteration 23Q (2052.887458 sec): 3 clusters Score: Raw -2219303.633811 + Penalty 3180.997237 = -2216122.636574 nChanged 111 SP:Iteration 24Q (2052.955024 sec): 3 clusters Score: Raw -2219321.152680 + Penalty 3180.997237 = -2216140.155443 nChanged 104 SP:Iteration 25Q (2053.019739 sec): 3 clusters Score: Raw -2219334.680384 + Penalty 3180.997237 = -2216153.683147 nChanged 86 SP:Iteration 26Q (2053.081660 sec): 3 clusters Score: Raw -2219347.267044 + Penalty 3180.997237 = -2216166.269807 nChanged 80 SP:Iteration 27Q (2053.145205 sec): 3 clusters Score: Raw -2219358.522850 + Penalty 3180.997237 = -2216177.525612 nChanged 89 SP:Iteration 28Q (2053.200647 sec): 3 clusters Score: Raw -2219371.868101 + Penalty 3180.997237 = -2216190.870864 nChanged 70 SP:Iteration 29Q (2053.262069 sec): 3 clusters Score: Raw -2219381.362534 + Penalty 3180.997237 = -2216200.365297 nChanged 69 SP:Iteration 30Q (2053.316075 sec): 3 clusters Score: Raw -2219391.096383 + Penalty 3180.997237 = -2216210.099146 nChanged 73 SP:Iteration 31Q (2053.383287 sec): 3 clusters Score: Raw -2219402.055827 + Penalty 3180.997237 = -2216221.058590 nChanged 85 SP:Iteration 32Q (2053.433614 sec): 3 clusters Score: Raw -2219414.239786 + Penalty 3180.997237 = -2216233.242549 nChanged 81 SP:Iteration 33Q (2053.494513 sec): 3 clusters Score: Raw -2219425.492715 + Penalty 3180.997237 = -2216244.495478 nChanged 79 SP:Iteration 34Q (2053.553844 sec): 3 clusters Score: Raw -2219435.508191 + Penalty 3180.997237 = -2216254.510954 nChanged 65 SP:Iteration 35Q (2053.614518 sec): 3 clusters Score: Raw -2219443.554886 + Penalty 3180.997237 = -2216262.557649 nChanged 68 SP:Iteration 36Q (2053.682906 sec): 3 clusters Score: Raw -2219451.616970 + Penalty 3180.997237 = -2216270.619733 nChanged 62 SP:Iteration 37Q (2053.743383 sec): 3 clusters Score: Raw -2219458.518217 + Penalty 3180.997237 = -2216277.520980 nChanged 56 SP:Iteration 38Q (2053.799089 sec): 3 clusters Score: Raw -2219465.786963 + Penalty 3180.997237 = -2216284.789725 nChanged 61 SP:Iteration 39Q (2053.858582 sec): 3 clusters Score: Raw -2219473.462699 + Penalty 3180.997237 = -2216292.465462 nChanged 50 SP:Iteration 40F (2053.921821 sec): 3 clusters Score: Raw -2219479.169337 + Penalty 3180.997237 = -2216298.172099 nChanged 46 SP:Iteration 41Q (2053.979986 sec): 3 clusters Score: Raw -2219484.980286 + Penalty 3180.997237 = -2216303.983049 nChanged 49 SP:Iteration 42Q (2054.040115 sec): 3 clusters Score: Raw -2219490.382835 + Penalty 3180.997237 = -2216309.385598 nChanged 39 SP:Iteration 43Q (2054.096144 sec): 3 clusters Score: Raw -2219494.151150 + Penalty 3180.997237 = -2216313.153913 nChanged 54 SP:Iteration 44Q (2054.161164 sec): 3 clusters Score: Raw -2219501.447690 + Penalty 3180.997237 = -2216320.450453 nChanged 58 SP:Iteration 45Q (2054.219725 sec): 3 clusters Score: Raw -2219509.464851 + Penalty 3180.997237 = -2216328.467614 nChanged 64 SP:Iteration 46Q (2054.277809 sec): 3 clusters Score: Raw -2219517.140289 + Penalty 3180.997237 = -2216336.143052 nChanged 52 SP:Iteration 47Q (2054.349567 sec): 3 clusters Score: Raw -2219522.660147 + Penalty 3180.997237 = -2216341.662910 nChanged 49 SP:Iteration 48Q (2054.415535 sec): 3 clusters Score: Raw -2219528.293104 + Penalty 3180.997237 = -2216347.295867 nChanged 49 SP:Iteration 49Q (2054.474488 sec): 3 clusters Score: Raw -2219533.758495 + Penalty 3180.997237 = -2216352.761258 nChanged 54 SP:Iteration 50Q (2054.538515 sec): 3 clusters Score: Raw -2219539.813401 + Penalty 3180.997237 = -2216358.816164 nChanged 69 SP:Iteration 51Q (2054.605278 sec): 3 clusters Score: Raw -2219547.750159 + Penalty 3180.997237 = -2216366.752922 nChanged 58 SP:Iteration 52Q (2054.670628 sec): 3 clusters Score: Raw -2219554.037409 + Penalty 3180.997237 = -2216373.040172 nChanged 58 SP:Iteration 53Q (2054.736942 sec): 3 clusters Score: Raw -2219561.650720 + Penalty 3180.997237 = -2216380.653483 nChanged 73 SP:Iteration 54Q (2054.799149 sec): 3 clusters Score: Raw -2219570.525838 + Penalty 3180.997237 = -2216389.528601 nChanged 63 SP:Iteration 55Q (2054.861174 sec): 3 clusters Score: Raw -2219576.979187 + Penalty 3180.997237 = -2216395.981950 nChanged 48 SP:Iteration 56Q (2054.918853 sec): 3 clusters Score: Raw -2219582.575660 + Penalty 3180.997237 = -2216401.578423 nChanged 49 SP:Iteration 57Q (2054.982796 sec): 3 clusters Score: Raw -2219587.533170 + Penalty 3180.997237 = -2216406.535933 nChanged 41 SP:Iteration 58Q (2055.049366 sec): 3 clusters Score: Raw -2219592.081658 + Penalty 3180.997237 = -2216411.084421 nChanged 49 SP:Iteration 59Q (2055.118666 sec): 3 clusters Score: Raw -2219596.920426 + Penalty 3180.997237 = -2216415.923189 nChanged 31 SP:Iteration 60F (2055.177374 sec): 3 clusters Score: Raw -2219600.836033 + Penalty 3180.997237 = -2216419.838795 nChanged 42 SP:Iteration 61Q (2055.241093 sec): 3 clusters Score: Raw -2219605.670695 + Penalty 3180.997237 = -2216424.673457 nChanged 53 SP:Iteration 62Q (2055.307456 sec): 3 clusters Score: Raw -2219611.814684 + Penalty 3180.997237 = -2216430.817446 nChanged 56 SP:Iteration 63Q (2055.365297 sec): 3 clusters Score: Raw -2219617.867785 + Penalty 3180.997237 = -2216436.870548 nChanged 46 SP:Iteration 64Q (2055.423327 sec): 3 clusters Score: Raw -2219622.703613 + Penalty 3180.997237 = -2216441.706375 nChanged 54 SP:Iteration 65Q (2055.494280 sec): 3 clusters Score: Raw -2219628.694850 + Penalty 3180.997237 = -2216447.697612 nChanged 54 SP:Iteration 66Q (2055.556931 sec): 3 clusters Score: Raw -2219634.792887 + Penalty 3180.997237 = -2216453.795649 nChanged 43 SP:Iteration 67Q (2055.623641 sec): 3 clusters Score: Raw -2219639.132422 + Penalty 3180.997237 = -2216458.135185 nChanged 39 SP:Iteration 68Q (2055.689287 sec): 3 clusters Score: Raw -2219644.837637 + Penalty 3180.997237 = -2216463.840400 nChanged 48 SP:Iteration 69Q (2055.752000 sec): 3 clusters Score: Raw -2219650.206208 + Penalty 3180.997237 = -2216469.208971 nChanged 36 SP:Iteration 70Q (2055.801088 sec): 3 clusters Score: Raw -2219653.910117 + Penalty 3180.997237 = -2216472.912880 nChanged 37 SP:Iteration 71Q (2055.866666 sec): 3 clusters Score: Raw -2219658.234722 + Penalty 3180.997237 = -2216477.237485 nChanged 40 SP:Iteration 72Q (2055.919386 sec): 3 clusters Score: Raw -2219662.028064 + Penalty 3180.997237 = -2216481.030827 nChanged 33 SP:Iteration 73Q (2055.980744 sec): 3 clusters Score: Raw -2219664.943477 + Penalty 3180.997237 = -2216483.946240 nChanged 34 SP:Iteration 74Q (2056.040178 sec): 3 clusters Score: Raw -2219667.557435 + Penalty 3180.997237 = -2216486.560198 nChanged 27 SP:Iteration 75Q (2056.105856 sec): 3 clusters Score: Raw -2219670.062758 + Penalty 3180.997237 = -2216489.065521 nChanged 26 SP:Iteration 76Q (2056.159010 sec): 3 clusters Score: Raw -2219672.339484 + Penalty 3180.997237 = -2216491.342246 nChanged 18 SP:Iteration 77Q (2056.225543 sec): 3 clusters Score: Raw -2219673.550767 + Penalty 3180.997237 = -2216492.553530 nChanged 14 SP:Iteration 78Q (2056.284402 sec): 3 clusters Score: Raw -2219674.289966 + Penalty 3180.997237 = -2216493.292729 nChanged 10 SP:Iteration 79Q (2056.336030 sec): 3 clusters Score: Raw -2219674.922517 + Penalty 3180.997237 = -2216493.925280 nChanged 7 SP:Iteration 80F (2056.400748 sec): 3 clusters Score: Raw -2219675.326979 + Penalty 3180.997237 = -2216494.329742 nChanged 6 SP:Iteration 81Q (2056.459014 sec): 3 clusters Score: Raw -2219675.787010 + Penalty 3180.997237 = -2216494.789772 nChanged 6 SP:Iteration 82Q (2056.511027 sec): 3 clusters Score: Raw -2219676.195045 + Penalty 3180.997237 = -2216495.197808 nChanged 4 SP:Iteration 83Q (2056.577556 sec): 3 clusters Score: Raw -2219676.365559 + Penalty 3180.997237 = -2216495.368322 nChanged 4 SP:Iteration 84Q (2056.647112 sec): 3 clusters Score: Raw -2219676.626908 + Penalty 3180.997237 = -2216495.629671 nChanged 4 SP:Iteration 85Q (2056.720728 sec): 3 clusters Score: Raw -2219676.787005 + Penalty 3180.997237 = -2216495.789767 nChanged 2 SP:Iteration 86Q (2056.789496 sec): 3 clusters Score: Raw -2219676.877779 + Penalty 3180.997237 = -2216495.880542 nChanged 2 SP:Iteration 87Q (2056.857916 sec): 3 clusters Score: Raw -2219676.947184 + Penalty 3180.997237 = -2216495.949947 nChanged 0 SP:Iteration 88F (2056.926575 sec): 3 clusters Score: Raw -2219676.947184 + Penalty 3180.997237 = -2216495.949947 nChanged 0 Trying to split cluster 18 (4202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2056.956904 sec): 2 clusters Score: Raw -516445.241255 + Penalty 1355.788831 = -515089.452425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2056.995181 sec): 3 clusters Score: Raw -514291.356445 + Penalty 2711.577661 = -511579.778783 nChanged 1713 SP:Iteration 1F (2057.035506 sec): 3 clusters Score: Raw -515325.059592 + Penalty 2711.577661 = -512613.481931 nChanged 364 SP:Iteration 2F (2057.081080 sec): 3 clusters Score: Raw -515539.043679 + Penalty 2711.577661 = -512827.466017 nChanged 245 SP:Iteration 3F (2057.120543 sec): 3 clusters Score: Raw -515704.634871 + Penalty 2711.577661 = -512993.057210 nChanged 204 SP:Iteration 4Q (2057.159989 sec): 3 clusters Score: Raw -515848.674801 + Penalty 2711.577661 = -513137.097140 nChanged 208 SP:Iteration 5Q (2057.200148 sec): 3 clusters Score: Raw -516014.209217 + Penalty 2711.577661 = -513302.631556 nChanged 193 SP:Iteration 6Q (2057.240023 sec): 3 clusters Score: Raw -516159.954289 + Penalty 2711.577661 = -513448.376628 nChanged 159 SP:Iteration 7Q (2057.279196 sec): 3 clusters Score: Raw -516268.743615 + Penalty 2711.577661 = -513557.165954 nChanged 133 SP:Iteration 8Q (2057.327296 sec): 3 clusters Score: Raw -516349.337729 + Penalty 2711.577661 = -513637.760068 nChanged 114 SP:Iteration 9Q (2057.363807 sec): 3 clusters Score: Raw -516412.626522 + Penalty 2711.577661 = -513701.048861 nChanged 89 SP:Iteration 10Q (2057.416920 sec): 3 clusters Score: Raw -516459.944134 + Penalty 2711.577661 = -513748.366472 nChanged 74 SP:Iteration 11Q (2057.453618 sec): 3 clusters Score: Raw -516499.677348 + Penalty 2711.577661 = -513788.099686 nChanged 68 SP:Iteration 12Q (2057.497512 sec): 3 clusters Score: Raw -516533.564160 + Penalty 2711.577661 = -513821.986499 nChanged 62 SP:Iteration 13Q (2057.551661 sec): 3 clusters Score: Raw -516568.300006 + Penalty 2711.577661 = -513856.722345 nChanged 62 SP:Iteration 14Q (2057.588095 sec): 3 clusters Score: Raw -516602.762174 + Penalty 2711.577661 = -513891.184512 nChanged 67 SP:Iteration 15Q (2057.630521 sec): 3 clusters Score: Raw -516640.551929 + Penalty 2711.577661 = -513928.974267 nChanged 61 SP:Iteration 16Q (2057.676871 sec): 3 clusters Score: Raw -516681.134740 + Penalty 2711.577661 = -513969.557079 nChanged 59 SP:Iteration 17Q (2057.721956 sec): 3 clusters Score: Raw -516712.161407 + Penalty 2711.577661 = -514000.583745 nChanged 52 SP:Iteration 18Q (2057.764467 sec): 3 clusters Score: Raw -516739.096661 + Penalty 2711.577661 = -514027.518999 nChanged 44 SP:Iteration 19Q (2057.811857 sec): 3 clusters Score: Raw -516760.326716 + Penalty 2711.577661 = -514048.749054 nChanged 41 SP:Iteration 20F (2057.856200 sec): 3 clusters Score: Raw -516782.917617 + Penalty 2711.577661 = -514071.339956 nChanged 44 SP:Iteration 21Q (2057.903977 sec): 3 clusters Score: Raw -516806.433463 + Penalty 2711.577661 = -514094.855801 nChanged 40 SP:Iteration 22Q (2057.944691 sec): 3 clusters Score: Raw -516824.299271 + Penalty 2711.577661 = -514112.721609 nChanged 24 SP:Iteration 23Q (2057.988939 sec): 3 clusters Score: Raw -516832.546966 + Penalty 2711.577661 = -514120.969304 nChanged 20 SP:Iteration 24Q (2058.031941 sec): 3 clusters Score: Raw -516840.130674 + Penalty 2711.577661 = -514128.553013 nChanged 20 SP:Iteration 25Q (2058.075586 sec): 3 clusters Score: Raw -516848.194452 + Penalty 2711.577661 = -514136.616790 nChanged 21 SP:Iteration 26Q (2058.117014 sec): 3 clusters Score: Raw -516856.162633 + Penalty 2711.577661 = -514144.584972 nChanged 9 SP:Iteration 27Q (2058.161270 sec): 3 clusters Score: Raw -516859.654614 + Penalty 2711.577661 = -514148.076952 nChanged 7 SP:Iteration 28Q (2058.203219 sec): 3 clusters Score: Raw -516861.213474 + Penalty 2711.577661 = -514149.635812 nChanged 4 SP:Iteration 29Q (2058.249573 sec): 3 clusters Score: Raw -516863.126433 + Penalty 2711.577661 = -514151.548771 nChanged 6 SP:Iteration 30Q (2058.302683 sec): 3 clusters Score: Raw -516865.553107 + Penalty 2711.577661 = -514153.975446 nChanged 4 SP:Iteration 31Q (2058.345310 sec): 3 clusters Score: Raw -516866.955513 + Penalty 2711.577661 = -514155.377852 nChanged 2 SP:Iteration 32Q (2058.390673 sec): 3 clusters Score: Raw -516867.310477 + Penalty 2711.577661 = -514155.732816 nChanged 2 SP:Iteration 33Q (2058.444614 sec): 3 clusters Score: Raw -516867.609662 + Penalty 2711.577661 = -514156.032000 nChanged 1 SP:Iteration 34Q (2058.489794 sec): 3 clusters Score: Raw -516867.971066 + Penalty 2711.577661 = -514156.393404 nChanged 3 SP:Iteration 35Q (2058.534415 sec): 3 clusters Score: Raw -516868.932410 + Penalty 2711.577661 = -514157.354748 nChanged 2 SP:Iteration 36Q (2058.570588 sec): 3 clusters Score: Raw -516869.713769 + Penalty 2711.577661 = -514158.136108 nChanged 1 SP:Iteration 37Q (2058.615679 sec): 3 clusters Score: Raw -516870.104572 + Penalty 2711.577661 = -514158.526911 nChanged 2 SP:Iteration 38Q (2058.671944 sec): 3 clusters Score: Raw -516870.543020 + Penalty 2711.577661 = -514158.965358 nChanged 2 SP:Iteration 39Q (2058.719348 sec): 3 clusters Score: Raw -516870.888893 + Penalty 2711.577661 = -514159.311231 nChanged 2 SP:Iteration 40F (2058.759687 sec): 3 clusters Score: Raw -516871.325949 + Penalty 2711.577661 = -514159.748287 nChanged 2 SP:Iteration 41Q (2058.810791 sec): 3 clusters Score: Raw -516871.763382 + Penalty 2711.577661 = -514160.185720 nChanged 0 SP:Iteration 42F (2058.856510 sec): 3 clusters Score: Raw -516871.763382 + Penalty 2711.577661 = -514160.185720 nChanged 0 Trying to split cluster 19 (5904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2058.887370 sec): 2 clusters Score: Raw -636070.785890 + Penalty 1411.050122 = -634659.735768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2058.937272 sec): 3 clusters Score: Raw -632985.335500 + Penalty 2822.100244 = -630163.235256 nChanged 2455 SP:Iteration 1F (2058.986596 sec): 3 clusters Score: Raw -634524.778365 + Penalty 2822.100244 = -631702.678121 nChanged 467 SP:Iteration 2F (2059.036986 sec): 3 clusters Score: Raw -634778.477860 + Penalty 2822.100244 = -631956.377616 nChanged 355 SP:Iteration 3F (2059.083964 sec): 3 clusters Score: Raw -634966.974228 + Penalty 2822.100244 = -632144.873984 nChanged 270 SP:Iteration 4Q (2059.136653 sec): 3 clusters Score: Raw -635109.858972 + Penalty 2822.100244 = -632287.758728 nChanged 236 SP:Iteration 5Q (2059.177568 sec): 3 clusters Score: Raw -635236.114533 + Penalty 2822.100244 = -632414.014289 nChanged 212 SP:Iteration 6Q (2059.234479 sec): 3 clusters Score: Raw -635352.723729 + Penalty 2822.100244 = -632530.623485 nChanged 185 SP:Iteration 7Q (2059.277166 sec): 3 clusters Score: Raw -635450.711311 + Penalty 2822.100244 = -632628.611067 nChanged 184 SP:Iteration 8Q (2059.333362 sec): 3 clusters Score: Raw -635549.314067 + Penalty 2822.100244 = -632727.213823 nChanged 174 SP:Iteration 9Q (2059.373899 sec): 3 clusters Score: Raw -635645.651623 + Penalty 2822.100244 = -632823.551379 nChanged 171 SP:Iteration 10Q (2059.430070 sec): 3 clusters Score: Raw -635730.944992 + Penalty 2822.100244 = -632908.844748 nChanged 170 SP:Iteration 11Q (2059.468162 sec): 3 clusters Score: Raw -635806.283935 + Penalty 2822.100244 = -632984.183691 nChanged 137 SP:Iteration 12Q (2059.509885 sec): 3 clusters Score: Raw -635857.579112 + Penalty 2822.100244 = -633035.478868 nChanged 105 SP:Iteration 13Q (2059.558393 sec): 3 clusters Score: Raw -635900.427660 + Penalty 2822.100244 = -633078.327416 nChanged 94 SP:Iteration 14Q (2059.604078 sec): 3 clusters Score: Raw -635938.941195 + Penalty 2822.100244 = -633116.840951 nChanged 94 SP:Iteration 15Q (2059.649716 sec): 3 clusters Score: Raw -635978.465767 + Penalty 2822.100244 = -633156.365523 nChanged 102 SP:Iteration 16Q (2059.693707 sec): 3 clusters Score: Raw -636020.701652 + Penalty 2822.100244 = -633198.601408 nChanged 89 SP:Iteration 17Q (2059.727141 sec): 3 clusters Score: Raw -636054.900380 + Penalty 2822.100244 = -633232.800136 nChanged 85 SP:Iteration 18Q (2059.769165 sec): 3 clusters Score: Raw -636085.694133 + Penalty 2822.100244 = -633263.593889 nChanged 76 SP:Iteration 19Q (2059.816893 sec): 3 clusters Score: Raw -636108.627133 + Penalty 2822.100244 = -633286.526889 nChanged 55 SP:Iteration 20F (2059.850317 sec): 3 clusters Score: Raw -636132.335874 + Penalty 2822.100244 = -633310.235630 nChanged 58 SP:Iteration 21Q (2059.901191 sec): 3 clusters Score: Raw -636158.094470 + Penalty 2822.100244 = -633335.994226 nChanged 49 SP:Iteration 22Q (2059.937885 sec): 3 clusters Score: Raw -636172.216632 + Penalty 2822.100244 = -633350.116388 nChanged 51 SP:Iteration 23Q (2059.978282 sec): 3 clusters Score: Raw -636189.544154 + Penalty 2822.100244 = -633367.443910 nChanged 55 SP:Iteration 24Q (2060.025951 sec): 3 clusters Score: Raw -636205.683447 + Penalty 2822.100244 = -633383.583203 nChanged 46 SP:Iteration 25Q (2060.063095 sec): 3 clusters Score: Raw -636219.694475 + Penalty 2822.100244 = -633397.594231 nChanged 37 SP:Iteration 26Q (2060.109177 sec): 3 clusters Score: Raw -636231.433904 + Penalty 2822.100244 = -633409.333659 nChanged 41 SP:Iteration 27Q (2060.145512 sec): 3 clusters Score: Raw -636242.121614 + Penalty 2822.100244 = -633420.021370 nChanged 43 SP:Iteration 28Q (2060.186637 sec): 3 clusters Score: Raw -636252.469709 + Penalty 2822.100244 = -633430.369465 nChanged 37 SP:Iteration 29Q (2060.235435 sec): 3 clusters Score: Raw -636261.865894 + Penalty 2822.100244 = -633439.765650 nChanged 38 SP:Iteration 30Q (2060.271256 sec): 3 clusters Score: Raw -636269.410615 + Penalty 2822.100244 = -633447.310370 nChanged 33 SP:Iteration 31Q (2060.311325 sec): 3 clusters Score: Raw -636278.904444 + Penalty 2822.100244 = -633456.804200 nChanged 40 SP:Iteration 32Q (2060.358971 sec): 3 clusters Score: Raw -636287.156373 + Penalty 2822.100244 = -633465.056129 nChanged 40 SP:Iteration 33Q (2060.396189 sec): 3 clusters Score: Raw -636299.519378 + Penalty 2822.100244 = -633477.419134 nChanged 36 SP:Iteration 34Q (2060.443883 sec): 3 clusters Score: Raw -636311.011628 + Penalty 2822.100244 = -633488.911384 nChanged 32 SP:Iteration 35Q (2060.475710 sec): 3 clusters Score: Raw -636321.821914 + Penalty 2822.100244 = -633499.721670 nChanged 33 SP:Iteration 36Q (2060.527101 sec): 3 clusters Score: Raw -636331.322305 + Penalty 2822.100244 = -633509.222061 nChanged 25 SP:Iteration 37Q (2060.568554 sec): 3 clusters Score: Raw -636340.577047 + Penalty 2822.100244 = -633518.476802 nChanged 32 SP:Iteration 38Q (2060.610019 sec): 3 clusters Score: Raw -636351.753175 + Penalty 2822.100244 = -633529.652931 nChanged 35 SP:Iteration 39Q (2060.661581 sec): 3 clusters Score: Raw -636367.118670 + Penalty 2822.100244 = -633545.018426 nChanged 54 SP:Iteration 40F (2060.712049 sec): 3 clusters Score: Raw -636386.924583 + Penalty 2822.100244 = -633564.824339 nChanged 47 SP:Iteration 41Q (2060.753060 sec): 3 clusters Score: Raw -636403.831531 + Penalty 2822.100244 = -633581.731287 nChanged 37 SP:Iteration 42Q (2060.788926 sec): 3 clusters Score: Raw -636415.000019 + Penalty 2822.100244 = -633592.899775 nChanged 37 SP:Iteration 43Q (2060.833766 sec): 3 clusters Score: Raw -636425.247652 + Penalty 2822.100244 = -633603.147408 nChanged 36 SP:Iteration 44Q (2060.878093 sec): 3 clusters Score: Raw -636434.448148 + Penalty 2822.100244 = -633612.347904 nChanged 31 SP:Iteration 45Q (2060.920151 sec): 3 clusters Score: Raw -636441.779236 + Penalty 2822.100244 = -633619.678992 nChanged 32 SP:Iteration 46Q (2060.967797 sec): 3 clusters Score: Raw -636450.994839 + Penalty 2822.100244 = -633628.894595 nChanged 36 SP:Iteration 47Q (2061.011799 sec): 3 clusters Score: Raw -636459.556288 + Penalty 2822.100244 = -633637.456044 nChanged 28 SP:Iteration 48Q (2061.047378 sec): 3 clusters Score: Raw -636465.774375 + Penalty 2822.100244 = -633643.674131 nChanged 15 SP:Iteration 49Q (2061.101197 sec): 3 clusters Score: Raw -636467.934030 + Penalty 2822.100244 = -633645.833786 nChanged 11 SP:Iteration 50Q (2061.139043 sec): 3 clusters Score: Raw -636470.738365 + Penalty 2822.100244 = -633648.638121 nChanged 13 SP:Iteration 51Q (2061.184016 sec): 3 clusters Score: Raw -636474.741836 + Penalty 2822.100244 = -633652.641592 nChanged 17 SP:Iteration 52Q (2061.240281 sec): 3 clusters Score: Raw -636481.389545 + Penalty 2822.100244 = -633659.289301 nChanged 19 SP:Iteration 53Q (2061.276878 sec): 3 clusters Score: Raw -636483.717411 + Penalty 2822.100244 = -633661.617167 nChanged 17 SP:Iteration 54Q (2061.324705 sec): 3 clusters Score: Raw -636486.152302 + Penalty 2822.100244 = -633664.052058 nChanged 13 SP:Iteration 55Q (2061.367807 sec): 3 clusters Score: Raw -636488.254202 + Penalty 2822.100244 = -633666.153958 nChanged 9 SP:Iteration 56Q (2061.419282 sec): 3 clusters Score: Raw -636490.026418 + Penalty 2822.100244 = -633667.926174 nChanged 9 SP:Iteration 57Q (2061.456037 sec): 3 clusters Score: Raw -636491.754650 + Penalty 2822.100244 = -633669.654406 nChanged 7 SP:Iteration 58Q (2061.505832 sec): 3 clusters Score: Raw -636492.845015 + Penalty 2822.100244 = -633670.744770 nChanged 5 SP:Iteration 59Q (2061.549692 sec): 3 clusters Score: Raw -636493.947332 + Penalty 2822.100244 = -633671.847088 nChanged 6 SP:Iteration 60F (2061.595245 sec): 3 clusters Score: Raw -636496.643466 + Penalty 2822.100244 = -633674.543222 nChanged 5 SP:Iteration 61Q (2061.640203 sec): 3 clusters Score: Raw -636497.128677 + Penalty 2822.100244 = -633675.028433 nChanged 2 SP:Iteration 62Q (2061.695308 sec): 3 clusters Score: Raw -636497.276194 + Penalty 2822.100244 = -633675.175950 nChanged 2 SP:Iteration 63Q (2061.743577 sec): 3 clusters Score: Raw -636497.481768 + Penalty 2822.100244 = -633675.381524 nChanged 1 SP:Iteration 64Q (2061.788623 sec): 3 clusters Score: Raw -636497.754228 + Penalty 2822.100244 = -633675.653984 nChanged 0 SP:Iteration 65F (2061.827892 sec): 3 clusters Score: Raw -636497.754228 + Penalty 2822.100244 = -633675.653984 nChanged 0 Trying to split cluster 20 (1739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2061.848835 sec): 2 clusters Score: Raw -218262.133789 + Penalty 1212.423146 = -217049.710643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2061.888955 sec): 3 clusters Score: Raw -217533.006368 + Penalty 2424.846292 = -215108.160076 nChanged 580 SP:Iteration 1F (2061.928382 sec): 3 clusters Score: Raw -217937.937529 + Penalty 2424.846292 = -215513.091237 nChanged 136 SP:Iteration 2F (2061.968477 sec): 3 clusters Score: Raw -218073.837100 + Penalty 2424.846292 = -215648.990808 nChanged 118 SP:Iteration 3F (2062.007546 sec): 3 clusters Score: Raw -218201.456370 + Penalty 2424.846292 = -215776.610078 nChanged 95 SP:Iteration 4F (2062.059708 sec): 3 clusters Score: Raw -218299.921813 + Penalty 2424.846292 = -215875.075521 nChanged 78 SP:Iteration 5Q (2062.101935 sec): 3 clusters Score: Raw -218371.353610 + Penalty 2424.846292 = -215946.507318 nChanged 64 SP:Iteration 6Q (2062.139561 sec): 3 clusters Score: Raw -218431.094484 + Penalty 2424.846292 = -216006.248192 nChanged 56 SP:Iteration 7Q (2062.187972 sec): 3 clusters Score: Raw -218480.491523 + Penalty 2424.846292 = -216055.645231 nChanged 47 SP:Iteration 8Q (2062.219981 sec): 3 clusters Score: Raw -218523.929986 + Penalty 2424.846292 = -216099.083693 nChanged 47 SP:Iteration 9Q (2062.260271 sec): 3 clusters Score: Raw -218564.052685 + Penalty 2424.846292 = -216139.206393 nChanged 33 SP:Iteration 10Q (2062.309491 sec): 3 clusters Score: Raw -218593.090956 + Penalty 2424.846292 = -216168.244664 nChanged 27 SP:Iteration 11Q (2062.340842 sec): 3 clusters Score: Raw -218614.030359 + Penalty 2424.846292 = -216189.184067 nChanged 20 SP:Iteration 12Q (2062.382570 sec): 3 clusters Score: Raw -218637.710685 + Penalty 2424.846292 = -216212.864392 nChanged 21 SP:Iteration 13Q (2062.422412 sec): 3 clusters Score: Raw -218659.615237 + Penalty 2424.846292 = -216234.768945 nChanged 28 SP:Iteration 14Q (2062.462348 sec): 3 clusters Score: Raw -218684.276019 + Penalty 2424.846292 = -216259.429727 nChanged 14 SP:Iteration 15Q (2062.511821 sec): 3 clusters Score: Raw -218695.056101 + Penalty 2424.846292 = -216270.209809 nChanged 11 SP:Iteration 16Q (2062.550957 sec): 3 clusters Score: Raw -218701.280000 + Penalty 2424.846292 = -216276.433708 nChanged 5 SP:Iteration 17Q (2062.584628 sec): 3 clusters Score: Raw -218704.998453 + Penalty 2424.846292 = -216280.152161 nChanged 6 SP:Iteration 18Q (2062.623791 sec): 3 clusters Score: Raw -218709.171361 + Penalty 2424.846292 = -216284.325069 nChanged 5 SP:Iteration 19Q (2062.664075 sec): 3 clusters Score: Raw -218712.679013 + Penalty 2424.846292 = -216287.832721 nChanged 5 SP:Iteration 20F (2062.703448 sec): 3 clusters Score: Raw -218716.603947 + Penalty 2424.846292 = -216291.757655 nChanged 4 SP:Iteration 21Q (2062.742443 sec): 3 clusters Score: Raw -218719.881215 + Penalty 2424.846292 = -216295.034922 nChanged 3 SP:Iteration 22Q (2062.792396 sec): 3 clusters Score: Raw -218721.356336 + Penalty 2424.846292 = -216296.510043 nChanged 1 SP:Iteration 23Q (2062.823525 sec): 3 clusters Score: Raw -218722.138247 + Penalty 2424.846292 = -216297.291955 nChanged 2 SP:Iteration 24Q (2062.862554 sec): 3 clusters Score: Raw -218723.316652 + Penalty 2424.846292 = -216298.470360 nChanged 0 SP:Iteration 25F (2062.910021 sec): 3 clusters Score: Raw -218723.316652 + Penalty 2424.846292 = -216298.470360 nChanged 0 Trying to split cluster 21 (8614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2062.932155 sec): 2 clusters Score: Raw -1075682.866993 + Penalty 1472.435911 = -1074210.431082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2062.986775 sec): 3 clusters Score: Raw -1070973.565727 + Penalty 2944.871821 = -1068028.693906 nChanged 3650 SP:Iteration 1F (2063.023854 sec): 3 clusters Score: Raw -1072960.128630 + Penalty 2944.871821 = -1070015.256809 nChanged 583 SP:Iteration 2F (2063.074865 sec): 3 clusters Score: Raw -1073267.966703 + Penalty 2944.871821 = -1070323.094882 nChanged 483 SP:Iteration 3F (2063.114558 sec): 3 clusters Score: Raw -1073530.454772 + Penalty 2944.871821 = -1070585.582951 nChanged 461 SP:Iteration 4F (2063.170059 sec): 3 clusters Score: Raw -1073797.863081 + Penalty 2944.871821 = -1070852.991260 nChanged 436 SP:Iteration 5F (2063.225445 sec): 3 clusters Score: Raw -1074090.879079 + Penalty 2944.871821 = -1071146.007258 nChanged 412 SP:Iteration 6Q (2063.274622 sec): 3 clusters Score: Raw -1074386.233361 + Penalty 2944.871821 = -1071441.361540 nChanged 376 SP:Iteration 7Q (2063.325569 sec): 3 clusters Score: Raw -1074660.932444 + Penalty 2944.871821 = -1071716.060623 nChanged 382 SP:Iteration 8Q (2063.366568 sec): 3 clusters Score: Raw -1074952.353426 + Penalty 2944.871821 = -1072007.481605 nChanged 374 SP:Iteration 9Q (2063.419261 sec): 3 clusters Score: Raw -1075212.121547 + Penalty 2944.871821 = -1072267.249726 nChanged 316 SP:Iteration 10Q (2063.466853 sec): 3 clusters Score: Raw -1075404.579745 + Penalty 2944.871821 = -1072459.707924 nChanged 247 SP:Iteration 11Q (2063.527344 sec): 3 clusters Score: Raw -1075533.619762 + Penalty 2944.871821 = -1072588.747941 nChanged 179 SP:Iteration 12Q (2063.569347 sec): 3 clusters Score: Raw -1075608.046399 + Penalty 2944.871821 = -1072663.174578 nChanged 120 SP:Iteration 13Q (2063.621755 sec): 3 clusters Score: Raw -1075652.461338 + Penalty 2944.871821 = -1072707.589517 nChanged 102 SP:Iteration 14Q (2063.680414 sec): 3 clusters Score: Raw -1075684.283687 + Penalty 2944.871821 = -1072739.411866 nChanged 76 SP:Iteration 15Q (2063.723935 sec): 3 clusters Score: Raw -1075703.601319 + Penalty 2944.871821 = -1072758.729498 nChanged 63 SP:Iteration 16Q (2063.768457 sec): 3 clusters Score: Raw -1075719.967336 + Penalty 2944.871821 = -1072775.095515 nChanged 57 SP:Iteration 17Q (2063.821114 sec): 3 clusters Score: Raw -1075737.816290 + Penalty 2944.871821 = -1072792.944468 nChanged 69 SP:Iteration 18Q (2063.868038 sec): 3 clusters Score: Raw -1075761.740130 + Penalty 2944.871821 = -1072816.868309 nChanged 72 SP:Iteration 19Q (2063.927420 sec): 3 clusters Score: Raw -1075788.801130 + Penalty 2944.871821 = -1072843.929309 nChanged 80 SP:Iteration 20F (2063.970283 sec): 3 clusters Score: Raw -1075819.670373 + Penalty 2944.871821 = -1072874.798551 nChanged 79 SP:Iteration 21Q (2064.018945 sec): 3 clusters Score: Raw -1075849.819466 + Penalty 2944.871821 = -1072904.947645 nChanged 73 SP:Iteration 22Q (2064.080887 sec): 3 clusters Score: Raw -1075868.883078 + Penalty 2944.871821 = -1072924.011257 nChanged 64 SP:Iteration 23Q (2064.132314 sec): 3 clusters Score: Raw -1075884.386914 + Penalty 2944.871821 = -1072939.515093 nChanged 52 SP:Iteration 24Q (2064.179341 sec): 3 clusters Score: Raw -1075896.201369 + Penalty 2944.871821 = -1072951.329548 nChanged 33 SP:Iteration 25Q (2064.229050 sec): 3 clusters Score: Raw -1075904.768263 + Penalty 2944.871821 = -1072959.896442 nChanged 36 SP:Iteration 26Q (2064.272877 sec): 3 clusters Score: Raw -1075912.365029 + Penalty 2944.871821 = -1072967.493208 nChanged 27 SP:Iteration 27Q (2064.309724 sec): 3 clusters Score: Raw -1075917.392662 + Penalty 2944.871821 = -1072972.520841 nChanged 30 SP:Iteration 28Q (2064.358069 sec): 3 clusters Score: Raw -1075923.105121 + Penalty 2944.871821 = -1072978.233300 nChanged 23 SP:Iteration 29Q (2064.402709 sec): 3 clusters Score: Raw -1075928.662774 + Penalty 2944.871821 = -1072983.790953 nChanged 22 SP:Iteration 30Q (2064.460986 sec): 3 clusters Score: Raw -1075933.904791 + Penalty 2944.871821 = -1072989.032969 nChanged 28 SP:Iteration 31Q (2064.503430 sec): 3 clusters Score: Raw -1075940.100638 + Penalty 2944.871821 = -1072995.228817 nChanged 32 SP:Iteration 32Q (2064.550038 sec): 3 clusters Score: Raw -1075946.371907 + Penalty 2944.871821 = -1073001.500086 nChanged 24 SP:Iteration 33Q (2064.597679 sec): 3 clusters Score: Raw -1075951.479849 + Penalty 2944.871821 = -1073006.608027 nChanged 21 SP:Iteration 34Q (2064.647896 sec): 3 clusters Score: Raw -1075955.265556 + Penalty 2944.871821 = -1073010.393734 nChanged 18 SP:Iteration 35Q (2064.695368 sec): 3 clusters Score: Raw -1075957.694844 + Penalty 2944.871821 = -1073012.823023 nChanged 8 SP:Iteration 36Q (2064.748548 sec): 3 clusters Score: Raw -1075958.905845 + Penalty 2944.871821 = -1073014.034024 nChanged 6 SP:Iteration 37Q (2064.794717 sec): 3 clusters Score: Raw -1075959.579253 + Penalty 2944.871821 = -1073014.707432 nChanged 5 SP:Iteration 38Q (2064.845526 sec): 3 clusters Score: Raw -1075960.027084 + Penalty 2944.871821 = -1073015.155263 nChanged 4 SP:Iteration 39Q (2064.897018 sec): 3 clusters Score: Raw -1075960.623052 + Penalty 2944.871821 = -1073015.751230 nChanged 3 SP:Iteration 40F (2064.956861 sec): 3 clusters Score: Raw -1075961.208062 + Penalty 2944.871821 = -1073016.336241 nChanged 7 SP:Iteration 41Q (2065.000905 sec): 3 clusters Score: Raw -1075961.901365 + Penalty 2944.871821 = -1073017.029543 nChanged 1 SP:Iteration 42Q (2065.046802 sec): 3 clusters Score: Raw -1075961.969362 + Penalty 2944.871821 = -1073017.097541 nChanged 0 SP:Iteration 43F (2065.091226 sec): 3 clusters Score: Raw -1075961.969362 + Penalty 2944.871821 = -1073017.097541 nChanged 0 Iteration 219Q (2067.695520 sec): 22 clusters Score: Raw -40677679.246074 + Penalty 43437.067639 = -40634242.178435 nChanged 35 Iteration 220F (2071.902476 sec): 22 clusters Score: Raw -40677681.497321 + Penalty 43437.067639 = -40634244.429682 nChanged 31 Iteration 221Q (2074.544263 sec): 22 clusters Score: Raw -40677683.464375 + Penalty 43437.067639 = -40634246.396736 nChanged 33 Iteration 222Q (2077.220524 sec): 22 clusters Score: Raw -40677686.413482 + Penalty 43437.067639 = -40634249.345843 nChanged 42 Iteration 223Q (2079.867171 sec): 22 clusters Score: Raw -40677689.526099 + Penalty 43437.067639 = -40634252.458460 nChanged 38 Iteration 224Q (2082.516453 sec): 22 clusters Score: Raw -40677692.763679 + Penalty 43437.067639 = -40634255.696040 nChanged 38 Iteration 225Q (2085.231487 sec): 22 clusters Score: Raw -40677694.940943 + Penalty 43437.067639 = -40634257.873304 nChanged 30 Iteration 226Q (2087.546461 sec): 22 clusters Score: Raw -40677696.865267 + Penalty 43437.067639 = -40634259.797628 nChanged 35 Iteration 227Q (2090.076424 sec): 22 clusters Score: Raw -40677699.217245 + Penalty 43437.067639 = -40634262.149606 nChanged 37 Iteration 228Q (2092.723717 sec): 22 clusters Score: Raw -40677701.511790 + Penalty 43437.067639 = -40634264.444151 nChanged 44 Iteration 229Q (2095.089228 sec): 22 clusters Score: Raw -40677705.191597 + Penalty 43437.067639 = -40634268.123958 nChanged 46 Iteration 230Q (2097.615017 sec): 22 clusters Score: Raw -40677708.615463 + Penalty 43437.067639 = -40634271.547824 nChanged 50 Iteration 231Q (2100.268346 sec): 22 clusters Score: Raw -40677711.374961 + Penalty 43437.067639 = -40634274.307322 nChanged 38 Iteration 232Q (2102.765579 sec): 22 clusters Score: Raw -40677713.298235 + Penalty 43437.067639 = -40634276.230596 nChanged 36 Iteration 233Q (2105.354413 sec): 22 clusters Score: Raw -40677714.952955 + Penalty 43437.067639 = -40634277.885316 nChanged 33 Iteration 234Q (2107.985783 sec): 22 clusters Score: Raw -40677716.950706 + Penalty 43437.067639 = -40634279.883067 nChanged 32 Iteration 235Q (2110.451541 sec): 22 clusters Score: Raw -40677719.068036 + Penalty 43437.067639 = -40634282.000397 nChanged 36 Iteration 236Q (2112.951823 sec): 22 clusters Score: Raw -40677721.423341 + Penalty 43437.067639 = -40634284.355702 nChanged 18 Iteration 237Q (2115.578824 sec): 22 clusters Score: Raw -40677723.005774 + Penalty 43437.067639 = -40634285.938135 nChanged 30 Iteration 238Q (2118.054418 sec): 22 clusters Score: Raw -40677724.472362 + Penalty 43437.067639 = -40634287.404723 nChanged 24 Iteration 239Q (2120.160001 sec): 22 clusters Score: Raw -40677725.704892 + Penalty 43437.067639 = -40634288.637253 nChanged 17 Iteration 240F (2123.654250 sec): 22 clusters Score: Raw -40677726.872513 + Penalty 43437.067639 = -40634289.804874 nChanged 26 Iteration 241Q (2125.657125 sec): 22 clusters Score: Raw -40677728.382984 + Penalty 43437.067639 = -40634291.315345 nChanged 30 Iteration 242Q (2127.788651 sec): 22 clusters Score: Raw -40677730.574898 + Penalty 43437.067639 = -40634293.507259 nChanged 29 Iteration 243Q (2129.935800 sec): 22 clusters Score: Raw -40677732.513144 + Penalty 43437.067639 = -40634295.445505 nChanged 22 Iteration 244Q (2132.098942 sec): 22 clusters Score: Raw -40677733.804694 + Penalty 43437.067639 = -40634296.737055 nChanged 23 Iteration 245Q (2134.342645 sec): 22 clusters Score: Raw -40677735.387187 + Penalty 43437.067639 = -40634298.319548 nChanged 24 Iteration 246Q (2136.558631 sec): 22 clusters Score: Raw -40677736.639453 + Penalty 43437.067639 = -40634299.571814 nChanged 18 Iteration 247Q (2138.826777 sec): 22 clusters Score: Raw -40677738.016399 + Penalty 43437.067639 = -40634300.948760 nChanged 30 Iteration 248Q (2141.059156 sec): 22 clusters Score: Raw -40677740.205803 + Penalty 43437.067639 = -40634303.138164 nChanged 26 Iteration 249Q (2143.253148 sec): 22 clusters Score: Raw -40677742.222440 + Penalty 43437.067639 = -40634305.154801 nChanged 20 Iteration 250Q (2145.496503 sec): 22 clusters Score: Raw -40677743.288472 + Penalty 43437.067639 = -40634306.220833 nChanged 14 Iteration 251Q (2147.751887 sec): 22 clusters Score: Raw -40677743.843254 + Penalty 43437.067639 = -40634306.775615 nChanged 11 Iteration 252Q (2150.013417 sec): 22 clusters Score: Raw -40677744.676622 + Penalty 43437.067639 = -40634307.608983 nChanged 17 Iteration 253Q (2152.346782 sec): 22 clusters Score: Raw -40677746.211361 + Penalty 43437.067639 = -40634309.143722 nChanged 25 Iteration 254Q (2154.538778 sec): 22 clusters Score: Raw -40677748.143951 + Penalty 43437.067639 = -40634311.076312 nChanged 33 Iteration 255Q (2156.822847 sec): 22 clusters Score: Raw -40677750.927875 + Penalty 43437.067639 = -40634313.860236 nChanged 42 Iteration 256Q (2159.105768 sec): 22 clusters Score: Raw -40677754.405140 + Penalty 43437.067639 = -40634317.337501 nChanged 43 Iteration 257Q (2161.474519 sec): 22 clusters Score: Raw -40677757.183404 + Penalty 43437.067639 = -40634320.115765 nChanged 37 Iteration 258Q (2163.793222 sec): 22 clusters Score: Raw -40677759.495037 + Penalty 43437.067639 = -40634322.427398 nChanged 38 Writing temp clu file Because OldScore, -40634320.115765, is greater than current (better) Score,-40634322.427398 Compute initial score before splitting: Score: Raw -40677759.495037 + Penalty 43437.067639 = -40634322.427398 Trying to split cluster 1 (51247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2163.944611 sec): 2 clusters Score: Raw -6191988.132281 + Penalty 1762.217008 = -6190225.915273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2164.043097 sec): 3 clusters Score: Raw -6159596.752001 + Penalty 3524.434017 = -6156072.317984 nChanged 23952 SP:Iteration 1F (2164.147073 sec): 3 clusters Score: Raw -6173591.921700 + Penalty 3524.434017 = -6170067.487684 nChanged 2530 SP:Iteration 2Q (2164.246987 sec): 3 clusters Score: Raw -6174597.163665 + Penalty 3524.434017 = -6171072.729648 nChanged 2675 SP:Iteration 3F (2164.346523 sec): 3 clusters Score: Raw -6175899.358266 + Penalty 3524.434017 = -6172374.924249 nChanged 2908 SP:Iteration 4F (2164.438861 sec): 3 clusters Score: Raw -6177547.000679 + Penalty 3524.434017 = -6174022.566663 nChanged 3133 SP:Iteration 5F (2164.539318 sec): 3 clusters Score: Raw -6179532.732558 + Penalty 3524.434017 = -6176008.298541 nChanged 3146 SP:Iteration 6F (2164.639894 sec): 3 clusters Score: Raw -6181590.631367 + Penalty 3524.434017 = -6178066.197351 nChanged 2974 SP:Iteration 7F (2164.741994 sec): 3 clusters Score: Raw -6183569.205522 + Penalty 3524.434017 = -6180044.771506 nChanged 2644 SP:Iteration 8F (2164.849184 sec): 3 clusters Score: Raw -6185102.693853 + Penalty 3524.434017 = -6181578.259837 nChanged 1987 SP:Iteration 9Q (2164.949283 sec): 3 clusters Score: Raw -6185941.321088 + Penalty 3524.434017 = -6182416.887072 nChanged 1371 SP:Iteration 10Q (2165.060614 sec): 3 clusters Score: Raw -6186378.931467 + Penalty 3524.434017 = -6182854.497451 nChanged 993 SP:Iteration 11Q (2165.154824 sec): 3 clusters Score: Raw -6186646.892310 + Penalty 3524.434017 = -6183122.458293 nChanged 793 SP:Iteration 12Q (2165.269393 sec): 3 clusters Score: Raw -6186840.950648 + Penalty 3524.434017 = -6183316.516632 nChanged 672 SP:Iteration 13Q (2165.365309 sec): 3 clusters Score: Raw -6187006.203056 + Penalty 3524.434017 = -6183481.769040 nChanged 643 SP:Iteration 14Q (2165.474578 sec): 3 clusters Score: Raw -6187164.461958 + Penalty 3524.434017 = -6183640.027941 nChanged 631 SP:Iteration 15Q (2165.573592 sec): 3 clusters Score: Raw -6187320.145496 + Penalty 3524.434017 = -6183795.711479 nChanged 595 SP:Iteration 16Q (2165.672144 sec): 3 clusters Score: Raw -6187458.166634 + Penalty 3524.434017 = -6183933.732617 nChanged 556 SP:Iteration 17Q (2165.779231 sec): 3 clusters Score: Raw -6187586.606328 + Penalty 3524.434017 = -6184062.172311 nChanged 539 SP:Iteration 18Q (2165.892209 sec): 3 clusters Score: Raw -6187709.317547 + Penalty 3524.434017 = -6184184.883530 nChanged 546 SP:Iteration 19Q (2165.995445 sec): 3 clusters Score: Raw -6187828.411598 + Penalty 3524.434017 = -6184303.977581 nChanged 526 SP:Iteration 20F (2166.090243 sec): 3 clusters Score: Raw -6187947.392041 + Penalty 3524.434017 = -6184422.958024 nChanged 537 SP:Iteration 21Q (2166.197372 sec): 3 clusters Score: Raw -6188074.946946 + Penalty 3524.434017 = -6184550.512929 nChanged 548 SP:Iteration 22Q (2166.298400 sec): 3 clusters Score: Raw -6188207.976289 + Penalty 3524.434017 = -6184683.542273 nChanged 537 SP:Iteration 23Q (2166.404159 sec): 3 clusters Score: Raw -6188335.930312 + Penalty 3524.434017 = -6184811.496295 nChanged 538 SP:Iteration 24Q (2166.502050 sec): 3 clusters Score: Raw -6188465.241435 + Penalty 3524.434017 = -6184940.807418 nChanged 542 SP:Iteration 25Q (2166.604734 sec): 3 clusters Score: Raw -6188601.719740 + Penalty 3524.434017 = -6185077.285724 nChanged 560 SP:Iteration 26Q (2166.705782 sec): 3 clusters Score: Raw -6188749.022178 + Penalty 3524.434017 = -6185224.588162 nChanged 600 SP:Iteration 27Q (2166.802547 sec): 3 clusters Score: Raw -6188925.515625 + Penalty 3524.434017 = -6185401.081609 nChanged 597 SP:Iteration 28Q (2166.900180 sec): 3 clusters Score: Raw -6189113.612309 + Penalty 3524.434017 = -6185589.178292 nChanged 619 SP:Iteration 29Q (2167.003099 sec): 3 clusters Score: Raw -6189326.529055 + Penalty 3524.434017 = -6185802.095039 nChanged 612 SP:Iteration 30Q (2167.104280 sec): 3 clusters Score: Raw -6189544.529056 + Penalty 3524.434017 = -6186020.095040 nChanged 649 SP:Iteration 31Q (2167.203080 sec): 3 clusters Score: Raw -6189801.211870 + Penalty 3524.434017 = -6186276.777853 nChanged 644 SP:Iteration 32Q (2167.303563 sec): 3 clusters Score: Raw -6190051.015713 + Penalty 3524.434017 = -6186526.581697 nChanged 651 SP:Iteration 33Q (2167.403536 sec): 3 clusters Score: Raw -6190293.792534 + Penalty 3524.434017 = -6186769.358517 nChanged 652 SP:Iteration 34Q (2167.504761 sec): 3 clusters Score: Raw -6190521.087911 + Penalty 3524.434017 = -6186996.653894 nChanged 577 SP:Iteration 35Q (2167.607867 sec): 3 clusters Score: Raw -6190704.325628 + Penalty 3524.434017 = -6187179.891611 nChanged 555 SP:Iteration 36Q (2167.713781 sec): 3 clusters Score: Raw -6190880.195373 + Penalty 3524.434017 = -6187355.761356 nChanged 514 SP:Iteration 37Q (2167.815679 sec): 3 clusters Score: Raw -6191039.790690 + Penalty 3524.434017 = -6187515.356673 nChanged 509 SP:Iteration 38Q (2167.918786 sec): 3 clusters Score: Raw -6191188.681204 + Penalty 3524.434017 = -6187664.247187 nChanged 449 SP:Iteration 39Q (2168.016195 sec): 3 clusters Score: Raw -6191317.327599 + Penalty 3524.434017 = -6187792.893582 nChanged 459 SP:Iteration 40F (2168.118362 sec): 3 clusters Score: Raw -6191448.943702 + Penalty 3524.434017 = -6187924.509685 nChanged 430 SP:Iteration 41Q (2168.217118 sec): 3 clusters Score: Raw -6191562.970267 + Penalty 3524.434017 = -6188038.536250 nChanged 418 SP:Iteration 42Q (2168.321587 sec): 3 clusters Score: Raw -6191669.350138 + Penalty 3524.434017 = -6188144.916121 nChanged 417 SP:Iteration 43Q (2168.411410 sec): 3 clusters Score: Raw -6191771.226279 + Penalty 3524.434017 = -6188246.792262 nChanged 386 SP:Iteration 44Q (2168.516812 sec): 3 clusters Score: Raw -6191865.777492 + Penalty 3524.434017 = -6188341.343476 nChanged 366 SP:Iteration 45Q (2168.618708 sec): 3 clusters Score: Raw -6191955.381003 + Penalty 3524.434017 = -6188430.946987 nChanged 363 SP:Iteration 46Q (2168.711506 sec): 3 clusters Score: Raw -6192050.140833 + Penalty 3524.434017 = -6188525.706817 nChanged 331 SP:Iteration 47Q (2168.812787 sec): 3 clusters Score: Raw -6192124.728685 + Penalty 3524.434017 = -6188600.294669 nChanged 289 SP:Iteration 48Q (2168.900670 sec): 3 clusters Score: Raw -6192189.226369 + Penalty 3524.434017 = -6188664.792352 nChanged 288 SP:Iteration 49Q (2168.991093 sec): 3 clusters Score: Raw -6192251.600102 + Penalty 3524.434017 = -6188727.166085 nChanged 265 SP:Iteration 50Q (2169.087699 sec): 3 clusters Score: Raw -6192301.128961 + Penalty 3524.434017 = -6188776.694944 nChanged 208 SP:Iteration 51Q (2169.181886 sec): 3 clusters Score: Raw -6192337.935326 + Penalty 3524.434017 = -6188813.501309 nChanged 220 SP:Iteration 52Q (2169.280918 sec): 3 clusters Score: Raw -6192379.210032 + Penalty 3524.434017 = -6188854.776015 nChanged 183 SP:Iteration 53Q (2169.368426 sec): 3 clusters Score: Raw -6192410.883499 + Penalty 3524.434017 = -6188886.449482 nChanged 179 SP:Iteration 54Q (2169.459933 sec): 3 clusters Score: Raw -6192440.359659 + Penalty 3524.434017 = -6188915.925642 nChanged 176 SP:Iteration 55Q (2169.558629 sec): 3 clusters Score: Raw -6192470.104688 + Penalty 3524.434017 = -6188945.670671 nChanged 160 SP:Iteration 56Q (2169.659084 sec): 3 clusters Score: Raw -6192494.455368 + Penalty 3524.434017 = -6188970.021352 nChanged 153 SP:Iteration 57Q (2169.750260 sec): 3 clusters Score: Raw -6192518.675622 + Penalty 3524.434017 = -6188994.241606 nChanged 144 SP:Iteration 58Q (2169.843480 sec): 3 clusters Score: Raw -6192540.846238 + Penalty 3524.434017 = -6189016.412221 nChanged 117 SP:Iteration 59Q (2169.935087 sec): 3 clusters Score: Raw -6192556.430471 + Penalty 3524.434017 = -6189031.996455 nChanged 103 SP:Iteration 60F (2170.030228 sec): 3 clusters Score: Raw -6192568.013297 + Penalty 3524.434017 = -6189043.579280 nChanged 83 SP:Iteration 61Q (2170.135319 sec): 3 clusters Score: Raw -6192577.098489 + Penalty 3524.434017 = -6189052.664472 nChanged 75 SP:Iteration 62Q (2170.233446 sec): 3 clusters Score: Raw -6192586.641544 + Penalty 3524.434017 = -6189062.207528 nChanged 76 SP:Iteration 63Q (2170.322848 sec): 3 clusters Score: Raw -6192596.649681 + Penalty 3524.434017 = -6189072.215664 nChanged 82 SP:Iteration 64Q (2170.416378 sec): 3 clusters Score: Raw -6192609.767689 + Penalty 3524.434017 = -6189085.333673 nChanged 88 SP:Iteration 65Q (2170.513904 sec): 3 clusters Score: Raw -6192622.271104 + Penalty 3524.434017 = -6189097.837087 nChanged 81 SP:Iteration 66Q (2170.606783 sec): 3 clusters Score: Raw -6192632.447247 + Penalty 3524.434017 = -6189108.013230 nChanged 72 SP:Iteration 67Q (2170.700336 sec): 3 clusters Score: Raw -6192642.819560 + Penalty 3524.434017 = -6189118.385543 nChanged 70 SP:Iteration 68Q (2170.789239 sec): 3 clusters Score: Raw -6192652.868053 + Penalty 3524.434017 = -6189128.434036 nChanged 71 SP:Iteration 69Q (2170.879817 sec): 3 clusters Score: Raw -6192662.676364 + Penalty 3524.434017 = -6189138.242348 nChanged 49 SP:Iteration 70Q (2170.961515 sec): 3 clusters Score: Raw -6192668.518673 + Penalty 3524.434017 = -6189144.084657 nChanged 48 SP:Iteration 71Q (2171.058978 sec): 3 clusters Score: Raw -6192674.279270 + Penalty 3524.434017 = -6189149.845253 nChanged 50 SP:Iteration 72Q (2171.153799 sec): 3 clusters Score: Raw -6192680.571501 + Penalty 3524.434017 = -6189156.137484 nChanged 47 SP:Iteration 73Q (2171.240482 sec): 3 clusters Score: Raw -6192686.133727 + Penalty 3524.434017 = -6189161.699710 nChanged 53 SP:Iteration 74Q (2171.324490 sec): 3 clusters Score: Raw -6192691.950380 + Penalty 3524.434017 = -6189167.516364 nChanged 47 SP:Iteration 75Q (2171.428188 sec): 3 clusters Score: Raw -6192698.386394 + Penalty 3524.434017 = -6189173.952377 nChanged 52 SP:Iteration 76Q (2171.511521 sec): 3 clusters Score: Raw -6192704.749070 + Penalty 3524.434017 = -6189180.315054 nChanged 42 SP:Iteration 77Q (2171.613995 sec): 3 clusters Score: Raw -6192709.535853 + Penalty 3524.434017 = -6189185.101837 nChanged 37 SP:Iteration 78Q (2171.706307 sec): 3 clusters Score: Raw -6192714.910979 + Penalty 3524.434017 = -6189190.476962 nChanged 40 SP:Iteration 79Q (2171.797848 sec): 3 clusters Score: Raw -6192719.661815 + Penalty 3524.434017 = -6189195.227799 nChanged 38 SP:Iteration 80F (2171.900883 sec): 3 clusters Score: Raw -6192723.858408 + Penalty 3524.434017 = -6189199.424391 nChanged 31 SP:Iteration 81Q (2172.002990 sec): 3 clusters Score: Raw -6192726.113433 + Penalty 3524.434017 = -6189201.679417 nChanged 25 SP:Iteration 82Q (2172.086379 sec): 3 clusters Score: Raw -6192728.070254 + Penalty 3524.434017 = -6189203.636237 nChanged 21 SP:Iteration 83Q (2172.189536 sec): 3 clusters Score: Raw -6192729.980168 + Penalty 3524.434017 = -6189205.546151 nChanged 19 SP:Iteration 84Q (2172.284153 sec): 3 clusters Score: Raw -6192731.742670 + Penalty 3524.434017 = -6189207.308653 nChanged 16 SP:Iteration 85Q (2172.377924 sec): 3 clusters Score: Raw -6192733.031267 + Penalty 3524.434017 = -6189208.597250 nChanged 19 SP:Iteration 86Q (2172.474020 sec): 3 clusters Score: Raw -6192735.611449 + Penalty 3524.434017 = -6189211.177433 nChanged 20 SP:Iteration 87Q (2172.567847 sec): 3 clusters Score: Raw -6192737.206374 + Penalty 3524.434017 = -6189212.772358 nChanged 10 SP:Iteration 88Q (2172.667478 sec): 3 clusters Score: Raw -6192738.169693 + Penalty 3524.434017 = -6189213.735677 nChanged 10 SP:Iteration 89Q (2172.758734 sec): 3 clusters Score: Raw -6192739.239335 + Penalty 3524.434017 = -6189214.805318 nChanged 5 SP:Iteration 90Q (2172.857557 sec): 3 clusters Score: Raw -6192739.634435 + Penalty 3524.434017 = -6189215.200419 nChanged 4 SP:Iteration 91Q (2172.942190 sec): 3 clusters Score: Raw -6192739.931271 + Penalty 3524.434017 = -6189215.497255 nChanged 2 SP:Iteration 92Q (2173.042467 sec): 3 clusters Score: Raw -6192740.057897 + Penalty 3524.434017 = -6189215.623880 nChanged 2 SP:Iteration 93Q (2173.133314 sec): 3 clusters Score: Raw -6192740.231009 + Penalty 3524.434017 = -6189215.796992 nChanged 2 SP:Iteration 94Q (2173.231452 sec): 3 clusters Score: Raw -6192740.413813 + Penalty 3524.434017 = -6189215.979797 nChanged 3 SP:Iteration 95Q (2173.316359 sec): 3 clusters Score: Raw -6192740.529418 + Penalty 3524.434017 = -6189216.095401 nChanged 1 SP:Iteration 96Q (2173.411873 sec): 3 clusters Score: Raw -6192740.583803 + Penalty 3524.434017 = -6189216.149787 nChanged 0 SP:Iteration 97F (2173.512681 sec): 3 clusters Score: Raw -6192740.583803 + Penalty 3524.434017 = -6189216.149787 nChanged 0 Trying to split cluster 2 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2173.539366 sec): 2 clusters Score: Raw -49444.803452 + Penalty 986.494881 = -48458.308571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2173.563964 sec): 3 clusters Score: Raw -49452.500024 + Penalty 1972.989762 = -47479.510263 nChanged 92 SP:Iteration 1F (2173.590572 sec): 3 clusters Score: Raw -49619.343480 + Penalty 1972.989762 = -47646.353718 nChanged 24 SP:Iteration 2F (2173.619366 sec): 3 clusters Score: Raw -49671.820463 + Penalty 1972.989762 = -47698.830701 nChanged 18 SP:Iteration 3Q (2173.658835 sec): 3 clusters Score: Raw -49702.708901 + Penalty 1972.989762 = -47729.719140 nChanged 8 SP:Iteration 4Q (2173.695988 sec): 3 clusters Score: Raw -49716.065518 + Penalty 1972.989762 = -47743.075756 nChanged 9 SP:Iteration 5Q (2173.729495 sec): 3 clusters Score: Raw -49729.784193 + Penalty 1972.989762 = -47756.794432 nChanged 6 SP:Iteration 6Q (2173.766673 sec): 3 clusters Score: Raw -49739.912005 + Penalty 1972.989762 = -47766.922244 nChanged 3 SP:Iteration 7Q (2173.803914 sec): 3 clusters Score: Raw -49745.039731 + Penalty 1972.989762 = -47772.049969 nChanged 2 SP:Iteration 8Q (2173.841620 sec): 3 clusters Score: Raw -49747.774893 + Penalty 1972.989762 = -47774.785131 nChanged 0 SP:Iteration 9F (2173.878525 sec): 3 clusters Score: Raw -49747.774893 + Penalty 1972.989762 = -47774.785131 nChanged 0 Trying to split cluster 3 (7037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2173.909147 sec): 2 clusters Score: Raw -876669.807798 + Penalty 1439.577299 = -875230.230499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2173.963829 sec): 3 clusters Score: Raw -872826.832791 + Penalty 2879.154597 = -869947.678194 nChanged 2999 SP:Iteration 1F (2174.008043 sec): 3 clusters Score: Raw -874586.025702 + Penalty 2879.154597 = -871706.871104 nChanged 526 SP:Iteration 2F (2174.055229 sec): 3 clusters Score: Raw -875113.876843 + Penalty 2879.154597 = -872234.722246 nChanged 579 SP:Iteration 3F (2174.104676 sec): 3 clusters Score: Raw -875782.824099 + Penalty 2879.154597 = -872903.669502 nChanged 683 SP:Iteration 4F (2174.152801 sec): 3 clusters Score: Raw -876571.034131 + Penalty 2879.154597 = -873691.879534 nChanged 638 SP:Iteration 5F (2174.200705 sec): 3 clusters Score: Raw -877316.288564 + Penalty 2879.154597 = -874437.133967 nChanged 475 SP:Iteration 6F (2174.247509 sec): 3 clusters Score: Raw -877891.184390 + Penalty 2879.154597 = -875012.029793 nChanged 314 SP:Iteration 7Q (2174.308463 sec): 3 clusters Score: Raw -878224.506503 + Penalty 2879.154597 = -875345.351905 nChanged 189 SP:Iteration 8Q (2174.354048 sec): 3 clusters Score: Raw -878357.916281 + Penalty 2879.154597 = -875478.761684 nChanged 112 SP:Iteration 9Q (2174.388257 sec): 3 clusters Score: Raw -878414.563944 + Penalty 2879.154597 = -875535.409346 nChanged 59 SP:Iteration 10Q (2174.443605 sec): 3 clusters Score: Raw -878441.137051 + Penalty 2879.154597 = -875561.982454 nChanged 40 SP:Iteration 11Q (2174.481594 sec): 3 clusters Score: Raw -878455.111319 + Penalty 2879.154597 = -875575.956722 nChanged 21 SP:Iteration 12Q (2174.525686 sec): 3 clusters Score: Raw -878460.651725 + Penalty 2879.154597 = -875581.497128 nChanged 16 SP:Iteration 13Q (2174.578681 sec): 3 clusters Score: Raw -878464.143550 + Penalty 2879.154597 = -875584.988952 nChanged 16 SP:Iteration 14Q (2174.628405 sec): 3 clusters Score: Raw -878466.920779 + Penalty 2879.154597 = -875587.766182 nChanged 7 SP:Iteration 15Q (2174.674641 sec): 3 clusters Score: Raw -878468.270198 + Penalty 2879.154597 = -875589.115601 nChanged 6 SP:Iteration 16Q (2174.713605 sec): 3 clusters Score: Raw -878469.446683 + Penalty 2879.154597 = -875590.292086 nChanged 2 SP:Iteration 17Q (2174.760981 sec): 3 clusters Score: Raw -878469.789850 + Penalty 2879.154597 = -875590.635253 nChanged 0 SP:Iteration 18F (2174.799965 sec): 3 clusters Score: Raw -878469.789850 + Penalty 2879.154597 = -875590.635253 nChanged 0 Score: Raw -40679561.211775 + Penalty 45505.499431 = -40634055.712344 Splitting cluster 3 changes total score from -40634322.427398 to -40634055.712344 So it's not getting split. Trying to split cluster 4 (26073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2178.528409 sec): 2 clusters Score: Raw -3259833.630270 + Penalty 1652.406531 = -3258181.223739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2178.593390 sec): 3 clusters Score: Raw -3243863.596469 + Penalty 3304.813062 = -3240558.783408 nChanged 11959 SP:Iteration 1F (2178.679598 sec): 3 clusters Score: Raw -3250621.165977 + Penalty 3304.813062 = -3247316.352915 nChanged 1235 SP:Iteration 2Q (2178.745337 sec): 3 clusters Score: Raw -3251072.842554 + Penalty 3304.813062 = -3247768.029492 nChanged 1158 SP:Iteration 3Q (2178.814368 sec): 3 clusters Score: Raw -3251547.777474 + Penalty 3304.813062 = -3248242.964413 nChanged 1234 SP:Iteration 4Q (2178.887186 sec): 3 clusters Score: Raw -3252170.416465 + Penalty 3304.813062 = -3248865.603403 nChanged 1389 SP:Iteration 5F (2178.954791 sec): 3 clusters Score: Raw -3253016.545038 + Penalty 3304.813062 = -3249711.731976 nChanged 1629 SP:Iteration 6F (2179.028740 sec): 3 clusters Score: Raw -3254116.154821 + Penalty 3304.813062 = -3250811.341760 nChanged 1760 SP:Iteration 7F (2179.093423 sec): 3 clusters Score: Raw -3255463.903259 + Penalty 3304.813062 = -3252159.090197 nChanged 1808 SP:Iteration 8F (2179.170753 sec): 3 clusters Score: Raw -3256958.117515 + Penalty 3304.813062 = -3253653.304453 nChanged 1573 SP:Iteration 9F (2179.243124 sec): 3 clusters Score: Raw -3258221.891373 + Penalty 3304.813062 = -3254917.078311 nChanged 1108 SP:Iteration 10Q (2179.307518 sec): 3 clusters Score: Raw -3258931.320595 + Penalty 3304.813062 = -3255626.507533 nChanged 742 SP:Iteration 11Q (2179.391118 sec): 3 clusters Score: Raw -3259323.515448 + Penalty 3304.813062 = -3256018.702386 nChanged 521 SP:Iteration 12Q (2179.463161 sec): 3 clusters Score: Raw -3259593.713826 + Penalty 3304.813062 = -3256288.900764 nChanged 436 SP:Iteration 13Q (2179.540220 sec): 3 clusters Score: Raw -3259795.446131 + Penalty 3304.813062 = -3256490.633069 nChanged 380 SP:Iteration 14Q (2179.618199 sec): 3 clusters Score: Raw -3259960.576060 + Penalty 3304.813062 = -3256655.762998 nChanged 318 SP:Iteration 15Q (2179.700612 sec): 3 clusters Score: Raw -3260095.780618 + Penalty 3304.813062 = -3256790.967556 nChanged 250 SP:Iteration 16Q (2179.768922 sec): 3 clusters Score: Raw -3260190.851939 + Penalty 3304.813062 = -3256886.038877 nChanged 228 SP:Iteration 17Q (2179.849148 sec): 3 clusters Score: Raw -3260278.243516 + Penalty 3304.813062 = -3256973.430454 nChanged 200 SP:Iteration 18Q (2179.926665 sec): 3 clusters Score: Raw -3260339.230611 + Penalty 3304.813062 = -3257034.417549 nChanged 150 SP:Iteration 19Q (2179.991623 sec): 3 clusters Score: Raw -3260373.648218 + Penalty 3304.813062 = -3257068.835156 nChanged 132 SP:Iteration 20F (2180.072273 sec): 3 clusters Score: Raw -3260397.194417 + Penalty 3304.813062 = -3257092.381355 nChanged 93 SP:Iteration 21Q (2180.144897 sec): 3 clusters Score: Raw -3260413.042694 + Penalty 3304.813062 = -3257108.229632 nChanged 84 SP:Iteration 22Q (2180.217899 sec): 3 clusters Score: Raw -3260425.042678 + Penalty 3304.813062 = -3257120.229616 nChanged 64 SP:Iteration 23Q (2180.281810 sec): 3 clusters Score: Raw -3260433.259552 + Penalty 3304.813062 = -3257128.446490 nChanged 64 SP:Iteration 24Q (2180.359593 sec): 3 clusters Score: Raw -3260440.644338 + Penalty 3304.813062 = -3257135.831276 nChanged 58 SP:Iteration 25Q (2180.435135 sec): 3 clusters Score: Raw -3260446.360111 + Penalty 3304.813062 = -3257141.547049 nChanged 41 SP:Iteration 26Q (2180.491912 sec): 3 clusters Score: Raw -3260449.934901 + Penalty 3304.813062 = -3257145.121839 nChanged 35 SP:Iteration 27Q (2180.550877 sec): 3 clusters Score: Raw -3260452.791231 + Penalty 3304.813062 = -3257147.978169 nChanged 34 SP:Iteration 28Q (2180.632192 sec): 3 clusters Score: Raw -3260456.116431 + Penalty 3304.813062 = -3257151.303370 nChanged 38 SP:Iteration 29Q (2180.703117 sec): 3 clusters Score: Raw -3260459.243702 + Penalty 3304.813062 = -3257154.430640 nChanged 43 SP:Iteration 30Q (2180.777323 sec): 3 clusters Score: Raw -3260462.706244 + Penalty 3304.813062 = -3257157.893182 nChanged 36 SP:Iteration 31Q (2180.846510 sec): 3 clusters Score: Raw -3260465.869649 + Penalty 3304.813062 = -3257161.056587 nChanged 29 SP:Iteration 32Q (2180.920730 sec): 3 clusters Score: Raw -3260467.932915 + Penalty 3304.813062 = -3257163.119853 nChanged 30 SP:Iteration 33Q (2180.987254 sec): 3 clusters Score: Raw -3260470.607128 + Penalty 3304.813062 = -3257165.794066 nChanged 32 SP:Iteration 34Q (2181.052463 sec): 3 clusters Score: Raw -3260474.032162 + Penalty 3304.813062 = -3257169.219100 nChanged 35 SP:Iteration 35Q (2181.125112 sec): 3 clusters Score: Raw -3260477.456027 + Penalty 3304.813062 = -3257172.642965 nChanged 35 SP:Iteration 36Q (2181.194301 sec): 3 clusters Score: Raw -3260480.196388 + Penalty 3304.813062 = -3257175.383326 nChanged 33 SP:Iteration 37Q (2181.270484 sec): 3 clusters Score: Raw -3260482.916824 + Penalty 3304.813062 = -3257178.103763 nChanged 26 SP:Iteration 38Q (2181.335366 sec): 3 clusters Score: Raw -3260485.213237 + Penalty 3304.813062 = -3257180.400175 nChanged 30 SP:Iteration 39Q (2181.413160 sec): 3 clusters Score: Raw -3260487.270147 + Penalty 3304.813062 = -3257182.457085 nChanged 25 SP:Iteration 40F (2181.473615 sec): 3 clusters Score: Raw -3260488.955154 + Penalty 3304.813062 = -3257184.142092 nChanged 21 SP:Iteration 41Q (2181.553266 sec): 3 clusters Score: Raw -3260490.927076 + Penalty 3304.813062 = -3257186.114014 nChanged 27 SP:Iteration 42Q (2181.624483 sec): 3 clusters Score: Raw -3260492.973702 + Penalty 3304.813062 = -3257188.160640 nChanged 27 SP:Iteration 43Q (2181.702363 sec): 3 clusters Score: Raw -3260494.914214 + Penalty 3304.813062 = -3257190.101152 nChanged 19 SP:Iteration 44Q (2181.768805 sec): 3 clusters Score: Raw -3260496.201792 + Penalty 3304.813062 = -3257191.388730 nChanged 18 SP:Iteration 45Q (2181.846713 sec): 3 clusters Score: Raw -3260497.536997 + Penalty 3304.813062 = -3257192.723935 nChanged 13 SP:Iteration 46Q (2181.923031 sec): 3 clusters Score: Raw -3260498.387868 + Penalty 3304.813062 = -3257193.574806 nChanged 13 SP:Iteration 47Q (2181.997599 sec): 3 clusters Score: Raw -3260499.104806 + Penalty 3304.813062 = -3257194.291745 nChanged 15 SP:Iteration 48Q (2182.071094 sec): 3 clusters Score: Raw -3260499.980868 + Penalty 3304.813062 = -3257195.167806 nChanged 15 SP:Iteration 49Q (2182.134710 sec): 3 clusters Score: Raw -3260501.064299 + Penalty 3304.813062 = -3257196.251237 nChanged 12 SP:Iteration 50Q (2182.214676 sec): 3 clusters Score: Raw -3260501.972709 + Penalty 3304.813062 = -3257197.159647 nChanged 10 SP:Iteration 51Q (2182.285623 sec): 3 clusters Score: Raw -3260502.628809 + Penalty 3304.813062 = -3257197.815747 nChanged 11 SP:Iteration 52Q (2182.355223 sec): 3 clusters Score: Raw -3260503.151101 + Penalty 3304.813062 = -3257198.338039 nChanged 7 SP:Iteration 53Q (2182.426019 sec): 3 clusters Score: Raw -3260503.492959 + Penalty 3304.813062 = -3257198.679897 nChanged 9 SP:Iteration 54Q (2182.505641 sec): 3 clusters Score: Raw -3260503.881309 + Penalty 3304.813062 = -3257199.068247 nChanged 6 SP:Iteration 55Q (2182.575784 sec): 3 clusters Score: Raw -3260504.154770 + Penalty 3304.813062 = -3257199.341708 nChanged 9 SP:Iteration 56Q (2182.648207 sec): 3 clusters Score: Raw -3260504.476632 + Penalty 3304.813062 = -3257199.663570 nChanged 5 SP:Iteration 57Q (2182.719431 sec): 3 clusters Score: Raw -3260504.795904 + Penalty 3304.813062 = -3257199.982842 nChanged 11 SP:Iteration 58Q (2182.793465 sec): 3 clusters Score: Raw -3260505.437479 + Penalty 3304.813062 = -3257200.624417 nChanged 14 SP:Iteration 59Q (2182.855286 sec): 3 clusters Score: Raw -3260506.115750 + Penalty 3304.813062 = -3257201.302688 nChanged 7 SP:Iteration 60F (2182.919035 sec): 3 clusters Score: Raw -3260506.490386 + Penalty 3304.813062 = -3257201.677324 nChanged 8 SP:Iteration 61Q (2182.980739 sec): 3 clusters Score: Raw -3260506.858911 + Penalty 3304.813062 = -3257202.045849 nChanged 8 SP:Iteration 62Q (2183.048424 sec): 3 clusters Score: Raw -3260507.214286 + Penalty 3304.813062 = -3257202.401224 nChanged 5 SP:Iteration 63Q (2183.126251 sec): 3 clusters Score: Raw -3260507.407982 + Penalty 3304.813062 = -3257202.594920 nChanged 10 SP:Iteration 64Q (2183.190910 sec): 3 clusters Score: Raw -3260507.817255 + Penalty 3304.813062 = -3257203.004193 nChanged 7 SP:Iteration 65Q (2183.271490 sec): 3 clusters Score: Raw -3260508.224570 + Penalty 3304.813062 = -3257203.411508 nChanged 10 SP:Iteration 66Q (2183.331958 sec): 3 clusters Score: Raw -3260508.864850 + Penalty 3304.813062 = -3257204.051788 nChanged 13 SP:Iteration 67Q (2183.405809 sec): 3 clusters Score: Raw -3260509.600179 + Penalty 3304.813062 = -3257204.787117 nChanged 14 SP:Iteration 68Q (2183.481859 sec): 3 clusters Score: Raw -3260510.323403 + Penalty 3304.813062 = -3257205.510341 nChanged 13 SP:Iteration 69Q (2183.551284 sec): 3 clusters Score: Raw -3260510.971970 + Penalty 3304.813062 = -3257206.158908 nChanged 12 SP:Iteration 70Q (2183.609301 sec): 3 clusters Score: Raw -3260511.745455 + Penalty 3304.813062 = -3257206.932393 nChanged 11 SP:Iteration 71Q (2183.678173 sec): 3 clusters Score: Raw -3260512.551435 + Penalty 3304.813062 = -3257207.738373 nChanged 12 SP:Iteration 72Q (2183.742620 sec): 3 clusters Score: Raw -3260513.281296 + Penalty 3304.813062 = -3257208.468235 nChanged 11 SP:Iteration 73Q (2183.809452 sec): 3 clusters Score: Raw -3260513.959683 + Penalty 3304.813062 = -3257209.146621 nChanged 8 SP:Iteration 74Q (2183.880523 sec): 3 clusters Score: Raw -3260514.288707 + Penalty 3304.813062 = -3257209.475645 nChanged 5 SP:Iteration 75Q (2183.956004 sec): 3 clusters Score: Raw -3260514.558580 + Penalty 3304.813062 = -3257209.745518 nChanged 3 SP:Iteration 76Q (2184.021684 sec): 3 clusters Score: Raw -3260514.698699 + Penalty 3304.813062 = -3257209.885637 nChanged 2 SP:Iteration 77Q (2184.080303 sec): 3 clusters Score: Raw -3260514.814690 + Penalty 3304.813062 = -3257210.001628 nChanged 5 SP:Iteration 78Q (2184.151949 sec): 3 clusters Score: Raw -3260515.080274 + Penalty 3304.813062 = -3257210.267212 nChanged 8 SP:Iteration 79Q (2184.218545 sec): 3 clusters Score: Raw -3260515.520873 + Penalty 3304.813062 = -3257210.707811 nChanged 11 SP:Iteration 80F (2184.285887 sec): 3 clusters Score: Raw -3260516.236423 + Penalty 3304.813062 = -3257211.423362 nChanged 10 SP:Iteration 81Q (2184.358080 sec): 3 clusters Score: Raw -3260516.865538 + Penalty 3304.813062 = -3257212.052476 nChanged 13 SP:Iteration 82Q (2184.421969 sec): 3 clusters Score: Raw -3260517.457479 + Penalty 3304.813062 = -3257212.644417 nChanged 8 SP:Iteration 83Q (2184.487287 sec): 3 clusters Score: Raw -3260517.816736 + Penalty 3304.813062 = -3257213.003674 nChanged 9 SP:Iteration 84Q (2184.555118 sec): 3 clusters Score: Raw -3260518.404518 + Penalty 3304.813062 = -3257213.591456 nChanged 6 SP:Iteration 85Q (2184.625764 sec): 3 clusters Score: Raw -3260518.782170 + Penalty 3304.813062 = -3257213.969108 nChanged 4 SP:Iteration 86Q (2184.693320 sec): 3 clusters Score: Raw -3260518.910023 + Penalty 3304.813062 = -3257214.096961 nChanged 2 SP:Iteration 87Q (2184.770132 sec): 3 clusters Score: Raw -3260518.967131 + Penalty 3304.813062 = -3257214.154069 nChanged 3 SP:Iteration 88Q (2184.831864 sec): 3 clusters Score: Raw -3260519.086473 + Penalty 3304.813062 = -3257214.273411 nChanged 2 SP:Iteration 89Q (2184.891849 sec): 3 clusters Score: Raw -3260519.199192 + Penalty 3304.813062 = -3257214.386130 nChanged 5 SP:Iteration 90Q (2184.964958 sec): 3 clusters Score: Raw -3260519.471166 + Penalty 3304.813062 = -3257214.658104 nChanged 10 SP:Iteration 91Q (2185.035404 sec): 3 clusters Score: Raw -3260520.301279 + Penalty 3304.813062 = -3257215.488217 nChanged 12 SP:Iteration 92Q (2185.100701 sec): 3 clusters Score: Raw -3260521.233838 + Penalty 3304.813062 = -3257216.420776 nChanged 13 SP:Iteration 93Q (2185.168618 sec): 3 clusters Score: Raw -3260522.006035 + Penalty 3304.813062 = -3257217.192974 nChanged 10 SP:Iteration 94Q (2185.228207 sec): 3 clusters Score: Raw -3260522.438891 + Penalty 3304.813062 = -3257217.625829 nChanged 14 SP:Iteration 95Q (2185.288007 sec): 3 clusters Score: Raw -3260523.282708 + Penalty 3304.813062 = -3257218.469646 nChanged 19 SP:Iteration 96Q (2185.356759 sec): 3 clusters Score: Raw -3260524.438884 + Penalty 3304.813062 = -3257219.625822 nChanged 19 SP:Iteration 97Q (2185.428318 sec): 3 clusters Score: Raw -3260525.575355 + Penalty 3304.813062 = -3257220.762293 nChanged 17 SP:Iteration 98Q (2185.502656 sec): 3 clusters Score: Raw -3260526.729689 + Penalty 3304.813062 = -3257221.916627 nChanged 16 SP:Iteration 99Q (2185.567673 sec): 3 clusters Score: Raw -3260527.696717 + Penalty 3304.813062 = -3257222.883655 nChanged 12 SP:Iteration 100F (2185.632567 sec): 3 clusters Score: Raw -3260528.614762 + Penalty 3304.813062 = -3257223.801700 nChanged 16 SP:Iteration 101Q (2185.689667 sec): 3 clusters Score: Raw -3260529.991732 + Penalty 3304.813062 = -3257225.178670 nChanged 21 SP:Iteration 102Q (2185.755204 sec): 3 clusters Score: Raw -3260531.820689 + Penalty 3304.813062 = -3257227.007627 nChanged 23 SP:Iteration 103Q (2185.830301 sec): 3 clusters Score: Raw -3260533.509034 + Penalty 3304.813062 = -3257228.695972 nChanged 24 SP:Iteration 104Q (2185.894200 sec): 3 clusters Score: Raw -3260535.048823 + Penalty 3304.813062 = -3257230.235761 nChanged 19 SP:Iteration 105Q (2185.958407 sec): 3 clusters Score: Raw -3260536.410243 + Penalty 3304.813062 = -3257231.597181 nChanged 16 SP:Iteration 106Q (2186.023891 sec): 3 clusters Score: Raw -3260537.510504 + Penalty 3304.813062 = -3257232.697442 nChanged 11 SP:Iteration 107Q (2186.088314 sec): 3 clusters Score: Raw -3260538.206245 + Penalty 3304.813062 = -3257233.393183 nChanged 8 SP:Iteration 108Q (2186.158314 sec): 3 clusters Score: Raw -3260538.761794 + Penalty 3304.813062 = -3257233.948732 nChanged 10 SP:Iteration 109Q (2186.227692 sec): 3 clusters Score: Raw -3260539.282696 + Penalty 3304.813062 = -3257234.469634 nChanged 10 SP:Iteration 110Q (2186.308968 sec): 3 clusters Score: Raw -3260539.819305 + Penalty 3304.813062 = -3257235.006243 nChanged 12 SP:Iteration 111Q (2186.370882 sec): 3 clusters Score: Raw -3260540.478752 + Penalty 3304.813062 = -3257235.665690 nChanged 3 SP:Iteration 112Q (2186.441666 sec): 3 clusters Score: Raw -3260540.623016 + Penalty 3304.813062 = -3257235.809954 nChanged 3 SP:Iteration 113Q (2186.500908 sec): 3 clusters Score: Raw -3260540.849873 + Penalty 3304.813062 = -3257236.036811 nChanged 3 SP:Iteration 114Q (2186.566937 sec): 3 clusters Score: Raw -3260541.038486 + Penalty 3304.813062 = -3257236.225424 nChanged 2 SP:Iteration 115Q (2186.641492 sec): 3 clusters Score: Raw -3260541.090036 + Penalty 3304.813062 = -3257236.276975 nChanged 1 SP:Iteration 116Q (2186.719784 sec): 3 clusters Score: Raw -3260541.105066 + Penalty 3304.813062 = -3257236.292004 nChanged 0 SP:Iteration 117F (2186.782317 sec): 3 clusters Score: Raw -3260541.105066 + Penalty 3304.813062 = -3257236.292004 nChanged 0 Trying to split cluster 5 (3866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2186.803620 sec): 2 clusters Score: Raw -435978.360391 + Penalty 1342.246045 = -434636.114347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2186.839719 sec): 3 clusters Score: Raw -434099.490323 + Penalty 2684.492089 = -431414.998234 nChanged 1542 SP:Iteration 1F (2186.874291 sec): 3 clusters Score: Raw -435083.558571 + Penalty 2684.492089 = -432399.066481 nChanged 310 SP:Iteration 2F (2186.909726 sec): 3 clusters Score: Raw -435356.751361 + Penalty 2684.492089 = -432672.259272 nChanged 258 SP:Iteration 3F (2186.952561 sec): 3 clusters Score: Raw -435612.550283 + Penalty 2684.492089 = -432928.058194 nChanged 251 SP:Iteration 4F (2186.984402 sec): 3 clusters Score: Raw -435836.502482 + Penalty 2684.492089 = -433152.010393 nChanged 226 SP:Iteration 5F (2187.023038 sec): 3 clusters Score: Raw -436034.603522 + Penalty 2684.492089 = -433350.111433 nChanged 175 SP:Iteration 6Q (2187.058943 sec): 3 clusters Score: Raw -436184.837915 + Penalty 2684.492089 = -433500.345826 nChanged 154 SP:Iteration 7Q (2187.094718 sec): 3 clusters Score: Raw -436311.659199 + Penalty 2684.492089 = -433627.167110 nChanged 118 SP:Iteration 8Q (2187.131002 sec): 3 clusters Score: Raw -436395.909417 + Penalty 2684.492089 = -433711.417328 nChanged 81 SP:Iteration 9Q (2187.191366 sec): 3 clusters Score: Raw -436459.090400 + Penalty 2684.492089 = -433774.598311 nChanged 71 SP:Iteration 10Q (2187.235482 sec): 3 clusters Score: Raw -436507.495740 + Penalty 2684.492089 = -433823.003650 nChanged 71 SP:Iteration 11Q (2187.273016 sec): 3 clusters Score: Raw -436548.600120 + Penalty 2684.492089 = -433864.108031 nChanged 43 SP:Iteration 12Q (2187.313094 sec): 3 clusters Score: Raw -436566.618490 + Penalty 2684.492089 = -433882.126401 nChanged 24 SP:Iteration 13Q (2187.344513 sec): 3 clusters Score: Raw -436574.439352 + Penalty 2684.492089 = -433889.947263 nChanged 18 SP:Iteration 14Q (2187.382522 sec): 3 clusters Score: Raw -436579.214403 + Penalty 2684.492089 = -433894.722313 nChanged 8 SP:Iteration 15Q (2187.418656 sec): 3 clusters Score: Raw -436581.553311 + Penalty 2684.492089 = -433897.061222 nChanged 7 SP:Iteration 16Q (2187.454044 sec): 3 clusters Score: Raw -436584.809074 + Penalty 2684.492089 = -433900.316984 nChanged 9 SP:Iteration 17Q (2187.488697 sec): 3 clusters Score: Raw -436587.842735 + Penalty 2684.492089 = -433903.350646 nChanged 14 SP:Iteration 18Q (2187.532208 sec): 3 clusters Score: Raw -436592.633092 + Penalty 2684.492089 = -433908.141003 nChanged 16 SP:Iteration 19Q (2187.572340 sec): 3 clusters Score: Raw -436599.092903 + Penalty 2684.492089 = -433914.600814 nChanged 15 SP:Iteration 20F (2187.611475 sec): 3 clusters Score: Raw -436604.619038 + Penalty 2684.492089 = -433920.126949 nChanged 12 SP:Iteration 21Q (2187.642365 sec): 3 clusters Score: Raw -436607.454112 + Penalty 2684.492089 = -433922.962022 nChanged 3 SP:Iteration 22Q (2187.684809 sec): 3 clusters Score: Raw -436608.999027 + Penalty 2684.492089 = -433924.506938 nChanged 7 SP:Iteration 23Q (2187.732374 sec): 3 clusters Score: Raw -436610.600694 + Penalty 2684.492089 = -433926.108604 nChanged 4 SP:Iteration 24Q (2187.772037 sec): 3 clusters Score: Raw -436612.106982 + Penalty 2684.492089 = -433927.614893 nChanged 2 SP:Iteration 25Q (2187.811320 sec): 3 clusters Score: Raw -436612.405701 + Penalty 2684.492089 = -433927.913612 nChanged 0 SP:Iteration 26F (2187.842200 sec): 3 clusters Score: Raw -436612.405701 + Penalty 2684.492089 = -433927.913612 nChanged 0 Trying to split cluster 6 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2187.859790 sec): 2 clusters Score: Raw -27400.171368 + Penalty 937.859183 = -26462.312186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2187.892505 sec): 3 clusters Score: Raw -27934.739084 + Penalty 1875.718365 = -26059.020719 nChanged 99 SP:Iteration 1F (2187.926792 sec): 3 clusters Score: Raw -28716.500829 + Penalty 1875.718365 = -26840.782464 nChanged 19 SP:Iteration 2F (2187.961952 sec): 3 clusters Score: Raw -29198.733764 + Penalty 1875.718365 = -27323.015399 nChanged 18 SP:Iteration 3F (2188.001883 sec): 3 clusters Score: Raw -29916.088697 + Penalty 1875.718365 = -28040.370332 nChanged 15 SP:Iteration 4Q (2188.034917 sec): 3 clusters Score: Raw -30412.188130 + Penalty 1875.718365 = -28536.469765 nChanged 16 SP:Iteration 5Q (2188.062563 sec): 3 clusters Score: Raw -31612.831039 + Penalty 1875.718365 = -29737.112674 nChanged 16 SP:Iteration 6Q (2188.092439 sec): 3 clusters Score: Raw -32895.127769 + Penalty 1875.718365 = -31019.409404 nChanged 13 Unmasked E-step: Deleting class 1 (189 points): covariance matrix is singular SP:Iteration 7Q (2188.109168 sec): 3 clusters Score: Raw -32945.092534 + Penalty 1875.718365 = -31069.374169 nChanged 0 SP:Iteration 8F (2188.125569 sec): 2 clusters Score: Raw -22836.817763 + Penalty 937.859183 = -21898.958580 nChanged 189 SP:Iteration 9F (2188.141934 sec): 2 clusters Score: Raw -27400.171368 + Penalty 937.859183 = -26462.312186 nChanged 0 Trying to split cluster 7 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2188.157105 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (37 points): covariance matrix is singular SP:Iteration 0F (2188.172651 sec): 3 clusters Score: Raw -7933.905662 + Penalty 1411.736762 = -6522.168900 nChanged 16 SP:Iteration 1F (2188.188564 sec): 2 clusters Score: Raw 20853.698560 + Penalty 705.868381 = 21559.566941 nChanged 45 SP:Iteration 2F (2188.204800 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 Trying to split cluster 8 (3476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2188.237800 sec): 2 clusters Score: Raw -387301.797227 + Penalty 1324.966092 = -385976.831136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2188.281794 sec): 3 clusters Score: Raw -385712.984663 + Penalty 2649.932183 = -383063.052480 nChanged 1370 SP:Iteration 1F (2188.322880 sec): 3 clusters Score: Raw -386974.333223 + Penalty 2649.932183 = -384324.401040 nChanged 396 SP:Iteration 2F (2188.353021 sec): 3 clusters Score: Raw -387468.220850 + Penalty 2649.932183 = -384818.288667 nChanged 274 SP:Iteration 3F (2188.387145 sec): 3 clusters Score: Raw -387798.848659 + Penalty 2649.932183 = -385148.916476 nChanged 215 SP:Iteration 4F (2188.421612 sec): 3 clusters Score: Raw -388087.109175 + Penalty 2649.932183 = -385437.176991 nChanged 166 SP:Iteration 5Q (2188.454769 sec): 3 clusters Score: Raw -388265.472918 + Penalty 2649.932183 = -385615.540735 nChanged 114 SP:Iteration 6Q (2188.488538 sec): 3 clusters Score: Raw -388353.510124 + Penalty 2649.932183 = -385703.577941 nChanged 85 SP:Iteration 7Q (2188.521799 sec): 3 clusters Score: Raw -388411.427098 + Penalty 2649.932183 = -385761.494915 nChanged 68 SP:Iteration 8Q (2188.555952 sec): 3 clusters Score: Raw -388441.788319 + Penalty 2649.932183 = -385791.856136 nChanged 40 SP:Iteration 9Q (2188.591778 sec): 3 clusters Score: Raw -388460.302710 + Penalty 2649.932183 = -385810.370527 nChanged 31 SP:Iteration 10Q (2188.628654 sec): 3 clusters Score: Raw -388474.354820 + Penalty 2649.932183 = -385824.422637 nChanged 25 SP:Iteration 11Q (2188.666986 sec): 3 clusters Score: Raw -388485.588134 + Penalty 2649.932183 = -385835.655951 nChanged 19 SP:Iteration 12Q (2188.709702 sec): 3 clusters Score: Raw -388490.881498 + Penalty 2649.932183 = -385840.949315 nChanged 9 SP:Iteration 13Q (2188.746414 sec): 3 clusters Score: Raw -388493.674889 + Penalty 2649.932183 = -385843.742706 nChanged 12 SP:Iteration 14Q (2188.792951 sec): 3 clusters Score: Raw -388497.581396 + Penalty 2649.932183 = -385847.649213 nChanged 5 SP:Iteration 15Q (2188.840239 sec): 3 clusters Score: Raw -388498.889114 + Penalty 2649.932183 = -385848.956930 nChanged 4 SP:Iteration 16Q (2188.880120 sec): 3 clusters Score: Raw -388499.746849 + Penalty 2649.932183 = -385849.814666 nChanged 3 SP:Iteration 17Q (2188.916367 sec): 3 clusters Score: Raw -388500.375246 + Penalty 2649.932183 = -385850.443063 nChanged 2 SP:Iteration 18Q (2188.955470 sec): 3 clusters Score: Raw -388500.665489 + Penalty 2649.932183 = -385850.733306 nChanged 0 SP:Iteration 19F (2188.998412 sec): 3 clusters Score: Raw -388500.665489 + Penalty 2649.932183 = -385850.733306 nChanged 0 Trying to split cluster 9 (28779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2189.041760 sec): 2 clusters Score: Raw -3632527.554700 + Penalty 1668.452700 = -3630859.102000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2189.114920 sec): 3 clusters Score: Raw -3614851.295886 + Penalty 3336.905401 = -3611514.390485 nChanged 13164 SP:Iteration 1F (2189.195281 sec): 3 clusters Score: Raw -3622299.261373 + Penalty 3336.905401 = -3618962.355973 nChanged 1560 SP:Iteration 2F (2189.267003 sec): 3 clusters Score: Raw -3623019.422617 + Penalty 3336.905401 = -3619682.517216 nChanged 1633 SP:Iteration 3F (2189.341639 sec): 3 clusters Score: Raw -3623933.088351 + Penalty 3336.905401 = -3620596.182950 nChanged 1794 SP:Iteration 4F (2189.405279 sec): 3 clusters Score: Raw -3625122.758551 + Penalty 3336.905401 = -3621785.853150 nChanged 1968 SP:Iteration 5F (2189.480402 sec): 3 clusters Score: Raw -3626656.344440 + Penalty 3336.905401 = -3623319.439039 nChanged 2056 SP:Iteration 6F (2189.560956 sec): 3 clusters Score: Raw -3628305.991110 + Penalty 3336.905401 = -3624969.085709 nChanged 1814 SP:Iteration 7F (2189.627686 sec): 3 clusters Score: Raw -3629547.786426 + Penalty 3336.905401 = -3626210.881026 nChanged 1313 SP:Iteration 8Q (2189.707045 sec): 3 clusters Score: Raw -3630208.655960 + Penalty 3336.905401 = -3626871.750560 nChanged 890 SP:Iteration 9Q (2189.777017 sec): 3 clusters Score: Raw -3630551.892480 + Penalty 3336.905401 = -3627214.987079 nChanged 611 SP:Iteration 10Q (2189.859865 sec): 3 clusters Score: Raw -3630752.837743 + Penalty 3336.905401 = -3627415.932342 nChanged 456 SP:Iteration 11Q (2189.936805 sec): 3 clusters Score: Raw -3630905.055132 + Penalty 3336.905401 = -3627568.149731 nChanged 465 SP:Iteration 12Q (2190.011317 sec): 3 clusters Score: Raw -3631064.179053 + Penalty 3336.905401 = -3627727.273652 nChanged 454 SP:Iteration 13Q (2190.078685 sec): 3 clusters Score: Raw -3631215.844824 + Penalty 3336.905401 = -3627878.939423 nChanged 398 SP:Iteration 14Q (2190.159587 sec): 3 clusters Score: Raw -3631338.037015 + Penalty 3336.905401 = -3628001.131614 nChanged 381 SP:Iteration 15Q (2190.245762 sec): 3 clusters Score: Raw -3631445.820923 + Penalty 3336.905401 = -3628108.915522 nChanged 365 SP:Iteration 16Q (2190.319667 sec): 3 clusters Score: Raw -3631544.981666 + Penalty 3336.905401 = -3628208.076265 nChanged 345 SP:Iteration 17Q (2190.391301 sec): 3 clusters Score: Raw -3631628.998615 + Penalty 3336.905401 = -3628292.093214 nChanged 310 SP:Iteration 18Q (2190.463345 sec): 3 clusters Score: Raw -3631709.346121 + Penalty 3336.905401 = -3628372.440720 nChanged 319 SP:Iteration 19Q (2190.539226 sec): 3 clusters Score: Raw -3631783.443699 + Penalty 3336.905401 = -3628446.538298 nChanged 288 SP:Iteration 20F (2190.610916 sec): 3 clusters Score: Raw -3631858.830567 + Penalty 3336.905401 = -3628521.925166 nChanged 304 SP:Iteration 21Q (2190.689207 sec): 3 clusters Score: Raw -3631934.902353 + Penalty 3336.905401 = -3628597.996952 nChanged 281 SP:Iteration 22Q (2190.766409 sec): 3 clusters Score: Raw -3632003.355843 + Penalty 3336.905401 = -3628666.450442 nChanged 274 SP:Iteration 23Q (2190.837171 sec): 3 clusters Score: Raw -3632073.471445 + Penalty 3336.905401 = -3628736.566044 nChanged 270 SP:Iteration 24Q (2190.913021 sec): 3 clusters Score: Raw -3632146.748106 + Penalty 3336.905401 = -3628809.842705 nChanged 274 SP:Iteration 25Q (2190.994281 sec): 3 clusters Score: Raw -3632215.060656 + Penalty 3336.905401 = -3628878.155255 nChanged 275 SP:Iteration 26Q (2191.064688 sec): 3 clusters Score: Raw -3632282.007763 + Penalty 3336.905401 = -3628945.102362 nChanged 249 SP:Iteration 27Q (2191.140378 sec): 3 clusters Score: Raw -3632349.931079 + Penalty 3336.905401 = -3629013.025678 nChanged 252 SP:Iteration 28Q (2191.212255 sec): 3 clusters Score: Raw -3632425.480536 + Penalty 3336.905401 = -3629088.575135 nChanged 238 SP:Iteration 29Q (2191.283949 sec): 3 clusters Score: Raw -3632497.469412 + Penalty 3336.905401 = -3629160.564011 nChanged 231 SP:Iteration 30Q (2191.358556 sec): 3 clusters Score: Raw -3632557.862588 + Penalty 3336.905401 = -3629220.957187 nChanged 226 SP:Iteration 31Q (2191.430276 sec): 3 clusters Score: Raw -3632617.062450 + Penalty 3336.905401 = -3629280.157049 nChanged 206 SP:Iteration 32Q (2191.498935 sec): 3 clusters Score: Raw -3632670.447498 + Penalty 3336.905401 = -3629333.542097 nChanged 208 SP:Iteration 33Q (2191.558468 sec): 3 clusters Score: Raw -3632729.112710 + Penalty 3336.905401 = -3629392.207309 nChanged 208 SP:Iteration 34Q (2191.645965 sec): 3 clusters Score: Raw -3632783.133293 + Penalty 3336.905401 = -3629446.227892 nChanged 190 SP:Iteration 35Q (2191.714179 sec): 3 clusters Score: Raw -3632825.603020 + Penalty 3336.905401 = -3629488.697619 nChanged 158 SP:Iteration 36Q (2191.790372 sec): 3 clusters Score: Raw -3632862.361908 + Penalty 3336.905401 = -3629525.456507 nChanged 171 SP:Iteration 37Q (2191.862569 sec): 3 clusters Score: Raw -3632902.697541 + Penalty 3336.905401 = -3629565.792140 nChanged 165 SP:Iteration 38Q (2191.938790 sec): 3 clusters Score: Raw -3632943.082245 + Penalty 3336.905401 = -3629606.176844 nChanged 177 SP:Iteration 39Q (2192.010809 sec): 3 clusters Score: Raw -3632987.243900 + Penalty 3336.905401 = -3629650.338499 nChanged 175 SP:Iteration 40F (2192.067597 sec): 3 clusters Score: Raw -3633037.823803 + Penalty 3336.905401 = -3629700.918402 nChanged 186 SP:Iteration 41Q (2192.146438 sec): 3 clusters Score: Raw -3633094.887572 + Penalty 3336.905401 = -3629757.982171 nChanged 192 SP:Iteration 42Q (2192.218993 sec): 3 clusters Score: Raw -3633168.309683 + Penalty 3336.905401 = -3629831.404282 nChanged 211 SP:Iteration 43Q (2192.281809 sec): 3 clusters Score: Raw -3633259.525924 + Penalty 3336.905401 = -3629922.620523 nChanged 202 SP:Iteration 44Q (2192.359704 sec): 3 clusters Score: Raw -3633350.063123 + Penalty 3336.905401 = -3630013.157722 nChanged 193 SP:Iteration 45Q (2192.435331 sec): 3 clusters Score: Raw -3633437.023332 + Penalty 3336.905401 = -3630100.117931 nChanged 184 SP:Iteration 46Q (2192.508293 sec): 3 clusters Score: Raw -3633525.563737 + Penalty 3336.905401 = -3630188.658336 nChanged 190 SP:Iteration 47Q (2192.571504 sec): 3 clusters Score: Raw -3633608.958020 + Penalty 3336.905401 = -3630272.052620 nChanged 170 SP:Iteration 48Q (2192.646613 sec): 3 clusters Score: Raw -3633670.788117 + Penalty 3336.905401 = -3630333.882716 nChanged 148 SP:Iteration 49Q (2192.719578 sec): 3 clusters Score: Raw -3633718.312146 + Penalty 3336.905401 = -3630381.406746 nChanged 129 SP:Iteration 50Q (2192.794434 sec): 3 clusters Score: Raw -3633749.175135 + Penalty 3336.905401 = -3630412.269734 nChanged 109 SP:Iteration 51Q (2192.858264 sec): 3 clusters Score: Raw -3633774.123590 + Penalty 3336.905401 = -3630437.218189 nChanged 80 SP:Iteration 52Q (2192.935889 sec): 3 clusters Score: Raw -3633789.781863 + Penalty 3336.905401 = -3630452.876462 nChanged 64 SP:Iteration 53Q (2193.006958 sec): 3 clusters Score: Raw -3633800.723395 + Penalty 3336.905401 = -3630463.817994 nChanged 61 SP:Iteration 54Q (2193.077636 sec): 3 clusters Score: Raw -3633810.913444 + Penalty 3336.905401 = -3630474.008043 nChanged 50 SP:Iteration 55Q (2193.144836 sec): 3 clusters Score: Raw -3633818.079631 + Penalty 3336.905401 = -3630481.174230 nChanged 38 SP:Iteration 56Q (2193.212488 sec): 3 clusters Score: Raw -3633823.033620 + Penalty 3336.905401 = -3630486.128219 nChanged 26 SP:Iteration 57Q (2193.279018 sec): 3 clusters Score: Raw -3633826.477143 + Penalty 3336.905401 = -3630489.571742 nChanged 20 SP:Iteration 58Q (2193.343365 sec): 3 clusters Score: Raw -3633828.819827 + Penalty 3336.905401 = -3630491.914426 nChanged 19 SP:Iteration 59Q (2193.410136 sec): 3 clusters Score: Raw -3633830.657484 + Penalty 3336.905401 = -3630493.752083 nChanged 18 SP:Iteration 60F (2193.485975 sec): 3 clusters Score: Raw -3633832.032029 + Penalty 3336.905401 = -3630495.126628 nChanged 13 SP:Iteration 61Q (2193.559843 sec): 3 clusters Score: Raw -3633832.978119 + Penalty 3336.905401 = -3630496.072718 nChanged 7 SP:Iteration 62Q (2193.628037 sec): 3 clusters Score: Raw -3633833.451558 + Penalty 3336.905401 = -3630496.546157 nChanged 7 SP:Iteration 63Q (2193.691264 sec): 3 clusters Score: Raw -3633833.941763 + Penalty 3336.905401 = -3630497.036362 nChanged 8 SP:Iteration 64Q (2193.758803 sec): 3 clusters Score: Raw -3633834.709377 + Penalty 3336.905401 = -3630497.803976 nChanged 7 SP:Iteration 65Q (2193.827782 sec): 3 clusters Score: Raw -3633836.041124 + Penalty 3336.905401 = -3630499.135723 nChanged 18 SP:Iteration 66Q (2193.896443 sec): 3 clusters Score: Raw -3633838.215457 + Penalty 3336.905401 = -3630501.310056 nChanged 16 SP:Iteration 67Q (2193.966785 sec): 3 clusters Score: Raw -3633839.623586 + Penalty 3336.905401 = -3630502.718185 nChanged 18 SP:Iteration 68Q (2194.034092 sec): 3 clusters Score: Raw -3633841.187097 + Penalty 3336.905401 = -3630504.281696 nChanged 16 SP:Iteration 69Q (2194.101973 sec): 3 clusters Score: Raw -3633842.973460 + Penalty 3336.905401 = -3630506.068059 nChanged 21 SP:Iteration 70Q (2194.176050 sec): 3 clusters Score: Raw -3633844.864602 + Penalty 3336.905401 = -3630507.959201 nChanged 17 SP:Iteration 71Q (2194.240465 sec): 3 clusters Score: Raw -3633846.257790 + Penalty 3336.905401 = -3630509.352389 nChanged 8 SP:Iteration 72Q (2194.313123 sec): 3 clusters Score: Raw -3633846.975118 + Penalty 3336.905401 = -3630510.069717 nChanged 11 SP:Iteration 73Q (2194.387971 sec): 3 clusters Score: Raw -3633847.746010 + Penalty 3336.905401 = -3630510.840609 nChanged 7 SP:Iteration 74Q (2194.457029 sec): 3 clusters Score: Raw -3633848.194459 + Penalty 3336.905401 = -3630511.289058 nChanged 7 SP:Iteration 75Q (2194.525148 sec): 3 clusters Score: Raw -3633848.727163 + Penalty 3336.905401 = -3630511.821762 nChanged 4 SP:Iteration 76Q (2194.592806 sec): 3 clusters Score: Raw -3633848.999797 + Penalty 3336.905401 = -3630512.094396 nChanged 8 SP:Iteration 77Q (2194.664075 sec): 3 clusters Score: Raw -3633849.635215 + Penalty 3336.905401 = -3630512.729814 nChanged 5 SP:Iteration 78Q (2194.726945 sec): 3 clusters Score: Raw -3633850.032111 + Penalty 3336.905401 = -3630513.126710 nChanged 5 SP:Iteration 79Q (2194.804657 sec): 3 clusters Score: Raw -3633850.317577 + Penalty 3336.905401 = -3630513.412176 nChanged 7 SP:Iteration 80F (2194.870449 sec): 3 clusters Score: Raw -3633850.840893 + Penalty 3336.905401 = -3630513.935493 nChanged 5 SP:Iteration 81Q (2194.936999 sec): 3 clusters Score: Raw -3633851.209651 + Penalty 3336.905401 = -3630514.304250 nChanged 5 SP:Iteration 82Q (2195.007013 sec): 3 clusters Score: Raw -3633851.505724 + Penalty 3336.905401 = -3630514.600323 nChanged 5 SP:Iteration 83Q (2195.082519 sec): 3 clusters Score: Raw -3633852.031720 + Penalty 3336.905401 = -3630515.126319 nChanged 5 SP:Iteration 84Q (2195.162041 sec): 3 clusters Score: Raw -3633852.457804 + Penalty 3336.905401 = -3630515.552403 nChanged 6 SP:Iteration 85Q (2195.235517 sec): 3 clusters Score: Raw -3633852.739367 + Penalty 3336.905401 = -3630515.833966 nChanged 5 SP:Iteration 86Q (2195.300664 sec): 3 clusters Score: Raw -3633853.168729 + Penalty 3336.905401 = -3630516.263328 nChanged 3 SP:Iteration 87Q (2195.377792 sec): 3 clusters Score: Raw -3633853.492448 + Penalty 3336.905401 = -3630516.587047 nChanged 5 SP:Iteration 88Q (2195.440477 sec): 3 clusters Score: Raw -3633853.783555 + Penalty 3336.905401 = -3630516.878155 nChanged 5 SP:Iteration 89Q (2195.501219 sec): 3 clusters Score: Raw -3633854.216829 + Penalty 3336.905401 = -3630517.311428 nChanged 11 SP:Iteration 90Q (2195.562113 sec): 3 clusters Score: Raw -3633855.023424 + Penalty 3336.905401 = -3630518.118023 nChanged 5 SP:Iteration 91Q (2195.629386 sec): 3 clusters Score: Raw -3633855.308163 + Penalty 3336.905401 = -3630518.402762 nChanged 6 SP:Iteration 92Q (2195.691695 sec): 3 clusters Score: Raw -3633855.740446 + Penalty 3336.905401 = -3630518.835045 nChanged 15 SP:Iteration 93Q (2195.747913 sec): 3 clusters Score: Raw -3633857.322644 + Penalty 3336.905401 = -3630520.417243 nChanged 15 SP:Iteration 94Q (2195.809852 sec): 3 clusters Score: Raw -3633859.130347 + Penalty 3336.905401 = -3630522.224946 nChanged 17 SP:Iteration 95Q (2195.882793 sec): 3 clusters Score: Raw -3633860.538899 + Penalty 3336.905401 = -3630523.633498 nChanged 7 SP:Iteration 96Q (2195.943129 sec): 3 clusters Score: Raw -3633861.242856 + Penalty 3336.905401 = -3630524.337455 nChanged 9 SP:Iteration 97Q (2196.009119 sec): 3 clusters Score: Raw -3633861.727727 + Penalty 3336.905401 = -3630524.822326 nChanged 7 SP:Iteration 98Q (2196.079006 sec): 3 clusters Score: Raw -3633862.097780 + Penalty 3336.905401 = -3630525.192379 nChanged 4 SP:Iteration 99Q (2196.151811 sec): 3 clusters Score: Raw -3633862.372784 + Penalty 3336.905401 = -3630525.467383 nChanged 5 SP:Iteration 100F (2196.220680 sec): 3 clusters Score: Raw -3633862.733069 + Penalty 3336.905401 = -3630525.827669 nChanged 2 SP:Iteration 101Q (2196.293555 sec): 3 clusters Score: Raw -3633862.931243 + Penalty 3336.905401 = -3630526.025842 nChanged 4 SP:Iteration 102Q (2196.363719 sec): 3 clusters Score: Raw -3633863.254655 + Penalty 3336.905401 = -3630526.349254 nChanged 1 SP:Iteration 103Q (2196.430625 sec): 3 clusters Score: Raw -3633863.369574 + Penalty 3336.905401 = -3630526.464173 nChanged 2 SP:Iteration 104Q (2196.499054 sec): 3 clusters Score: Raw -3633863.501387 + Penalty 3336.905401 = -3630526.595986 nChanged 1 SP:Iteration 105Q (2196.572399 sec): 3 clusters Score: Raw -3633863.557605 + Penalty 3336.905401 = -3630526.652204 nChanged 1 SP:Iteration 106Q (2196.638032 sec): 3 clusters Score: Raw -3633863.609073 + Penalty 3336.905401 = -3630526.703672 nChanged 0 SP:Iteration 107F (2196.710397 sec): 3 clusters Score: Raw -3633863.609073 + Penalty 3336.905401 = -3630526.703672 nChanged 0 Trying to split cluster 10 (13047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2196.744355 sec): 2 clusters Score: Raw -1573979.104024 + Penalty 1539.900944 = -1572439.203080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2196.796905 sec): 3 clusters Score: Raw -1566431.824747 + Penalty 3079.801888 = -1563352.022859 nChanged 5693 SP:Iteration 1F (2196.848967 sec): 3 clusters Score: Raw -1569529.870338 + Penalty 3079.801888 = -1566450.068450 nChanged 885 SP:Iteration 2F (2196.897180 sec): 3 clusters Score: Raw -1570047.411435 + Penalty 3079.801888 = -1566967.609547 nChanged 918 SP:Iteration 3F (2196.951465 sec): 3 clusters Score: Raw -1570639.595485 + Penalty 3079.801888 = -1567559.793597 nChanged 852 SP:Iteration 4F (2197.001975 sec): 3 clusters Score: Raw -1571294.300879 + Penalty 3079.801888 = -1568214.498991 nChanged 905 SP:Iteration 5F (2197.060492 sec): 3 clusters Score: Raw -1572010.402928 + Penalty 3079.801888 = -1568930.601040 nChanged 833 SP:Iteration 6F (2197.121870 sec): 3 clusters Score: Raw -1572652.144217 + Penalty 3079.801888 = -1569572.342329 nChanged 712 SP:Iteration 7F (2197.183083 sec): 3 clusters Score: Raw -1573103.664520 + Penalty 3079.801888 = -1570023.862632 nChanged 536 SP:Iteration 8Q (2197.245860 sec): 3 clusters Score: Raw -1573395.463792 + Penalty 3079.801888 = -1570315.661904 nChanged 392 SP:Iteration 9Q (2197.306473 sec): 3 clusters Score: Raw -1573579.112252 + Penalty 3079.801888 = -1570499.310364 nChanged 277 SP:Iteration 10Q (2197.358927 sec): 3 clusters Score: Raw -1573682.612296 + Penalty 3079.801888 = -1570602.810408 nChanged 210 SP:Iteration 11Q (2197.419995 sec): 3 clusters Score: Raw -1573735.423217 + Penalty 3079.801888 = -1570655.621329 nChanged 140 SP:Iteration 12Q (2197.493172 sec): 3 clusters Score: Raw -1573770.256832 + Penalty 3079.801888 = -1570690.454944 nChanged 108 SP:Iteration 13Q (2197.554268 sec): 3 clusters Score: Raw -1573794.115251 + Penalty 3079.801888 = -1570714.313363 nChanged 104 SP:Iteration 14Q (2197.607251 sec): 3 clusters Score: Raw -1573813.013271 + Penalty 3079.801888 = -1570733.211383 nChanged 70 SP:Iteration 15Q (2197.666617 sec): 3 clusters Score: Raw -1573824.962734 + Penalty 3079.801888 = -1570745.160846 nChanged 55 SP:Iteration 16Q (2197.729550 sec): 3 clusters Score: Raw -1573833.067646 + Penalty 3079.801888 = -1570753.265758 nChanged 41 SP:Iteration 17Q (2197.798743 sec): 3 clusters Score: Raw -1573839.364071 + Penalty 3079.801888 = -1570759.562183 nChanged 49 SP:Iteration 18Q (2197.862600 sec): 3 clusters Score: Raw -1573846.209662 + Penalty 3079.801888 = -1570766.407774 nChanged 39 SP:Iteration 19Q (2197.914869 sec): 3 clusters Score: Raw -1573851.756320 + Penalty 3079.801888 = -1570771.954432 nChanged 28 SP:Iteration 20F (2197.974411 sec): 3 clusters Score: Raw -1573854.816062 + Penalty 3079.801888 = -1570775.014174 nChanged 19 SP:Iteration 21Q (2198.044928 sec): 3 clusters Score: Raw -1573857.178980 + Penalty 3079.801888 = -1570777.377092 nChanged 19 SP:Iteration 22Q (2198.105059 sec): 3 clusters Score: Raw -1573859.566877 + Penalty 3079.801888 = -1570779.764989 nChanged 18 SP:Iteration 23Q (2198.166199 sec): 3 clusters Score: Raw -1573861.417234 + Penalty 3079.801888 = -1570781.615347 nChanged 17 SP:Iteration 24Q (2198.219481 sec): 3 clusters Score: Raw -1573863.404724 + Penalty 3079.801888 = -1570783.602836 nChanged 22 SP:Iteration 25Q (2198.286083 sec): 3 clusters Score: Raw -1573865.791077 + Penalty 3079.801888 = -1570785.989189 nChanged 20 SP:Iteration 26Q (2198.350673 sec): 3 clusters Score: Raw -1573868.116968 + Penalty 3079.801888 = -1570788.315080 nChanged 19 SP:Iteration 27Q (2198.402759 sec): 3 clusters Score: Raw -1573870.032377 + Penalty 3079.801888 = -1570790.230489 nChanged 19 SP:Iteration 28Q (2198.464809 sec): 3 clusters Score: Raw -1573872.413959 + Penalty 3079.801888 = -1570792.612071 nChanged 24 SP:Iteration 29Q (2198.536281 sec): 3 clusters Score: Raw -1573875.220577 + Penalty 3079.801888 = -1570795.418689 nChanged 22 SP:Iteration 30Q (2198.596148 sec): 3 clusters Score: Raw -1573877.948461 + Penalty 3079.801888 = -1570798.146573 nChanged 23 SP:Iteration 31Q (2198.657210 sec): 3 clusters Score: Raw -1573880.237415 + Penalty 3079.801888 = -1570800.435527 nChanged 17 SP:Iteration 32Q (2198.718158 sec): 3 clusters Score: Raw -1573882.097394 + Penalty 3079.801888 = -1570802.295506 nChanged 14 SP:Iteration 33Q (2198.776299 sec): 3 clusters Score: Raw -1573883.288221 + Penalty 3079.801888 = -1570803.486333 nChanged 18 SP:Iteration 34Q (2198.835869 sec): 3 clusters Score: Raw -1573885.051913 + Penalty 3079.801888 = -1570805.250025 nChanged 10 SP:Iteration 35Q (2198.889273 sec): 3 clusters Score: Raw -1573885.819203 + Penalty 3079.801888 = -1570806.017315 nChanged 13 SP:Iteration 36Q (2198.949655 sec): 3 clusters Score: Raw -1573887.394606 + Penalty 3079.801888 = -1570807.592718 nChanged 11 SP:Iteration 37Q (2199.022671 sec): 3 clusters Score: Raw -1573888.697170 + Penalty 3079.801888 = -1570808.895282 nChanged 10 SP:Iteration 38Q (2199.073552 sec): 3 clusters Score: Raw -1573889.457818 + Penalty 3079.801888 = -1570809.655930 nChanged 7 SP:Iteration 39Q (2199.140727 sec): 3 clusters Score: Raw -1573890.011547 + Penalty 3079.801888 = -1570810.209659 nChanged 3 SP:Iteration 40F (2199.191507 sec): 3 clusters Score: Raw -1573890.161908 + Penalty 3079.801888 = -1570810.360020 nChanged 1 SP:Iteration 41Q (2199.246791 sec): 3 clusters Score: Raw -1573890.214899 + Penalty 3079.801888 = -1570810.413011 nChanged 1 SP:Iteration 42Q (2199.302743 sec): 3 clusters Score: Raw -1573890.297052 + Penalty 3079.801888 = -1570810.495165 nChanged 1 SP:Iteration 43Q (2199.374786 sec): 3 clusters Score: Raw -1573890.360683 + Penalty 3079.801888 = -1570810.558795 nChanged 1 SP:Iteration 44Q (2199.427753 sec): 3 clusters Score: Raw -1573890.389603 + Penalty 3079.801888 = -1570810.587715 nChanged 0 SP:Iteration 45F (2199.487686 sec): 3 clusters Score: Raw -1573890.389603 + Penalty 3079.801888 = -1570810.587715 nChanged 0 Trying to split cluster 11 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2199.510067 sec): 2 clusters Score: Raw -24603.684815 + Penalty 864.194499 = -23739.490316 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (101 points): covariance matrix is singular SP:Iteration 0F (2199.532589 sec): 3 clusters Score: Raw -25265.613991 + Penalty 1728.388998 = -23537.224993 nChanged 79 Unmasked E-step: Deleting class 2 (142 points): covariance matrix is singular SP:Iteration 1F (2199.533108 sec): 2 clusters Score: Raw -21701.542519 + Penalty 864.194499 = -20837.348020 nChanged 62 SP:Iteration 2F (2199.533429 sec): 1 clusters Score: Raw 1085.894033 + Penalty 0.000000 = 1085.894033 nChanged 204 SP:Iteration 3F (2199.533759 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 12 (14292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2199.582912 sec): 2 clusters Score: Raw -1787276.088236 + Penalty 1554.711473 = -1785721.376763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2199.646000 sec): 3 clusters Score: Raw -1778932.756206 + Penalty 3109.422946 = -1775823.333259 nChanged 6307 SP:Iteration 1F (2199.708111 sec): 3 clusters Score: Raw -1782424.876638 + Penalty 3109.422946 = -1779315.453692 nChanged 889 SP:Iteration 2F (2199.760353 sec): 3 clusters Score: Raw -1782828.698327 + Penalty 3109.422946 = -1779719.275380 nChanged 828 SP:Iteration 3F (2199.829861 sec): 3 clusters Score: Raw -1783266.147299 + Penalty 3109.422946 = -1780156.724353 nChanged 858 SP:Iteration 4F (2199.891616 sec): 3 clusters Score: Raw -1783815.629398 + Penalty 3109.422946 = -1780706.206452 nChanged 899 SP:Iteration 5F (2199.943871 sec): 3 clusters Score: Raw -1784460.962361 + Penalty 3109.422946 = -1781351.539414 nChanged 892 SP:Iteration 6F (2200.015081 sec): 3 clusters Score: Raw -1785185.341931 + Penalty 3109.422946 = -1782075.918985 nChanged 835 SP:Iteration 7F (2200.067838 sec): 3 clusters Score: Raw -1785916.646022 + Penalty 3109.422946 = -1782807.223076 nChanged 723 SP:Iteration 8F (2200.130358 sec): 3 clusters Score: Raw -1786527.191407 + Penalty 3109.422946 = -1783417.768461 nChanged 503 SP:Iteration 9Q (2200.193114 sec): 3 clusters Score: Raw -1786930.077207 + Penalty 3109.422946 = -1783820.654261 nChanged 350 SP:Iteration 10Q (2200.255449 sec): 3 clusters Score: Raw -1787194.929283 + Penalty 3109.422946 = -1784085.506337 nChanged 235 SP:Iteration 11Q (2200.327861 sec): 3 clusters Score: Raw -1787363.642673 + Penalty 3109.422946 = -1784254.219727 nChanged 145 SP:Iteration 12Q (2200.379468 sec): 3 clusters Score: Raw -1787466.176734 + Penalty 3109.422946 = -1784356.753788 nChanged 122 SP:Iteration 13Q (2200.451627 sec): 3 clusters Score: Raw -1787541.837131 + Penalty 3109.422946 = -1784432.414184 nChanged 88 SP:Iteration 14Q (2200.512245 sec): 3 clusters Score: Raw -1787590.893803 + Penalty 3109.422946 = -1784481.470857 nChanged 55 SP:Iteration 15Q (2200.562406 sec): 3 clusters Score: Raw -1787618.088546 + Penalty 3109.422946 = -1784508.665600 nChanged 35 SP:Iteration 16Q (2200.621698 sec): 3 clusters Score: Raw -1787635.305027 + Penalty 3109.422946 = -1784525.882081 nChanged 26 SP:Iteration 17Q (2200.680770 sec): 3 clusters Score: Raw -1787646.094147 + Penalty 3109.422946 = -1784536.671201 nChanged 23 SP:Iteration 18Q (2200.751152 sec): 3 clusters Score: Raw -1787655.110066 + Penalty 3109.422946 = -1784545.687120 nChanged 17 SP:Iteration 19Q (2200.807866 sec): 3 clusters Score: Raw -1787662.915369 + Penalty 3109.422946 = -1784553.492422 nChanged 22 SP:Iteration 20F (2200.860786 sec): 3 clusters Score: Raw -1787673.675282 + Penalty 3109.422946 = -1784564.252336 nChanged 20 SP:Iteration 21Q (2200.921964 sec): 3 clusters Score: Raw -1787683.879228 + Penalty 3109.422946 = -1784574.456282 nChanged 29 SP:Iteration 22Q (2200.977830 sec): 3 clusters Score: Raw -1787697.304478 + Penalty 3109.422946 = -1784587.881532 nChanged 25 SP:Iteration 23Q (2201.029875 sec): 3 clusters Score: Raw -1787706.505400 + Penalty 3109.422946 = -1784597.082454 nChanged 15 SP:Iteration 24Q (2201.083155 sec): 3 clusters Score: Raw -1787713.202126 + Penalty 3109.422946 = -1784603.779180 nChanged 16 SP:Iteration 25Q (2201.147353 sec): 3 clusters Score: Raw -1787718.427842 + Penalty 3109.422946 = -1784609.004896 nChanged 6 SP:Iteration 26Q (2201.201851 sec): 3 clusters Score: Raw -1787720.736531 + Penalty 3109.422946 = -1784611.313585 nChanged 5 SP:Iteration 27Q (2201.256128 sec): 3 clusters Score: Raw -1787722.720089 + Penalty 3109.422946 = -1784613.297142 nChanged 6 SP:Iteration 28Q (2201.317698 sec): 3 clusters Score: Raw -1787724.413464 + Penalty 3109.422946 = -1784614.990517 nChanged 1 SP:Iteration 29Q (2201.364725 sec): 3 clusters Score: Raw -1787724.630340 + Penalty 3109.422946 = -1784615.207394 nChanged 3 SP:Iteration 30Q (2201.424236 sec): 3 clusters Score: Raw -1787725.467471 + Penalty 3109.422946 = -1784616.044525 nChanged 5 SP:Iteration 31Q (2201.482928 sec): 3 clusters Score: Raw -1787726.666274 + Penalty 3109.422946 = -1784617.243327 nChanged 5 SP:Iteration 32Q (2201.532179 sec): 3 clusters Score: Raw -1787728.007939 + Penalty 3109.422946 = -1784618.584993 nChanged 9 SP:Iteration 33Q (2201.588951 sec): 3 clusters Score: Raw -1787731.717040 + Penalty 3109.422946 = -1784622.294094 nChanged 10 SP:Iteration 34Q (2201.645515 sec): 3 clusters Score: Raw -1787735.792115 + Penalty 3109.422946 = -1784626.369169 nChanged 2 SP:Iteration 35Q (2201.706438 sec): 3 clusters Score: Raw -1787736.844413 + Penalty 3109.422946 = -1784627.421467 nChanged 3 SP:Iteration 36Q (2201.763101 sec): 3 clusters Score: Raw -1787738.583051 + Penalty 3109.422946 = -1784629.160105 nChanged 4 SP:Iteration 37Q (2201.816983 sec): 3 clusters Score: Raw -1787739.838630 + Penalty 3109.422946 = -1784630.415683 nChanged 4 SP:Iteration 38Q (2201.887016 sec): 3 clusters Score: Raw -1787741.339025 + Penalty 3109.422946 = -1784631.916078 nChanged 4 SP:Iteration 39Q (2201.939080 sec): 3 clusters Score: Raw -1787742.690452 + Penalty 3109.422946 = -1784633.267505 nChanged 4 SP:Iteration 40F (2202.009952 sec): 3 clusters Score: Raw -1787744.621252 + Penalty 3109.422946 = -1784635.198306 nChanged 2 SP:Iteration 41Q (2202.062028 sec): 3 clusters Score: Raw -1787745.460280 + Penalty 3109.422946 = -1784636.037334 nChanged 1 SP:Iteration 42Q (2202.116904 sec): 3 clusters Score: Raw -1787745.712045 + Penalty 3109.422946 = -1784636.289098 nChanged 0 SP:Iteration 43F (2202.179240 sec): 3 clusters Score: Raw -1787745.712045 + Penalty 3109.422946 = -1784636.289098 nChanged 0 Trying to split cluster 13 (10769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2202.222058 sec): 2 clusters Score: Raw -1339026.027926 + Penalty 1508.719374 = -1337517.308552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2202.282467 sec): 3 clusters Score: Raw -1332885.372388 + Penalty 3017.438747 = -1329867.933640 nChanged 4676 SP:Iteration 1F (2202.339115 sec): 3 clusters Score: Raw -1335494.793490 + Penalty 3017.438747 = -1332477.354743 nChanged 668 SP:Iteration 2F (2202.395821 sec): 3 clusters Score: Raw -1335825.130929 + Penalty 3017.438747 = -1332807.692182 nChanged 578 SP:Iteration 3F (2202.453187 sec): 3 clusters Score: Raw -1336124.915135 + Penalty 3017.438747 = -1333107.476388 nChanged 548 SP:Iteration 4F (2202.510546 sec): 3 clusters Score: Raw -1336415.294776 + Penalty 3017.438747 = -1333397.856029 nChanged 507 SP:Iteration 5Q (2202.559582 sec): 3 clusters Score: Raw -1336724.143459 + Penalty 3017.438747 = -1333706.704711 nChanged 505 SP:Iteration 6Q (2202.627586 sec): 3 clusters Score: Raw -1337072.879904 + Penalty 3017.438747 = -1334055.441156 nChanged 483 SP:Iteration 7Q (2202.675910 sec): 3 clusters Score: Raw -1337448.827990 + Penalty 3017.438747 = -1334431.389242 nChanged 474 SP:Iteration 8Q (2202.734530 sec): 3 clusters Score: Raw -1337786.210075 + Penalty 3017.438747 = -1334768.771328 nChanged 418 SP:Iteration 9Q (2202.791514 sec): 3 clusters Score: Raw -1338082.798526 + Penalty 3017.438747 = -1335065.359779 nChanged 362 SP:Iteration 10Q (2202.858840 sec): 3 clusters Score: Raw -1338281.486281 + Penalty 3017.438747 = -1335264.047533 nChanged 297 SP:Iteration 11Q (2202.908600 sec): 3 clusters Score: Raw -1338413.716703 + Penalty 3017.438747 = -1335396.277955 nChanged 257 SP:Iteration 12Q (2202.976607 sec): 3 clusters Score: Raw -1338514.900661 + Penalty 3017.438747 = -1335497.461914 nChanged 206 SP:Iteration 13Q (2203.033536 sec): 3 clusters Score: Raw -1338590.650628 + Penalty 3017.438747 = -1335573.211881 nChanged 172 SP:Iteration 14Q (2203.081788 sec): 3 clusters Score: Raw -1338651.940091 + Penalty 3017.438747 = -1335634.501344 nChanged 141 SP:Iteration 15Q (2203.136102 sec): 3 clusters Score: Raw -1338697.547142 + Penalty 3017.438747 = -1335680.108394 nChanged 121 SP:Iteration 16Q (2203.193342 sec): 3 clusters Score: Raw -1338734.049816 + Penalty 3017.438747 = -1335716.611068 nChanged 104 SP:Iteration 17Q (2203.255926 sec): 3 clusters Score: Raw -1338766.097561 + Penalty 3017.438747 = -1335748.658813 nChanged 98 SP:Iteration 18Q (2203.312497 sec): 3 clusters Score: Raw -1338791.409934 + Penalty 3017.438747 = -1335773.971186 nChanged 75 SP:Iteration 19Q (2203.370353 sec): 3 clusters Score: Raw -1338812.816704 + Penalty 3017.438747 = -1335795.377956 nChanged 71 SP:Iteration 20F (2203.429293 sec): 3 clusters Score: Raw -1338829.912892 + Penalty 3017.438747 = -1335812.474144 nChanged 65 SP:Iteration 21Q (2203.485677 sec): 3 clusters Score: Raw -1338844.707429 + Penalty 3017.438747 = -1335827.268681 nChanged 46 SP:Iteration 22Q (2203.540276 sec): 3 clusters Score: Raw -1338855.967523 + Penalty 3017.438747 = -1335838.528775 nChanged 39 SP:Iteration 23Q (2203.603995 sec): 3 clusters Score: Raw -1338864.197590 + Penalty 3017.438747 = -1335846.758842 nChanged 41 SP:Iteration 24Q (2203.650212 sec): 3 clusters Score: Raw -1338873.008339 + Penalty 3017.438747 = -1335855.569592 nChanged 40 SP:Iteration 25Q (2203.705512 sec): 3 clusters Score: Raw -1338881.407620 + Penalty 3017.438747 = -1335863.968873 nChanged 39 SP:Iteration 26Q (2203.754838 sec): 3 clusters Score: Raw -1338890.210567 + Penalty 3017.438747 = -1335872.771820 nChanged 40 SP:Iteration 27Q (2203.813504 sec): 3 clusters Score: Raw -1338898.557984 + Penalty 3017.438747 = -1335881.119237 nChanged 26 SP:Iteration 28Q (2203.868436 sec): 3 clusters Score: Raw -1338904.008264 + Penalty 3017.438747 = -1335886.569516 nChanged 34 SP:Iteration 29Q (2203.924711 sec): 3 clusters Score: Raw -1338911.236469 + Penalty 3017.438747 = -1335893.797722 nChanged 40 SP:Iteration 30Q (2203.977161 sec): 3 clusters Score: Raw -1338920.116402 + Penalty 3017.438747 = -1335902.677654 nChanged 45 SP:Iteration 31Q (2204.022231 sec): 3 clusters Score: Raw -1338931.659070 + Penalty 3017.438747 = -1335914.220322 nChanged 44 SP:Iteration 32Q (2204.082706 sec): 3 clusters Score: Raw -1338945.239831 + Penalty 3017.438747 = -1335927.801083 nChanged 44 SP:Iteration 33Q (2204.135522 sec): 3 clusters Score: Raw -1338957.773635 + Penalty 3017.438747 = -1335940.334888 nChanged 47 SP:Iteration 34Q (2204.190920 sec): 3 clusters Score: Raw -1338969.280056 + Penalty 3017.438747 = -1335951.841308 nChanged 35 SP:Iteration 35Q (2204.244187 sec): 3 clusters Score: Raw -1338977.598439 + Penalty 3017.438747 = -1335960.159691 nChanged 26 SP:Iteration 36Q (2204.303391 sec): 3 clusters Score: Raw -1338984.760480 + Penalty 3017.438747 = -1335967.321733 nChanged 27 SP:Iteration 37Q (2204.358642 sec): 3 clusters Score: Raw -1338991.280528 + Penalty 3017.438747 = -1335973.841780 nChanged 35 SP:Iteration 38Q (2204.415500 sec): 3 clusters Score: Raw -1339002.805235 + Penalty 3017.438747 = -1335985.366487 nChanged 49 SP:Iteration 39Q (2204.470776 sec): 3 clusters Score: Raw -1339017.921003 + Penalty 3017.438747 = -1336000.482256 nChanged 50 SP:Iteration 40F (2204.528503 sec): 3 clusters Score: Raw -1339030.462042 + Penalty 3017.438747 = -1336013.023294 nChanged 39 SP:Iteration 41Q (2204.575154 sec): 3 clusters Score: Raw -1339044.091126 + Penalty 3017.438747 = -1336026.652379 nChanged 47 SP:Iteration 42Q (2204.637667 sec): 3 clusters Score: Raw -1339059.982581 + Penalty 3017.438747 = -1336042.543834 nChanged 36 SP:Iteration 43Q (2204.692538 sec): 3 clusters Score: Raw -1339069.914782 + Penalty 3017.438747 = -1336052.476034 nChanged 40 SP:Iteration 44Q (2204.752590 sec): 3 clusters Score: Raw -1339079.785101 + Penalty 3017.438747 = -1336062.346354 nChanged 24 SP:Iteration 45Q (2204.805712 sec): 3 clusters Score: Raw -1339085.110690 + Penalty 3017.438747 = -1336067.671943 nChanged 25 SP:Iteration 46Q (2204.851926 sec): 3 clusters Score: Raw -1339091.014218 + Penalty 3017.438747 = -1336073.575471 nChanged 26 SP:Iteration 47Q (2204.896402 sec): 3 clusters Score: Raw -1339098.147555 + Penalty 3017.438747 = -1336080.708807 nChanged 26 SP:Iteration 48Q (2204.956996 sec): 3 clusters Score: Raw -1339106.175046 + Penalty 3017.438747 = -1336088.736298 nChanged 24 SP:Iteration 49Q (2204.997365 sec): 3 clusters Score: Raw -1339111.370322 + Penalty 3017.438747 = -1336093.931575 nChanged 16 SP:Iteration 50Q (2205.055539 sec): 3 clusters Score: Raw -1339115.803839 + Penalty 3017.438747 = -1336098.365092 nChanged 20 SP:Iteration 51Q (2205.095843 sec): 3 clusters Score: Raw -1339120.830275 + Penalty 3017.438747 = -1336103.391528 nChanged 22 SP:Iteration 52Q (2205.156503 sec): 3 clusters Score: Raw -1339126.482559 + Penalty 3017.438747 = -1336109.043812 nChanged 19 SP:Iteration 53Q (2205.206774 sec): 3 clusters Score: Raw -1339130.669266 + Penalty 3017.438747 = -1336113.230518 nChanged 20 SP:Iteration 54Q (2205.247103 sec): 3 clusters Score: Raw -1339136.194595 + Penalty 3017.438747 = -1336118.755847 nChanged 29 SP:Iteration 55Q (2205.307079 sec): 3 clusters Score: Raw -1339144.258658 + Penalty 3017.438747 = -1336126.819910 nChanged 23 SP:Iteration 56Q (2205.348097 sec): 3 clusters Score: Raw -1339150.488328 + Penalty 3017.438747 = -1336133.049580 nChanged 16 SP:Iteration 57Q (2205.408124 sec): 3 clusters Score: Raw -1339154.028229 + Penalty 3017.438747 = -1336136.589482 nChanged 9 SP:Iteration 58Q (2205.448090 sec): 3 clusters Score: Raw -1339155.680462 + Penalty 3017.438747 = -1336138.241715 nChanged 9 SP:Iteration 59Q (2205.498219 sec): 3 clusters Score: Raw -1339158.522495 + Penalty 3017.438747 = -1336141.083748 nChanged 15 SP:Iteration 60F (2205.550386 sec): 3 clusters Score: Raw -1339161.863701 + Penalty 3017.438747 = -1336144.424953 nChanged 11 SP:Iteration 61Q (2205.601761 sec): 3 clusters Score: Raw -1339164.070333 + Penalty 3017.438747 = -1336146.631585 nChanged 13 SP:Iteration 62Q (2205.662411 sec): 3 clusters Score: Raw -1339167.227378 + Penalty 3017.438747 = -1336149.788631 nChanged 10 SP:Iteration 63Q (2205.702439 sec): 3 clusters Score: Raw -1339170.455115 + Penalty 3017.438747 = -1336153.016368 nChanged 10 SP:Iteration 64Q (2205.759095 sec): 3 clusters Score: Raw -1339172.805073 + Penalty 3017.438747 = -1336155.366325 nChanged 7 SP:Iteration 65Q (2205.812994 sec): 3 clusters Score: Raw -1339173.956090 + Penalty 3017.438747 = -1336156.517343 nChanged 5 SP:Iteration 66Q (2205.864055 sec): 3 clusters Score: Raw -1339174.745406 + Penalty 3017.438747 = -1336157.306659 nChanged 4 SP:Iteration 67Q (2205.902825 sec): 3 clusters Score: Raw -1339175.536999 + Penalty 3017.438747 = -1336158.098252 nChanged 4 SP:Iteration 68Q (2205.954155 sec): 3 clusters Score: Raw -1339176.284940 + Penalty 3017.438747 = -1336158.846193 nChanged 6 SP:Iteration 69Q (2206.004850 sec): 3 clusters Score: Raw -1339177.912583 + Penalty 3017.438747 = -1336160.473835 nChanged 13 SP:Iteration 70Q (2206.058792 sec): 3 clusters Score: Raw -1339181.627055 + Penalty 3017.438747 = -1336164.188308 nChanged 13 SP:Iteration 71Q (2206.106665 sec): 3 clusters Score: Raw -1339186.209149 + Penalty 3017.438747 = -1336168.770402 nChanged 14 SP:Iteration 72Q (2206.163465 sec): 3 clusters Score: Raw -1339191.258157 + Penalty 3017.438747 = -1336173.819410 nChanged 17 SP:Iteration 73Q (2206.217552 sec): 3 clusters Score: Raw -1339196.487126 + Penalty 3017.438747 = -1336179.048378 nChanged 16 SP:Iteration 74Q (2206.257919 sec): 3 clusters Score: Raw -1339201.689299 + Penalty 3017.438747 = -1336184.250551 nChanged 11 SP:Iteration 75Q (2206.318441 sec): 3 clusters Score: Raw -1339204.241280 + Penalty 3017.438747 = -1336186.802533 nChanged 12 SP:Iteration 76Q (2206.358599 sec): 3 clusters Score: Raw -1339206.889073 + Penalty 3017.438747 = -1336189.450326 nChanged 16 SP:Iteration 77Q (2206.414636 sec): 3 clusters Score: Raw -1339211.624094 + Penalty 3017.438747 = -1336194.185346 nChanged 12 SP:Iteration 78Q (2206.457944 sec): 3 clusters Score: Raw -1339214.367928 + Penalty 3017.438747 = -1336196.929180 nChanged 7 SP:Iteration 79Q (2206.514088 sec): 3 clusters Score: Raw -1339216.571102 + Penalty 3017.438747 = -1336199.132355 nChanged 9 SP:Iteration 80F (2206.566147 sec): 3 clusters Score: Raw -1339218.886859 + Penalty 3017.438747 = -1336201.448112 nChanged 9 SP:Iteration 81Q (2206.611407 sec): 3 clusters Score: Raw -1339221.508312 + Penalty 3017.438747 = -1336204.069564 nChanged 6 SP:Iteration 82Q (2206.672386 sec): 3 clusters Score: Raw -1339222.579030 + Penalty 3017.438747 = -1336205.140283 nChanged 3 SP:Iteration 83Q (2206.711713 sec): 3 clusters Score: Raw -1339223.848550 + Penalty 3017.438747 = -1336206.409803 nChanged 8 SP:Iteration 84Q (2206.762668 sec): 3 clusters Score: Raw -1339226.571288 + Penalty 3017.438747 = -1336209.132541 nChanged 6 SP:Iteration 85Q (2206.813895 sec): 3 clusters Score: Raw -1339228.198845 + Penalty 3017.438747 = -1336210.760097 nChanged 7 SP:Iteration 86Q (2206.874761 sec): 3 clusters Score: Raw -1339230.200408 + Penalty 3017.438747 = -1336212.761660 nChanged 6 SP:Iteration 87Q (2206.914083 sec): 3 clusters Score: Raw -1339231.942196 + Penalty 3017.438747 = -1336214.503448 nChanged 7 SP:Iteration 88Q (2206.973890 sec): 3 clusters Score: Raw -1339233.860149 + Penalty 3017.438747 = -1336216.421401 nChanged 7 SP:Iteration 89Q (2207.024003 sec): 3 clusters Score: Raw -1339235.957672 + Penalty 3017.438747 = -1336218.518924 nChanged 6 SP:Iteration 90Q (2207.074285 sec): 3 clusters Score: Raw -1339237.384589 + Penalty 3017.438747 = -1336219.945842 nChanged 3 SP:Iteration 91Q (2207.113492 sec): 3 clusters Score: Raw -1339238.171969 + Penalty 3017.438747 = -1336220.733222 nChanged 4 SP:Iteration 92Q (2207.172678 sec): 3 clusters Score: Raw -1339239.664458 + Penalty 3017.438747 = -1336222.225710 nChanged 4 SP:Iteration 93Q (2207.223960 sec): 3 clusters Score: Raw -1339241.182047 + Penalty 3017.438747 = -1336223.743299 nChanged 7 SP:Iteration 94Q (2207.262675 sec): 3 clusters Score: Raw -1339243.774621 + Penalty 3017.438747 = -1336226.335873 nChanged 6 SP:Iteration 95Q (2207.312879 sec): 3 clusters Score: Raw -1339245.850366 + Penalty 3017.438747 = -1336228.411618 nChanged 7 SP:Iteration 96Q (2207.362725 sec): 3 clusters Score: Raw -1339247.713404 + Penalty 3017.438747 = -1336230.274656 nChanged 5 SP:Iteration 97Q (2207.413028 sec): 3 clusters Score: Raw -1339249.013397 + Penalty 3017.438747 = -1336231.574649 nChanged 5 SP:Iteration 98Q (2207.472446 sec): 3 clusters Score: Raw -1339251.167366 + Penalty 3017.438747 = -1336233.728619 nChanged 6 SP:Iteration 99Q (2207.517150 sec): 3 clusters Score: Raw -1339253.029398 + Penalty 3017.438747 = -1336235.590651 nChanged 3 SP:Iteration 100F (2207.562120 sec): 3 clusters Score: Raw -1339253.938087 + Penalty 3017.438747 = -1336236.499340 nChanged 3 SP:Iteration 101Q (2207.618107 sec): 3 clusters Score: Raw -1339254.497988 + Penalty 3017.438747 = -1336237.059240 nChanged 2 SP:Iteration 102Q (2207.671943 sec): 3 clusters Score: Raw -1339254.987840 + Penalty 3017.438747 = -1336237.549092 nChanged 2 SP:Iteration 103Q (2207.722461 sec): 3 clusters Score: Raw -1339256.073630 + Penalty 3017.438747 = -1336238.634882 nChanged 4 SP:Iteration 104Q (2207.762167 sec): 3 clusters Score: Raw -1339257.307323 + Penalty 3017.438747 = -1336239.868575 nChanged 3 SP:Iteration 105Q (2207.817214 sec): 3 clusters Score: Raw -1339257.845062 + Penalty 3017.438747 = -1336240.406314 nChanged 2 SP:Iteration 106Q (2207.869968 sec): 3 clusters Score: Raw -1339258.257985 + Penalty 3017.438747 = -1336240.819238 nChanged 2 SP:Iteration 107Q (2207.909709 sec): 3 clusters Score: Raw -1339258.866473 + Penalty 3017.438747 = -1336241.427725 nChanged 3 SP:Iteration 108Q (2207.968825 sec): 3 clusters Score: Raw -1339260.132234 + Penalty 3017.438747 = -1336242.693487 nChanged 4 SP:Iteration 109Q (2208.012776 sec): 3 clusters Score: Raw -1339260.995472 + Penalty 3017.438747 = -1336243.556725 nChanged 1 SP:Iteration 110Q (2208.059161 sec): 3 clusters Score: Raw -1339261.338902 + Penalty 3017.438747 = -1336243.900155 nChanged 4 SP:Iteration 111Q (2208.108921 sec): 3 clusters Score: Raw -1339262.475028 + Penalty 3017.438747 = -1336245.036281 nChanged 5 SP:Iteration 112Q (2208.159333 sec): 3 clusters Score: Raw -1339263.964885 + Penalty 3017.438747 = -1336246.526137 nChanged 7 SP:Iteration 113Q (2208.210205 sec): 3 clusters Score: Raw -1339266.307785 + Penalty 3017.438747 = -1336248.869038 nChanged 8 SP:Iteration 114Q (2208.259488 sec): 3 clusters Score: Raw -1339269.285067 + Penalty 3017.438747 = -1336251.846319 nChanged 10 SP:Iteration 115Q (2208.319902 sec): 3 clusters Score: Raw -1339272.375662 + Penalty 3017.438747 = -1336254.936915 nChanged 8 SP:Iteration 116Q (2208.359489 sec): 3 clusters Score: Raw -1339274.506374 + Penalty 3017.438747 = -1336257.067627 nChanged 6 SP:Iteration 117Q (2208.420189 sec): 3 clusters Score: Raw -1339276.304691 + Penalty 3017.438747 = -1336258.865944 nChanged 9 SP:Iteration 118Q (2208.460045 sec): 3 clusters Score: Raw -1339279.710528 + Penalty 3017.438747 = -1336262.271781 nChanged 13 SP:Iteration 119Q (2208.520384 sec): 3 clusters Score: Raw -1339284.004040 + Penalty 3017.438747 = -1336266.565293 nChanged 8 SP:Iteration 120F (2208.563946 sec): 3 clusters Score: Raw -1339287.721554 + Penalty 3017.438747 = -1336270.282807 nChanged 13 SP:Iteration 121Q (2208.624671 sec): 3 clusters Score: Raw -1339292.866646 + Penalty 3017.438747 = -1336275.427898 nChanged 14 SP:Iteration 122Q (2208.684023 sec): 3 clusters Score: Raw -1339299.385240 + Penalty 3017.438747 = -1336281.946492 nChanged 11 SP:Iteration 123Q (2208.737016 sec): 3 clusters Score: Raw -1339305.511799 + Penalty 3017.438747 = -1336288.073051 nChanged 12 SP:Iteration 124Q (2208.789498 sec): 3 clusters Score: Raw -1339311.324624 + Penalty 3017.438747 = -1336293.885876 nChanged 10 SP:Iteration 125Q (2208.836889 sec): 3 clusters Score: Raw -1339315.019105 + Penalty 3017.438747 = -1336297.580357 nChanged 9 SP:Iteration 126Q (2208.893637 sec): 3 clusters Score: Raw -1339319.014728 + Penalty 3017.438747 = -1336301.575980 nChanged 8 SP:Iteration 127Q (2208.947943 sec): 3 clusters Score: Raw -1339321.829458 + Penalty 3017.438747 = -1336304.390711 nChanged 6 SP:Iteration 128Q (2209.003329 sec): 3 clusters Score: Raw -1339324.040262 + Penalty 3017.438747 = -1336306.601514 nChanged 6 SP:Iteration 129Q (2209.060025 sec): 3 clusters Score: Raw -1339325.387119 + Penalty 3017.438747 = -1336307.948371 nChanged 5 SP:Iteration 130Q (2209.112099 sec): 3 clusters Score: Raw -1339327.579019 + Penalty 3017.438747 = -1336310.140271 nChanged 4 SP:Iteration 131Q (2209.160534 sec): 3 clusters Score: Raw -1339328.980001 + Penalty 3017.438747 = -1336311.541253 nChanged 4 SP:Iteration 132Q (2209.212549 sec): 3 clusters Score: Raw -1339330.148576 + Penalty 3017.438747 = -1336312.709829 nChanged 3 SP:Iteration 133Q (2209.263771 sec): 3 clusters Score: Raw -1339331.043690 + Penalty 3017.438747 = -1336313.604942 nChanged 1 SP:Iteration 134Q (2209.316753 sec): 3 clusters Score: Raw -1339331.296322 + Penalty 3017.438747 = -1336313.857575 nChanged 1 SP:Iteration 135Q (2209.368738 sec): 3 clusters Score: Raw -1339331.563426 + Penalty 3017.438747 = -1336314.124678 nChanged 0 SP:Iteration 136F (2209.426864 sec): 3 clusters Score: Raw -1339331.563426 + Penalty 3017.438747 = -1336314.124678 nChanged 0 Trying to split cluster 14 (95144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2209.532664 sec): 2 clusters Score: Raw -11898900.159218 + Penalty 1862.761357 = -11897037.397861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2209.688019 sec): 3 clusters Score: Raw -11837383.398507 + Penalty 3725.522714 = -11833657.875793 nChanged 45474 SP:Iteration 1F (2209.853017 sec): 3 clusters Score: Raw -11882551.529030 + Penalty 3725.522714 = -11878826.006316 nChanged 11555 SP:Iteration 2F (2210.019087 sec): 3 clusters Score: Raw -11898901.197620 + Penalty 3725.522714 = -11895175.674906 nChanged 12275 SP:Iteration 3F (2210.185071 sec): 3 clusters Score: Raw -11920739.596780 + Penalty 3725.522714 = -11917014.074066 nChanged 11516 SP:Iteration 4F (2210.348420 sec): 3 clusters Score: Raw -11948443.253378 + Penalty 3725.522714 = -11944717.730664 nChanged 8849 SP:Iteration 5F (2210.511647 sec): 3 clusters Score: Raw -11984427.233482 + Penalty 3725.522714 = -11980701.710768 nChanged 5441 SP:Iteration 6F (2210.668121 sec): 3 clusters Score: Raw -12056941.711059 + Penalty 3725.522714 = -12053216.188345 nChanged 1518 Unmasked E-step: Deleting class 1 (6107 points): covariance matrix is singular SP:Iteration 7Q (2210.772883 sec): 3 clusters Score: Raw -12058548.569167 + Penalty 3725.522714 = -12054823.046453 nChanged 1 SP:Iteration 8Q (2210.873911 sec): 2 clusters Score: Raw -11851078.066633 + Penalty 1862.761357 = -11849215.305276 nChanged 6106 SP:Iteration 9F (2210.964324 sec): 2 clusters Score: Raw -11898900.159218 + Penalty 1862.761357 = -11897037.397861 nChanged 0 Trying to split cluster 15 (21955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2211.017961 sec): 2 clusters Score: Raw -2771415.414262 + Penalty 1624.471905 = -2769790.942358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2211.076828 sec): 3 clusters Score: Raw -2758173.133452 + Penalty 3248.943809 = -2754924.189643 nChanged 9936 SP:Iteration 1F (2211.141321 sec): 3 clusters Score: Raw -2763688.071493 + Penalty 3248.943809 = -2760439.127683 nChanged 1142 SP:Iteration 2F (2211.207672 sec): 3 clusters Score: Raw -2764208.337995 + Penalty 3248.943809 = -2760959.394186 nChanged 1239 SP:Iteration 3F (2211.272093 sec): 3 clusters Score: Raw -2764861.747457 + Penalty 3248.943809 = -2761612.803648 nChanged 1349 SP:Iteration 4F (2211.336271 sec): 3 clusters Score: Raw -2765614.918989 + Penalty 3248.943809 = -2762365.975179 nChanged 1383 SP:Iteration 5F (2211.397481 sec): 3 clusters Score: Raw -2766470.784805 + Penalty 3248.943809 = -2763221.840996 nChanged 1390 SP:Iteration 6F (2211.461490 sec): 3 clusters Score: Raw -2767427.213051 + Penalty 3248.943809 = -2764178.269242 nChanged 1354 SP:Iteration 7F (2211.526268 sec): 3 clusters Score: Raw -2768418.997103 + Penalty 3248.943809 = -2765170.053293 nChanged 1175 SP:Iteration 8F (2211.591671 sec): 3 clusters Score: Raw -2769301.776293 + Penalty 3248.943809 = -2766052.832483 nChanged 896 SP:Iteration 9Q (2211.658776 sec): 3 clusters Score: Raw -2769904.363495 + Penalty 3248.943809 = -2766655.419685 nChanged 746 SP:Iteration 10Q (2211.722319 sec): 3 clusters Score: Raw -2770352.816915 + Penalty 3248.943809 = -2767103.873105 nChanged 567 SP:Iteration 11Q (2211.784871 sec): 3 clusters Score: Raw -2770660.289737 + Penalty 3248.943809 = -2767411.345927 nChanged 532 SP:Iteration 12Q (2211.848577 sec): 3 clusters Score: Raw -2770965.478112 + Penalty 3248.943809 = -2767716.534303 nChanged 462 SP:Iteration 13Q (2211.915586 sec): 3 clusters Score: Raw -2771214.225398 + Penalty 3248.943809 = -2767965.281588 nChanged 375 SP:Iteration 14Q (2211.975924 sec): 3 clusters Score: Raw -2771392.300750 + Penalty 3248.943809 = -2768143.356941 nChanged 298 SP:Iteration 15Q (2212.038044 sec): 3 clusters Score: Raw -2771541.922314 + Penalty 3248.943809 = -2768292.978505 nChanged 269 SP:Iteration 16Q (2212.100735 sec): 3 clusters Score: Raw -2771686.050698 + Penalty 3248.943809 = -2768437.106888 nChanged 240 SP:Iteration 17Q (2212.163483 sec): 3 clusters Score: Raw -2771819.529153 + Penalty 3248.943809 = -2768570.585344 nChanged 187 SP:Iteration 18Q (2212.222870 sec): 3 clusters Score: Raw -2771906.523126 + Penalty 3248.943809 = -2768657.579317 nChanged 146 SP:Iteration 19Q (2212.285731 sec): 3 clusters Score: Raw -2771974.511021 + Penalty 3248.943809 = -2768725.567212 nChanged 145 SP:Iteration 20F (2212.352083 sec): 3 clusters Score: Raw -2772035.665979 + Penalty 3248.943809 = -2768786.722170 nChanged 108 SP:Iteration 21Q (2212.415756 sec): 3 clusters Score: Raw -2772079.304006 + Penalty 3248.943809 = -2768830.360197 nChanged 98 SP:Iteration 22Q (2212.474314 sec): 3 clusters Score: Raw -2772119.384450 + Penalty 3248.943809 = -2768870.440640 nChanged 88 SP:Iteration 23Q (2212.535495 sec): 3 clusters Score: Raw -2772155.766983 + Penalty 3248.943809 = -2768906.823174 nChanged 79 SP:Iteration 24Q (2212.597999 sec): 3 clusters Score: Raw -2772184.702845 + Penalty 3248.943809 = -2768935.759036 nChanged 66 SP:Iteration 25Q (2212.655128 sec): 3 clusters Score: Raw -2772208.311126 + Penalty 3248.943809 = -2768959.367316 nChanged 57 SP:Iteration 26Q (2212.716705 sec): 3 clusters Score: Raw -2772230.764840 + Penalty 3248.943809 = -2768981.821030 nChanged 54 SP:Iteration 27Q (2212.776698 sec): 3 clusters Score: Raw -2772255.696402 + Penalty 3248.943809 = -2769006.752592 nChanged 56 SP:Iteration 28Q (2212.835760 sec): 3 clusters Score: Raw -2772279.357968 + Penalty 3248.943809 = -2769030.414159 nChanged 48 SP:Iteration 29Q (2212.897201 sec): 3 clusters Score: Raw -2772298.525542 + Penalty 3248.943809 = -2769049.581732 nChanged 52 SP:Iteration 30Q (2212.957403 sec): 3 clusters Score: Raw -2772315.874369 + Penalty 3248.943809 = -2769066.930560 nChanged 39 SP:Iteration 31Q (2213.021132 sec): 3 clusters Score: Raw -2772330.814121 + Penalty 3248.943809 = -2769081.870311 nChanged 37 SP:Iteration 32Q (2213.083391 sec): 3 clusters Score: Raw -2772347.147923 + Penalty 3248.943809 = -2769098.204114 nChanged 34 SP:Iteration 33Q (2213.149961 sec): 3 clusters Score: Raw -2772366.942442 + Penalty 3248.943809 = -2769117.998633 nChanged 34 SP:Iteration 34Q (2213.212281 sec): 3 clusters Score: Raw -2772384.113237 + Penalty 3248.943809 = -2769135.169428 nChanged 32 SP:Iteration 35Q (2213.288830 sec): 3 clusters Score: Raw -2772401.905826 + Penalty 3248.943809 = -2769152.962017 nChanged 38 SP:Iteration 36Q (2213.358959 sec): 3 clusters Score: Raw -2772425.290144 + Penalty 3248.943809 = -2769176.346335 nChanged 29 SP:Iteration 37Q (2213.430442 sec): 3 clusters Score: Raw -2772440.878384 + Penalty 3248.943809 = -2769191.934574 nChanged 24 SP:Iteration 38Q (2213.500286 sec): 3 clusters Score: Raw -2772450.953819 + Penalty 3248.943809 = -2769202.010009 nChanged 29 SP:Iteration 39Q (2213.570427 sec): 3 clusters Score: Raw -2772463.052972 + Penalty 3248.943809 = -2769214.109163 nChanged 20 SP:Iteration 40F (2213.635135 sec): 3 clusters Score: Raw -2772471.429000 + Penalty 3248.943809 = -2769222.485190 nChanged 17 SP:Iteration 41Q (2213.714923 sec): 3 clusters Score: Raw -2772478.383075 + Penalty 3248.943809 = -2769229.439266 nChanged 15 SP:Iteration 42Q (2213.783927 sec): 3 clusters Score: Raw -2772483.924562 + Penalty 3248.943809 = -2769234.980753 nChanged 15 SP:Iteration 43Q (2213.851389 sec): 3 clusters Score: Raw -2772492.044296 + Penalty 3248.943809 = -2769243.100487 nChanged 19 SP:Iteration 44Q (2213.913900 sec): 3 clusters Score: Raw -2772499.734524 + Penalty 3248.943809 = -2769250.790715 nChanged 14 SP:Iteration 45Q (2213.984775 sec): 3 clusters Score: Raw -2772505.712456 + Penalty 3248.943809 = -2769256.768647 nChanged 16 SP:Iteration 46Q (2214.055645 sec): 3 clusters Score: Raw -2772515.386086 + Penalty 3248.943809 = -2769266.442277 nChanged 20 SP:Iteration 47Q (2214.124035 sec): 3 clusters Score: Raw -2772525.259750 + Penalty 3248.943809 = -2769276.315940 nChanged 13 SP:Iteration 48Q (2214.193212 sec): 3 clusters Score: Raw -2772530.821130 + Penalty 3248.943809 = -2769281.877320 nChanged 9 SP:Iteration 49Q (2214.259604 sec): 3 clusters Score: Raw -2772534.520467 + Penalty 3248.943809 = -2769285.576658 nChanged 6 SP:Iteration 50Q (2214.333201 sec): 3 clusters Score: Raw -2772537.573092 + Penalty 3248.943809 = -2769288.629283 nChanged 6 SP:Iteration 51Q (2214.398480 sec): 3 clusters Score: Raw -2772540.019406 + Penalty 3248.943809 = -2769291.075597 nChanged 7 SP:Iteration 52Q (2214.466968 sec): 3 clusters Score: Raw -2772542.124136 + Penalty 3248.943809 = -2769293.180327 nChanged 1 SP:Iteration 53Q (2214.538446 sec): 3 clusters Score: Raw -2772542.399338 + Penalty 3248.943809 = -2769293.455529 nChanged 1 SP:Iteration 54Q (2214.608515 sec): 3 clusters Score: Raw -2772542.978787 + Penalty 3248.943809 = -2769294.034978 nChanged 2 SP:Iteration 55Q (2214.667226 sec): 3 clusters Score: Raw -2772543.950412 + Penalty 3248.943809 = -2769295.006602 nChanged 4 SP:Iteration 56Q (2214.730998 sec): 3 clusters Score: Raw -2772545.855528 + Penalty 3248.943809 = -2769296.911718 nChanged 5 SP:Iteration 57Q (2214.796649 sec): 3 clusters Score: Raw -2772547.086961 + Penalty 3248.943809 = -2769298.143152 nChanged 0 SP:Iteration 58F (2214.863939 sec): 3 clusters Score: Raw -2772547.086961 + Penalty 3248.943809 = -2769298.143152 nChanged 0 Trying to split cluster 16 (21830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2214.908960 sec): 2 clusters Score: Raw -2523432.879558 + Penalty 1623.544073 = -2521809.335485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2214.971492 sec): 3 clusters Score: Raw -2510270.085850 + Penalty 3247.088146 = -2507022.997704 nChanged 9813 SP:Iteration 1F (2215.040087 sec): 3 clusters Score: Raw -2515926.820765 + Penalty 3247.088146 = -2512679.732619 nChanged 1254 SP:Iteration 2F (2215.100962 sec): 3 clusters Score: Raw -2516503.366947 + Penalty 3247.088146 = -2513256.278801 nChanged 1271 SP:Iteration 3F (2215.160748 sec): 3 clusters Score: Raw -2517174.634495 + Penalty 3247.088146 = -2513927.546349 nChanged 1367 SP:Iteration 4F (2215.225383 sec): 3 clusters Score: Raw -2517996.753443 + Penalty 3247.088146 = -2514749.665297 nChanged 1444 SP:Iteration 5F (2215.291123 sec): 3 clusters Score: Raw -2518876.095646 + Penalty 3247.088146 = -2515629.007500 nChanged 1350 SP:Iteration 6F (2215.351841 sec): 3 clusters Score: Raw -2519730.042669 + Penalty 3247.088146 = -2516482.954523 nChanged 1148 SP:Iteration 7F (2215.413118 sec): 3 clusters Score: Raw -2520435.616649 + Penalty 3247.088146 = -2517188.528503 nChanged 959 SP:Iteration 8Q (2215.477858 sec): 3 clusters Score: Raw -2520991.364623 + Penalty 3247.088146 = -2517744.276477 nChanged 729 SP:Iteration 9Q (2215.546192 sec): 3 clusters Score: Raw -2521404.983243 + Penalty 3247.088146 = -2518157.895097 nChanged 604 SP:Iteration 10Q (2215.611006 sec): 3 clusters Score: Raw -2521747.429420 + Penalty 3247.088146 = -2518500.341274 nChanged 525 SP:Iteration 11Q (2215.672786 sec): 3 clusters Score: Raw -2522025.726441 + Penalty 3247.088146 = -2518778.638295 nChanged 460 SP:Iteration 12Q (2215.737641 sec): 3 clusters Score: Raw -2522234.613422 + Penalty 3247.088146 = -2518987.525275 nChanged 364 SP:Iteration 13Q (2215.803276 sec): 3 clusters Score: Raw -2522382.206941 + Penalty 3247.088146 = -2519135.118795 nChanged 304 SP:Iteration 14Q (2215.868168 sec): 3 clusters Score: Raw -2522520.874133 + Penalty 3247.088146 = -2519273.785987 nChanged 274 SP:Iteration 15Q (2215.929916 sec): 3 clusters Score: Raw -2522650.484066 + Penalty 3247.088146 = -2519403.395920 nChanged 291 SP:Iteration 16Q (2215.993534 sec): 3 clusters Score: Raw -2522791.454935 + Penalty 3247.088146 = -2519544.366789 nChanged 285 SP:Iteration 17Q (2216.058775 sec): 3 clusters Score: Raw -2522926.326755 + Penalty 3247.088146 = -2519679.238609 nChanged 251 SP:Iteration 18Q (2216.123795 sec): 3 clusters Score: Raw -2523042.013034 + Penalty 3247.088146 = -2519794.924888 nChanged 256 SP:Iteration 19Q (2216.184143 sec): 3 clusters Score: Raw -2523154.931516 + Penalty 3247.088146 = -2519907.843369 nChanged 218 SP:Iteration 20F (2216.248170 sec): 3 clusters Score: Raw -2523248.998423 + Penalty 3247.088146 = -2520001.910276 nChanged 211 SP:Iteration 21Q (2216.313587 sec): 3 clusters Score: Raw -2523330.302919 + Penalty 3247.088146 = -2520083.214773 nChanged 200 SP:Iteration 22Q (2216.375752 sec): 3 clusters Score: Raw -2523414.084815 + Penalty 3247.088146 = -2520166.996669 nChanged 206 SP:Iteration 23Q (2216.436092 sec): 3 clusters Score: Raw -2523483.059189 + Penalty 3247.088146 = -2520235.971043 nChanged 159 SP:Iteration 24Q (2216.498568 sec): 3 clusters Score: Raw -2523531.684073 + Penalty 3247.088146 = -2520284.595926 nChanged 142 SP:Iteration 25Q (2216.565165 sec): 3 clusters Score: Raw -2523576.181408 + Penalty 3247.088146 = -2520329.093262 nChanged 136 SP:Iteration 26Q (2216.626020 sec): 3 clusters Score: Raw -2523614.248423 + Penalty 3247.088146 = -2520367.160277 nChanged 116 SP:Iteration 27Q (2216.687322 sec): 3 clusters Score: Raw -2523647.477804 + Penalty 3247.088146 = -2520400.389658 nChanged 103 SP:Iteration 28Q (2216.740180 sec): 3 clusters Score: Raw -2523677.547139 + Penalty 3247.088146 = -2520430.458993 nChanged 96 SP:Iteration 29Q (2216.808091 sec): 3 clusters Score: Raw -2523702.779113 + Penalty 3247.088146 = -2520455.690967 nChanged 98 SP:Iteration 30Q (2216.867075 sec): 3 clusters Score: Raw -2523734.254332 + Penalty 3247.088146 = -2520487.166186 nChanged 107 SP:Iteration 31Q (2216.926131 sec): 3 clusters Score: Raw -2523763.625390 + Penalty 3247.088146 = -2520516.537244 nChanged 88 SP:Iteration 32Q (2216.982934 sec): 3 clusters Score: Raw -2523786.301798 + Penalty 3247.088146 = -2520539.213652 nChanged 80 SP:Iteration 33Q (2217.047584 sec): 3 clusters Score: Raw -2523810.151403 + Penalty 3247.088146 = -2520563.063257 nChanged 72 SP:Iteration 34Q (2217.119125 sec): 3 clusters Score: Raw -2523828.089100 + Penalty 3247.088146 = -2520581.000954 nChanged 68 SP:Iteration 35Q (2217.190733 sec): 3 clusters Score: Raw -2523843.140532 + Penalty 3247.088146 = -2520596.052386 nChanged 63 SP:Iteration 36Q (2217.260865 sec): 3 clusters Score: Raw -2523857.653179 + Penalty 3247.088146 = -2520610.565032 nChanged 60 SP:Iteration 37Q (2217.330869 sec): 3 clusters Score: Raw -2523870.156528 + Penalty 3247.088146 = -2520623.068382 nChanged 51 SP:Iteration 38Q (2217.398835 sec): 3 clusters Score: Raw -2523879.676053 + Penalty 3247.088146 = -2520632.587907 nChanged 47 SP:Iteration 39Q (2217.463162 sec): 3 clusters Score: Raw -2523888.428119 + Penalty 3247.088146 = -2520641.339973 nChanged 53 SP:Iteration 40F (2217.538019 sec): 3 clusters Score: Raw -2523899.330465 + Penalty 3247.088146 = -2520652.242319 nChanged 53 SP:Iteration 41Q (2217.611692 sec): 3 clusters Score: Raw -2523910.989248 + Penalty 3247.088146 = -2520663.901102 nChanged 47 SP:Iteration 42Q (2217.675396 sec): 3 clusters Score: Raw -2523922.019066 + Penalty 3247.088146 = -2520674.930920 nChanged 45 SP:Iteration 43Q (2217.745319 sec): 3 clusters Score: Raw -2523931.586253 + Penalty 3247.088146 = -2520684.498107 nChanged 43 SP:Iteration 44Q (2217.812391 sec): 3 clusters Score: Raw -2523942.028713 + Penalty 3247.088146 = -2520694.940567 nChanged 37 SP:Iteration 45Q (2217.872745 sec): 3 clusters Score: Raw -2523949.983606 + Penalty 3247.088146 = -2520702.895460 nChanged 37 SP:Iteration 46Q (2217.943704 sec): 3 clusters Score: Raw -2523958.049867 + Penalty 3247.088146 = -2520710.961721 nChanged 28 SP:Iteration 47Q (2218.014532 sec): 3 clusters Score: Raw -2523963.494810 + Penalty 3247.088146 = -2520716.406664 nChanged 24 SP:Iteration 48Q (2218.085717 sec): 3 clusters Score: Raw -2523968.283939 + Penalty 3247.088146 = -2520721.195793 nChanged 25 SP:Iteration 49Q (2218.155854 sec): 3 clusters Score: Raw -2523971.897816 + Penalty 3247.088146 = -2520724.809670 nChanged 20 SP:Iteration 50Q (2218.219331 sec): 3 clusters Score: Raw -2523974.835483 + Penalty 3247.088146 = -2520727.747337 nChanged 14 SP:Iteration 51Q (2218.283027 sec): 3 clusters Score: Raw -2523977.517664 + Penalty 3247.088146 = -2520730.429518 nChanged 17 SP:Iteration 52Q (2218.360020 sec): 3 clusters Score: Raw -2523980.998352 + Penalty 3247.088146 = -2520733.910206 nChanged 15 SP:Iteration 53Q (2218.424187 sec): 3 clusters Score: Raw -2523983.635502 + Penalty 3247.088146 = -2520736.547356 nChanged 8 SP:Iteration 54Q (2218.493359 sec): 3 clusters Score: Raw -2523984.625102 + Penalty 3247.088146 = -2520737.536956 nChanged 8 SP:Iteration 55Q (2218.557098 sec): 3 clusters Score: Raw -2523985.513421 + Penalty 3247.088146 = -2520738.425275 nChanged 7 SP:Iteration 56Q (2218.614598 sec): 3 clusters Score: Raw -2523986.695047 + Penalty 3247.088146 = -2520739.606901 nChanged 6 SP:Iteration 57Q (2218.676467 sec): 3 clusters Score: Raw -2523987.209379 + Penalty 3247.088146 = -2520740.121233 nChanged 0 SP:Iteration 58F (2218.742978 sec): 3 clusters Score: Raw -2523987.209379 + Penalty 3247.088146 = -2520740.121233 nChanged 0 Trying to split cluster 17 (17727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2218.781581 sec): 2 clusters Score: Raw -2209915.263451 + Penalty 1589.712179 = -2208325.551272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2218.835589 sec): 3 clusters Score: Raw -2199350.198506 + Penalty 3179.424359 = -2196170.774147 nChanged 7917 SP:Iteration 1F (2218.893235 sec): 3 clusters Score: Raw -2203631.441082 + Penalty 3179.424359 = -2200452.016723 nChanged 862 SP:Iteration 2Q (2218.947723 sec): 3 clusters Score: Raw -2203936.638383 + Penalty 3179.424359 = -2200757.214024 nChanged 777 SP:Iteration 3Q (2219.005929 sec): 3 clusters Score: Raw -2204242.125394 + Penalty 3179.424359 = -2201062.701036 nChanged 782 SP:Iteration 4Q (2219.064876 sec): 3 clusters Score: Raw -2204604.223292 + Penalty 3179.424359 = -2201424.798934 nChanged 861 SP:Iteration 5Q (2219.126867 sec): 3 clusters Score: Raw -2205058.615653 + Penalty 3179.424359 = -2201879.191294 nChanged 967 SP:Iteration 6F (2219.179074 sec): 3 clusters Score: Raw -2205650.862186 + Penalty 3179.424359 = -2202471.437827 nChanged 1065 SP:Iteration 7F (2219.236171 sec): 3 clusters Score: Raw -2206330.185419 + Penalty 3179.424359 = -2203150.761060 nChanged 1058 SP:Iteration 8F (2219.292947 sec): 3 clusters Score: Raw -2207051.105520 + Penalty 3179.424359 = -2203871.681161 nChanged 972 SP:Iteration 9F (2219.354703 sec): 3 clusters Score: Raw -2207710.916320 + Penalty 3179.424359 = -2204531.491961 nChanged 816 SP:Iteration 10Q (2219.410747 sec): 3 clusters Score: Raw -2208263.939872 + Penalty 3179.424359 = -2205084.515513 nChanged 660 SP:Iteration 11Q (2219.459507 sec): 3 clusters Score: Raw -2208647.974249 + Penalty 3179.424359 = -2205468.549891 nChanged 479 SP:Iteration 12Q (2219.518889 sec): 3 clusters Score: Raw -2208864.183205 + Penalty 3179.424359 = -2205684.758847 nChanged 350 SP:Iteration 13Q (2219.579879 sec): 3 clusters Score: Raw -2208991.648524 + Penalty 3179.424359 = -2205812.224166 nChanged 264 SP:Iteration 14Q (2219.628271 sec): 3 clusters Score: Raw -2209084.658547 + Penalty 3179.424359 = -2205905.234188 nChanged 244 SP:Iteration 15Q (2219.691630 sec): 3 clusters Score: Raw -2209168.903892 + Penalty 3179.424359 = -2205989.479533 nChanged 230 SP:Iteration 16Q (2219.737142 sec): 3 clusters Score: Raw -2209246.359165 + Penalty 3179.424359 = -2206066.934806 nChanged 221 SP:Iteration 17Q (2219.793833 sec): 3 clusters Score: Raw -2209322.353833 + Penalty 3179.424359 = -2206142.929474 nChanged 196 SP:Iteration 18Q (2219.856914 sec): 3 clusters Score: Raw -2209382.797252 + Penalty 3179.424359 = -2206203.372894 nChanged 200 SP:Iteration 19Q (2219.905823 sec): 3 clusters Score: Raw -2209440.863265 + Penalty 3179.424359 = -2206261.438907 nChanged 159 SP:Iteration 20F (2219.967015 sec): 3 clusters Score: Raw -2209485.318993 + Penalty 3179.424359 = -2206305.894634 nChanged 144 SP:Iteration 21Q (2220.018762 sec): 3 clusters Score: Raw -2209528.857126 + Penalty 3179.424359 = -2206349.432768 nChanged 137 SP:Iteration 22Q (2220.072091 sec): 3 clusters Score: Raw -2209571.761163 + Penalty 3179.424359 = -2206392.336804 nChanged 122 SP:Iteration 23Q (2220.127355 sec): 3 clusters Score: Raw -2209604.816076 + Penalty 3179.424359 = -2206425.391717 nChanged 109 SP:Iteration 24Q (2220.185329 sec): 3 clusters Score: Raw -2209632.865658 + Penalty 3179.424359 = -2206453.441300 nChanged 93 SP:Iteration 25Q (2220.239994 sec): 3 clusters Score: Raw -2209656.381327 + Penalty 3179.424359 = -2206476.956968 nChanged 102 SP:Iteration 26Q (2220.292905 sec): 3 clusters Score: Raw -2209687.894668 + Penalty 3179.424359 = -2206508.470309 nChanged 108 SP:Iteration 27Q (2220.353440 sec): 3 clusters Score: Raw -2209720.155520 + Penalty 3179.424359 = -2206540.731162 nChanged 86 SP:Iteration 28Q (2220.407440 sec): 3 clusters Score: Raw -2209741.339056 + Penalty 3179.424359 = -2206561.914697 nChanged 68 SP:Iteration 29Q (2220.459211 sec): 3 clusters Score: Raw -2209758.596485 + Penalty 3179.424359 = -2206579.172127 nChanged 62 SP:Iteration 30Q (2220.508008 sec): 3 clusters Score: Raw -2209773.549345 + Penalty 3179.424359 = -2206594.124986 nChanged 80 SP:Iteration 31Q (2220.560462 sec): 3 clusters Score: Raw -2209795.213929 + Penalty 3179.424359 = -2206615.789571 nChanged 67 SP:Iteration 32Q (2220.614745 sec): 3 clusters Score: Raw -2209812.537762 + Penalty 3179.424359 = -2206633.113403 nChanged 70 SP:Iteration 33Q (2220.671643 sec): 3 clusters Score: Raw -2209829.777372 + Penalty 3179.424359 = -2206650.353014 nChanged 72 SP:Iteration 34Q (2220.725308 sec): 3 clusters Score: Raw -2209848.042348 + Penalty 3179.424359 = -2206668.617990 nChanged 64 SP:Iteration 35Q (2220.778371 sec): 3 clusters Score: Raw -2209867.199494 + Penalty 3179.424359 = -2206687.775135 nChanged 73 SP:Iteration 36Q (2220.834341 sec): 3 clusters Score: Raw -2209888.051394 + Penalty 3179.424359 = -2206708.627036 nChanged 67 SP:Iteration 37Q (2220.906066 sec): 3 clusters Score: Raw -2209907.807347 + Penalty 3179.424359 = -2206728.382988 nChanged 71 SP:Iteration 38Q (2220.958356 sec): 3 clusters Score: Raw -2209927.884574 + Penalty 3179.424359 = -2206748.460215 nChanged 76 SP:Iteration 39Q (2221.019674 sec): 3 clusters Score: Raw -2209948.125588 + Penalty 3179.424359 = -2206768.701229 nChanged 72 SP:Iteration 40F (2221.087592 sec): 3 clusters Score: Raw -2209974.672461 + Penalty 3179.424359 = -2206795.248102 nChanged 69 SP:Iteration 41Q (2221.154770 sec): 3 clusters Score: Raw -2210002.769907 + Penalty 3179.424359 = -2206823.345548 nChanged 72 SP:Iteration 42Q (2221.220362 sec): 3 clusters Score: Raw -2210030.083891 + Penalty 3179.424359 = -2206850.659532 nChanged 75 SP:Iteration 43Q (2221.285839 sec): 3 clusters Score: Raw -2210055.963330 + Penalty 3179.424359 = -2206876.538972 nChanged 71 SP:Iteration 44Q (2221.352033 sec): 3 clusters Score: Raw -2210083.880732 + Penalty 3179.424359 = -2206904.456373 nChanged 71 SP:Iteration 45Q (2221.410026 sec): 3 clusters Score: Raw -2210109.961317 + Penalty 3179.424359 = -2206930.536958 nChanged 66 SP:Iteration 46Q (2221.477341 sec): 3 clusters Score: Raw -2210131.137839 + Penalty 3179.424359 = -2206951.713480 nChanged 66 SP:Iteration 47Q (2221.543355 sec): 3 clusters Score: Raw -2210155.832979 + Penalty 3179.424359 = -2206976.408621 nChanged 53 SP:Iteration 48Q (2221.608107 sec): 3 clusters Score: Raw -2210175.910624 + Penalty 3179.424359 = -2206996.486265 nChanged 47 SP:Iteration 49Q (2221.674362 sec): 3 clusters Score: Raw -2210189.498803 + Penalty 3179.424359 = -2207010.074444 nChanged 43 SP:Iteration 50Q (2221.739306 sec): 3 clusters Score: Raw -2210199.002775 + Penalty 3179.424359 = -2207019.578417 nChanged 34 SP:Iteration 51Q (2221.803459 sec): 3 clusters Score: Raw -2210205.909513 + Penalty 3179.424359 = -2207026.485154 nChanged 26 SP:Iteration 52Q (2221.867620 sec): 3 clusters Score: Raw -2210210.959174 + Penalty 3179.424359 = -2207031.534815 nChanged 15 SP:Iteration 53Q (2221.933708 sec): 3 clusters Score: Raw -2210213.834488 + Penalty 3179.424359 = -2207034.410130 nChanged 16 SP:Iteration 54Q (2221.997757 sec): 3 clusters Score: Raw -2210217.168286 + Penalty 3179.424359 = -2207037.743927 nChanged 18 SP:Iteration 55Q (2222.062275 sec): 3 clusters Score: Raw -2210222.188593 + Penalty 3179.424359 = -2207042.764234 nChanged 17 SP:Iteration 56Q (2222.123127 sec): 3 clusters Score: Raw -2210227.017739 + Penalty 3179.424359 = -2207047.593380 nChanged 19 SP:Iteration 57Q (2222.180403 sec): 3 clusters Score: Raw -2210231.347532 + Penalty 3179.424359 = -2207051.923174 nChanged 14 SP:Iteration 58Q (2222.252141 sec): 3 clusters Score: Raw -2210235.123416 + Penalty 3179.424359 = -2207055.699058 nChanged 9 SP:Iteration 59Q (2222.314255 sec): 3 clusters Score: Raw -2210236.822165 + Penalty 3179.424359 = -2207057.397806 nChanged 8 SP:Iteration 60F (2222.384161 sec): 3 clusters Score: Raw -2210238.200525 + Penalty 3179.424359 = -2207058.776167 nChanged 6 SP:Iteration 61Q (2222.440870 sec): 3 clusters Score: Raw -2210239.600660 + Penalty 3179.424359 = -2207060.176301 nChanged 8 SP:Iteration 62Q (2222.506476 sec): 3 clusters Score: Raw -2210241.524645 + Penalty 3179.424359 = -2207062.100287 nChanged 10 SP:Iteration 63Q (2222.567048 sec): 3 clusters Score: Raw -2210244.391376 + Penalty 3179.424359 = -2207064.967018 nChanged 8 SP:Iteration 64Q (2222.634151 sec): 3 clusters Score: Raw -2210246.108933 + Penalty 3179.424359 = -2207066.684575 nChanged 9 SP:Iteration 65Q (2222.686676 sec): 3 clusters Score: Raw -2210247.707256 + Penalty 3179.424359 = -2207068.282898 nChanged 9 SP:Iteration 66Q (2222.735476 sec): 3 clusters Score: Raw -2210249.675890 + Penalty 3179.424359 = -2207070.251531 nChanged 6 SP:Iteration 67Q (2222.789333 sec): 3 clusters Score: Raw -2210251.305923 + Penalty 3179.424359 = -2207071.881565 nChanged 10 SP:Iteration 68Q (2222.850771 sec): 3 clusters Score: Raw -2210252.857563 + Penalty 3179.424359 = -2207073.433204 nChanged 5 SP:Iteration 69Q (2222.907422 sec): 3 clusters Score: Raw -2210254.000011 + Penalty 3179.424359 = -2207074.575652 nChanged 5 SP:Iteration 70Q (2222.962832 sec): 3 clusters Score: Raw -2210254.416905 + Penalty 3179.424359 = -2207074.992546 nChanged 0 SP:Iteration 71F (2223.024654 sec): 3 clusters Score: Raw -2210254.416905 + Penalty 3179.424359 = -2207074.992546 nChanged 0 Trying to split cluster 18 (4465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2223.041634 sec): 2 clusters Score: Raw -550631.732442 + Penalty 1365.653980 = -549266.078462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2223.086591 sec): 3 clusters Score: Raw -548316.320429 + Penalty 2731.307960 = -545585.012468 nChanged 1792 SP:Iteration 1F (2223.119344 sec): 3 clusters Score: Raw -549336.289035 + Penalty 2731.307960 = -546604.981074 nChanged 333 SP:Iteration 2F (2223.159815 sec): 3 clusters Score: Raw -549518.212927 + Penalty 2731.307960 = -546786.904967 nChanged 219 SP:Iteration 3Q (2223.201474 sec): 3 clusters Score: Raw -549621.653687 + Penalty 2731.307960 = -546890.345727 nChanged 178 SP:Iteration 4Q (2223.238587 sec): 3 clusters Score: Raw -549704.325498 + Penalty 2731.307960 = -546973.017538 nChanged 140 SP:Iteration 5Q (2223.275405 sec): 3 clusters Score: Raw -549762.388484 + Penalty 2731.307960 = -547031.080524 nChanged 119 SP:Iteration 6Q (2223.323247 sec): 3 clusters Score: Raw -549814.985940 + Penalty 2731.307960 = -547083.677980 nChanged 122 SP:Iteration 7Q (2223.356281 sec): 3 clusters Score: Raw -549870.088848 + Penalty 2731.307960 = -547138.780887 nChanged 120 SP:Iteration 8Q (2223.400713 sec): 3 clusters Score: Raw -549917.491773 + Penalty 2731.307960 = -547186.183813 nChanged 94 SP:Iteration 9Q (2223.433505 sec): 3 clusters Score: Raw -549961.248186 + Penalty 2731.307960 = -547229.940225 nChanged 121 SP:Iteration 10Q (2223.471615 sec): 3 clusters Score: Raw -550015.992733 + Penalty 2731.307960 = -547284.684773 nChanged 125 SP:Iteration 11Q (2223.509200 sec): 3 clusters Score: Raw -550076.387581 + Penalty 2731.307960 = -547345.079620 nChanged 127 SP:Iteration 12Q (2223.546958 sec): 3 clusters Score: Raw -550140.390335 + Penalty 2731.307960 = -547409.082375 nChanged 139 SP:Iteration 13Q (2223.584381 sec): 3 clusters Score: Raw -550218.787314 + Penalty 2731.307960 = -547487.479354 nChanged 120 SP:Iteration 14Q (2223.631619 sec): 3 clusters Score: Raw -550287.676058 + Penalty 2731.307960 = -547556.368098 nChanged 134 SP:Iteration 15Q (2223.665039 sec): 3 clusters Score: Raw -550380.785974 + Penalty 2731.307960 = -547649.478014 nChanged 140 SP:Iteration 16Q (2223.701392 sec): 3 clusters Score: Raw -550474.912812 + Penalty 2731.307960 = -547743.604851 nChanged 138 SP:Iteration 17Q (2223.738105 sec): 3 clusters Score: Raw -550591.204069 + Penalty 2731.307960 = -547859.896109 nChanged 113 SP:Iteration 18Q (2223.775861 sec): 3 clusters Score: Raw -550676.338292 + Penalty 2731.307960 = -547945.030331 nChanged 82 SP:Iteration 19Q (2223.821579 sec): 3 clusters Score: Raw -550742.758093 + Penalty 2731.307960 = -548011.450133 nChanged 71 SP:Iteration 20F (2223.854139 sec): 3 clusters Score: Raw -550795.900876 + Penalty 2731.307960 = -548064.592916 nChanged 45 SP:Iteration 21Q (2223.896551 sec): 3 clusters Score: Raw -550829.326508 + Penalty 2731.307960 = -548098.018547 nChanged 38 SP:Iteration 22Q (2223.937153 sec): 3 clusters Score: Raw -550850.469628 + Penalty 2731.307960 = -548119.161667 nChanged 32 SP:Iteration 23Q (2223.986422 sec): 3 clusters Score: Raw -550869.469350 + Penalty 2731.307960 = -548138.161390 nChanged 26 SP:Iteration 24Q (2224.017471 sec): 3 clusters Score: Raw -550887.889838 + Penalty 2731.307960 = -548156.581877 nChanged 18 SP:Iteration 25Q (2224.058211 sec): 3 clusters Score: Raw -550896.525249 + Penalty 2731.307960 = -548165.217289 nChanged 11 SP:Iteration 26Q (2224.095536 sec): 3 clusters Score: Raw -550902.332642 + Penalty 2731.307960 = -548171.024682 nChanged 13 SP:Iteration 27Q (2224.135885 sec): 3 clusters Score: Raw -550909.385244 + Penalty 2731.307960 = -548178.077284 nChanged 15 SP:Iteration 28Q (2224.178317 sec): 3 clusters Score: Raw -550916.517243 + Penalty 2731.307960 = -548185.209282 nChanged 14 SP:Iteration 29Q (2224.217293 sec): 3 clusters Score: Raw -550928.325014 + Penalty 2731.307960 = -548197.017054 nChanged 10 SP:Iteration 30Q (2224.253448 sec): 3 clusters Score: Raw -550934.174765 + Penalty 2731.307960 = -548202.866804 nChanged 7 SP:Iteration 31Q (2224.290063 sec): 3 clusters Score: Raw -550939.054546 + Penalty 2731.307960 = -548207.746585 nChanged 4 SP:Iteration 32Q (2224.326266 sec): 3 clusters Score: Raw -550941.045382 + Penalty 2731.307960 = -548209.737422 nChanged 2 SP:Iteration 33Q (2224.362304 sec): 3 clusters Score: Raw -550942.456552 + Penalty 2731.307960 = -548211.148591 nChanged 4 SP:Iteration 34Q (2224.397768 sec): 3 clusters Score: Raw -550945.344378 + Penalty 2731.307960 = -548214.036418 nChanged 5 SP:Iteration 35Q (2224.442280 sec): 3 clusters Score: Raw -550948.789632 + Penalty 2731.307960 = -548217.481671 nChanged 8 SP:Iteration 36Q (2224.482354 sec): 3 clusters Score: Raw -550954.327103 + Penalty 2731.307960 = -548223.019143 nChanged 5 SP:Iteration 37Q (2224.522074 sec): 3 clusters Score: Raw -550956.859936 + Penalty 2731.307960 = -548225.551975 nChanged 11 SP:Iteration 38Q (2224.561074 sec): 3 clusters Score: Raw -550965.699017 + Penalty 2731.307960 = -548234.391056 nChanged 8 SP:Iteration 39Q (2224.593741 sec): 3 clusters Score: Raw -550970.948473 + Penalty 2731.307960 = -548239.640512 nChanged 5 SP:Iteration 40F (2224.637705 sec): 3 clusters Score: Raw -550974.458274 + Penalty 2731.307960 = -548243.150314 nChanged 5 SP:Iteration 41Q (2224.670025 sec): 3 clusters Score: Raw -550976.699751 + Penalty 2731.307960 = -548245.391791 nChanged 3 SP:Iteration 42Q (2224.713758 sec): 3 clusters Score: Raw -550979.071067 + Penalty 2731.307960 = -548247.763107 nChanged 2 SP:Iteration 43Q (2224.753351 sec): 3 clusters Score: Raw -550980.494514 + Penalty 2731.307960 = -548249.186553 nChanged 1 SP:Iteration 44Q (2224.794475 sec): 3 clusters Score: Raw -550980.833634 + Penalty 2731.307960 = -548249.525674 nChanged 0 SP:Iteration 45F (2224.835294 sec): 3 clusters Score: Raw -550980.833634 + Penalty 2731.307960 = -548249.525674 nChanged 0 Trying to split cluster 19 (5946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2224.853086 sec): 2 clusters Score: Raw -640671.381327 + Penalty 1412.202026 = -639259.179301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2224.892686 sec): 3 clusters Score: Raw -637551.211861 + Penalty 2824.404051 = -634726.807810 nChanged 2475 SP:Iteration 1F (2224.931839 sec): 3 clusters Score: Raw -639288.739198 + Penalty 2824.404051 = -636464.335147 nChanged 673 SP:Iteration 2F (2224.978582 sec): 3 clusters Score: Raw -640019.952261 + Penalty 2824.404051 = -637195.548210 nChanged 566 SP:Iteration 3F (2225.012666 sec): 3 clusters Score: Raw -640607.188100 + Penalty 2824.404051 = -637782.784049 nChanged 482 SP:Iteration 4F (2225.054222 sec): 3 clusters Score: Raw -641042.548729 + Penalty 2824.404051 = -638218.144677 nChanged 327 SP:Iteration 5F (2225.095319 sec): 3 clusters Score: Raw -641283.305636 + Penalty 2824.404051 = -638458.901585 nChanged 235 SP:Iteration 6Q (2225.147736 sec): 3 clusters Score: Raw -641450.413248 + Penalty 2824.404051 = -638626.009197 nChanged 158 SP:Iteration 7Q (2225.183700 sec): 3 clusters Score: Raw -641544.244490 + Penalty 2824.404051 = -638719.840439 nChanged 109 SP:Iteration 8Q (2225.232743 sec): 3 clusters Score: Raw -641600.743759 + Penalty 2824.404051 = -638776.339708 nChanged 86 SP:Iteration 9Q (2225.268545 sec): 3 clusters Score: Raw -641637.607123 + Penalty 2824.404051 = -638813.203072 nChanged 58 SP:Iteration 10Q (2225.305742 sec): 3 clusters Score: Raw -641662.474994 + Penalty 2824.404051 = -638838.070943 nChanged 51 SP:Iteration 11Q (2225.351083 sec): 3 clusters Score: Raw -641685.004463 + Penalty 2824.404051 = -638860.600412 nChanged 30 SP:Iteration 12Q (2225.395408 sec): 3 clusters Score: Raw -641697.875293 + Penalty 2824.404051 = -638873.471242 nChanged 31 SP:Iteration 13Q (2225.440809 sec): 3 clusters Score: Raw -641711.402972 + Penalty 2824.404051 = -638886.998920 nChanged 26 SP:Iteration 14Q (2225.488117 sec): 3 clusters Score: Raw -641720.392810 + Penalty 2824.404051 = -638895.988759 nChanged 28 SP:Iteration 15Q (2225.538328 sec): 3 clusters Score: Raw -641731.948773 + Penalty 2824.404051 = -638907.544722 nChanged 24 SP:Iteration 16Q (2225.575774 sec): 3 clusters Score: Raw -641739.901185 + Penalty 2824.404051 = -638915.497134 nChanged 19 SP:Iteration 17Q (2225.623505 sec): 3 clusters Score: Raw -641746.478231 + Penalty 2824.404051 = -638922.074180 nChanged 15 SP:Iteration 18Q (2225.663263 sec): 3 clusters Score: Raw -641750.998815 + Penalty 2824.404051 = -638926.594764 nChanged 14 SP:Iteration 19Q (2225.713795 sec): 3 clusters Score: Raw -641755.433894 + Penalty 2824.404051 = -638931.029843 nChanged 7 SP:Iteration 20F (2225.767409 sec): 3 clusters Score: Raw -641757.855831 + Penalty 2824.404051 = -638933.451780 nChanged 7 SP:Iteration 21Q (2225.809760 sec): 3 clusters Score: Raw -641759.753881 + Penalty 2824.404051 = -638935.349829 nChanged 5 SP:Iteration 22Q (2225.860882 sec): 3 clusters Score: Raw -641760.870848 + Penalty 2824.404051 = -638936.466797 nChanged 2 SP:Iteration 23Q (2225.911715 sec): 3 clusters Score: Raw -641761.523345 + Penalty 2824.404051 = -638937.119294 nChanged 3 SP:Iteration 24Q (2225.960010 sec): 3 clusters Score: Raw -641762.345805 + Penalty 2824.404051 = -638937.941753 nChanged 2 SP:Iteration 25Q (2226.011523 sec): 3 clusters Score: Raw -641762.771216 + Penalty 2824.404051 = -638938.367165 nChanged 2 SP:Iteration 26Q (2226.063212 sec): 3 clusters Score: Raw -641763.128006 + Penalty 2824.404051 = -638938.723955 nChanged 0 SP:Iteration 27F (2226.123888 sec): 3 clusters Score: Raw -641763.128006 + Penalty 2824.404051 = -638938.723955 nChanged 0 Trying to split cluster 20 (1740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2226.148401 sec): 2 clusters Score: Raw -218373.193940 + Penalty 1212.516564 = -217160.677376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2226.192036 sec): 3 clusters Score: Raw -217658.220117 + Penalty 2425.033127 = -215233.186989 nChanged 579 SP:Iteration 1F (2226.234542 sec): 3 clusters Score: Raw -218031.472919 + Penalty 2425.033127 = -215606.439792 nChanged 120 SP:Iteration 2F (2226.272067 sec): 3 clusters Score: Raw -218125.896740 + Penalty 2425.033127 = -215700.863612 nChanged 80 SP:Iteration 3Q (2226.325013 sec): 3 clusters Score: Raw -218181.880826 + Penalty 2425.033127 = -215756.847698 nChanged 46 SP:Iteration 4Q (2226.362467 sec): 3 clusters Score: Raw -218210.556414 + Penalty 2425.033127 = -215785.523286 nChanged 27 SP:Iteration 5Q (2226.407521 sec): 3 clusters Score: Raw -218228.266572 + Penalty 2425.033127 = -215803.233445 nChanged 25 SP:Iteration 6Q (2226.454131 sec): 3 clusters Score: Raw -218239.920637 + Penalty 2425.033127 = -215814.887510 nChanged 22 SP:Iteration 7Q (2226.504205 sec): 3 clusters Score: Raw -218251.112260 + Penalty 2425.033127 = -215826.079132 nChanged 25 SP:Iteration 8Q (2226.548696 sec): 3 clusters Score: Raw -218272.394924 + Penalty 2425.033127 = -215847.361796 nChanged 27 SP:Iteration 9Q (2226.590836 sec): 3 clusters Score: Raw -218292.269258 + Penalty 2425.033127 = -215867.236130 nChanged 29 SP:Iteration 10Q (2226.638950 sec): 3 clusters Score: Raw -218309.759448 + Penalty 2425.033127 = -215884.726321 nChanged 21 SP:Iteration 11Q (2226.685309 sec): 3 clusters Score: Raw -218322.094354 + Penalty 2425.033127 = -215897.061226 nChanged 23 SP:Iteration 12Q (2226.732521 sec): 3 clusters Score: Raw -218334.244499 + Penalty 2425.033127 = -215909.211372 nChanged 15 SP:Iteration 13Q (2226.777053 sec): 3 clusters Score: Raw -218344.694866 + Penalty 2425.033127 = -215919.661739 nChanged 16 SP:Iteration 14Q (2226.821902 sec): 3 clusters Score: Raw -218356.708695 + Penalty 2425.033127 = -215931.675568 nChanged 17 SP:Iteration 15Q (2226.863762 sec): 3 clusters Score: Raw -218364.873827 + Penalty 2425.033127 = -215939.840700 nChanged 19 SP:Iteration 16Q (2226.908938 sec): 3 clusters Score: Raw -218373.650270 + Penalty 2425.033127 = -215948.617142 nChanged 15 SP:Iteration 17Q (2226.945807 sec): 3 clusters Score: Raw -218381.839588 + Penalty 2425.033127 = -215956.806460 nChanged 16 SP:Iteration 18Q (2226.988564 sec): 3 clusters Score: Raw -218391.994830 + Penalty 2425.033127 = -215966.961702 nChanged 22 SP:Iteration 19Q (2227.022796 sec): 3 clusters Score: Raw -218405.651418 + Penalty 2425.033127 = -215980.618291 nChanged 20 SP:Iteration 20F (2227.057252 sec): 3 clusters Score: Raw -218418.529900 + Penalty 2425.033127 = -215993.496772 nChanged 25 SP:Iteration 21Q (2227.091721 sec): 3 clusters Score: Raw -218438.974359 + Penalty 2425.033127 = -216013.941232 nChanged 23 SP:Iteration 22Q (2227.126941 sec): 3 clusters Score: Raw -218456.645255 + Penalty 2425.033127 = -216031.612127 nChanged 31 SP:Iteration 23Q (2227.161354 sec): 3 clusters Score: Raw -218477.541773 + Penalty 2425.033127 = -216052.508645 nChanged 33 SP:Iteration 24Q (2227.196293 sec): 3 clusters Score: Raw -218504.442498 + Penalty 2425.033127 = -216079.409371 nChanged 35 SP:Iteration 25Q (2227.230958 sec): 3 clusters Score: Raw -218530.328838 + Penalty 2425.033127 = -216105.295710 nChanged 27 SP:Iteration 26Q (2227.265732 sec): 3 clusters Score: Raw -218544.623291 + Penalty 2425.033127 = -216119.590163 nChanged 18 SP:Iteration 27Q (2227.300715 sec): 3 clusters Score: Raw -218552.678470 + Penalty 2425.033127 = -216127.645343 nChanged 12 SP:Iteration 28Q (2227.335938 sec): 3 clusters Score: Raw -218561.072523 + Penalty 2425.033127 = -216136.039395 nChanged 14 SP:Iteration 29Q (2227.370925 sec): 3 clusters Score: Raw -218570.161967 + Penalty 2425.033127 = -216145.128840 nChanged 9 SP:Iteration 30Q (2227.406088 sec): 3 clusters Score: Raw -218573.650823 + Penalty 2425.033127 = -216148.617696 nChanged 7 SP:Iteration 31Q (2227.441613 sec): 3 clusters Score: Raw -218578.324051 + Penalty 2425.033127 = -216153.290923 nChanged 8 SP:Iteration 32Q (2227.483954 sec): 3 clusters Score: Raw -218581.866124 + Penalty 2425.033127 = -216156.832997 nChanged 2 SP:Iteration 33Q (2227.511971 sec): 3 clusters Score: Raw -218582.896119 + Penalty 2425.033127 = -216157.862992 nChanged 2 SP:Iteration 34Q (2227.546821 sec): 3 clusters Score: Raw -218584.214790 + Penalty 2425.033127 = -216159.181662 nChanged 3 SP:Iteration 35Q (2227.581330 sec): 3 clusters Score: Raw -218586.205774 + Penalty 2425.033127 = -216161.172647 nChanged 5 SP:Iteration 36Q (2227.616242 sec): 3 clusters Score: Raw -218588.295843 + Penalty 2425.033127 = -216163.262716 nChanged 2 SP:Iteration 37Q (2227.651132 sec): 3 clusters Score: Raw -218589.017427 + Penalty 2425.033127 = -216163.984300 nChanged 1 SP:Iteration 38Q (2227.686588 sec): 3 clusters Score: Raw -218589.337846 + Penalty 2425.033127 = -216164.304718 nChanged 1 SP:Iteration 39Q (2227.721612 sec): 3 clusters Score: Raw -218589.747234 + Penalty 2425.033127 = -216164.714107 nChanged 0 SP:Iteration 40F (2227.756633 sec): 3 clusters Score: Raw -218589.747234 + Penalty 2425.033127 = -216164.714107 nChanged 0 Trying to split cluster 21 (8614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2227.794078 sec): 2 clusters Score: Raw -1075679.777419 + Penalty 1472.435911 = -1074207.341508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2227.839620 sec): 3 clusters Score: Raw -1070878.308116 + Penalty 2944.871821 = -1067933.436295 nChanged 3721 SP:Iteration 1F (2227.877876 sec): 3 clusters Score: Raw -1072999.158046 + Penalty 2944.871821 = -1070054.286224 nChanged 615 SP:Iteration 2F (2227.922514 sec): 3 clusters Score: Raw -1073399.020184 + Penalty 2944.871821 = -1070454.148363 nChanged 581 SP:Iteration 3F (2227.973834 sec): 3 clusters Score: Raw -1073804.744986 + Penalty 2944.871821 = -1070859.873165 nChanged 574 SP:Iteration 4F (2228.011211 sec): 3 clusters Score: Raw -1074257.833448 + Penalty 2944.871821 = -1071312.961627 nChanged 552 SP:Iteration 5F (2228.054618 sec): 3 clusters Score: Raw -1074693.681479 + Penalty 2944.871821 = -1071748.809657 nChanged 491 SP:Iteration 6F (2228.105982 sec): 3 clusters Score: Raw -1075041.491914 + Penalty 2944.871821 = -1072096.620093 nChanged 380 SP:Iteration 7Q (2228.150972 sec): 3 clusters Score: Raw -1075250.994078 + Penalty 2944.871821 = -1072306.122257 nChanged 248 SP:Iteration 8Q (2228.194683 sec): 3 clusters Score: Raw -1075353.656856 + Penalty 2944.871821 = -1072408.785034 nChanged 179 SP:Iteration 9Q (2228.245886 sec): 3 clusters Score: Raw -1075414.823819 + Penalty 2944.871821 = -1072469.951998 nChanged 145 SP:Iteration 10Q (2228.293521 sec): 3 clusters Score: Raw -1075461.464504 + Penalty 2944.871821 = -1072516.592683 nChanged 122 SP:Iteration 11Q (2228.344137 sec): 3 clusters Score: Raw -1075494.431839 + Penalty 2944.871821 = -1072549.560018 nChanged 102 SP:Iteration 12Q (2228.394840 sec): 3 clusters Score: Raw -1075517.150223 + Penalty 2944.871821 = -1072572.278401 nChanged 51 SP:Iteration 13Q (2228.453397 sec): 3 clusters Score: Raw -1075527.391421 + Penalty 2944.871821 = -1072582.519600 nChanged 44 SP:Iteration 14Q (2228.499597 sec): 3 clusters Score: Raw -1075534.534648 + Penalty 2944.871821 = -1072589.662826 nChanged 32 SP:Iteration 15Q (2228.548331 sec): 3 clusters Score: Raw -1075539.591363 + Penalty 2944.871821 = -1072594.719541 nChanged 30 SP:Iteration 16Q (2228.598705 sec): 3 clusters Score: Raw -1075545.009611 + Penalty 2944.871821 = -1072600.137790 nChanged 24 SP:Iteration 17Q (2228.646966 sec): 3 clusters Score: Raw -1075549.008215 + Penalty 2944.871821 = -1072604.136394 nChanged 27 SP:Iteration 18Q (2228.699200 sec): 3 clusters Score: Raw -1075554.032674 + Penalty 2944.871821 = -1072609.160853 nChanged 25 SP:Iteration 19Q (2228.750557 sec): 3 clusters Score: Raw -1075558.763723 + Penalty 2944.871821 = -1072613.891902 nChanged 22 SP:Iteration 20F (2228.800951 sec): 3 clusters Score: Raw -1075561.700833 + Penalty 2944.871821 = -1072616.829012 nChanged 17 SP:Iteration 21Q (2228.852089 sec): 3 clusters Score: Raw -1075564.456709 + Penalty 2944.871821 = -1072619.584887 nChanged 18 SP:Iteration 22Q (2228.901931 sec): 3 clusters Score: Raw -1075567.920994 + Penalty 2944.871821 = -1072623.049173 nChanged 26 SP:Iteration 23Q (2228.949319 sec): 3 clusters Score: Raw -1075572.731367 + Penalty 2944.871821 = -1072627.859545 nChanged 25 SP:Iteration 24Q (2229.000318 sec): 3 clusters Score: Raw -1075576.176886 + Penalty 2944.871821 = -1072631.305064 nChanged 17 SP:Iteration 25Q (2229.051440 sec): 3 clusters Score: Raw -1075578.211868 + Penalty 2944.871821 = -1072633.340047 nChanged 12 SP:Iteration 26Q (2229.093412 sec): 3 clusters Score: Raw -1075579.696166 + Penalty 2944.871821 = -1072634.824345 nChanged 11 SP:Iteration 27Q (2229.151789 sec): 3 clusters Score: Raw -1075580.799493 + Penalty 2944.871821 = -1072635.927671 nChanged 7 SP:Iteration 28Q (2229.202638 sec): 3 clusters Score: Raw -1075581.689482 + Penalty 2944.871821 = -1072636.817661 nChanged 11 SP:Iteration 29Q (2229.252505 sec): 3 clusters Score: Raw -1075583.288104 + Penalty 2944.871821 = -1072638.416283 nChanged 7 SP:Iteration 30Q (2229.302906 sec): 3 clusters Score: Raw -1075584.597537 + Penalty 2944.871821 = -1072639.725715 nChanged 9 SP:Iteration 31Q (2229.353855 sec): 3 clusters Score: Raw -1075586.257188 + Penalty 2944.871821 = -1072641.385367 nChanged 10 SP:Iteration 32Q (2229.404172 sec): 3 clusters Score: Raw -1075587.896683 + Penalty 2944.871821 = -1072643.024861 nChanged 10 SP:Iteration 33Q (2229.455276 sec): 3 clusters Score: Raw -1075589.495193 + Penalty 2944.871821 = -1072644.623372 nChanged 5 SP:Iteration 34Q (2229.506515 sec): 3 clusters Score: Raw -1075590.277408 + Penalty 2944.871821 = -1072645.405587 nChanged 6 SP:Iteration 35Q (2229.557309 sec): 3 clusters Score: Raw -1075591.025838 + Penalty 2944.871821 = -1072646.154017 nChanged 6 SP:Iteration 36Q (2229.608010 sec): 3 clusters Score: Raw -1075591.635771 + Penalty 2944.871821 = -1072646.763950 nChanged 6 SP:Iteration 37Q (2229.658533 sec): 3 clusters Score: Raw -1075592.505227 + Penalty 2944.871821 = -1072647.633406 nChanged 10 SP:Iteration 38Q (2229.709110 sec): 3 clusters Score: Raw -1075593.504682 + Penalty 2944.871821 = -1072648.632860 nChanged 8 SP:Iteration 39Q (2229.759446 sec): 3 clusters Score: Raw -1075594.886944 + Penalty 2944.871821 = -1072650.015123 nChanged 6 SP:Iteration 40F (2229.810108 sec): 3 clusters Score: Raw -1075596.162929 + Penalty 2944.871821 = -1072651.291108 nChanged 9 SP:Iteration 41Q (2229.858305 sec): 3 clusters Score: Raw -1075597.572522 + Penalty 2944.871821 = -1072652.700700 nChanged 8 SP:Iteration 42Q (2229.921830 sec): 3 clusters Score: Raw -1075598.420463 + Penalty 2944.871821 = -1072653.548642 nChanged 4 SP:Iteration 43Q (2229.978023 sec): 3 clusters Score: Raw -1075598.722959 + Penalty 2944.871821 = -1072653.851138 nChanged 2 SP:Iteration 44Q (2230.024747 sec): 3 clusters Score: Raw -1075599.215389 + Penalty 2944.871821 = -1072654.343568 nChanged 5 SP:Iteration 45Q (2230.087146 sec): 3 clusters Score: Raw -1075599.747226 + Penalty 2944.871821 = -1072654.875405 nChanged 1 SP:Iteration 46Q (2230.143875 sec): 3 clusters Score: Raw -1075599.861181 + Penalty 2944.871821 = -1072654.989359 nChanged 0 SP:Iteration 47F (2230.189968 sec): 3 clusters Score: Raw -1075599.861181 + Penalty 2944.871821 = -1072654.989359 nChanged 0 Iteration 259Q (2232.467184 sec): 22 clusters Score: Raw -40677761.526925 + Penalty 43437.067639 = -40634324.459286 nChanged 34 Iteration 260F (2236.053709 sec): 22 clusters Score: Raw -40677763.289761 + Penalty 43437.067639 = -40634326.222122 nChanged 34 Iteration 261Q (2238.454406 sec): 22 clusters Score: Raw -40677764.623423 + Penalty 43437.067639 = -40634327.555784 nChanged 26 Iteration 262Q (2240.844919 sec): 22 clusters Score: Raw -40677765.791932 + Penalty 43437.067639 = -40634328.724293 nChanged 25 Iteration 263Q (2243.188468 sec): 22 clusters Score: Raw -40677767.399515 + Penalty 43437.067639 = -40634330.331876 nChanged 21 Iteration 264Q (2245.120594 sec): 22 clusters Score: Raw -40677768.328487 + Penalty 43437.067639 = -40634331.260848 nChanged 20 Iteration 265Q (2247.399030 sec): 22 clusters Score: Raw -40677769.282493 + Penalty 43437.067639 = -40634332.214854 nChanged 15 Iteration 266Q (2249.673505 sec): 22 clusters Score: Raw -40677770.291211 + Penalty 43437.067639 = -40634333.223572 nChanged 11 Iteration 267Q (2252.125558 sec): 22 clusters Score: Raw -40677770.795381 + Penalty 43437.067639 = -40634333.727741 nChanged 13 Iteration 268Q (2254.497332 sec): 22 clusters Score: Raw -40677771.485478 + Penalty 43437.067639 = -40634334.417839 nChanged 8 Iteration 269Q (2256.822795 sec): 22 clusters Score: Raw -40677772.004835 + Penalty 43437.067639 = -40634334.937196 nChanged 9 Iteration 270Q (2259.114595 sec): 22 clusters Score: Raw -40677772.513124 + Penalty 43437.067639 = -40634335.445485 nChanged 6 Iteration 271Q (2261.442483 sec): 22 clusters Score: Raw -40677772.804165 + Penalty 43437.067639 = -40634335.736526 nChanged 4 Iteration 272Q (2263.716511 sec): 22 clusters Score: Raw -40677772.998883 + Penalty 43437.067639 = -40634335.931244 nChanged 6 Iteration 273Q (2266.301910 sec): 22 clusters Score: Raw -40677773.349293 + Penalty 43437.067639 = -40634336.281654 nChanged 12 Iteration 274Q (2268.617433 sec): 22 clusters Score: Raw -40677774.113159 + Penalty 43437.067639 = -40634337.045520 nChanged 12 Iteration 275Q (2270.946270 sec): 22 clusters Score: Raw -40677775.115687 + Penalty 43437.067639 = -40634338.048048 nChanged 12 Iteration 276Q (2273.349733 sec): 22 clusters Score: Raw -40677775.894183 + Penalty 43437.067639 = -40634338.826544 nChanged 12 Iteration 277Q (2276.026132 sec): 22 clusters Score: Raw -40677776.349774 + Penalty 43437.067639 = -40634339.282135 nChanged 14 Iteration 278Q (2278.425209 sec): 22 clusters Score: Raw -40677777.338491 + Penalty 43437.067639 = -40634340.270851 nChanged 16 Iteration 279Q (2281.017228 sec): 22 clusters Score: Raw -40677778.465272 + Penalty 43437.067639 = -40634341.397633 nChanged 12 Iteration 280F (2284.801683 sec): 22 clusters Score: Raw -40677779.080310 + Penalty 43437.067639 = -40634342.012671 nChanged 9 Iteration 281Q (2287.265211 sec): 22 clusters Score: Raw -40677779.377250 + Penalty 43437.067639 = -40634342.309611 nChanged 7 Iteration 282Q (2289.732444 sec): 22 clusters Score: Raw -40677779.828885 + Penalty 43437.067639 = -40634342.761246 nChanged 5 Iteration 283Q (2292.058261 sec): 22 clusters Score: Raw -40677779.991229 + Penalty 43437.067639 = -40634342.923590 nChanged 7 Iteration 284Q (2294.651946 sec): 22 clusters Score: Raw -40677780.336033 + Penalty 43437.067639 = -40634343.268393 nChanged 7 Iteration 285Q (2297.181946 sec): 22 clusters Score: Raw -40677780.664106 + Penalty 43437.067639 = -40634343.596467 nChanged 7 Iteration 286Q (2299.689727 sec): 22 clusters Score: Raw -40677780.905454 + Penalty 43437.067639 = -40634343.837815 nChanged 6 Iteration 287Q (2302.359242 sec): 22 clusters Score: Raw -40677781.111958 + Penalty 43437.067639 = -40634344.044319 nChanged 7 Iteration 288Q (2304.865684 sec): 22 clusters Score: Raw -40677781.510464 + Penalty 43437.067639 = -40634344.442825 nChanged 5 Iteration 289Q (2307.476550 sec): 22 clusters Score: Raw -40677781.751970 + Penalty 43437.067639 = -40634344.684331 nChanged 4 Iteration 290Q (2310.038319 sec): 22 clusters Score: Raw -40677781.991272 + Penalty 43437.067639 = -40634344.923633 nChanged 5 Iteration 291Q (2312.616361 sec): 22 clusters Score: Raw -40677782.158181 + Penalty 43437.067639 = -40634345.090542 nChanged 4 Iteration 292Q (2315.202285 sec): 22 clusters Score: Raw -40677782.291232 + Penalty 43437.067639 = -40634345.223593 nChanged 3 Iteration 293Q (2317.644136 sec): 22 clusters Score: Raw -40677782.348699 + Penalty 43437.067639 = -40634345.281060 nChanged 3 Iteration 294Q (2320.282728 sec): 22 clusters Score: Raw -40677782.450293 + Penalty 43437.067639 = -40634345.382654 nChanged 1 Iteration 295Q (2322.666786 sec): 22 clusters Score: Raw -40677782.463125 + Penalty 43437.067639 = -40634345.395486 nChanged 0 Iteration 296F (2326.456158 sec): 22 clusters Score: Raw -40677782.463125 + Penalty 43437.067639 = -40634345.395486 nChanged 0 Compute initial score before splitting: Score: Raw -40677782.463125 + Penalty 43437.067639 = -40634345.395486 Trying to split cluster 1 (51299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2326.589960 sec): 2 clusters Score: Raw -6198028.819572 + Penalty 1762.381812 = -6196266.437760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2326.702342 sec): 3 clusters Score: Raw -6165298.117366 + Penalty 3524.763625 = -6161773.353742 nChanged 24094 SP:Iteration 1F (2326.805034 sec): 3 clusters Score: Raw -6179450.927410 + Penalty 3524.763625 = -6175926.163785 nChanged 2133 SP:Iteration 2Q (2326.925894 sec): 3 clusters Score: Raw -6180140.174705 + Penalty 3524.763625 = -6176615.411081 nChanged 2173 SP:Iteration 3Q (2327.045040 sec): 3 clusters Score: Raw -6180974.021569 + Penalty 3524.763625 = -6177449.257945 nChanged 2371 SP:Iteration 4Q (2327.159273 sec): 3 clusters Score: Raw -6182006.515568 + Penalty 3524.763625 = -6178481.751943 nChanged 2420 SP:Iteration 5Q (2327.284208 sec): 3 clusters Score: Raw -6183218.741782 + Penalty 3524.763625 = -6179693.978157 nChanged 2722 SP:Iteration 6F (2327.396600 sec): 3 clusters Score: Raw -6184727.915504 + Penalty 3524.763625 = -6181203.151880 nChanged 2895 SP:Iteration 7F (2327.502695 sec): 3 clusters Score: Raw -6186399.911191 + Penalty 3524.763625 = -6182875.147566 nChanged 2796 SP:Iteration 8F (2327.615754 sec): 3 clusters Score: Raw -6188084.326303 + Penalty 3524.763625 = -6184559.562678 nChanged 2645 SP:Iteration 9F (2327.736342 sec): 3 clusters Score: Raw -6189644.230918 + Penalty 3524.763625 = -6186119.467293 nChanged 2316 SP:Iteration 10Q (2327.858250 sec): 3 clusters Score: Raw -6190795.387433 + Penalty 3524.763625 = -6187270.623808 nChanged 1713 SP:Iteration 11Q (2327.972167 sec): 3 clusters Score: Raw -6191375.816015 + Penalty 3524.763625 = -6187851.052391 nChanged 1157 SP:Iteration 12Q (2328.078077 sec): 3 clusters Score: Raw -6191703.241463 + Penalty 3524.763625 = -6188178.477838 nChanged 895 SP:Iteration 13Q (2328.195284 sec): 3 clusters Score: Raw -6191966.542979 + Penalty 3524.763625 = -6188441.779354 nChanged 868 SP:Iteration 14Q (2328.298584 sec): 3 clusters Score: Raw -6192257.230638 + Penalty 3524.763625 = -6188732.467013 nChanged 922 SP:Iteration 15Q (2328.389483 sec): 3 clusters Score: Raw -6192559.528200 + Penalty 3524.763625 = -6189034.764575 nChanged 889 SP:Iteration 16Q (2328.498159 sec): 3 clusters Score: Raw -6192860.147935 + Penalty 3524.763625 = -6189335.384310 nChanged 877 SP:Iteration 17Q (2328.591500 sec): 3 clusters Score: Raw -6193167.184037 + Penalty 3524.763625 = -6189642.420412 nChanged 838 SP:Iteration 18Q (2328.690706 sec): 3 clusters Score: Raw -6193440.581616 + Penalty 3524.763625 = -6189915.817991 nChanged 785 SP:Iteration 19Q (2328.796190 sec): 3 clusters Score: Raw -6193681.562889 + Penalty 3524.763625 = -6190156.799264 nChanged 778 SP:Iteration 20F (2328.902313 sec): 3 clusters Score: Raw -6193927.398079 + Penalty 3524.763625 = -6190402.634454 nChanged 764 SP:Iteration 21Q (2329.017643 sec): 3 clusters Score: Raw -6194172.813647 + Penalty 3524.763625 = -6190648.050023 nChanged 725 SP:Iteration 22Q (2329.121166 sec): 3 clusters Score: Raw -6194389.834563 + Penalty 3524.763625 = -6190865.070938 nChanged 699 SP:Iteration 23Q (2329.223443 sec): 3 clusters Score: Raw -6194594.599112 + Penalty 3524.763625 = -6191069.835487 nChanged 653 SP:Iteration 24Q (2329.325726 sec): 3 clusters Score: Raw -6194778.033214 + Penalty 3524.763625 = -6191253.269589 nChanged 599 SP:Iteration 25Q (2329.430415 sec): 3 clusters Score: Raw -6194928.600930 + Penalty 3524.763625 = -6191403.837305 nChanged 563 SP:Iteration 26Q (2329.537196 sec): 3 clusters Score: Raw -6195055.898865 + Penalty 3524.763625 = -6191531.135240 nChanged 502 SP:Iteration 27Q (2329.645581 sec): 3 clusters Score: Raw -6195164.513182 + Penalty 3524.763625 = -6191639.749557 nChanged 463 SP:Iteration 28Q (2329.738123 sec): 3 clusters Score: Raw -6195264.864380 + Penalty 3524.763625 = -6191740.100755 nChanged 450 SP:Iteration 29Q (2329.840532 sec): 3 clusters Score: Raw -6195364.448569 + Penalty 3524.763625 = -6191839.684944 nChanged 469 SP:Iteration 30Q (2329.944241 sec): 3 clusters Score: Raw -6195471.211530 + Penalty 3524.763625 = -6191946.447905 nChanged 464 SP:Iteration 31Q (2330.056479 sec): 3 clusters Score: Raw -6195582.094019 + Penalty 3524.763625 = -6192057.330394 nChanged 475 SP:Iteration 32Q (2330.177817 sec): 3 clusters Score: Raw -6195693.905819 + Penalty 3524.763625 = -6192169.142194 nChanged 454 SP:Iteration 33Q (2330.289678 sec): 3 clusters Score: Raw -6195794.137292 + Penalty 3524.763625 = -6192269.373667 nChanged 446 SP:Iteration 34Q (2330.404692 sec): 3 clusters Score: Raw -6195894.806113 + Penalty 3524.763625 = -6192370.042488 nChanged 443 SP:Iteration 35Q (2330.510976 sec): 3 clusters Score: Raw -6195991.910222 + Penalty 3524.763625 = -6192467.146598 nChanged 443 SP:Iteration 36Q (2330.626742 sec): 3 clusters Score: Raw -6196086.101554 + Penalty 3524.763625 = -6192561.337929 nChanged 441 SP:Iteration 37Q (2330.737335 sec): 3 clusters Score: Raw -6196181.388495 + Penalty 3524.763625 = -6192656.624871 nChanged 434 SP:Iteration 38Q (2330.851632 sec): 3 clusters Score: Raw -6196275.020853 + Penalty 3524.763625 = -6192750.257229 nChanged 450 SP:Iteration 39Q (2330.966128 sec): 3 clusters Score: Raw -6196379.798967 + Penalty 3524.763625 = -6192855.035342 nChanged 457 SP:Iteration 40F (2331.075847 sec): 3 clusters Score: Raw -6196484.274099 + Penalty 3524.763625 = -6192959.510474 nChanged 440 SP:Iteration 41Q (2331.189607 sec): 3 clusters Score: Raw -6196586.516636 + Penalty 3524.763625 = -6193061.753011 nChanged 396 SP:Iteration 42Q (2331.303207 sec): 3 clusters Score: Raw -6196676.646604 + Penalty 3524.763625 = -6193151.882980 nChanged 413 SP:Iteration 43Q (2331.413977 sec): 3 clusters Score: Raw -6196779.240074 + Penalty 3524.763625 = -6193254.476449 nChanged 435 SP:Iteration 44Q (2331.529107 sec): 3 clusters Score: Raw -6196890.678573 + Penalty 3524.763625 = -6193365.914948 nChanged 426 SP:Iteration 45Q (2331.643314 sec): 3 clusters Score: Raw -6196999.431883 + Penalty 3524.763625 = -6193474.668259 nChanged 399 SP:Iteration 46Q (2331.751317 sec): 3 clusters Score: Raw -6197098.099943 + Penalty 3524.763625 = -6193573.336319 nChanged 372 SP:Iteration 47Q (2331.854827 sec): 3 clusters Score: Raw -6197188.926101 + Penalty 3524.763625 = -6193664.162477 nChanged 347 SP:Iteration 48Q (2331.956881 sec): 3 clusters Score: Raw -6197279.936604 + Penalty 3524.763625 = -6193755.172979 nChanged 368 SP:Iteration 49Q (2332.074463 sec): 3 clusters Score: Raw -6197378.809886 + Penalty 3524.763625 = -6193854.046261 nChanged 354 SP:Iteration 50Q (2332.180968 sec): 3 clusters Score: Raw -6197476.925373 + Penalty 3524.763625 = -6193952.161748 nChanged 375 SP:Iteration 51Q (2332.284705 sec): 3 clusters Score: Raw -6197598.689090 + Penalty 3524.763625 = -6194073.925466 nChanged 392 SP:Iteration 52Q (2332.386063 sec): 3 clusters Score: Raw -6197738.987882 + Penalty 3524.763625 = -6194214.224257 nChanged 367 SP:Iteration 53Q (2332.490227 sec): 3 clusters Score: Raw -6197866.942308 + Penalty 3524.763625 = -6194342.178683 nChanged 349 SP:Iteration 54Q (2332.594727 sec): 3 clusters Score: Raw -6197991.114763 + Penalty 3524.763625 = -6194466.351138 nChanged 309 SP:Iteration 55Q (2332.689456 sec): 3 clusters Score: Raw -6198097.800693 + Penalty 3524.763625 = -6194573.037069 nChanged 264 SP:Iteration 56Q (2332.786095 sec): 3 clusters Score: Raw -6198189.084196 + Penalty 3524.763625 = -6194664.320571 nChanged 217 SP:Iteration 57Q (2332.880653 sec): 3 clusters Score: Raw -6198266.890738 + Penalty 3524.763625 = -6194742.127113 nChanged 184 SP:Iteration 58Q (2332.974307 sec): 3 clusters Score: Raw -6198337.057890 + Penalty 3524.763625 = -6194812.294265 nChanged 163 SP:Iteration 59Q (2333.069183 sec): 3 clusters Score: Raw -6198395.684393 + Penalty 3524.763625 = -6194870.920768 nChanged 147 SP:Iteration 60F (2333.161050 sec): 3 clusters Score: Raw -6198446.263205 + Penalty 3524.763625 = -6194921.499580 nChanged 125 SP:Iteration 61Q (2333.257260 sec): 3 clusters Score: Raw -6198487.272038 + Penalty 3524.763625 = -6194962.508413 nChanged 123 SP:Iteration 62Q (2333.347840 sec): 3 clusters Score: Raw -6198526.815669 + Penalty 3524.763625 = -6195002.052044 nChanged 101 SP:Iteration 63Q (2333.443870 sec): 3 clusters Score: Raw -6198564.172625 + Penalty 3524.763625 = -6195039.409000 nChanged 93 SP:Iteration 64Q (2333.535880 sec): 3 clusters Score: Raw -6198595.730969 + Penalty 3524.763625 = -6195070.967345 nChanged 103 SP:Iteration 65Q (2333.628861 sec): 3 clusters Score: Raw -6198629.842314 + Penalty 3524.763625 = -6195105.078689 nChanged 86 SP:Iteration 66Q (2333.716388 sec): 3 clusters Score: Raw -6198655.177842 + Penalty 3524.763625 = -6195130.414217 nChanged 71 SP:Iteration 67Q (2333.802709 sec): 3 clusters Score: Raw -6198679.224679 + Penalty 3524.763625 = -6195154.461054 nChanged 59 SP:Iteration 68Q (2333.890193 sec): 3 clusters Score: Raw -6198695.965854 + Penalty 3524.763625 = -6195171.202230 nChanged 46 SP:Iteration 69Q (2333.998387 sec): 3 clusters Score: Raw -6198706.273698 + Penalty 3524.763625 = -6195181.510073 nChanged 41 SP:Iteration 70Q (2334.097241 sec): 3 clusters Score: Raw -6198715.550191 + Penalty 3524.763625 = -6195190.786566 nChanged 33 SP:Iteration 71Q (2334.205003 sec): 3 clusters Score: Raw -6198723.825224 + Penalty 3524.763625 = -6195199.061599 nChanged 23 SP:Iteration 72Q (2334.311223 sec): 3 clusters Score: Raw -6198728.722824 + Penalty 3524.763625 = -6195203.959199 nChanged 28 SP:Iteration 73Q (2334.412760 sec): 3 clusters Score: Raw -6198735.920607 + Penalty 3524.763625 = -6195211.156982 nChanged 27 SP:Iteration 74Q (2334.507337 sec): 3 clusters Score: Raw -6198743.362652 + Penalty 3524.763625 = -6195218.599027 nChanged 24 SP:Iteration 75Q (2334.611652 sec): 3 clusters Score: Raw -6198749.391106 + Penalty 3524.763625 = -6195224.627481 nChanged 23 SP:Iteration 76Q (2334.720073 sec): 3 clusters Score: Raw -6198755.570129 + Penalty 3524.763625 = -6195230.806504 nChanged 14 SP:Iteration 77Q (2334.824836 sec): 3 clusters Score: Raw -6198758.576827 + Penalty 3524.763625 = -6195233.813202 nChanged 12 SP:Iteration 78Q (2334.927635 sec): 3 clusters Score: Raw -6198761.502777 + Penalty 3524.763625 = -6195236.739152 nChanged 12 SP:Iteration 79Q (2335.026448 sec): 3 clusters Score: Raw -6198764.315113 + Penalty 3524.763625 = -6195239.551488 nChanged 12 SP:Iteration 80F (2335.139271 sec): 3 clusters Score: Raw -6198767.232063 + Penalty 3524.763625 = -6195242.468438 nChanged 14 SP:Iteration 81Q (2335.238030 sec): 3 clusters Score: Raw -6198770.600507 + Penalty 3524.763625 = -6195245.836883 nChanged 22 SP:Iteration 82Q (2335.344122 sec): 3 clusters Score: Raw -6198774.831454 + Penalty 3524.763625 = -6195250.067830 nChanged 13 SP:Iteration 83Q (2335.449171 sec): 3 clusters Score: Raw -6198777.100138 + Penalty 3524.763625 = -6195252.336514 nChanged 10 SP:Iteration 84Q (2335.550230 sec): 3 clusters Score: Raw -6198778.977127 + Penalty 3524.763625 = -6195254.213502 nChanged 11 SP:Iteration 85Q (2335.652058 sec): 3 clusters Score: Raw -6198781.633473 + Penalty 3524.763625 = -6195256.869849 nChanged 15 SP:Iteration 86Q (2335.756784 sec): 3 clusters Score: Raw -6198785.154156 + Penalty 3524.763625 = -6195260.390531 nChanged 13 SP:Iteration 87Q (2335.851559 sec): 3 clusters Score: Raw -6198787.377082 + Penalty 3524.763625 = -6195262.613457 nChanged 9 SP:Iteration 88Q (2335.952324 sec): 3 clusters Score: Raw -6198789.153028 + Penalty 3524.763625 = -6195264.389403 nChanged 4 SP:Iteration 89Q (2336.059124 sec): 3 clusters Score: Raw -6198789.735301 + Penalty 3524.763625 = -6195264.971676 nChanged 4 SP:Iteration 90Q (2336.157161 sec): 3 clusters Score: Raw -6198790.569783 + Penalty 3524.763625 = -6195265.806158 nChanged 4 SP:Iteration 91Q (2336.258690 sec): 3 clusters Score: Raw -6198791.264470 + Penalty 3524.763625 = -6195266.500845 nChanged 1 SP:Iteration 92Q (2336.367348 sec): 3 clusters Score: Raw -6198791.438228 + Penalty 3524.763625 = -6195266.674603 nChanged 0 SP:Iteration 93F (2336.461326 sec): 3 clusters Score: Raw -6198791.438228 + Penalty 3524.763625 = -6195266.674603 nChanged 0 Trying to split cluster 2 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2336.481744 sec): 2 clusters Score: Raw -49444.803452 + Penalty 986.494881 = -48458.308571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2336.526080 sec): 3 clusters Score: Raw -49460.351995 + Penalty 1972.989762 = -47487.362233 nChanged 103 SP:Iteration 1F (2336.570110 sec): 3 clusters Score: Raw -49624.045024 + Penalty 1972.989762 = -47651.055262 nChanged 30 SP:Iteration 2F (2336.613673 sec): 3 clusters Score: Raw -49666.801459 + Penalty 1972.989762 = -47693.811698 nChanged 20 SP:Iteration 3Q (2336.663766 sec): 3 clusters Score: Raw -49708.059484 + Penalty 1972.989762 = -47735.069722 nChanged 16 SP:Iteration 4Q (2336.707809 sec): 3 clusters Score: Raw -49735.671521 + Penalty 1972.989762 = -47762.681760 nChanged 8 SP:Iteration 5Q (2336.748946 sec): 3 clusters Score: Raw -49753.798880 + Penalty 1972.989762 = -47780.809119 nChanged 4 SP:Iteration 6Q (2336.793219 sec): 3 clusters Score: Raw -49766.148773 + Penalty 1972.989762 = -47793.159011 nChanged 4 SP:Iteration 7Q (2336.829904 sec): 3 clusters Score: Raw -49773.311008 + Penalty 1972.989762 = -47800.321246 nChanged 2 SP:Iteration 8Q (2336.873864 sec): 3 clusters Score: Raw -49777.089563 + Penalty 1972.989762 = -47804.099802 nChanged 0 SP:Iteration 9F (2336.918242 sec): 3 clusters Score: Raw -49777.089563 + Penalty 1972.989762 = -47804.099802 nChanged 0 Trying to split cluster 3 (7037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2336.956686 sec): 2 clusters Score: Raw -876669.807798 + Penalty 1439.577299 = -875230.230499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2337.004197 sec): 3 clusters Score: Raw -872833.448459 + Penalty 2879.154597 = -869954.293861 nChanged 2933 SP:Iteration 1F (2337.050845 sec): 3 clusters Score: Raw -874645.197853 + Penalty 2879.154597 = -871766.043256 nChanged 589 SP:Iteration 2F (2337.098733 sec): 3 clusters Score: Raw -875298.362658 + Penalty 2879.154597 = -872419.208061 nChanged 672 SP:Iteration 3F (2337.136845 sec): 3 clusters Score: Raw -876001.923024 + Penalty 2879.154597 = -873122.768427 nChanged 635 SP:Iteration 4F (2337.184256 sec): 3 clusters Score: Raw -876693.246015 + Penalty 2879.154597 = -873814.091418 nChanged 537 SP:Iteration 5F (2337.230835 sec): 3 clusters Score: Raw -877300.102831 + Penalty 2879.154597 = -874420.948234 nChanged 405 SP:Iteration 6F (2337.277189 sec): 3 clusters Score: Raw -877718.983806 + Penalty 2879.154597 = -874839.829209 nChanged 299 SP:Iteration 7Q (2337.330972 sec): 3 clusters Score: Raw -878053.311067 + Penalty 2879.154597 = -875174.156470 nChanged 222 SP:Iteration 8Q (2337.378511 sec): 3 clusters Score: Raw -878252.480810 + Penalty 2879.154597 = -875373.326212 nChanged 166 SP:Iteration 9Q (2337.422363 sec): 3 clusters Score: Raw -878376.141805 + Penalty 2879.154597 = -875496.987207 nChanged 134 SP:Iteration 10Q (2337.471307 sec): 3 clusters Score: Raw -878452.152757 + Penalty 2879.154597 = -875572.998160 nChanged 89 SP:Iteration 11Q (2337.509521 sec): 3 clusters Score: Raw -878485.321449 + Penalty 2879.154597 = -875606.166851 nChanged 58 SP:Iteration 12Q (2337.555466 sec): 3 clusters Score: Raw -878506.511457 + Penalty 2879.154597 = -875627.356860 nChanged 52 SP:Iteration 13Q (2337.612096 sec): 3 clusters Score: Raw -878524.008804 + Penalty 2879.154597 = -875644.854207 nChanged 34 SP:Iteration 14Q (2337.658581 sec): 3 clusters Score: Raw -878534.680487 + Penalty 2879.154597 = -875655.525890 nChanged 28 SP:Iteration 15Q (2337.705015 sec): 3 clusters Score: Raw -878543.286540 + Penalty 2879.154597 = -875664.131943 nChanged 24 SP:Iteration 16Q (2337.752109 sec): 3 clusters Score: Raw -878550.057720 + Penalty 2879.154597 = -875670.903122 nChanged 18 SP:Iteration 17Q (2337.790446 sec): 3 clusters Score: Raw -878555.095310 + Penalty 2879.154597 = -875675.940713 nChanged 18 SP:Iteration 18Q (2337.838274 sec): 3 clusters Score: Raw -878560.151194 + Penalty 2879.154597 = -875680.996596 nChanged 20 SP:Iteration 19Q (2337.884423 sec): 3 clusters Score: Raw -878563.556393 + Penalty 2879.154597 = -875684.401796 nChanged 14 SP:Iteration 20F (2337.946685 sec): 3 clusters Score: Raw -878566.227800 + Penalty 2879.154597 = -875687.073203 nChanged 12 SP:Iteration 21Q (2337.985310 sec): 3 clusters Score: Raw -878568.401716 + Penalty 2879.154597 = -875689.247119 nChanged 14 SP:Iteration 22Q (2338.036411 sec): 3 clusters Score: Raw -878571.589084 + Penalty 2879.154597 = -875692.434487 nChanged 10 SP:Iteration 23Q (2338.097734 sec): 3 clusters Score: Raw -878574.810879 + Penalty 2879.154597 = -875695.656281 nChanged 13 SP:Iteration 24Q (2338.139006 sec): 3 clusters Score: Raw -878577.777675 + Penalty 2879.154597 = -875698.623078 nChanged 12 SP:Iteration 25Q (2338.194967 sec): 3 clusters Score: Raw -878580.204090 + Penalty 2879.154597 = -875701.049493 nChanged 6 SP:Iteration 26Q (2338.242889 sec): 3 clusters Score: Raw -878581.428895 + Penalty 2879.154597 = -875702.274298 nChanged 7 SP:Iteration 27Q (2338.281289 sec): 3 clusters Score: Raw -878582.959998 + Penalty 2879.154597 = -875703.805401 nChanged 3 SP:Iteration 28Q (2338.330455 sec): 3 clusters Score: Raw -878583.211954 + Penalty 2879.154597 = -875704.057357 nChanged 2 SP:Iteration 29Q (2338.381890 sec): 3 clusters Score: Raw -878583.526816 + Penalty 2879.154597 = -875704.372219 nChanged 3 SP:Iteration 30Q (2338.430411 sec): 3 clusters Score: Raw -878584.097294 + Penalty 2879.154597 = -875704.942697 nChanged 4 SP:Iteration 31Q (2338.481000 sec): 3 clusters Score: Raw -878584.571247 + Penalty 2879.154597 = -875705.416650 nChanged 4 SP:Iteration 32Q (2338.518285 sec): 3 clusters Score: Raw -878584.950842 + Penalty 2879.154597 = -875705.796245 nChanged 2 SP:Iteration 33Q (2338.569277 sec): 3 clusters Score: Raw -878585.162961 + Penalty 2879.154597 = -875706.008364 nChanged 0 SP:Iteration 34F (2338.621170 sec): 3 clusters Score: Raw -878585.162961 + Penalty 2879.154597 = -875706.008364 nChanged 0 Score: Raw -40679697.818287 + Penalty 45505.499431 = -40634192.318856 Splitting cluster 3 changes total score from -40634345.395486 to -40634192.318856 So it's not getting split. Trying to split cluster 4 (26049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2342.301745 sec): 2 clusters Score: Raw -3256965.134968 + Penalty 1652.256882 = -3255312.878086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2342.381573 sec): 3 clusters Score: Raw -3241167.292566 + Penalty 3304.513764 = -3237862.778802 nChanged 11856 SP:Iteration 1F (2342.455858 sec): 3 clusters Score: Raw -3248108.033047 + Penalty 3304.513764 = -3244803.519283 nChanged 1689 SP:Iteration 2F (2342.522409 sec): 3 clusters Score: Raw -3249020.925067 + Penalty 3304.513764 = -3245716.411302 nChanged 1827 SP:Iteration 3F (2342.594370 sec): 3 clusters Score: Raw -3250271.930570 + Penalty 3304.513764 = -3246967.416806 nChanged 1944 SP:Iteration 4F (2342.660859 sec): 3 clusters Score: Raw -3251859.730452 + Penalty 3304.513764 = -3248555.216688 nChanged 1920 SP:Iteration 5F (2342.733280 sec): 3 clusters Score: Raw -3253643.175682 + Penalty 3304.513764 = -3250338.661918 nChanged 1603 SP:Iteration 6F (2342.799978 sec): 3 clusters Score: Raw -3255147.778203 + Penalty 3304.513764 = -3251843.264439 nChanged 1127 SP:Iteration 7Q (2342.874225 sec): 3 clusters Score: Raw -3256084.431043 + Penalty 3304.513764 = -3252779.917279 nChanged 743 SP:Iteration 8Q (2342.944207 sec): 3 clusters Score: Raw -3256501.934220 + Penalty 3304.513764 = -3253197.420456 nChanged 406 SP:Iteration 9Q (2343.016356 sec): 3 clusters Score: Raw -3256668.239711 + Penalty 3304.513764 = -3253363.725947 nChanged 304 SP:Iteration 10Q (2343.084248 sec): 3 clusters Score: Raw -3256778.100932 + Penalty 3304.513764 = -3253473.587168 nChanged 225 SP:Iteration 11Q (2343.156037 sec): 3 clusters Score: Raw -3256854.911501 + Penalty 3304.513764 = -3253550.397737 nChanged 172 SP:Iteration 12Q (2343.223716 sec): 3 clusters Score: Raw -3256908.050691 + Penalty 3304.513764 = -3253603.536927 nChanged 156 SP:Iteration 13Q (2343.295255 sec): 3 clusters Score: Raw -3256954.770440 + Penalty 3304.513764 = -3253650.256676 nChanged 129 SP:Iteration 14Q (2343.360616 sec): 3 clusters Score: Raw -3256992.567244 + Penalty 3304.513764 = -3253688.053480 nChanged 123 SP:Iteration 15Q (2343.422525 sec): 3 clusters Score: Raw -3257037.396703 + Penalty 3304.513764 = -3253732.882939 nChanged 130 SP:Iteration 16Q (2343.488669 sec): 3 clusters Score: Raw -3257072.925341 + Penalty 3304.513764 = -3253768.411577 nChanged 105 SP:Iteration 17Q (2343.562872 sec): 3 clusters Score: Raw -3257106.037455 + Penalty 3304.513764 = -3253801.523691 nChanged 109 SP:Iteration 18Q (2343.627271 sec): 3 clusters Score: Raw -3257146.975811 + Penalty 3304.513764 = -3253842.462047 nChanged 106 SP:Iteration 19Q (2343.700986 sec): 3 clusters Score: Raw -3257179.807466 + Penalty 3304.513764 = -3253875.293701 nChanged 111 SP:Iteration 20F (2343.766510 sec): 3 clusters Score: Raw -3257218.145861 + Penalty 3304.513764 = -3253913.632097 nChanged 109 SP:Iteration 21Q (2343.840260 sec): 3 clusters Score: Raw -3257263.008879 + Penalty 3304.513764 = -3253958.495115 nChanged 110 SP:Iteration 22Q (2343.901607 sec): 3 clusters Score: Raw -3257310.948631 + Penalty 3304.513764 = -3254006.434867 nChanged 115 SP:Iteration 23Q (2343.974041 sec): 3 clusters Score: Raw -3257354.957866 + Penalty 3304.513764 = -3254050.444102 nChanged 108 SP:Iteration 24Q (2344.033361 sec): 3 clusters Score: Raw -3257394.584127 + Penalty 3304.513764 = -3254090.070363 nChanged 112 SP:Iteration 25Q (2344.106805 sec): 3 clusters Score: Raw -3257431.551535 + Penalty 3304.513764 = -3254127.037771 nChanged 99 SP:Iteration 26Q (2344.174342 sec): 3 clusters Score: Raw -3257469.657361 + Penalty 3304.513764 = -3254165.143596 nChanged 102 SP:Iteration 27Q (2344.240838 sec): 3 clusters Score: Raw -3257515.081865 + Penalty 3304.513764 = -3254210.568101 nChanged 116 SP:Iteration 28Q (2344.308011 sec): 3 clusters Score: Raw -3257553.923268 + Penalty 3304.513764 = -3254249.409504 nChanged 104 SP:Iteration 29Q (2344.371634 sec): 3 clusters Score: Raw -3257583.705659 + Penalty 3304.513764 = -3254279.191894 nChanged 97 SP:Iteration 30Q (2344.440264 sec): 3 clusters Score: Raw -3257613.373223 + Penalty 3304.513764 = -3254308.859459 nChanged 86 SP:Iteration 31Q (2344.521143 sec): 3 clusters Score: Raw -3257637.671873 + Penalty 3304.513764 = -3254333.158109 nChanged 87 SP:Iteration 32Q (2344.599805 sec): 3 clusters Score: Raw -3257655.755033 + Penalty 3304.513764 = -3254351.241269 nChanged 72 SP:Iteration 33Q (2344.676850 sec): 3 clusters Score: Raw -3257670.111221 + Penalty 3304.513764 = -3254365.597457 nChanged 51 SP:Iteration 34Q (2344.756782 sec): 3 clusters Score: Raw -3257682.539291 + Penalty 3304.513764 = -3254378.025527 nChanged 56 SP:Iteration 35Q (2344.835671 sec): 3 clusters Score: Raw -3257694.526006 + Penalty 3304.513764 = -3254390.012242 nChanged 55 SP:Iteration 36Q (2344.914218 sec): 3 clusters Score: Raw -3257705.031060 + Penalty 3304.513764 = -3254400.517295 nChanged 45 SP:Iteration 37Q (2344.984887 sec): 3 clusters Score: Raw -3257712.450465 + Penalty 3304.513764 = -3254407.936701 nChanged 37 SP:Iteration 38Q (2345.059653 sec): 3 clusters Score: Raw -3257718.089567 + Penalty 3304.513764 = -3254413.575803 nChanged 36 SP:Iteration 39Q (2345.138176 sec): 3 clusters Score: Raw -3257722.613385 + Penalty 3304.513764 = -3254418.099621 nChanged 28 SP:Iteration 40F (2345.216749 sec): 3 clusters Score: Raw -3257726.616130 + Penalty 3304.513764 = -3254422.102366 nChanged 28 SP:Iteration 41Q (2345.292100 sec): 3 clusters Score: Raw -3257729.923544 + Penalty 3304.513764 = -3254425.409780 nChanged 23 SP:Iteration 42Q (2345.367568 sec): 3 clusters Score: Raw -3257732.306524 + Penalty 3304.513764 = -3254427.792760 nChanged 17 SP:Iteration 43Q (2345.443235 sec): 3 clusters Score: Raw -3257733.987998 + Penalty 3304.513764 = -3254429.474234 nChanged 18 SP:Iteration 44Q (2345.519342 sec): 3 clusters Score: Raw -3257735.525243 + Penalty 3304.513764 = -3254431.011479 nChanged 11 SP:Iteration 45Q (2345.595924 sec): 3 clusters Score: Raw -3257736.543407 + Penalty 3304.513764 = -3254432.029643 nChanged 13 SP:Iteration 46Q (2345.667246 sec): 3 clusters Score: Raw -3257737.942121 + Penalty 3304.513764 = -3254433.428357 nChanged 12 SP:Iteration 47Q (2345.742586 sec): 3 clusters Score: Raw -3257738.843091 + Penalty 3304.513764 = -3254434.329327 nChanged 4 SP:Iteration 48Q (2345.820675 sec): 3 clusters Score: Raw -3257739.168662 + Penalty 3304.513764 = -3254434.654897 nChanged 3 SP:Iteration 49Q (2345.887994 sec): 3 clusters Score: Raw -3257739.443034 + Penalty 3304.513764 = -3254434.929269 nChanged 3 SP:Iteration 50Q (2345.951145 sec): 3 clusters Score: Raw -3257739.675408 + Penalty 3304.513764 = -3254435.161644 nChanged 3 SP:Iteration 51Q (2346.035725 sec): 3 clusters Score: Raw -3257739.898390 + Penalty 3304.513764 = -3254435.384626 nChanged 3 SP:Iteration 52Q (2346.110986 sec): 3 clusters Score: Raw -3257740.132714 + Penalty 3304.513764 = -3254435.618950 nChanged 3 SP:Iteration 53Q (2346.188470 sec): 3 clusters Score: Raw -3257740.244464 + Penalty 3304.513764 = -3254435.730700 nChanged 2 SP:Iteration 54Q (2346.256864 sec): 3 clusters Score: Raw -3257740.451535 + Penalty 3304.513764 = -3254435.937771 nChanged 4 SP:Iteration 55Q (2346.329135 sec): 3 clusters Score: Raw -3257740.690465 + Penalty 3304.513764 = -3254436.176701 nChanged 1 SP:Iteration 56Q (2346.405280 sec): 3 clusters Score: Raw -3257740.789035 + Penalty 3304.513764 = -3254436.275270 nChanged 3 SP:Iteration 57Q (2346.483288 sec): 3 clusters Score: Raw -3257741.001231 + Penalty 3304.513764 = -3254436.487467 nChanged 2 SP:Iteration 58Q (2346.558908 sec): 3 clusters Score: Raw -3257741.168837 + Penalty 3304.513764 = -3254436.655073 nChanged 1 SP:Iteration 59Q (2346.621505 sec): 3 clusters Score: Raw -3257741.201740 + Penalty 3304.513764 = -3254436.687976 nChanged 1 SP:Iteration 60F (2346.693874 sec): 3 clusters Score: Raw -3257741.275746 + Penalty 3304.513764 = -3254436.761982 nChanged 2 SP:Iteration 61Q (2346.755314 sec): 3 clusters Score: Raw -3257741.492110 + Penalty 3304.513764 = -3254436.978346 nChanged 1 SP:Iteration 62Q (2346.828322 sec): 3 clusters Score: Raw -3257741.558703 + Penalty 3304.513764 = -3254437.044939 nChanged 2 SP:Iteration 63Q (2346.903256 sec): 3 clusters Score: Raw -3257741.669290 + Penalty 3304.513764 = -3254437.155525 nChanged 2 SP:Iteration 64Q (2346.979207 sec): 3 clusters Score: Raw -3257741.801640 + Penalty 3304.513764 = -3254437.287876 nChanged 3 SP:Iteration 65Q (2347.040589 sec): 3 clusters Score: Raw -3257742.085107 + Penalty 3304.513764 = -3254437.571343 nChanged 2 SP:Iteration 66Q (2347.110352 sec): 3 clusters Score: Raw -3257742.278573 + Penalty 3304.513764 = -3254437.764809 nChanged 4 SP:Iteration 67Q (2347.179983 sec): 3 clusters Score: Raw -3257742.619405 + Penalty 3304.513764 = -3254438.105641 nChanged 2 SP:Iteration 68Q (2347.245427 sec): 3 clusters Score: Raw -3257742.868212 + Penalty 3304.513764 = -3254438.354447 nChanged 4 SP:Iteration 69Q (2347.308602 sec): 3 clusters Score: Raw -3257743.139762 + Penalty 3304.513764 = -3254438.625998 nChanged 2 SP:Iteration 70Q (2347.381905 sec): 3 clusters Score: Raw -3257743.268370 + Penalty 3304.513764 = -3254438.754606 nChanged 3 SP:Iteration 71Q (2347.445058 sec): 3 clusters Score: Raw -3257743.499556 + Penalty 3304.513764 = -3254438.985792 nChanged 2 SP:Iteration 72Q (2347.506821 sec): 3 clusters Score: Raw -3257743.751084 + Penalty 3304.513764 = -3254439.237320 nChanged 2 SP:Iteration 73Q (2347.575038 sec): 3 clusters Score: Raw -3257743.885123 + Penalty 3304.513764 = -3254439.371359 nChanged 3 SP:Iteration 74Q (2347.646231 sec): 3 clusters Score: Raw -3257744.186314 + Penalty 3304.513764 = -3254439.672550 nChanged 3 SP:Iteration 75Q (2347.707338 sec): 3 clusters Score: Raw -3257744.337163 + Penalty 3304.513764 = -3254439.823399 nChanged 3 SP:Iteration 76Q (2347.775204 sec): 3 clusters Score: Raw -3257744.631567 + Penalty 3304.513764 = -3254440.117803 nChanged 3 SP:Iteration 77Q (2347.838978 sec): 3 clusters Score: Raw -3257744.828007 + Penalty 3304.513764 = -3254440.314243 nChanged 2 SP:Iteration 78Q (2347.907299 sec): 3 clusters Score: Raw -3257744.930094 + Penalty 3304.513764 = -3254440.416329 nChanged 1 SP:Iteration 79Q (2347.966406 sec): 3 clusters Score: Raw -3257745.047953 + Penalty 3304.513764 = -3254440.534189 nChanged 1 SP:Iteration 80F (2348.036022 sec): 3 clusters Score: Raw -3257745.150831 + Penalty 3304.513764 = -3254440.637067 nChanged 1 SP:Iteration 81Q (2348.105959 sec): 3 clusters Score: Raw -3257745.251133 + Penalty 3304.513764 = -3254440.737369 nChanged 1 SP:Iteration 82Q (2348.175816 sec): 3 clusters Score: Raw -3257745.288880 + Penalty 3304.513764 = -3254440.775116 nChanged 0 SP:Iteration 83F (2348.246122 sec): 3 clusters Score: Raw -3257745.288880 + Penalty 3304.513764 = -3254440.775116 nChanged 0 Trying to split cluster 5 (3860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2348.268432 sec): 2 clusters Score: Raw -435272.195914 + Penalty 1341.993650 = -433930.202264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2348.318432 sec): 3 clusters Score: Raw -433347.149602 + Penalty 2683.987300 = -430663.162302 nChanged 1546 SP:Iteration 1F (2348.361234 sec): 3 clusters Score: Raw -434294.849286 + Penalty 2683.987300 = -431610.861986 nChanged 317 SP:Iteration 2F (2348.395811 sec): 3 clusters Score: Raw -434521.236166 + Penalty 2683.987300 = -431837.248866 nChanged 240 SP:Iteration 3F (2348.438422 sec): 3 clusters Score: Raw -434681.498801 + Penalty 2683.987300 = -431997.511501 nChanged 196 SP:Iteration 4F (2348.479475 sec): 3 clusters Score: Raw -434798.958729 + Penalty 2683.987300 = -432114.971429 nChanged 160 SP:Iteration 5Q (2348.518243 sec): 3 clusters Score: Raw -434891.245474 + Penalty 2683.987300 = -432207.258174 nChanged 133 SP:Iteration 6Q (2348.562214 sec): 3 clusters Score: Raw -434972.388518 + Penalty 2683.987300 = -432288.401218 nChanged 116 SP:Iteration 7Q (2348.602188 sec): 3 clusters Score: Raw -435051.861217 + Penalty 2683.987300 = -432367.873917 nChanged 115 SP:Iteration 8Q (2348.646663 sec): 3 clusters Score: Raw -435139.013738 + Penalty 2683.987300 = -432455.026438 nChanged 121 SP:Iteration 9Q (2348.697057 sec): 3 clusters Score: Raw -435231.910413 + Penalty 2683.987300 = -432547.923112 nChanged 111 SP:Iteration 10Q (2348.733947 sec): 3 clusters Score: Raw -435321.264593 + Penalty 2683.987300 = -432637.277293 nChanged 96 SP:Iteration 11Q (2348.772897 sec): 3 clusters Score: Raw -435397.970130 + Penalty 2683.987300 = -432713.982830 nChanged 110 SP:Iteration 12Q (2348.819544 sec): 3 clusters Score: Raw -435490.791037 + Penalty 2683.987300 = -432806.803736 nChanged 106 SP:Iteration 13Q (2348.863313 sec): 3 clusters Score: Raw -435597.943559 + Penalty 2683.987300 = -432913.956258 nChanged 103 SP:Iteration 14Q (2348.908107 sec): 3 clusters Score: Raw -435723.574546 + Penalty 2683.987300 = -433039.587245 nChanged 92 SP:Iteration 15Q (2348.948851 sec): 3 clusters Score: Raw -435876.955546 + Penalty 2683.987300 = -433192.968246 nChanged 102 SP:Iteration 16Q (2348.992698 sec): 3 clusters Score: Raw -436058.970801 + Penalty 2683.987300 = -433374.983501 nChanged 81 SP:Iteration 17Q (2349.037426 sec): 3 clusters Score: Raw -436229.953715 + Penalty 2683.987300 = -433545.966415 nChanged 60 SP:Iteration 18Q (2349.081962 sec): 3 clusters Score: Raw -436304.679035 + Penalty 2683.987300 = -433620.691735 nChanged 47 SP:Iteration 19Q (2349.124482 sec): 3 clusters Score: Raw -436353.589710 + Penalty 2683.987300 = -433669.602410 nChanged 21 SP:Iteration 20F (2349.165947 sec): 3 clusters Score: Raw -436380.852932 + Penalty 2683.987300 = -433696.865632 nChanged 15 SP:Iteration 21Q (2349.210036 sec): 3 clusters Score: Raw -436390.515116 + Penalty 2683.987300 = -433706.527815 nChanged 4 SP:Iteration 22Q (2349.264222 sec): 3 clusters Score: Raw -436392.858979 + Penalty 2683.987300 = -433708.871678 nChanged 0 SP:Iteration 23F (2349.306142 sec): 3 clusters Score: Raw -436392.858979 + Penalty 2683.987300 = -433708.871678 nChanged 0 Trying to split cluster 6 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2349.328896 sec): 2 clusters Score: Raw -27400.171368 + Penalty 937.859183 = -26462.312186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2349.370224 sec): 3 clusters Score: Raw -28046.800302 + Penalty 1875.718365 = -26171.081937 nChanged 106 SP:Iteration 1F (2349.415053 sec): 3 clusters Score: Raw -29094.780956 + Penalty 1875.718365 = -27219.062591 nChanged 26 SP:Iteration 2F (2349.458685 sec): 3 clusters Score: Raw -30045.973181 + Penalty 1875.718365 = -28170.254816 nChanged 22 SP:Iteration 3F (2349.503844 sec): 3 clusters Score: Raw -31604.370282 + Penalty 1875.718365 = -29728.651917 nChanged 17 SP:Iteration 4F (2349.548223 sec): 3 clusters Score: Raw -33901.509880 + Penalty 1875.718365 = -32025.791515 nChanged 16 Unmasked E-step: Deleting class 2 (179 points): covariance matrix is singular SP:Iteration 5Q (2349.570458 sec): 3 clusters Score: Raw -33979.399949 + Penalty 1875.718365 = -32103.681584 nChanged 0 SP:Iteration 6F (2349.592266 sec): 2 clusters Score: Raw -23938.932661 + Penalty 937.859183 = -23001.073479 nChanged 179 SP:Iteration 7F (2349.611579 sec): 2 clusters Score: Raw -27400.171368 + Penalty 937.859183 = -26462.312186 nChanged 0 Trying to split cluster 7 (77 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2349.627443 sec): 2 clusters Score: Raw -7739.268679 + Penalty 705.868381 = -7033.400298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2349.661154 sec): 3 clusters Score: Raw -8558.211797 + Penalty 1411.736762 = -7146.475035 nChanged 10 SP:Iteration 1F (2349.702823 sec): 3 clusters Score: Raw -8659.604443 + Penalty 1411.736762 = -7247.867681 nChanged 2 SP:Iteration 2Q (2349.740794 sec): 3 clusters Score: Raw -8698.857330 + Penalty 1411.736762 = -7287.120568 nChanged 0 SP:Iteration 3F (2349.768542 sec): 3 clusters Score: Raw -8698.857330 + Penalty 1411.736762 = -7287.120568 nChanged 0 Score: Raw -40678742.051776 + Penalty 45505.499431 = -40633236.552344 Splitting cluster 7 changes total score from -40634345.395486 to -40633236.552344 So it's not getting split. Trying to split cluster 8 (3475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2353.454152 sec): 2 clusters Score: Raw -387190.923413 + Penalty 1324.919336 = -385866.004077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2353.492208 sec): 3 clusters Score: Raw -385528.761138 + Penalty 2649.838671 = -382878.922466 nChanged 1383 SP:Iteration 1F (2353.549678 sec): 3 clusters Score: Raw -386527.492677 + Penalty 2649.838671 = -383877.654005 nChanged 334 SP:Iteration 2F (2353.595191 sec): 3 clusters Score: Raw -386835.899839 + Penalty 2649.838671 = -384186.061168 nChanged 236 SP:Iteration 3F (2353.637489 sec): 3 clusters Score: Raw -387062.283107 + Penalty 2649.838671 = -384412.444436 nChanged 198 SP:Iteration 4F (2353.687114 sec): 3 clusters Score: Raw -387252.283422 + Penalty 2649.838671 = -384602.444751 nChanged 164 SP:Iteration 5Q (2353.736634 sec): 3 clusters Score: Raw -387434.727317 + Penalty 2649.838671 = -384784.888646 nChanged 186 SP:Iteration 6F (2353.783586 sec): 3 clusters Score: Raw -387637.936844 + Penalty 2649.838671 = -384988.098173 nChanged 151 SP:Iteration 7Q (2353.833760 sec): 3 clusters Score: Raw -387765.983979 + Penalty 2649.838671 = -385116.145307 nChanged 117 SP:Iteration 8Q (2353.885771 sec): 3 clusters Score: Raw -387854.097806 + Penalty 2649.838671 = -385204.259135 nChanged 89 SP:Iteration 9Q (2353.933741 sec): 3 clusters Score: Raw -387913.942753 + Penalty 2649.838671 = -385264.104082 nChanged 71 SP:Iteration 10Q (2353.978004 sec): 3 clusters Score: Raw -387965.329910 + Penalty 2649.838671 = -385315.491239 nChanged 76 SP:Iteration 11Q (2354.023804 sec): 3 clusters Score: Raw -388014.918880 + Penalty 2649.838671 = -385365.080209 nChanged 54 SP:Iteration 12Q (2354.072300 sec): 3 clusters Score: Raw -388051.580348 + Penalty 2649.838671 = -385401.741677 nChanged 49 SP:Iteration 13Q (2354.122265 sec): 3 clusters Score: Raw -388081.104197 + Penalty 2649.838671 = -385431.265525 nChanged 56 SP:Iteration 14Q (2354.169871 sec): 3 clusters Score: Raw -388112.186161 + Penalty 2649.838671 = -385462.347489 nChanged 47 SP:Iteration 15Q (2354.219095 sec): 3 clusters Score: Raw -388135.024841 + Penalty 2649.838671 = -385485.186170 nChanged 38 SP:Iteration 16Q (2354.267530 sec): 3 clusters Score: Raw -388153.824116 + Penalty 2649.838671 = -385503.985445 nChanged 43 SP:Iteration 17Q (2354.314201 sec): 3 clusters Score: Raw -388175.904100 + Penalty 2649.838671 = -385526.065429 nChanged 54 SP:Iteration 18Q (2354.362802 sec): 3 clusters Score: Raw -388211.570722 + Penalty 2649.838671 = -385561.732051 nChanged 64 SP:Iteration 19Q (2354.406173 sec): 3 clusters Score: Raw -388268.216179 + Penalty 2649.838671 = -385618.377508 nChanged 71 SP:Iteration 20F (2354.451214 sec): 3 clusters Score: Raw -388337.642844 + Penalty 2649.838671 = -385687.804172 nChanged 81 SP:Iteration 21Q (2354.496818 sec): 3 clusters Score: Raw -388392.698968 + Penalty 2649.838671 = -385742.860296 nChanged 51 SP:Iteration 22Q (2354.542368 sec): 3 clusters Score: Raw -388421.957582 + Penalty 2649.838671 = -385772.118910 nChanged 49 SP:Iteration 23Q (2354.587709 sec): 3 clusters Score: Raw -388453.804260 + Penalty 2649.838671 = -385803.965589 nChanged 50 SP:Iteration 24Q (2354.634695 sec): 3 clusters Score: Raw -388484.132650 + Penalty 2649.838671 = -385834.293978 nChanged 47 SP:Iteration 25Q (2354.680304 sec): 3 clusters Score: Raw -388504.546211 + Penalty 2649.838671 = -385854.707540 nChanged 32 SP:Iteration 26Q (2354.722612 sec): 3 clusters Score: Raw -388520.702171 + Penalty 2649.838671 = -385870.863500 nChanged 29 SP:Iteration 27Q (2354.764191 sec): 3 clusters Score: Raw -388530.365434 + Penalty 2649.838671 = -385880.526763 nChanged 15 SP:Iteration 28Q (2354.798507 sec): 3 clusters Score: Raw -388534.961295 + Penalty 2649.838671 = -385885.122623 nChanged 8 SP:Iteration 29Q (2354.833181 sec): 3 clusters Score: Raw -388537.073409 + Penalty 2649.838671 = -385887.234737 nChanged 5 SP:Iteration 30Q (2354.875822 sec): 3 clusters Score: Raw -388538.557413 + Penalty 2649.838671 = -385888.718741 nChanged 5 SP:Iteration 31Q (2354.918959 sec): 3 clusters Score: Raw -388540.504639 + Penalty 2649.838671 = -385890.665967 nChanged 10 SP:Iteration 32Q (2354.964571 sec): 3 clusters Score: Raw -388544.039051 + Penalty 2649.838671 = -385894.200380 nChanged 6 SP:Iteration 33Q (2354.998305 sec): 3 clusters Score: Raw -388546.230345 + Penalty 2649.838671 = -385896.391674 nChanged 2 SP:Iteration 34Q (2355.046315 sec): 3 clusters Score: Raw -388546.901672 + Penalty 2649.838671 = -385897.063000 nChanged 0 SP:Iteration 35F (2355.093627 sec): 3 clusters Score: Raw -388546.901672 + Penalty 2649.838671 = -385897.063000 nChanged 0 Score: Raw -40679138.441383 + Penalty 45505.499431 = -40633632.941952 Splitting cluster 8 changes total score from -40634345.395486 to -40633632.941952 So it's not getting split. Trying to split cluster 9 (28778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2358.954698 sec): 2 clusters Score: Raw -3632400.444135 + Penalty 1668.447054 = -3630731.997082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2359.034547 sec): 3 clusters Score: Raw -3614685.513382 + Penalty 3336.894108 = -3611348.619274 nChanged 13231 SP:Iteration 1F (2359.114305 sec): 3 clusters Score: Raw -3621999.299772 + Penalty 3336.894108 = -3618662.405664 nChanged 1407 SP:Iteration 2Q (2359.201143 sec): 3 clusters Score: Raw -3622457.626697 + Penalty 3336.894108 = -3619120.732589 nChanged 1308 SP:Iteration 3Q (2359.283514 sec): 3 clusters Score: Raw -3622911.891729 + Penalty 3336.894108 = -3619574.997621 nChanged 1287 SP:Iteration 4Q (2359.362218 sec): 3 clusters Score: Raw -3623428.540605 + Penalty 3336.894108 = -3620091.646498 nChanged 1354 SP:Iteration 5Q (2359.447116 sec): 3 clusters Score: Raw -3624132.172468 + Penalty 3336.894108 = -3620795.278360 nChanged 1549 SP:Iteration 6F (2359.525844 sec): 3 clusters Score: Raw -3625152.250322 + Penalty 3336.894108 = -3621815.356215 nChanged 1820 SP:Iteration 7F (2359.602546 sec): 3 clusters Score: Raw -3626597.493061 + Penalty 3336.894108 = -3623260.598953 nChanged 2011 SP:Iteration 8F (2359.679269 sec): 3 clusters Score: Raw -3628312.600240 + Penalty 3336.894108 = -3624975.706132 nChanged 1953 SP:Iteration 9F (2359.754909 sec): 3 clusters Score: Raw -3629789.444694 + Penalty 3336.894108 = -3626452.550586 nChanged 1462 SP:Iteration 10F (2359.834209 sec): 3 clusters Score: Raw -3630620.514869 + Penalty 3336.894108 = -3627283.620761 nChanged 944 SP:Iteration 11Q (2359.915973 sec): 3 clusters Score: Raw -3631060.458664 + Penalty 3336.894108 = -3627723.564556 nChanged 676 SP:Iteration 12Q (2359.998079 sec): 3 clusters Score: Raw -3631306.159153 + Penalty 3336.894108 = -3627969.265046 nChanged 488 SP:Iteration 13Q (2360.077394 sec): 3 clusters Score: Raw -3631482.653805 + Penalty 3336.894108 = -3628145.759697 nChanged 435 SP:Iteration 14Q (2360.153613 sec): 3 clusters Score: Raw -3631631.543149 + Penalty 3336.894108 = -3628294.649042 nChanged 417 SP:Iteration 15Q (2360.237018 sec): 3 clusters Score: Raw -3631766.041580 + Penalty 3336.894108 = -3628429.147473 nChanged 356 SP:Iteration 16Q (2360.318109 sec): 3 clusters Score: Raw -3631879.863601 + Penalty 3336.894108 = -3628542.969493 nChanged 341 SP:Iteration 17Q (2360.403614 sec): 3 clusters Score: Raw -3631980.200179 + Penalty 3336.894108 = -3628643.306071 nChanged 304 SP:Iteration 18Q (2360.485607 sec): 3 clusters Score: Raw -3632069.759774 + Penalty 3336.894108 = -3628732.865667 nChanged 301 SP:Iteration 19Q (2360.567941 sec): 3 clusters Score: Raw -3632155.750885 + Penalty 3336.894108 = -3628818.856777 nChanged 278 SP:Iteration 20F (2360.649385 sec): 3 clusters Score: Raw -3632238.213193 + Penalty 3336.894108 = -3628901.319086 nChanged 269 SP:Iteration 21Q (2360.727583 sec): 3 clusters Score: Raw -3632318.027775 + Penalty 3336.894108 = -3628981.133668 nChanged 270 SP:Iteration 22Q (2360.809764 sec): 3 clusters Score: Raw -3632396.350793 + Penalty 3336.894108 = -3629059.456685 nChanged 241 SP:Iteration 23Q (2360.896116 sec): 3 clusters Score: Raw -3632459.273690 + Penalty 3336.894108 = -3629122.379582 nChanged 217 SP:Iteration 24Q (2360.973693 sec): 3 clusters Score: Raw -3632508.952597 + Penalty 3336.894108 = -3629172.058489 nChanged 182 SP:Iteration 25Q (2361.053344 sec): 3 clusters Score: Raw -3632548.869911 + Penalty 3336.894108 = -3629211.975803 nChanged 194 SP:Iteration 26Q (2361.134213 sec): 3 clusters Score: Raw -3632592.218356 + Penalty 3336.894108 = -3629255.324248 nChanged 182 SP:Iteration 27Q (2361.212599 sec): 3 clusters Score: Raw -3632630.008326 + Penalty 3336.894108 = -3629293.114218 nChanged 158 SP:Iteration 28Q (2361.308606 sec): 3 clusters Score: Raw -3632663.203499 + Penalty 3336.894108 = -3629326.309392 nChanged 167 SP:Iteration 29Q (2361.390861 sec): 3 clusters Score: Raw -3632696.677505 + Penalty 3336.894108 = -3629359.783398 nChanged 161 SP:Iteration 30Q (2361.471947 sec): 3 clusters Score: Raw -3632730.094699 + Penalty 3336.894108 = -3629393.200592 nChanged 148 SP:Iteration 31Q (2361.552456 sec): 3 clusters Score: Raw -3632761.469299 + Penalty 3336.894108 = -3629424.575192 nChanged 140 SP:Iteration 32Q (2361.637165 sec): 3 clusters Score: Raw -3632789.210433 + Penalty 3336.894108 = -3629452.316326 nChanged 142 SP:Iteration 33Q (2361.716172 sec): 3 clusters Score: Raw -3632815.594636 + Penalty 3336.894108 = -3629478.700528 nChanged 141 SP:Iteration 34Q (2361.799906 sec): 3 clusters Score: Raw -3632845.574741 + Penalty 3336.894108 = -3629508.680633 nChanged 169 SP:Iteration 35Q (2361.880320 sec): 3 clusters Score: Raw -3632890.974142 + Penalty 3336.894108 = -3629554.080034 nChanged 170 SP:Iteration 36Q (2361.960641 sec): 3 clusters Score: Raw -3632944.003835 + Penalty 3336.894108 = -3629607.109727 nChanged 184 SP:Iteration 37Q (2362.042125 sec): 3 clusters Score: Raw -3633007.905193 + Penalty 3336.894108 = -3629671.011085 nChanged 213 SP:Iteration 38Q (2362.116893 sec): 3 clusters Score: Raw -3633085.450019 + Penalty 3336.894108 = -3629748.555911 nChanged 199 SP:Iteration 39Q (2362.196198 sec): 3 clusters Score: Raw -3633161.245221 + Penalty 3336.894108 = -3629824.351114 nChanged 195 SP:Iteration 40F (2362.267087 sec): 3 clusters Score: Raw -3633246.283274 + Penalty 3336.894108 = -3629909.389167 nChanged 189 SP:Iteration 41Q (2362.339862 sec): 3 clusters Score: Raw -3633324.249688 + Penalty 3336.894108 = -3629987.355580 nChanged 185 SP:Iteration 42Q (2362.422278 sec): 3 clusters Score: Raw -3633405.262962 + Penalty 3336.894108 = -3630068.368854 nChanged 180 SP:Iteration 43Q (2362.493785 sec): 3 clusters Score: Raw -3633479.294506 + Penalty 3336.894108 = -3630142.400399 nChanged 176 SP:Iteration 44Q (2362.563436 sec): 3 clusters Score: Raw -3633538.574628 + Penalty 3336.894108 = -3630201.680520 nChanged 147 SP:Iteration 45Q (2362.637008 sec): 3 clusters Score: Raw -3633581.831634 + Penalty 3336.894108 = -3630244.937527 nChanged 124 SP:Iteration 46Q (2362.701764 sec): 3 clusters Score: Raw -3633612.434304 + Penalty 3336.894108 = -3630275.540196 nChanged 100 SP:Iteration 47Q (2362.767681 sec): 3 clusters Score: Raw -3633631.603302 + Penalty 3336.894108 = -3630294.709194 nChanged 84 SP:Iteration 48Q (2362.830618 sec): 3 clusters Score: Raw -3633647.831923 + Penalty 3336.894108 = -3630310.937816 nChanged 72 SP:Iteration 49Q (2362.902931 sec): 3 clusters Score: Raw -3633659.251101 + Penalty 3336.894108 = -3630322.356993 nChanged 61 SP:Iteration 50Q (2362.970122 sec): 3 clusters Score: Raw -3633668.216974 + Penalty 3336.894108 = -3630331.322866 nChanged 53 SP:Iteration 51Q (2363.034208 sec): 3 clusters Score: Raw -3633675.717111 + Penalty 3336.894108 = -3630338.823003 nChanged 55 SP:Iteration 52Q (2363.111459 sec): 3 clusters Score: Raw -3633684.633696 + Penalty 3336.894108 = -3630347.739588 nChanged 46 SP:Iteration 53Q (2363.183958 sec): 3 clusters Score: Raw -3633690.648946 + Penalty 3336.894108 = -3630353.754838 nChanged 38 SP:Iteration 54Q (2363.262734 sec): 3 clusters Score: Raw -3633694.969093 + Penalty 3336.894108 = -3630358.074986 nChanged 32 SP:Iteration 55Q (2363.333872 sec): 3 clusters Score: Raw -3633697.853482 + Penalty 3336.894108 = -3630360.959375 nChanged 24 SP:Iteration 56Q (2363.422126 sec): 3 clusters Score: Raw -3633700.506241 + Penalty 3336.894108 = -3630363.612134 nChanged 28 SP:Iteration 57Q (2363.503570 sec): 3 clusters Score: Raw -3633703.225077 + Penalty 3336.894108 = -3630366.330969 nChanged 22 SP:Iteration 58Q (2363.579178 sec): 3 clusters Score: Raw -3633706.109496 + Penalty 3336.894108 = -3630369.215388 nChanged 21 SP:Iteration 59Q (2363.648273 sec): 3 clusters Score: Raw -3633708.321011 + Penalty 3336.894108 = -3630371.426904 nChanged 17 SP:Iteration 60F (2363.726286 sec): 3 clusters Score: Raw -3633709.679976 + Penalty 3336.894108 = -3630372.785868 nChanged 15 SP:Iteration 61Q (2363.809585 sec): 3 clusters Score: Raw -3633711.323012 + Penalty 3336.894108 = -3630374.428904 nChanged 17 SP:Iteration 62Q (2363.892273 sec): 3 clusters Score: Raw -3633712.695121 + Penalty 3336.894108 = -3630375.801013 nChanged 13 SP:Iteration 63Q (2363.971081 sec): 3 clusters Score: Raw -3633713.762080 + Penalty 3336.894108 = -3630376.867973 nChanged 15 SP:Iteration 64Q (2364.046393 sec): 3 clusters Score: Raw -3633715.099623 + Penalty 3336.894108 = -3630378.205515 nChanged 14 SP:Iteration 65Q (2364.120711 sec): 3 clusters Score: Raw -3633716.477244 + Penalty 3336.894108 = -3630379.583137 nChanged 12 SP:Iteration 66Q (2364.187576 sec): 3 clusters Score: Raw -3633717.945577 + Penalty 3336.894108 = -3630381.051469 nChanged 9 SP:Iteration 67Q (2364.263395 sec): 3 clusters Score: Raw -3633718.758730 + Penalty 3336.894108 = -3630381.864623 nChanged 9 SP:Iteration 68Q (2364.341858 sec): 3 clusters Score: Raw -3633719.237676 + Penalty 3336.894108 = -3630382.343568 nChanged 3 SP:Iteration 69Q (2364.421451 sec): 3 clusters Score: Raw -3633719.441089 + Penalty 3336.894108 = -3630382.546982 nChanged 6 SP:Iteration 70Q (2364.495961 sec): 3 clusters Score: Raw -3633719.930410 + Penalty 3336.894108 = -3630383.036302 nChanged 6 SP:Iteration 71Q (2364.569424 sec): 3 clusters Score: Raw -3633720.527010 + Penalty 3336.894108 = -3630383.632902 nChanged 6 SP:Iteration 72Q (2364.641621 sec): 3 clusters Score: Raw -3633720.889142 + Penalty 3336.894108 = -3630383.995034 nChanged 6 SP:Iteration 73Q (2364.720137 sec): 3 clusters Score: Raw -3633721.232004 + Penalty 3336.894108 = -3630384.337896 nChanged 5 SP:Iteration 74Q (2364.800585 sec): 3 clusters Score: Raw -3633721.511831 + Penalty 3336.894108 = -3630384.617723 nChanged 6 SP:Iteration 75Q (2364.876320 sec): 3 clusters Score: Raw -3633721.987541 + Penalty 3336.894108 = -3630385.093434 nChanged 5 SP:Iteration 76Q (2364.944618 sec): 3 clusters Score: Raw -3633722.409414 + Penalty 3336.894108 = -3630385.515306 nChanged 5 SP:Iteration 77Q (2365.019624 sec): 3 clusters Score: Raw -3633722.780775 + Penalty 3336.894108 = -3630385.886667 nChanged 7 SP:Iteration 78Q (2365.097172 sec): 3 clusters Score: Raw -3633723.253933 + Penalty 3336.894108 = -3630386.359826 nChanged 4 SP:Iteration 79Q (2365.163331 sec): 3 clusters Score: Raw -3633723.468920 + Penalty 3336.894108 = -3630386.574813 nChanged 4 SP:Iteration 80F (2365.237298 sec): 3 clusters Score: Raw -3633723.762246 + Penalty 3336.894108 = -3630386.868138 nChanged 4 SP:Iteration 81Q (2365.306791 sec): 3 clusters Score: Raw -3633724.060809 + Penalty 3336.894108 = -3630387.166701 nChanged 4 SP:Iteration 82Q (2365.371720 sec): 3 clusters Score: Raw -3633724.228785 + Penalty 3336.894108 = -3630387.334677 nChanged 2 SP:Iteration 83Q (2365.440785 sec): 3 clusters Score: Raw -3633724.331036 + Penalty 3336.894108 = -3630387.436928 nChanged 5 SP:Iteration 84Q (2365.515536 sec): 3 clusters Score: Raw -3633724.667001 + Penalty 3336.894108 = -3630387.772893 nChanged 5 SP:Iteration 85Q (2365.586614 sec): 3 clusters Score: Raw -3633724.960024 + Penalty 3336.894108 = -3630388.065916 nChanged 3 SP:Iteration 86Q (2365.649783 sec): 3 clusters Score: Raw -3633725.172102 + Penalty 3336.894108 = -3630388.277994 nChanged 3 SP:Iteration 87Q (2365.717646 sec): 3 clusters Score: Raw -3633725.365422 + Penalty 3336.894108 = -3630388.471314 nChanged 5 SP:Iteration 88Q (2365.792874 sec): 3 clusters Score: Raw -3633725.811525 + Penalty 3336.894108 = -3630388.917417 nChanged 8 SP:Iteration 89Q (2365.867385 sec): 3 clusters Score: Raw -3633726.627412 + Penalty 3336.894108 = -3630389.733304 nChanged 10 SP:Iteration 90Q (2365.949074 sec): 3 clusters Score: Raw -3633727.422295 + Penalty 3336.894108 = -3630390.528187 nChanged 8 SP:Iteration 91Q (2366.023626 sec): 3 clusters Score: Raw -3633727.862820 + Penalty 3336.894108 = -3630390.968712 nChanged 8 SP:Iteration 92Q (2366.100471 sec): 3 clusters Score: Raw -3633728.492510 + Penalty 3336.894108 = -3630391.598402 nChanged 5 SP:Iteration 93Q (2366.170132 sec): 3 clusters Score: Raw -3633728.861329 + Penalty 3336.894108 = -3630391.967221 nChanged 4 SP:Iteration 94Q (2366.238881 sec): 3 clusters Score: Raw -3633729.121978 + Penalty 3336.894108 = -3630392.227871 nChanged 2 SP:Iteration 95Q (2366.308623 sec): 3 clusters Score: Raw -3633729.232594 + Penalty 3336.894108 = -3630392.338487 nChanged 1 SP:Iteration 96Q (2366.375008 sec): 3 clusters Score: Raw -3633729.287113 + Penalty 3336.894108 = -3630392.393006 nChanged 3 SP:Iteration 97Q (2366.445602 sec): 3 clusters Score: Raw -3633729.455570 + Penalty 3336.894108 = -3630392.561463 nChanged 4 SP:Iteration 98Q (2366.509962 sec): 3 clusters Score: Raw -3633729.765867 + Penalty 3336.894108 = -3630392.871759 nChanged 4 SP:Iteration 99Q (2366.578366 sec): 3 clusters Score: Raw -3633730.015388 + Penalty 3336.894108 = -3630393.121280 nChanged 6 SP:Iteration 100F (2366.655964 sec): 3 clusters Score: Raw -3633730.456680 + Penalty 3336.894108 = -3630393.562572 nChanged 3 SP:Iteration 101Q (2366.720663 sec): 3 clusters Score: Raw -3633730.708006 + Penalty 3336.894108 = -3630393.813898 nChanged 4 SP:Iteration 102Q (2366.788337 sec): 3 clusters Score: Raw -3633731.042333 + Penalty 3336.894108 = -3630394.148225 nChanged 4 SP:Iteration 103Q (2366.863184 sec): 3 clusters Score: Raw -3633731.461480 + Penalty 3336.894108 = -3630394.567373 nChanged 3 SP:Iteration 104Q (2366.944727 sec): 3 clusters Score: Raw -3633731.738341 + Penalty 3336.894108 = -3630394.844233 nChanged 4 SP:Iteration 105Q (2367.028096 sec): 3 clusters Score: Raw -3633731.964411 + Penalty 3336.894108 = -3630395.070303 nChanged 4 SP:Iteration 106Q (2367.109236 sec): 3 clusters Score: Raw -3633732.261096 + Penalty 3336.894108 = -3630395.366989 nChanged 4 SP:Iteration 107Q (2367.173122 sec): 3 clusters Score: Raw -3633732.470594 + Penalty 3336.894108 = -3630395.576486 nChanged 2 SP:Iteration 108Q (2367.255724 sec): 3 clusters Score: Raw -3633732.743053 + Penalty 3336.894108 = -3630395.848945 nChanged 2 SP:Iteration 109Q (2367.325301 sec): 3 clusters Score: Raw -3633733.049186 + Penalty 3336.894108 = -3630396.155078 nChanged 3 SP:Iteration 110Q (2367.396605 sec): 3 clusters Score: Raw -3633733.635100 + Penalty 3336.894108 = -3630396.740993 nChanged 3 SP:Iteration 111Q (2367.464577 sec): 3 clusters Score: Raw -3633733.898572 + Penalty 3336.894108 = -3630397.004465 nChanged 3 SP:Iteration 112Q (2367.534877 sec): 3 clusters Score: Raw -3633734.110876 + Penalty 3336.894108 = -3630397.216768 nChanged 3 SP:Iteration 113Q (2367.600923 sec): 3 clusters Score: Raw -3633734.345347 + Penalty 3336.894108 = -3630397.451239 nChanged 2 SP:Iteration 114Q (2367.673061 sec): 3 clusters Score: Raw -3633734.422405 + Penalty 3336.894108 = -3630397.528297 nChanged 0 SP:Iteration 115F (2367.741953 sec): 3 clusters Score: Raw -3633734.422405 + Penalty 3336.894108 = -3630397.528297 nChanged 0 Trying to split cluster 10 (13047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2367.769299 sec): 2 clusters Score: Raw -1573969.618023 + Penalty 1539.900944 = -1572429.717079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2367.827730 sec): 3 clusters Score: Raw -1566430.987023 + Penalty 3079.801888 = -1563351.185135 nChanged 5759 SP:Iteration 1F (2367.878930 sec): 3 clusters Score: Raw -1569404.056224 + Penalty 3079.801888 = -1566324.254336 nChanged 770 SP:Iteration 2F (2367.923026 sec): 3 clusters Score: Raw -1569709.926894 + Penalty 3079.801888 = -1566630.125006 nChanged 664 SP:Iteration 3F (2367.976639 sec): 3 clusters Score: Raw -1570018.911153 + Penalty 3079.801888 = -1566939.109265 nChanged 698 SP:Iteration 4F (2368.028660 sec): 3 clusters Score: Raw -1570439.050243 + Penalty 3079.801888 = -1567359.248355 nChanged 713 SP:Iteration 5F (2368.086100 sec): 3 clusters Score: Raw -1570924.093354 + Penalty 3079.801888 = -1567844.291467 nChanged 758 SP:Iteration 6F (2368.134538 sec): 3 clusters Score: Raw -1571538.410212 + Penalty 3079.801888 = -1568458.608324 nChanged 831 SP:Iteration 7F (2368.194230 sec): 3 clusters Score: Raw -1572264.276356 + Penalty 3079.801888 = -1569184.474468 nChanged 773 SP:Iteration 8F (2368.256630 sec): 3 clusters Score: Raw -1572914.756012 + Penalty 3079.801888 = -1569834.954124 nChanged 669 SP:Iteration 9F (2368.318603 sec): 3 clusters Score: Raw -1573366.274978 + Penalty 3079.801888 = -1570286.473090 nChanged 538 SP:Iteration 10Q (2368.381395 sec): 3 clusters Score: Raw -1573663.685947 + Penalty 3079.801888 = -1570583.884059 nChanged 390 SP:Iteration 11Q (2368.443730 sec): 3 clusters Score: Raw -1573841.794638 + Penalty 3079.801888 = -1570761.992750 nChanged 307 SP:Iteration 12Q (2368.505541 sec): 3 clusters Score: Raw -1573989.730239 + Penalty 3079.801888 = -1570909.928351 nChanged 269 SP:Iteration 13Q (2368.552953 sec): 3 clusters Score: Raw -1574120.636215 + Penalty 3079.801888 = -1571040.834327 nChanged 217 SP:Iteration 14Q (2368.610998 sec): 3 clusters Score: Raw -1574214.693506 + Penalty 3079.801888 = -1571134.891618 nChanged 174 SP:Iteration 15Q (2368.660618 sec): 3 clusters Score: Raw -1574283.743901 + Penalty 3079.801888 = -1571203.942013 nChanged 123 SP:Iteration 16Q (2368.706158 sec): 3 clusters Score: Raw -1574326.429603 + Penalty 3079.801888 = -1571246.627716 nChanged 110 SP:Iteration 17Q (2368.762569 sec): 3 clusters Score: Raw -1574362.979634 + Penalty 3079.801888 = -1571283.177746 nChanged 100 SP:Iteration 18Q (2368.811912 sec): 3 clusters Score: Raw -1574395.297275 + Penalty 3079.801888 = -1571315.495387 nChanged 98 SP:Iteration 19Q (2368.863852 sec): 3 clusters Score: Raw -1574424.953853 + Penalty 3079.801888 = -1571345.151965 nChanged 83 SP:Iteration 20F (2368.910781 sec): 3 clusters Score: Raw -1574455.734227 + Penalty 3079.801888 = -1571375.932340 nChanged 95 SP:Iteration 21Q (2368.966424 sec): 3 clusters Score: Raw -1574494.241056 + Penalty 3079.801888 = -1571414.439168 nChanged 90 SP:Iteration 22Q (2369.010892 sec): 3 clusters Score: Raw -1574529.609346 + Penalty 3079.801888 = -1571449.807458 nChanged 79 SP:Iteration 23Q (2369.065995 sec): 3 clusters Score: Raw -1574561.360761 + Penalty 3079.801888 = -1571481.558873 nChanged 81 SP:Iteration 24Q (2369.110635 sec): 3 clusters Score: Raw -1574596.319590 + Penalty 3079.801888 = -1571516.517702 nChanged 59 SP:Iteration 25Q (2369.170369 sec): 3 clusters Score: Raw -1574620.023355 + Penalty 3079.801888 = -1571540.221467 nChanged 62 SP:Iteration 26Q (2369.222375 sec): 3 clusters Score: Raw -1574646.125240 + Penalty 3079.801888 = -1571566.323352 nChanged 56 SP:Iteration 27Q (2369.274572 sec): 3 clusters Score: Raw -1574666.272223 + Penalty 3079.801888 = -1571586.470335 nChanged 48 SP:Iteration 28Q (2369.328749 sec): 3 clusters Score: Raw -1574680.249068 + Penalty 3079.801888 = -1571600.447180 nChanged 46 SP:Iteration 29Q (2369.379723 sec): 3 clusters Score: Raw -1574692.804852 + Penalty 3079.801888 = -1571613.002964 nChanged 38 SP:Iteration 30Q (2369.444835 sec): 3 clusters Score: Raw -1574704.847627 + Penalty 3079.801888 = -1571625.045740 nChanged 32 SP:Iteration 31Q (2369.510996 sec): 3 clusters Score: Raw -1574712.140705 + Penalty 3079.801888 = -1571632.338817 nChanged 19 SP:Iteration 32Q (2369.562926 sec): 3 clusters Score: Raw -1574716.846096 + Penalty 3079.801888 = -1571637.044208 nChanged 23 SP:Iteration 33Q (2369.634437 sec): 3 clusters Score: Raw -1574723.232547 + Penalty 3079.801888 = -1571643.430659 nChanged 22 SP:Iteration 34Q (2369.680960 sec): 3 clusters Score: Raw -1574727.871078 + Penalty 3079.801888 = -1571648.069190 nChanged 12 SP:Iteration 35Q (2369.745359 sec): 3 clusters Score: Raw -1574729.870347 + Penalty 3079.801888 = -1571650.068459 nChanged 15 SP:Iteration 36Q (2369.799986 sec): 3 clusters Score: Raw -1574732.456590 + Penalty 3079.801888 = -1571652.654702 nChanged 11 SP:Iteration 37Q (2369.859668 sec): 3 clusters Score: Raw -1574735.908337 + Penalty 3079.801888 = -1571656.106449 nChanged 13 SP:Iteration 38Q (2369.919844 sec): 3 clusters Score: Raw -1574740.939493 + Penalty 3079.801888 = -1571661.137605 nChanged 10 SP:Iteration 39Q (2369.971953 sec): 3 clusters Score: Raw -1574743.663085 + Penalty 3079.801888 = -1571663.861197 nChanged 11 SP:Iteration 40F (2370.017565 sec): 3 clusters Score: Raw -1574745.558026 + Penalty 3079.801888 = -1571665.756138 nChanged 6 SP:Iteration 41Q (2370.074869 sec): 3 clusters Score: Raw -1574746.965231 + Penalty 3079.801888 = -1571667.163343 nChanged 6 SP:Iteration 42Q (2370.125794 sec): 3 clusters Score: Raw -1574747.753251 + Penalty 3079.801888 = -1571667.951363 nChanged 4 SP:Iteration 43Q (2370.174382 sec): 3 clusters Score: Raw -1574749.233647 + Penalty 3079.801888 = -1571669.431759 nChanged 8 SP:Iteration 44Q (2370.216494 sec): 3 clusters Score: Raw -1574751.963581 + Penalty 3079.801888 = -1571672.161693 nChanged 6 SP:Iteration 45Q (2370.274602 sec): 3 clusters Score: Raw -1574753.532887 + Penalty 3079.801888 = -1571673.730999 nChanged 4 SP:Iteration 46Q (2370.320685 sec): 3 clusters Score: Raw -1574754.491695 + Penalty 3079.801888 = -1571674.689807 nChanged 2 SP:Iteration 47Q (2370.375358 sec): 3 clusters Score: Raw -1574754.626069 + Penalty 3079.801888 = -1571674.824181 nChanged 1 SP:Iteration 48Q (2370.427079 sec): 3 clusters Score: Raw -1574754.717228 + Penalty 3079.801888 = -1571674.915340 nChanged 0 SP:Iteration 49F (2370.479186 sec): 3 clusters Score: Raw -1574754.717228 + Penalty 3079.801888 = -1571674.915340 nChanged 0 Trying to split cluster 11 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2370.505313 sec): 2 clusters Score: Raw -24603.684815 + Penalty 864.194499 = -23739.490316 nChanged 0 SP: Assigned 3 initial classes randomly. Unmasked E-step: Deleting class 1 (96 points): covariance matrix is singular SP:Iteration 0F (2370.521721 sec): 3 clusters Score: Raw -27754.632457 + Penalty 1728.388998 = -26026.243459 nChanged 77 Unmasked E-step: Deleting class 2 (183 points): covariance matrix is singular SP:Iteration 1F (2370.522200 sec): 2 clusters Score: Raw 1542982906715971.250000 + Penalty 864.194499 = 1542982906716835.500000 nChanged 21 SP:Iteration 2F (2370.522421 sec): 1 clusters Score: Raw 1085.894033 + Penalty 0.000000 = 1085.894033 nChanged 204 SP:Iteration 3F (2370.522640 sec): 1 clusters Score: Raw 0.000000 + Penalty 0.000000 = 0.000000 nChanged 0 Split failed - leaving alone Trying to split cluster 12 (14292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2370.552743 sec): 2 clusters Score: Raw -1787276.088236 + Penalty 1554.711473 = -1785721.376763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2370.612133 sec): 3 clusters Score: Raw -1778884.649842 + Penalty 3109.422946 = -1775775.226896 nChanged 6360 SP:Iteration 1F (2370.672635 sec): 3 clusters Score: Raw -1782278.609333 + Penalty 3109.422946 = -1779169.186387 nChanged 849 SP:Iteration 2F (2370.738319 sec): 3 clusters Score: Raw -1782644.130756 + Penalty 3109.422946 = -1779534.707810 nChanged 810 SP:Iteration 3F (2370.801138 sec): 3 clusters Score: Raw -1783070.853988 + Penalty 3109.422946 = -1779961.431042 nChanged 860 SP:Iteration 4F (2370.865855 sec): 3 clusters Score: Raw -1783599.723583 + Penalty 3109.422946 = -1780490.300636 nChanged 918 SP:Iteration 5F (2370.919315 sec): 3 clusters Score: Raw -1784254.785865 + Penalty 3109.422946 = -1781145.362919 nChanged 990 SP:Iteration 6F (2370.979676 sec): 3 clusters Score: Raw -1785075.061677 + Penalty 3109.422946 = -1781965.638731 nChanged 953 SP:Iteration 7F (2371.038602 sec): 3 clusters Score: Raw -1785916.902514 + Penalty 3109.422946 = -1782807.479567 nChanged 728 SP:Iteration 8F (2371.087905 sec): 3 clusters Score: Raw -1786562.214731 + Penalty 3109.422946 = -1783452.791785 nChanged 514 SP:Iteration 9Q (2371.147572 sec): 3 clusters Score: Raw -1786960.358139 + Penalty 3109.422946 = -1783850.935193 nChanged 323 SP:Iteration 10Q (2371.211328 sec): 3 clusters Score: Raw -1787170.909481 + Penalty 3109.422946 = -1784061.486535 nChanged 206 SP:Iteration 11Q (2371.251856 sec): 3 clusters Score: Raw -1787271.181832 + Penalty 3109.422946 = -1784161.758886 nChanged 117 SP:Iteration 12Q (2371.301060 sec): 3 clusters Score: Raw -1787316.790129 + Penalty 3109.422946 = -1784207.367183 nChanged 92 SP:Iteration 13Q (2371.348335 sec): 3 clusters Score: Raw -1787349.949856 + Penalty 3109.422946 = -1784240.526910 nChanged 76 SP:Iteration 14Q (2371.401734 sec): 3 clusters Score: Raw -1787379.057168 + Penalty 3109.422946 = -1784269.634222 nChanged 56 SP:Iteration 15Q (2371.455929 sec): 3 clusters Score: Raw -1787399.814221 + Penalty 3109.422946 = -1784290.391275 nChanged 56 SP:Iteration 16Q (2371.509661 sec): 3 clusters Score: Raw -1787423.070052 + Penalty 3109.422946 = -1784313.647105 nChanged 59 SP:Iteration 17Q (2371.564540 sec): 3 clusters Score: Raw -1787443.885838 + Penalty 3109.422946 = -1784334.462892 nChanged 55 SP:Iteration 18Q (2371.620316 sec): 3 clusters Score: Raw -1787460.624412 + Penalty 3109.422946 = -1784351.201466 nChanged 48 SP:Iteration 19Q (2371.673860 sec): 3 clusters Score: Raw -1787476.903646 + Penalty 3109.422946 = -1784367.480699 nChanged 51 SP:Iteration 20F (2371.729839 sec): 3 clusters Score: Raw -1787495.752140 + Penalty 3109.422946 = -1784386.329194 nChanged 51 SP:Iteration 21Q (2371.785901 sec): 3 clusters Score: Raw -1787513.427141 + Penalty 3109.422946 = -1784404.004194 nChanged 38 SP:Iteration 22Q (2371.852665 sec): 3 clusters Score: Raw -1787525.673832 + Penalty 3109.422946 = -1784416.250886 nChanged 40 SP:Iteration 23Q (2371.909036 sec): 3 clusters Score: Raw -1787543.154572 + Penalty 3109.422946 = -1784433.731626 nChanged 45 SP:Iteration 24Q (2371.981352 sec): 3 clusters Score: Raw -1787563.121460 + Penalty 3109.422946 = -1784453.698514 nChanged 51 SP:Iteration 25Q (2372.031788 sec): 3 clusters Score: Raw -1787580.224776 + Penalty 3109.422946 = -1784470.801830 nChanged 35 SP:Iteration 26Q (2372.092934 sec): 3 clusters Score: Raw -1787591.439229 + Penalty 3109.422946 = -1784482.016282 nChanged 32 SP:Iteration 27Q (2372.148971 sec): 3 clusters Score: Raw -1787602.725341 + Penalty 3109.422946 = -1784493.302395 nChanged 27 SP:Iteration 28Q (2372.203541 sec): 3 clusters Score: Raw -1787611.006966 + Penalty 3109.422946 = -1784501.584019 nChanged 27 SP:Iteration 29Q (2372.255274 sec): 3 clusters Score: Raw -1787619.211516 + Penalty 3109.422946 = -1784509.788570 nChanged 21 SP:Iteration 30Q (2372.304725 sec): 3 clusters Score: Raw -1787627.711646 + Penalty 3109.422946 = -1784518.288700 nChanged 24 SP:Iteration 31Q (2372.353175 sec): 3 clusters Score: Raw -1787638.061682 + Penalty 3109.422946 = -1784528.638736 nChanged 30 SP:Iteration 32Q (2372.406469 sec): 3 clusters Score: Raw -1787652.614594 + Penalty 3109.422946 = -1784543.191647 nChanged 34 SP:Iteration 33Q (2372.460835 sec): 3 clusters Score: Raw -1787666.311989 + Penalty 3109.422946 = -1784556.889042 nChanged 24 SP:Iteration 34Q (2372.518515 sec): 3 clusters Score: Raw -1787678.500614 + Penalty 3109.422946 = -1784569.077668 nChanged 23 SP:Iteration 35Q (2372.564757 sec): 3 clusters Score: Raw -1787691.510525 + Penalty 3109.422946 = -1784582.087579 nChanged 18 SP:Iteration 36Q (2372.610565 sec): 3 clusters Score: Raw -1787699.434525 + Penalty 3109.422946 = -1784590.011579 nChanged 16 SP:Iteration 37Q (2372.662673 sec): 3 clusters Score: Raw -1787707.251068 + Penalty 3109.422946 = -1784597.828122 nChanged 12 SP:Iteration 38Q (2372.723459 sec): 3 clusters Score: Raw -1787710.780081 + Penalty 3109.422946 = -1784601.357135 nChanged 8 SP:Iteration 39Q (2372.774273 sec): 3 clusters Score: Raw -1787714.389675 + Penalty 3109.422946 = -1784604.966729 nChanged 8 SP:Iteration 40F (2372.827513 sec): 3 clusters Score: Raw -1787716.520087 + Penalty 3109.422946 = -1784607.097141 nChanged 7 SP:Iteration 41Q (2372.872629 sec): 3 clusters Score: Raw -1787718.221173 + Penalty 3109.422946 = -1784608.798227 nChanged 3 SP:Iteration 42Q (2372.928833 sec): 3 clusters Score: Raw -1787718.880165 + Penalty 3109.422946 = -1784609.457218 nChanged 0 SP:Iteration 43F (2372.974747 sec): 3 clusters Score: Raw -1787718.880165 + Penalty 3109.422946 = -1784609.457218 nChanged 0 Trying to split cluster 13 (10768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2373.002633 sec): 2 clusters Score: Raw -1338900.381549 + Penalty 1508.704283 = -1337391.677265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2373.054567 sec): 3 clusters Score: Raw -1332847.242060 + Penalty 3017.408567 = -1329829.833493 nChanged 4635 SP:Iteration 1F (2373.116037 sec): 3 clusters Score: Raw -1335592.342059 + Penalty 3017.408567 = -1332574.933492 nChanged 727 SP:Iteration 2F (2373.164228 sec): 3 clusters Score: Raw -1336072.013474 + Penalty 3017.408567 = -1333054.604907 nChanged 697 SP:Iteration 3F (2373.210182 sec): 3 clusters Score: Raw -1336531.391095 + Penalty 3017.408567 = -1333513.982528 nChanged 654 SP:Iteration 4F (2373.258910 sec): 3 clusters Score: Raw -1337008.473480 + Penalty 3017.408567 = -1333991.064913 nChanged 671 SP:Iteration 5F (2373.312521 sec): 3 clusters Score: Raw -1337491.880121 + Penalty 3017.408567 = -1334474.471554 nChanged 613 SP:Iteration 6F (2373.361738 sec): 3 clusters Score: Raw -1337937.988177 + Penalty 3017.408567 = -1334920.579610 nChanged 589 SP:Iteration 7F (2373.410785 sec): 3 clusters Score: Raw -1338385.978928 + Penalty 3017.408567 = -1335368.570361 nChanged 554 SP:Iteration 8F (2373.456556 sec): 3 clusters Score: Raw -1338775.076441 + Penalty 3017.408567 = -1335757.667874 nChanged 452 SP:Iteration 9Q (2373.496895 sec): 3 clusters Score: Raw -1339083.302303 + Penalty 3017.408567 = -1336065.893737 nChanged 381 SP:Iteration 10Q (2373.548352 sec): 3 clusters Score: Raw -1339372.433149 + Penalty 3017.408567 = -1336355.024582 nChanged 320 SP:Iteration 11Q (2373.600627 sec): 3 clusters Score: Raw -1339600.393225 + Penalty 3017.408567 = -1336582.984658 nChanged 234 SP:Iteration 12Q (2373.649824 sec): 3 clusters Score: Raw -1339743.344783 + Penalty 3017.408567 = -1336725.936216 nChanged 187 SP:Iteration 13Q (2373.705990 sec): 3 clusters Score: Raw -1339838.531447 + Penalty 3017.408567 = -1336821.122881 nChanged 151 SP:Iteration 14Q (2373.747705 sec): 3 clusters Score: Raw -1339903.142090 + Penalty 3017.408567 = -1336885.733523 nChanged 132 SP:Iteration 15Q (2373.798888 sec): 3 clusters Score: Raw -1339974.255210 + Penalty 3017.408567 = -1336956.846643 nChanged 117 SP:Iteration 16Q (2373.851741 sec): 3 clusters Score: Raw -1340039.296242 + Penalty 3017.408567 = -1337021.887675 nChanged 119 SP:Iteration 17Q (2373.901727 sec): 3 clusters Score: Raw -1340111.273025 + Penalty 3017.408567 = -1337093.864458 nChanged 115 SP:Iteration 18Q (2373.951522 sec): 3 clusters Score: Raw -1340181.893240 + Penalty 3017.408567 = -1337164.484673 nChanged 98 SP:Iteration 19Q (2373.999743 sec): 3 clusters Score: Raw -1340234.684068 + Penalty 3017.408567 = -1337217.275501 nChanged 75 SP:Iteration 20F (2374.049225 sec): 3 clusters Score: Raw -1340273.680254 + Penalty 3017.408567 = -1337256.271688 nChanged 58 SP:Iteration 21Q (2374.099346 sec): 3 clusters Score: Raw -1340303.314229 + Penalty 3017.408567 = -1337285.905663 nChanged 58 SP:Iteration 22Q (2374.150044 sec): 3 clusters Score: Raw -1340333.651074 + Penalty 3017.408567 = -1337316.242507 nChanged 53 SP:Iteration 23Q (2374.199441 sec): 3 clusters Score: Raw -1340360.119769 + Penalty 3017.408567 = -1337342.711202 nChanged 48 SP:Iteration 24Q (2374.246933 sec): 3 clusters Score: Raw -1340383.951648 + Penalty 3017.408567 = -1337366.543081 nChanged 45 SP:Iteration 25Q (2374.296084 sec): 3 clusters Score: Raw -1340405.641360 + Penalty 3017.408567 = -1337388.232793 nChanged 33 SP:Iteration 26Q (2374.349201 sec): 3 clusters Score: Raw -1340421.986807 + Penalty 3017.408567 = -1337404.578240 nChanged 26 SP:Iteration 27Q (2374.404780 sec): 3 clusters Score: Raw -1340429.706873 + Penalty 3017.408567 = -1337412.298306 nChanged 15 SP:Iteration 28Q (2374.451571 sec): 3 clusters Score: Raw -1340434.244510 + Penalty 3017.408567 = -1337416.835943 nChanged 15 SP:Iteration 29Q (2374.501340 sec): 3 clusters Score: Raw -1340438.570878 + Penalty 3017.408567 = -1337421.162312 nChanged 11 SP:Iteration 30Q (2374.546109 sec): 3 clusters Score: Raw -1340441.195805 + Penalty 3017.408567 = -1337423.787238 nChanged 10 SP:Iteration 31Q (2374.595486 sec): 3 clusters Score: Raw -1340444.562607 + Penalty 3017.408567 = -1337427.154040 nChanged 10 SP:Iteration 32Q (2374.642511 sec): 3 clusters Score: Raw -1340448.564181 + Penalty 3017.408567 = -1337431.155614 nChanged 11 SP:Iteration 33Q (2374.692219 sec): 3 clusters Score: Raw -1340453.164628 + Penalty 3017.408567 = -1337435.756061 nChanged 9 SP:Iteration 34Q (2374.748460 sec): 3 clusters Score: Raw -1340455.465871 + Penalty 3017.408567 = -1337438.057304 nChanged 10 SP:Iteration 35Q (2374.795356 sec): 3 clusters Score: Raw -1340458.029757 + Penalty 3017.408567 = -1337440.621190 nChanged 7 SP:Iteration 36Q (2374.835384 sec): 3 clusters Score: Raw -1340459.735493 + Penalty 3017.408567 = -1337442.326926 nChanged 4 SP:Iteration 37Q (2374.883676 sec): 3 clusters Score: Raw -1340461.070439 + Penalty 3017.408567 = -1337443.661872 nChanged 4 SP:Iteration 38Q (2374.935978 sec): 3 clusters Score: Raw -1340462.210447 + Penalty 3017.408567 = -1337444.801880 nChanged 2 SP:Iteration 39Q (2374.983765 sec): 3 clusters Score: Raw -1340463.197454 + Penalty 3017.408567 = -1337445.788887 nChanged 1 SP:Iteration 40F (2375.039282 sec): 3 clusters Score: Raw -1340463.670477 + Penalty 3017.408567 = -1337446.261911 nChanged 4 SP:Iteration 41Q (2375.079752 sec): 3 clusters Score: Raw -1340464.706108 + Penalty 3017.408567 = -1337447.297541 nChanged 6 SP:Iteration 42Q (2375.126944 sec): 3 clusters Score: Raw -1340466.218570 + Penalty 3017.408567 = -1337448.810003 nChanged 2 SP:Iteration 43Q (2375.178672 sec): 3 clusters Score: Raw -1340466.678401 + Penalty 3017.408567 = -1337449.269834 nChanged 2 SP:Iteration 44Q (2375.227657 sec): 3 clusters Score: Raw -1340467.236879 + Penalty 3017.408567 = -1337449.828312 nChanged 2 SP:Iteration 45Q (2375.276123 sec): 3 clusters Score: Raw -1340467.781582 + Penalty 3017.408567 = -1337450.373015 nChanged 2 SP:Iteration 46Q (2375.322998 sec): 3 clusters Score: Raw -1340468.191159 + Penalty 3017.408567 = -1337450.782592 nChanged 3 SP:Iteration 47Q (2375.373064 sec): 3 clusters Score: Raw -1340468.785179 + Penalty 3017.408567 = -1337451.376612 nChanged 3 SP:Iteration 48Q (2375.424090 sec): 3 clusters Score: Raw -1340469.941738 + Penalty 3017.408567 = -1337452.533171 nChanged 3 SP:Iteration 49Q (2375.473360 sec): 3 clusters Score: Raw -1340470.925214 + Penalty 3017.408567 = -1337453.516647 nChanged 0 SP:Iteration 50F (2375.522553 sec): 3 clusters Score: Raw -1340470.925214 + Penalty 3017.408567 = -1337453.516647 nChanged 0 Score: Raw -40679353.006790 + Penalty 45505.499431 = -40633847.507359 Splitting cluster 13 changes total score from -40634345.395486 to -40633847.507359 So it's not getting split. Trying to split cluster 14 (95075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2379.686628 sec): 2 clusters Score: Raw -11890498.705306 + Penalty 1862.643467 = -11888636.061840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2379.849838 sec): 3 clusters Score: Raw -11829206.210685 + Penalty 3725.286933 = -11825480.923752 nChanged 45310 SP:Iteration 1F (2380.011914 sec): 3 clusters Score: Raw -11882183.397247 + Penalty 3725.286933 = -11878458.110314 nChanged 12889 SP:Iteration 2F (2380.167047 sec): 3 clusters Score: Raw -11901475.010310 + Penalty 3725.286933 = -11897749.723377 nChanged 11708 SP:Iteration 3F (2380.325911 sec): 3 clusters Score: Raw -11926262.017876 + Penalty 3725.286933 = -11922536.730943 nChanged 10003 SP:Iteration 4F (2380.480278 sec): 3 clusters Score: Raw -11956342.011169 + Penalty 3725.286933 = -11952616.724236 nChanged 7178 SP:Iteration 5F (2380.628614 sec): 3 clusters Score: Raw -12004666.683656 + Penalty 3725.286933 = -12000941.396723 nChanged 3403 SP:Iteration 6Q (2380.765079 sec): 3 clusters Score: Raw -12133251.440676 + Penalty 3725.286933 = -12129526.153743 nChanged 335 Unmasked E-step: Deleting class 1 (6072 points): covariance matrix is singular SP:Iteration 7Q (2380.873530 sec): 3 clusters Score: Raw -12133598.859153 + Penalty 3725.286933 = -12129873.572220 nChanged 2 SP:Iteration 8Q (2380.968996 sec): 2 clusters Score: Raw -11838872.553921 + Penalty 1862.643467 = -11837009.910455 nChanged 6070 SP:Iteration 9F (2381.067054 sec): 2 clusters Score: Raw -11890498.705306 + Penalty 1862.643467 = -11888636.061840 nChanged 0 Trying to split cluster 15 (21960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2381.106298 sec): 2 clusters Score: Raw -2772041.644282 + Penalty 1624.508908 = -2770417.135374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2381.177373 sec): 3 clusters Score: Raw -2758621.082654 + Penalty 3249.017816 = -2755372.064838 nChanged 10048 SP:Iteration 1F (2381.252548 sec): 3 clusters Score: Raw -2764314.429911 + Penalty 3249.017816 = -2761065.412095 nChanged 1179 SP:Iteration 2F (2381.324048 sec): 3 clusters Score: Raw -2764787.572388 + Penalty 3249.017816 = -2761538.554572 nChanged 1103 SP:Iteration 3F (2381.381660 sec): 3 clusters Score: Raw -2765313.694751 + Penalty 3249.017816 = -2762064.676935 nChanged 1098 SP:Iteration 4Q (2381.449588 sec): 3 clusters Score: Raw -2765846.792443 + Penalty 3249.017816 = -2762597.774627 nChanged 1159 SP:Iteration 5F (2381.520584 sec): 3 clusters Score: Raw -2766452.306002 + Penalty 3249.017816 = -2763203.288186 nChanged 1179 SP:Iteration 6F (2381.584115 sec): 3 clusters Score: Raw -2767095.196798 + Penalty 3249.017816 = -2763846.178982 nChanged 1193 SP:Iteration 7F (2381.646006 sec): 3 clusters Score: Raw -2767855.620480 + Penalty 3249.017816 = -2764606.602664 nChanged 1235 SP:Iteration 8F (2381.713033 sec): 3 clusters Score: Raw -2768714.723048 + Penalty 3249.017816 = -2765465.705232 nChanged 1142 SP:Iteration 9F (2381.769997 sec): 3 clusters Score: Raw -2769480.513456 + Penalty 3249.017816 = -2766231.495640 nChanged 915 SP:Iteration 10Q (2381.841700 sec): 3 clusters Score: Raw -2769965.435334 + Penalty 3249.017816 = -2766716.417518 nChanged 635 SP:Iteration 11Q (2381.915658 sec): 3 clusters Score: Raw -2770189.115221 + Penalty 3249.017816 = -2766940.097405 nChanged 398 SP:Iteration 12Q (2381.993261 sec): 3 clusters Score: Raw -2770297.251351 + Penalty 3249.017816 = -2767048.233535 nChanged 288 SP:Iteration 13Q (2382.053418 sec): 3 clusters Score: Raw -2770381.845325 + Penalty 3249.017816 = -2767132.827508 nChanged 278 SP:Iteration 14Q (2382.130220 sec): 3 clusters Score: Raw -2770461.601501 + Penalty 3249.017816 = -2767212.583685 nChanged 257 SP:Iteration 15Q (2382.200913 sec): 3 clusters Score: Raw -2770528.351847 + Penalty 3249.017816 = -2767279.334031 nChanged 226 SP:Iteration 16Q (2382.269773 sec): 3 clusters Score: Raw -2770589.181761 + Penalty 3249.017816 = -2767340.163945 nChanged 203 SP:Iteration 17Q (2382.333759 sec): 3 clusters Score: Raw -2770646.280101 + Penalty 3249.017816 = -2767397.262285 nChanged 210 SP:Iteration 18Q (2382.408908 sec): 3 clusters Score: Raw -2770702.691170 + Penalty 3249.017816 = -2767453.673354 nChanged 208 SP:Iteration 19Q (2382.480951 sec): 3 clusters Score: Raw -2770751.547341 + Penalty 3249.017816 = -2767502.529525 nChanged 186 SP:Iteration 20F (2382.547649 sec): 3 clusters Score: Raw -2770791.384858 + Penalty 3249.017816 = -2767542.367041 nChanged 176 SP:Iteration 21Q (2382.615777 sec): 3 clusters Score: Raw -2770828.378268 + Penalty 3249.017816 = -2767579.360452 nChanged 170 SP:Iteration 22Q (2382.693892 sec): 3 clusters Score: Raw -2770864.217861 + Penalty 3249.017816 = -2767615.200045 nChanged 168 SP:Iteration 23Q (2382.762087 sec): 3 clusters Score: Raw -2770896.027443 + Penalty 3249.017816 = -2767647.009627 nChanged 146 SP:Iteration 24Q (2382.821200 sec): 3 clusters Score: Raw -2770927.264503 + Penalty 3249.017816 = -2767678.246687 nChanged 144 SP:Iteration 25Q (2382.889326 sec): 3 clusters Score: Raw -2770955.311048 + Penalty 3249.017816 = -2767706.293232 nChanged 133 SP:Iteration 26Q (2382.956647 sec): 3 clusters Score: Raw -2770981.980106 + Penalty 3249.017816 = -2767732.962290 nChanged 141 SP:Iteration 27Q (2383.022151 sec): 3 clusters Score: Raw -2771009.343313 + Penalty 3249.017816 = -2767760.325496 nChanged 133 SP:Iteration 28Q (2383.102127 sec): 3 clusters Score: Raw -2771037.672277 + Penalty 3249.017816 = -2767788.654461 nChanged 157 SP:Iteration 29Q (2383.170930 sec): 3 clusters Score: Raw -2771071.399431 + Penalty 3249.017816 = -2767822.381615 nChanged 145 SP:Iteration 30Q (2383.242983 sec): 3 clusters Score: Raw -2771102.218656 + Penalty 3249.017816 = -2767853.200840 nChanged 138 SP:Iteration 31Q (2383.312530 sec): 3 clusters Score: Raw -2771127.082374 + Penalty 3249.017816 = -2767878.064558 nChanged 117 SP:Iteration 32Q (2383.377493 sec): 3 clusters Score: Raw -2771149.408079 + Penalty 3249.017816 = -2767900.390263 nChanged 142 SP:Iteration 33Q (2383.447545 sec): 3 clusters Score: Raw -2771177.767294 + Penalty 3249.017816 = -2767928.749478 nChanged 152 SP:Iteration 34Q (2383.518395 sec): 3 clusters Score: Raw -2771210.224596 + Penalty 3249.017816 = -2767961.206780 nChanged 137 SP:Iteration 35Q (2383.593188 sec): 3 clusters Score: Raw -2771235.087713 + Penalty 3249.017816 = -2767986.069896 nChanged 130 SP:Iteration 36Q (2383.659687 sec): 3 clusters Score: Raw -2771259.456824 + Penalty 3249.017816 = -2768010.439008 nChanged 133 SP:Iteration 37Q (2383.723141 sec): 3 clusters Score: Raw -2771282.863721 + Penalty 3249.017816 = -2768033.845905 nChanged 133 SP:Iteration 38Q (2383.795766 sec): 3 clusters Score: Raw -2771309.754490 + Penalty 3249.017816 = -2768060.736674 nChanged 158 SP:Iteration 39Q (2383.854941 sec): 3 clusters Score: Raw -2771342.434248 + Penalty 3249.017816 = -2768093.416432 nChanged 169 SP:Iteration 40F (2383.925173 sec): 3 clusters Score: Raw -2771380.864767 + Penalty 3249.017816 = -2768131.846951 nChanged 173 SP:Iteration 41Q (2383.994263 sec): 3 clusters Score: Raw -2771425.986759 + Penalty 3249.017816 = -2768176.968943 nChanged 196 SP:Iteration 42Q (2384.067541 sec): 3 clusters Score: Raw -2771477.724152 + Penalty 3249.017816 = -2768228.706336 nChanged 198 SP:Iteration 43Q (2384.139693 sec): 3 clusters Score: Raw -2771531.592504 + Penalty 3249.017816 = -2768282.574688 nChanged 202 SP:Iteration 44Q (2384.211800 sec): 3 clusters Score: Raw -2771586.529282 + Penalty 3249.017816 = -2768337.511466 nChanged 221 SP:Iteration 45Q (2384.281238 sec): 3 clusters Score: Raw -2771650.379037 + Penalty 3249.017816 = -2768401.361221 nChanged 194 SP:Iteration 46Q (2384.362310 sec): 3 clusters Score: Raw -2771702.848848 + Penalty 3249.017816 = -2768453.831032 nChanged 197 SP:Iteration 47Q (2384.429166 sec): 3 clusters Score: Raw -2771758.654608 + Penalty 3249.017816 = -2768509.636792 nChanged 188 SP:Iteration 48Q (2384.494680 sec): 3 clusters Score: Raw -2771809.270055 + Penalty 3249.017816 = -2768560.252239 nChanged 175 SP:Iteration 49Q (2384.566505 sec): 3 clusters Score: Raw -2771861.594801 + Penalty 3249.017816 = -2768612.576985 nChanged 195 SP:Iteration 50Q (2384.630181 sec): 3 clusters Score: Raw -2771923.871680 + Penalty 3249.017816 = -2768674.853864 nChanged 204 SP:Iteration 51Q (2384.693345 sec): 3 clusters Score: Raw -2771992.171477 + Penalty 3249.017816 = -2768743.153661 nChanged 214 SP:Iteration 52Q (2384.762020 sec): 3 clusters Score: Raw -2772066.013929 + Penalty 3249.017816 = -2768816.996113 nChanged 194 SP:Iteration 53Q (2384.827439 sec): 3 clusters Score: Raw -2772134.936041 + Penalty 3249.017816 = -2768885.918224 nChanged 167 SP:Iteration 54Q (2384.896260 sec): 3 clusters Score: Raw -2772199.611582 + Penalty 3249.017816 = -2768950.593766 nChanged 184 SP:Iteration 55Q (2384.969650 sec): 3 clusters Score: Raw -2772278.466638 + Penalty 3249.017816 = -2769029.448822 nChanged 186 SP:Iteration 56Q (2385.045429 sec): 3 clusters Score: Raw -2772353.305167 + Penalty 3249.017816 = -2769104.287351 nChanged 167 SP:Iteration 57Q (2385.115623 sec): 3 clusters Score: Raw -2772424.095482 + Penalty 3249.017816 = -2769175.077666 nChanged 176 SP:Iteration 58Q (2385.175152 sec): 3 clusters Score: Raw -2772508.990408 + Penalty 3249.017816 = -2769259.972592 nChanged 163 SP:Iteration 59Q (2385.250961 sec): 3 clusters Score: Raw -2772592.222936 + Penalty 3249.017816 = -2769343.205119 nChanged 135 SP:Iteration 60F (2385.322274 sec): 3 clusters Score: Raw -2772667.527709 + Penalty 3249.017816 = -2769418.509893 nChanged 118 SP:Iteration 61Q (2385.363779 sec): 3 clusters Score: Raw -2772720.472127 + Penalty 3249.017816 = -2769471.454311 nChanged 68 SP:Iteration 62Q (2385.442999 sec): 3 clusters Score: Raw -2772746.701687 + Penalty 3249.017816 = -2769497.683870 nChanged 66 SP:Iteration 63Q (2385.500649 sec): 3 clusters Score: Raw -2772768.283754 + Penalty 3249.017816 = -2769519.265938 nChanged 56 SP:Iteration 64Q (2385.575139 sec): 3 clusters Score: Raw -2772787.076515 + Penalty 3249.017816 = -2769538.058699 nChanged 60 SP:Iteration 65Q (2385.643998 sec): 3 clusters Score: Raw -2772806.106295 + Penalty 3249.017816 = -2769557.088479 nChanged 56 SP:Iteration 66Q (2385.712507 sec): 3 clusters Score: Raw -2772823.876885 + Penalty 3249.017816 = -2769574.859069 nChanged 44 SP:Iteration 67Q (2385.777079 sec): 3 clusters Score: Raw -2772837.094364 + Penalty 3249.017816 = -2769588.076548 nChanged 50 SP:Iteration 68Q (2385.841278 sec): 3 clusters Score: Raw -2772853.558522 + Penalty 3249.017816 = -2769604.540706 nChanged 46 SP:Iteration 69Q (2385.902378 sec): 3 clusters Score: Raw -2772867.503091 + Penalty 3249.017816 = -2769618.485275 nChanged 35 SP:Iteration 70Q (2385.972663 sec): 3 clusters Score: Raw -2772878.990980 + Penalty 3249.017816 = -2769629.973164 nChanged 34 SP:Iteration 71Q (2386.037621 sec): 3 clusters Score: Raw -2772888.932450 + Penalty 3249.017816 = -2769639.914634 nChanged 33 SP:Iteration 72Q (2386.102130 sec): 3 clusters Score: Raw -2772898.965426 + Penalty 3249.017816 = -2769649.947609 nChanged 26 SP:Iteration 73Q (2386.167904 sec): 3 clusters Score: Raw -2772909.243951 + Penalty 3249.017816 = -2769660.226134 nChanged 28 SP:Iteration 74Q (2386.230252 sec): 3 clusters Score: Raw -2772918.241695 + Penalty 3249.017816 = -2769669.223879 nChanged 24 SP:Iteration 75Q (2386.297445 sec): 3 clusters Score: Raw -2772924.756558 + Penalty 3249.017816 = -2769675.738742 nChanged 15 SP:Iteration 76Q (2386.359198 sec): 3 clusters Score: Raw -2772928.723574 + Penalty 3249.017816 = -2769679.705757 nChanged 15 SP:Iteration 77Q (2386.426665 sec): 3 clusters Score: Raw -2772933.523947 + Penalty 3249.017816 = -2769684.506131 nChanged 11 SP:Iteration 78Q (2386.488376 sec): 3 clusters Score: Raw -2772935.929801 + Penalty 3249.017816 = -2769686.911984 nChanged 5 SP:Iteration 79Q (2386.561181 sec): 3 clusters Score: Raw -2772936.743108 + Penalty 3249.017816 = -2769687.725292 nChanged 2 SP:Iteration 80F (2386.617680 sec): 3 clusters Score: Raw -2772937.542136 + Penalty 3249.017816 = -2769688.524320 nChanged 1 SP:Iteration 81Q (2386.687362 sec): 3 clusters Score: Raw -2772937.728480 + Penalty 3249.017816 = -2769688.710664 nChanged 1 SP:Iteration 82Q (2386.747704 sec): 3 clusters Score: Raw -2772938.055557 + Penalty 3249.017816 = -2769689.037741 nChanged 2 SP:Iteration 83Q (2386.806657 sec): 3 clusters Score: Raw -2772938.583409 + Penalty 3249.017816 = -2769689.565593 nChanged 1 SP:Iteration 84Q (2386.865335 sec): 3 clusters Score: Raw -2772938.775636 + Penalty 3249.017816 = -2769689.757820 nChanged 1 SP:Iteration 85Q (2386.929281 sec): 3 clusters Score: Raw -2772938.928384 + Penalty 3249.017816 = -2769689.910568 nChanged 0 SP:Iteration 86F (2386.988434 sec): 3 clusters Score: Raw -2772938.928384 + Penalty 3249.017816 = -2769689.910568 nChanged 0 Trying to split cluster 16 (21840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2387.030857 sec): 2 clusters Score: Raw -2524778.789145 + Penalty 1623.618495 = -2523155.170650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2387.086678 sec): 3 clusters Score: Raw -2511518.408054 + Penalty 3247.236990 = -2508271.171064 nChanged 9904 SP:Iteration 1F (2387.156822 sec): 3 clusters Score: Raw -2517016.145170 + Penalty 3247.236990 = -2513768.908181 nChanged 1271 SP:Iteration 2F (2387.224477 sec): 3 clusters Score: Raw -2517592.648821 + Penalty 3247.236990 = -2514345.411832 nChanged 1224 SP:Iteration 3F (2387.294196 sec): 3 clusters Score: Raw -2518161.461488 + Penalty 3247.236990 = -2514914.224499 nChanged 1171 SP:Iteration 4F (2387.360687 sec): 3 clusters Score: Raw -2518738.309349 + Penalty 3247.236990 = -2515491.072360 nChanged 1181 SP:Iteration 5F (2387.420873 sec): 3 clusters Score: Raw -2519363.193165 + Penalty 3247.236990 = -2516115.956175 nChanged 1166 SP:Iteration 6F (2387.492184 sec): 3 clusters Score: Raw -2520067.694286 + Penalty 3247.236990 = -2516820.457296 nChanged 1178 SP:Iteration 7F (2387.560880 sec): 3 clusters Score: Raw -2520898.990269 + Penalty 3247.236990 = -2517651.753279 nChanged 1129 SP:Iteration 8F (2387.628184 sec): 3 clusters Score: Raw -2521725.989670 + Penalty 3247.236990 = -2518478.752680 nChanged 1023 SP:Iteration 9Q (2387.695054 sec): 3 clusters Score: Raw -2522389.749082 + Penalty 3247.236990 = -2519142.512093 nChanged 802 SP:Iteration 10Q (2387.759790 sec): 3 clusters Score: Raw -2522786.802923 + Penalty 3247.236990 = -2519539.565933 nChanged 581 SP:Iteration 11Q (2387.826857 sec): 3 clusters Score: Raw -2523015.321722 + Penalty 3247.236990 = -2519768.084732 nChanged 408 SP:Iteration 12Q (2387.892826 sec): 3 clusters Score: Raw -2523144.785824 + Penalty 3247.236990 = -2519897.548834 nChanged 325 SP:Iteration 13Q (2387.949948 sec): 3 clusters Score: Raw -2523239.771439 + Penalty 3247.236990 = -2519992.534449 nChanged 254 SP:Iteration 14Q (2388.021461 sec): 3 clusters Score: Raw -2523309.725548 + Penalty 3247.236990 = -2520062.488559 nChanged 238 SP:Iteration 15Q (2388.091611 sec): 3 clusters Score: Raw -2523375.824339 + Penalty 3247.236990 = -2520128.587349 nChanged 204 SP:Iteration 16Q (2388.147406 sec): 3 clusters Score: Raw -2523430.000658 + Penalty 3247.236990 = -2520182.763668 nChanged 215 SP:Iteration 17Q (2388.214117 sec): 3 clusters Score: Raw -2523489.177515 + Penalty 3247.236990 = -2520241.940525 nChanged 216 SP:Iteration 18Q (2388.288317 sec): 3 clusters Score: Raw -2523546.721200 + Penalty 3247.236990 = -2520299.484211 nChanged 195 SP:Iteration 19Q (2388.350580 sec): 3 clusters Score: Raw -2523599.675068 + Penalty 3247.236990 = -2520352.438079 nChanged 197 SP:Iteration 20F (2388.410216 sec): 3 clusters Score: Raw -2523648.997536 + Penalty 3247.236990 = -2520401.760547 nChanged 196 SP:Iteration 21Q (2388.484271 sec): 3 clusters Score: Raw -2523696.899537 + Penalty 3247.236990 = -2520449.662547 nChanged 192 SP:Iteration 22Q (2388.550569 sec): 3 clusters Score: Raw -2523747.893889 + Penalty 3247.236990 = -2520500.656899 nChanged 179 SP:Iteration 23Q (2388.609801 sec): 3 clusters Score: Raw -2523799.367263 + Penalty 3247.236990 = -2520552.130274 nChanged 190 SP:Iteration 24Q (2388.667386 sec): 3 clusters Score: Raw -2523856.158845 + Penalty 3247.236990 = -2520608.921856 nChanged 194 SP:Iteration 25Q (2388.744091 sec): 3 clusters Score: Raw -2523924.504514 + Penalty 3247.236990 = -2520677.267524 nChanged 224 SP:Iteration 26Q (2388.799839 sec): 3 clusters Score: Raw -2524008.283296 + Penalty 3247.236990 = -2520761.046307 nChanged 220 SP:Iteration 27Q (2388.865856 sec): 3 clusters Score: Raw -2524088.133549 + Penalty 3247.236990 = -2520840.896559 nChanged 224 SP:Iteration 28Q (2388.929112 sec): 3 clusters Score: Raw -2524169.764092 + Penalty 3247.236990 = -2520922.527102 nChanged 217 SP:Iteration 29Q (2388.995718 sec): 3 clusters Score: Raw -2524246.664187 + Penalty 3247.236990 = -2520999.427197 nChanged 212 SP:Iteration 30Q (2389.059479 sec): 3 clusters Score: Raw -2524324.840230 + Penalty 3247.236990 = -2521077.603240 nChanged 200 SP:Iteration 31Q (2389.135140 sec): 3 clusters Score: Raw -2524403.216580 + Penalty 3247.236990 = -2521155.979590 nChanged 205 SP:Iteration 32Q (2389.191638 sec): 3 clusters Score: Raw -2524496.167375 + Penalty 3247.236990 = -2521248.930386 nChanged 208 SP:Iteration 33Q (2389.252459 sec): 3 clusters Score: Raw -2524583.276033 + Penalty 3247.236990 = -2521336.039043 nChanged 181 SP:Iteration 34Q (2389.326062 sec): 3 clusters Score: Raw -2524653.573701 + Penalty 3247.236990 = -2521406.336711 nChanged 142 SP:Iteration 35Q (2389.383708 sec): 3 clusters Score: Raw -2524710.311030 + Penalty 3247.236990 = -2521463.074040 nChanged 136 SP:Iteration 36Q (2389.444648 sec): 3 clusters Score: Raw -2524769.893186 + Penalty 3247.236990 = -2521522.656196 nChanged 126 SP:Iteration 37Q (2389.517308 sec): 3 clusters Score: Raw -2524818.444335 + Penalty 3247.236990 = -2521571.207346 nChanged 111 SP:Iteration 38Q (2389.572382 sec): 3 clusters Score: Raw -2524860.293521 + Penalty 3247.236990 = -2521613.056532 nChanged 96 SP:Iteration 39Q (2389.635215 sec): 3 clusters Score: Raw -2524893.599550 + Penalty 3247.236990 = -2521646.362561 nChanged 84 SP:Iteration 40F (2389.709921 sec): 3 clusters Score: Raw -2524927.393801 + Penalty 3247.236990 = -2521680.156812 nChanged 84 SP:Iteration 41Q (2389.778192 sec): 3 clusters Score: Raw -2524960.471730 + Penalty 3247.236990 = -2521713.234740 nChanged 76 SP:Iteration 42Q (2389.837843 sec): 3 clusters Score: Raw -2524987.199425 + Penalty 3247.236990 = -2521739.962436 nChanged 60 SP:Iteration 43Q (2389.909185 sec): 3 clusters Score: Raw -2525005.401934 + Penalty 3247.236990 = -2521758.164944 nChanged 49 SP:Iteration 44Q (2389.967479 sec): 3 clusters Score: Raw -2525022.030600 + Penalty 3247.236990 = -2521774.793610 nChanged 52 SP:Iteration 45Q (2390.038329 sec): 3 clusters Score: Raw -2525038.554830 + Penalty 3247.236990 = -2521791.317841 nChanged 47 SP:Iteration 46Q (2390.102829 sec): 3 clusters Score: Raw -2525052.106166 + Penalty 3247.236990 = -2521804.869176 nChanged 49 SP:Iteration 47Q (2390.173431 sec): 3 clusters Score: Raw -2525066.086576 + Penalty 3247.236990 = -2521818.849586 nChanged 35 SP:Iteration 48Q (2390.228572 sec): 3 clusters Score: Raw -2525075.826893 + Penalty 3247.236990 = -2521828.589903 nChanged 30 SP:Iteration 49Q (2390.289326 sec): 3 clusters Score: Raw -2525084.242284 + Penalty 3247.236990 = -2521837.005294 nChanged 28 SP:Iteration 50Q (2390.361047 sec): 3 clusters Score: Raw -2525091.515620 + Penalty 3247.236990 = -2521844.278630 nChanged 29 SP:Iteration 51Q (2390.419925 sec): 3 clusters Score: Raw -2525098.716368 + Penalty 3247.236990 = -2521851.479378 nChanged 31 SP:Iteration 52Q (2390.478560 sec): 3 clusters Score: Raw -2525106.961520 + Penalty 3247.236990 = -2521859.724531 nChanged 27 SP:Iteration 53Q (2390.540462 sec): 3 clusters Score: Raw -2525115.983688 + Penalty 3247.236990 = -2521868.746698 nChanged 37 SP:Iteration 54Q (2390.593857 sec): 3 clusters Score: Raw -2525130.049082 + Penalty 3247.236990 = -2521882.812093 nChanged 38 SP:Iteration 55Q (2390.664156 sec): 3 clusters Score: Raw -2525145.327039 + Penalty 3247.236990 = -2521898.090049 nChanged 42 SP:Iteration 56Q (2390.731494 sec): 3 clusters Score: Raw -2525160.549464 + Penalty 3247.236990 = -2521913.312475 nChanged 40 SP:Iteration 57Q (2390.783713 sec): 3 clusters Score: Raw -2525174.961963 + Penalty 3247.236990 = -2521927.724974 nChanged 33 SP:Iteration 58Q (2390.844738 sec): 3 clusters Score: Raw -2525186.750309 + Penalty 3247.236990 = -2521939.513320 nChanged 26 SP:Iteration 59Q (2390.911442 sec): 3 clusters Score: Raw -2525194.572037 + Penalty 3247.236990 = -2521947.335047 nChanged 19 SP:Iteration 60F (2390.982918 sec): 3 clusters Score: Raw -2525199.463761 + Penalty 3247.236990 = -2521952.226771 nChanged 17 SP:Iteration 61Q (2391.039148 sec): 3 clusters Score: Raw -2525203.898147 + Penalty 3247.236990 = -2521956.661158 nChanged 17 SP:Iteration 62Q (2391.099940 sec): 3 clusters Score: Raw -2525209.851370 + Penalty 3247.236990 = -2521962.614380 nChanged 19 SP:Iteration 63Q (2391.169416 sec): 3 clusters Score: Raw -2525216.099598 + Penalty 3247.236990 = -2521968.862609 nChanged 16 SP:Iteration 64Q (2391.240349 sec): 3 clusters Score: Raw -2525221.925934 + Penalty 3247.236990 = -2521974.688944 nChanged 20 SP:Iteration 65Q (2391.299051 sec): 3 clusters Score: Raw -2525228.059046 + Penalty 3247.236990 = -2521980.822057 nChanged 17 SP:Iteration 66Q (2391.351257 sec): 3 clusters Score: Raw -2525233.106626 + Penalty 3247.236990 = -2521985.869637 nChanged 14 SP:Iteration 67Q (2391.411182 sec): 3 clusters Score: Raw -2525236.415080 + Penalty 3247.236990 = -2521989.178090 nChanged 10 SP:Iteration 68Q (2391.473163 sec): 3 clusters Score: Raw -2525238.969076 + Penalty 3247.236990 = -2521991.732086 nChanged 5 SP:Iteration 69Q (2391.541188 sec): 3 clusters Score: Raw -2525240.662310 + Penalty 3247.236990 = -2521993.425320 nChanged 5 SP:Iteration 70Q (2391.601828 sec): 3 clusters Score: Raw -2525242.060251 + Penalty 3247.236990 = -2521994.823261 nChanged 6 SP:Iteration 71Q (2391.664757 sec): 3 clusters Score: Raw -2525243.890245 + Penalty 3247.236990 = -2521996.653255 nChanged 4 SP:Iteration 72Q (2391.721732 sec): 3 clusters Score: Raw -2525244.509010 + Penalty 3247.236990 = -2521997.272021 nChanged 1 SP:Iteration 73Q (2391.799329 sec): 3 clusters Score: Raw -2525244.612149 + Penalty 3247.236990 = -2521997.375159 nChanged 0 SP:Iteration 74F (2391.852164 sec): 3 clusters Score: Raw -2525244.612149 + Penalty 3247.236990 = -2521997.375159 nChanged 0 Trying to split cluster 17 (17689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2391.896218 sec): 2 clusters Score: Raw -2205257.794192 + Penalty 1589.363467 = -2203668.430725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2391.947367 sec): 3 clusters Score: Raw -2194618.721634 + Penalty 3178.726933 = -2191439.994700 nChanged 7902 SP:Iteration 1F (2392.018810 sec): 3 clusters Score: Raw -2199103.093958 + Penalty 3178.726933 = -2195924.367025 nChanged 1024 SP:Iteration 2F (2392.080498 sec): 3 clusters Score: Raw -2199554.090721 + Penalty 3178.726933 = -2196375.363788 nChanged 987 SP:Iteration 3F (2392.131864 sec): 3 clusters Score: Raw -2200015.359039 + Penalty 3178.726933 = -2196836.632106 nChanged 983 SP:Iteration 4F (2392.187614 sec): 3 clusters Score: Raw -2200544.616755 + Penalty 3178.726933 = -2197365.889822 nChanged 1034 SP:Iteration 5F (2392.247154 sec): 3 clusters Score: Raw -2201168.203766 + Penalty 3178.726933 = -2197989.476833 nChanged 1057 SP:Iteration 6F (2392.307414 sec): 3 clusters Score: Raw -2201925.098323 + Penalty 3178.726933 = -2198746.371390 nChanged 1038 SP:Iteration 7F (2392.370261 sec): 3 clusters Score: Raw -2202762.400840 + Penalty 3178.726933 = -2199583.673907 nChanged 911 SP:Iteration 8F (2392.423010 sec): 3 clusters Score: Raw -2203523.870698 + Penalty 3178.726933 = -2200345.143764 nChanged 685 SP:Iteration 9Q (2392.488444 sec): 3 clusters Score: Raw -2204109.389405 + Penalty 3178.726933 = -2200930.662472 nChanged 543 SP:Iteration 10Q (2392.544394 sec): 3 clusters Score: Raw -2204478.967634 + Penalty 3178.726933 = -2201300.240700 nChanged 365 SP:Iteration 11Q (2392.609781 sec): 3 clusters Score: Raw -2204678.448992 + Penalty 3178.726933 = -2201499.722058 nChanged 291 SP:Iteration 12Q (2392.667137 sec): 3 clusters Score: Raw -2204809.976881 + Penalty 3178.726933 = -2201631.249948 nChanged 230 SP:Iteration 13Q (2392.718759 sec): 3 clusters Score: Raw -2204914.899250 + Penalty 3178.726933 = -2201736.172317 nChanged 187 SP:Iteration 14Q (2392.782129 sec): 3 clusters Score: Raw -2205000.557895 + Penalty 3178.726933 = -2201821.830961 nChanged 170 SP:Iteration 15Q (2392.840700 sec): 3 clusters Score: Raw -2205075.880889 + Penalty 3178.726933 = -2201897.153956 nChanged 151 SP:Iteration 16Q (2392.916259 sec): 3 clusters Score: Raw -2205139.558295 + Penalty 3178.726933 = -2201960.831362 nChanged 123 SP:Iteration 17Q (2392.972729 sec): 3 clusters Score: Raw -2205184.377384 + Penalty 3178.726933 = -2202005.650450 nChanged 112 SP:Iteration 18Q (2393.047404 sec): 3 clusters Score: Raw -2205224.845278 + Penalty 3178.726933 = -2202046.118345 nChanged 99 SP:Iteration 19Q (2393.110013 sec): 3 clusters Score: Raw -2205255.671224 + Penalty 3178.726933 = -2202076.944291 nChanged 80 SP:Iteration 20F (2393.169852 sec): 3 clusters Score: Raw -2205282.909185 + Penalty 3178.726933 = -2202104.182252 nChanged 78 SP:Iteration 21Q (2393.230464 sec): 3 clusters Score: Raw -2205309.658446 + Penalty 3178.726933 = -2202130.931512 nChanged 54 SP:Iteration 22Q (2393.289616 sec): 3 clusters Score: Raw -2205328.261110 + Penalty 3178.726933 = -2202149.534177 nChanged 51 SP:Iteration 23Q (2393.348327 sec): 3 clusters Score: Raw -2205348.226447 + Penalty 3178.726933 = -2202169.499513 nChanged 61 SP:Iteration 24Q (2393.420508 sec): 3 clusters Score: Raw -2205373.218170 + Penalty 3178.726933 = -2202194.491236 nChanged 53 SP:Iteration 25Q (2393.488496 sec): 3 clusters Score: Raw -2205394.215300 + Penalty 3178.726933 = -2202215.488367 nChanged 46 SP:Iteration 26Q (2393.549702 sec): 3 clusters Score: Raw -2205411.221899 + Penalty 3178.726933 = -2202232.494965 nChanged 50 SP:Iteration 27Q (2393.605504 sec): 3 clusters Score: Raw -2205432.009016 + Penalty 3178.726933 = -2202253.282082 nChanged 40 SP:Iteration 28Q (2393.658442 sec): 3 clusters Score: Raw -2205444.518755 + Penalty 3178.726933 = -2202265.791821 nChanged 24 SP:Iteration 29Q (2393.724605 sec): 3 clusters Score: Raw -2205450.114806 + Penalty 3178.726933 = -2202271.387873 nChanged 15 SP:Iteration 30Q (2393.793852 sec): 3 clusters Score: Raw -2205457.026980 + Penalty 3178.726933 = -2202278.300047 nChanged 22 SP:Iteration 31Q (2393.850798 sec): 3 clusters Score: Raw -2205465.430103 + Penalty 3178.726933 = -2202286.703170 nChanged 26 SP:Iteration 32Q (2393.906045 sec): 3 clusters Score: Raw -2205473.417054 + Penalty 3178.726933 = -2202294.690121 nChanged 23 SP:Iteration 33Q (2393.968116 sec): 3 clusters Score: Raw -2205480.688149 + Penalty 3178.726933 = -2202301.961216 nChanged 24 SP:Iteration 34Q (2394.015537 sec): 3 clusters Score: Raw -2205488.925710 + Penalty 3178.726933 = -2202310.198776 nChanged 15 SP:Iteration 35Q (2394.065444 sec): 3 clusters Score: Raw -2205493.772135 + Penalty 3178.726933 = -2202315.045202 nChanged 11 SP:Iteration 36Q (2394.123958 sec): 3 clusters Score: Raw -2205498.069798 + Penalty 3178.726933 = -2202319.342864 nChanged 11 SP:Iteration 37Q (2394.183191 sec): 3 clusters Score: Raw -2205500.600220 + Penalty 3178.726933 = -2202321.873287 nChanged 9 SP:Iteration 38Q (2394.246149 sec): 3 clusters Score: Raw -2205504.031596 + Penalty 3178.726933 = -2202325.304663 nChanged 8 SP:Iteration 39Q (2394.305554 sec): 3 clusters Score: Raw -2205506.498146 + Penalty 3178.726933 = -2202327.771212 nChanged 5 SP:Iteration 40F (2394.366174 sec): 3 clusters Score: Raw -2205507.611968 + Penalty 3178.726933 = -2202328.885035 nChanged 3 SP:Iteration 41Q (2394.416360 sec): 3 clusters Score: Raw -2205508.446335 + Penalty 3178.726933 = -2202329.719402 nChanged 3 SP:Iteration 42Q (2394.479069 sec): 3 clusters Score: Raw -2205509.177735 + Penalty 3178.726933 = -2202330.450802 nChanged 4 SP:Iteration 43Q (2394.538948 sec): 3 clusters Score: Raw -2205510.512990 + Penalty 3178.726933 = -2202331.786057 nChanged 5 SP:Iteration 44Q (2394.592115 sec): 3 clusters Score: Raw -2205512.007969 + Penalty 3178.726933 = -2202333.281036 nChanged 2 SP:Iteration 45Q (2394.664482 sec): 3 clusters Score: Raw -2205512.549026 + Penalty 3178.726933 = -2202333.822092 nChanged 2 SP:Iteration 46Q (2394.708508 sec): 3 clusters Score: Raw -2205513.234447 + Penalty 3178.726933 = -2202334.507514 nChanged 3 SP:Iteration 47Q (2394.773414 sec): 3 clusters Score: Raw -2205514.175235 + Penalty 3178.726933 = -2202335.448302 nChanged 3 SP:Iteration 48Q (2394.829369 sec): 3 clusters Score: Raw -2205515.172122 + Penalty 3178.726933 = -2202336.445189 nChanged 4 SP:Iteration 49Q (2394.880341 sec): 3 clusters Score: Raw -2205516.523950 + Penalty 3178.726933 = -2202337.797017 nChanged 6 SP:Iteration 50Q (2394.937321 sec): 3 clusters Score: Raw -2205518.321341 + Penalty 3178.726933 = -2202339.594408 nChanged 8 SP:Iteration 51Q (2394.994996 sec): 3 clusters Score: Raw -2205521.065530 + Penalty 3178.726933 = -2202342.338596 nChanged 6 SP:Iteration 52Q (2395.054822 sec): 3 clusters Score: Raw -2205522.250501 + Penalty 3178.726933 = -2202343.523568 nChanged 3 SP:Iteration 53Q (2395.111911 sec): 3 clusters Score: Raw -2205523.320007 + Penalty 3178.726933 = -2202344.593074 nChanged 3 SP:Iteration 54Q (2395.174573 sec): 3 clusters Score: Raw -2205524.123861 + Penalty 3178.726933 = -2202345.396928 nChanged 4 SP:Iteration 55Q (2395.233993 sec): 3 clusters Score: Raw -2205525.052451 + Penalty 3178.726933 = -2202346.325518 nChanged 4 SP:Iteration 56Q (2395.282484 sec): 3 clusters Score: Raw -2205526.054496 + Penalty 3178.726933 = -2202347.327563 nChanged 3 SP:Iteration 57Q (2395.337119 sec): 3 clusters Score: Raw -2205526.760556 + Penalty 3178.726933 = -2202348.033622 nChanged 2 SP:Iteration 58Q (2395.404337 sec): 3 clusters Score: Raw -2205527.409432 + Penalty 3178.726933 = -2202348.682499 nChanged 5 SP:Iteration 59Q (2395.469158 sec): 3 clusters Score: Raw -2205528.311121 + Penalty 3178.726933 = -2202349.584188 nChanged 1 SP:Iteration 60F (2395.531222 sec): 3 clusters Score: Raw -2205528.751415 + Penalty 3178.726933 = -2202350.024482 nChanged 1 SP:Iteration 61Q (2395.593715 sec): 3 clusters Score: Raw -2205529.441607 + Penalty 3178.726933 = -2202350.714674 nChanged 3 SP:Iteration 62Q (2395.644534 sec): 3 clusters Score: Raw -2205530.177113 + Penalty 3178.726933 = -2202351.450179 nChanged 2 SP:Iteration 63Q (2395.702550 sec): 3 clusters Score: Raw -2205530.332530 + Penalty 3178.726933 = -2202351.605596 nChanged 2 SP:Iteration 64Q (2395.762637 sec): 3 clusters Score: Raw -2205531.311483 + Penalty 3178.726933 = -2202352.584550 nChanged 3 SP:Iteration 65Q (2395.826328 sec): 3 clusters Score: Raw -2205532.645199 + Penalty 3178.726933 = -2202353.918266 nChanged 3 SP:Iteration 66Q (2395.881689 sec): 3 clusters Score: Raw -2205534.366345 + Penalty 3178.726933 = -2202355.639412 nChanged 3 SP:Iteration 67Q (2395.940958 sec): 3 clusters Score: Raw -2205535.436602 + Penalty 3178.726933 = -2202356.709668 nChanged 2 SP:Iteration 68Q (2395.996503 sec): 3 clusters Score: Raw -2205536.098395 + Penalty 3178.726933 = -2202357.371461 nChanged 2 SP:Iteration 69Q (2396.044756 sec): 3 clusters Score: Raw -2205537.058695 + Penalty 3178.726933 = -2202358.331761 nChanged 1 SP:Iteration 70Q (2396.108481 sec): 3 clusters Score: Raw -2205537.558545 + Penalty 3178.726933 = -2202358.831611 nChanged 0 SP:Iteration 71F (2396.178423 sec): 3 clusters Score: Raw -2205537.558545 + Penalty 3178.726933 = -2202358.831611 nChanged 0 Trying to split cluster 18 (4511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2396.204694 sec): 2 clusters Score: Raw -556837.287928 + Penalty 1367.319547 = -555469.968380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2396.243175 sec): 3 clusters Score: Raw -554583.279072 + Penalty 2734.639095 = -551848.639978 nChanged 1817 SP:Iteration 1F (2396.276651 sec): 3 clusters Score: Raw -555573.426916 + Penalty 2734.639095 = -552838.787821 nChanged 313 SP:Iteration 2F (2396.319290 sec): 3 clusters Score: Raw -555771.462784 + Penalty 2734.639095 = -553036.823689 nChanged 267 SP:Iteration 3F (2396.362617 sec): 3 clusters Score: Raw -555931.777860 + Penalty 2734.639095 = -553197.138766 nChanged 220 SP:Iteration 4Q (2396.405431 sec): 3 clusters Score: Raw -556074.285904 + Penalty 2734.639095 = -553339.646809 nChanged 205 SP:Iteration 5Q (2396.456893 sec): 3 clusters Score: Raw -556219.896069 + Penalty 2734.639095 = -553485.256974 nChanged 182 SP:Iteration 6Q (2396.493776 sec): 3 clusters Score: Raw -556376.994564 + Penalty 2734.639095 = -553642.355469 nChanged 206 SP:Iteration 7Q (2396.541583 sec): 3 clusters Score: Raw -556545.890886 + Penalty 2734.639095 = -553811.251791 nChanged 181 SP:Iteration 8Q (2396.583549 sec): 3 clusters Score: Raw -556687.122007 + Penalty 2734.639095 = -553952.482912 nChanged 169 SP:Iteration 9Q (2396.630389 sec): 3 clusters Score: Raw -556796.374438 + Penalty 2734.639095 = -554061.735343 nChanged 154 SP:Iteration 10Q (2396.666860 sec): 3 clusters Score: Raw -556880.071412 + Penalty 2734.639095 = -554145.432317 nChanged 101 SP:Iteration 11Q (2396.708548 sec): 3 clusters Score: Raw -556924.205386 + Penalty 2734.639095 = -554189.566291 nChanged 68 SP:Iteration 12Q (2396.753329 sec): 3 clusters Score: Raw -556949.266277 + Penalty 2734.639095 = -554214.627183 nChanged 54 SP:Iteration 13Q (2396.804942 sec): 3 clusters Score: Raw -556963.905183 + Penalty 2734.639095 = -554229.266088 nChanged 34 SP:Iteration 14Q (2396.843894 sec): 3 clusters Score: Raw -556975.361079 + Penalty 2734.639095 = -554240.721985 nChanged 32 SP:Iteration 15Q (2396.891534 sec): 3 clusters Score: Raw -556986.831096 + Penalty 2734.639095 = -554252.192001 nChanged 32 SP:Iteration 16Q (2396.942262 sec): 3 clusters Score: Raw -556995.424959 + Penalty 2734.639095 = -554260.785865 nChanged 25 SP:Iteration 17Q (2396.984000 sec): 3 clusters Score: Raw -557002.122534 + Penalty 2734.639095 = -554267.483439 nChanged 15 SP:Iteration 18Q (2397.024740 sec): 3 clusters Score: Raw -557005.176129 + Penalty 2734.639095 = -554270.537035 nChanged 6 SP:Iteration 19Q (2397.065653 sec): 3 clusters Score: Raw -557006.513320 + Penalty 2734.639095 = -554271.874226 nChanged 2 SP:Iteration 20F (2397.098932 sec): 3 clusters Score: Raw -557006.773945 + Penalty 2734.639095 = -554272.134850 nChanged 2 SP:Iteration 21Q (2397.139601 sec): 3 clusters Score: Raw -557007.186405 + Penalty 2734.639095 = -554272.547310 nChanged 3 SP:Iteration 22Q (2397.182681 sec): 3 clusters Score: Raw -557007.762207 + Penalty 2734.639095 = -554273.123113 nChanged 0 SP:Iteration 23F (2397.220992 sec): 3 clusters Score: Raw -557007.762207 + Penalty 2734.639095 = -554273.123113 nChanged 0 Trying to split cluster 19 (5972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2397.248015 sec): 2 clusters Score: Raw -643538.657849 + Penalty 1412.911038 = -642125.746811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2397.308242 sec): 3 clusters Score: Raw -640453.204537 + Penalty 2825.822077 = -637627.382461 nChanged 2489 SP:Iteration 1F (2397.350773 sec): 3 clusters Score: Raw -642236.920402 + Penalty 2825.822077 = -639411.098326 nChanged 616 SP:Iteration 2F (2397.392952 sec): 3 clusters Score: Raw -642758.128934 + Penalty 2825.822077 = -639932.306858 nChanged 495 SP:Iteration 3F (2397.428718 sec): 3 clusters Score: Raw -643149.545112 + Penalty 2825.822077 = -640323.723035 nChanged 408 SP:Iteration 4F (2397.474323 sec): 3 clusters Score: Raw -643477.682021 + Penalty 2825.822077 = -640651.859944 nChanged 312 SP:Iteration 5F (2397.529026 sec): 3 clusters Score: Raw -643694.405582 + Penalty 2825.822077 = -640868.583505 nChanged 267 SP:Iteration 6Q (2397.569379 sec): 3 clusters Score: Raw -643876.418459 + Penalty 2825.822077 = -641050.596383 nChanged 221 SP:Iteration 7Q (2397.616936 sec): 3 clusters Score: Raw -644016.344407 + Penalty 2825.822077 = -641190.522331 nChanged 176 SP:Iteration 8Q (2397.665099 sec): 3 clusters Score: Raw -644124.739401 + Penalty 2825.822077 = -641298.917325 nChanged 165 SP:Iteration 9Q (2397.711739 sec): 3 clusters Score: Raw -644220.865924 + Penalty 2825.822077 = -641395.043848 nChanged 134 SP:Iteration 10Q (2397.770788 sec): 3 clusters Score: Raw -644319.325326 + Penalty 2825.822077 = -641493.503250 nChanged 137 SP:Iteration 11Q (2397.814078 sec): 3 clusters Score: Raw -644417.537184 + Penalty 2825.822077 = -641591.715107 nChanged 110 SP:Iteration 12Q (2397.856102 sec): 3 clusters Score: Raw -644484.779037 + Penalty 2825.822077 = -641658.956961 nChanged 90 SP:Iteration 13Q (2397.908901 sec): 3 clusters Score: Raw -644529.581780 + Penalty 2825.822077 = -641703.759703 nChanged 62 SP:Iteration 14Q (2397.957751 sec): 3 clusters Score: Raw -644557.274729 + Penalty 2825.822077 = -641731.452652 nChanged 42 SP:Iteration 15Q (2398.004658 sec): 3 clusters Score: Raw -644577.472753 + Penalty 2825.822077 = -641751.650676 nChanged 33 SP:Iteration 16Q (2398.043096 sec): 3 clusters Score: Raw -644592.410162 + Penalty 2825.822077 = -641766.588086 nChanged 18 SP:Iteration 17Q (2398.098406 sec): 3 clusters Score: Raw -644598.388319 + Penalty 2825.822077 = -641772.566242 nChanged 16 SP:Iteration 18Q (2398.144477 sec): 3 clusters Score: Raw -644603.788256 + Penalty 2825.822077 = -641777.966180 nChanged 15 SP:Iteration 19Q (2398.185214 sec): 3 clusters Score: Raw -644608.371679 + Penalty 2825.822077 = -641782.549602 nChanged 9 SP:Iteration 20F (2398.231912 sec): 3 clusters Score: Raw -644610.370050 + Penalty 2825.822077 = -641784.547973 nChanged 4 SP:Iteration 21Q (2398.288257 sec): 3 clusters Score: Raw -644611.443015 + Penalty 2825.822077 = -641785.620939 nChanged 4 SP:Iteration 22Q (2398.331753 sec): 3 clusters Score: Raw -644612.573222 + Penalty 2825.822077 = -641786.751145 nChanged 7 SP:Iteration 23Q (2398.372893 sec): 3 clusters Score: Raw -644614.778254 + Penalty 2825.822077 = -641788.956178 nChanged 7 SP:Iteration 24Q (2398.416773 sec): 3 clusters Score: Raw -644616.819723 + Penalty 2825.822077 = -641790.997647 nChanged 5 SP:Iteration 25Q (2398.460315 sec): 3 clusters Score: Raw -644618.130392 + Penalty 2825.822077 = -641792.308315 nChanged 4 SP:Iteration 26Q (2398.504463 sec): 3 clusters Score: Raw -644619.361689 + Penalty 2825.822077 = -641793.539613 nChanged 5 SP:Iteration 27Q (2398.553164 sec): 3 clusters Score: Raw -644621.149863 + Penalty 2825.822077 = -641795.327787 nChanged 6 SP:Iteration 28Q (2398.602880 sec): 3 clusters Score: Raw -644622.845435 + Penalty 2825.822077 = -641797.023358 nChanged 4 SP:Iteration 29Q (2398.648224 sec): 3 clusters Score: Raw -644624.005659 + Penalty 2825.822077 = -641798.183583 nChanged 5 SP:Iteration 30Q (2398.693615 sec): 3 clusters Score: Raw -644625.319451 + Penalty 2825.822077 = -641799.497375 nChanged 7 SP:Iteration 31Q (2398.737119 sec): 3 clusters Score: Raw -644626.718307 + Penalty 2825.822077 = -641800.896230 nChanged 5 SP:Iteration 32Q (2398.784976 sec): 3 clusters Score: Raw -644627.786298 + Penalty 2825.822077 = -641801.964221 nChanged 5 SP:Iteration 33Q (2398.828519 sec): 3 clusters Score: Raw -644628.690111 + Penalty 2825.822077 = -641802.868035 nChanged 4 SP:Iteration 34Q (2398.876782 sec): 3 clusters Score: Raw -644629.725929 + Penalty 2825.822077 = -641803.903852 nChanged 4 SP:Iteration 35Q (2398.930279 sec): 3 clusters Score: Raw -644630.819515 + Penalty 2825.822077 = -641804.997439 nChanged 4 SP:Iteration 36Q (2398.975083 sec): 3 clusters Score: Raw -644631.991145 + Penalty 2825.822077 = -641806.169069 nChanged 3 SP:Iteration 37Q (2399.019682 sec): 3 clusters Score: Raw -644633.117502 + Penalty 2825.822077 = -641807.295426 nChanged 2 SP:Iteration 38Q (2399.068129 sec): 3 clusters Score: Raw -644633.897021 + Penalty 2825.822077 = -641808.074944 nChanged 1 SP:Iteration 39Q (2399.110461 sec): 3 clusters Score: Raw -644634.411453 + Penalty 2825.822077 = -641808.589376 nChanged 0 SP:Iteration 40F (2399.144418 sec): 3 clusters Score: Raw -644634.411453 + Penalty 2825.822077 = -641808.589376 nChanged 0 Trying to split cluster 20 (1740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2399.162838 sec): 2 clusters Score: Raw -218373.193940 + Penalty 1212.516564 = -217160.677376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2399.203153 sec): 3 clusters Score: Raw -217649.950271 + Penalty 2425.033127 = -215224.917144 nChanged 610 SP:Iteration 1F (2399.242145 sec): 3 clusters Score: Raw -218073.599904 + Penalty 2425.033127 = -215648.566776 nChanged 154 SP:Iteration 2F (2399.292994 sec): 3 clusters Score: Raw -218221.009254 + Penalty 2425.033127 = -215795.976127 nChanged 105 SP:Iteration 3F (2399.324094 sec): 3 clusters Score: Raw -218337.570771 + Penalty 2425.033127 = -215912.537644 nChanged 83 SP:Iteration 4Q (2399.367420 sec): 3 clusters Score: Raw -218451.922707 + Penalty 2425.033127 = -216026.889580 nChanged 89 SP:Iteration 5F (2399.402845 sec): 3 clusters Score: Raw -218549.736617 + Penalty 2425.033127 = -216124.703489 nChanged 75 SP:Iteration 6Q (2399.437401 sec): 3 clusters Score: Raw -218625.735087 + Penalty 2425.033127 = -216200.701960 nChanged 75 SP:Iteration 7Q (2399.465872 sec): 3 clusters Score: Raw -218713.070363 + Penalty 2425.033127 = -216288.037235 nChanged 49 SP:Iteration 8Q (2399.502448 sec): 3 clusters Score: Raw -218760.670029 + Penalty 2425.033127 = -216335.636902 nChanged 37 SP:Iteration 9Q (2399.545916 sec): 3 clusters Score: Raw -218789.443111 + Penalty 2425.033127 = -216364.409983 nChanged 34 SP:Iteration 10Q (2399.585804 sec): 3 clusters Score: Raw -218816.024364 + Penalty 2425.033127 = -216390.991236 nChanged 23 SP:Iteration 11Q (2399.627671 sec): 3 clusters Score: Raw -218833.012741 + Penalty 2425.033127 = -216407.979614 nChanged 16 SP:Iteration 12Q (2399.670034 sec): 3 clusters Score: Raw -218844.296843 + Penalty 2425.033127 = -216419.263715 nChanged 12 SP:Iteration 13Q (2399.702499 sec): 3 clusters Score: Raw -218851.054692 + Penalty 2425.033127 = -216426.021564 nChanged 8 SP:Iteration 14Q (2399.741639 sec): 3 clusters Score: Raw -218855.395515 + Penalty 2425.033127 = -216430.362387 nChanged 5 SP:Iteration 15Q (2399.781096 sec): 3 clusters Score: Raw -218858.404044 + Penalty 2425.033127 = -216433.370916 nChanged 5 SP:Iteration 16Q (2399.819613 sec): 3 clusters Score: Raw -218861.807133 + Penalty 2425.033127 = -216436.774005 nChanged 1 SP:Iteration 17Q (2399.859010 sec): 3 clusters Score: Raw -218862.407571 + Penalty 2425.033127 = -216437.374444 nChanged 2 SP:Iteration 18Q (2399.897787 sec): 3 clusters Score: Raw -218863.427232 + Penalty 2425.033127 = -216438.394104 nChanged 2 SP:Iteration 19Q (2399.944060 sec): 3 clusters Score: Raw -218864.164469 + Penalty 2425.033127 = -216439.131342 nChanged 1 SP:Iteration 20F (2399.976794 sec): 3 clusters Score: Raw -218864.761198 + Penalty 2425.033127 = -216439.728070 nChanged 1 SP:Iteration 21Q (2400.020857 sec): 3 clusters Score: Raw -218865.736307 + Penalty 2425.033127 = -216440.703180 nChanged 3 SP:Iteration 22Q (2400.056908 sec): 3 clusters Score: Raw -218867.915599 + Penalty 2425.033127 = -216442.882471 nChanged 3 SP:Iteration 23Q (2400.091633 sec): 3 clusters Score: Raw -218868.738397 + Penalty 2425.033127 = -216443.705270 nChanged 1 SP:Iteration 24Q (2400.126467 sec): 3 clusters Score: Raw -218869.062594 + Penalty 2425.033127 = -216444.029466 nChanged 1 SP:Iteration 25Q (2400.161861 sec): 3 clusters Score: Raw -218869.285292 + Penalty 2425.033127 = -216444.252164 nChanged 1 SP:Iteration 26Q (2400.198330 sec): 3 clusters Score: Raw -218869.633614 + Penalty 2425.033127 = -216444.600486 nChanged 0 SP:Iteration 27F (2400.225109 sec): 3 clusters Score: Raw -218869.633614 + Penalty 2425.033127 = -216444.600486 nChanged 0 Trying to split cluster 21 (8615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2400.251965 sec): 2 clusters Score: Raw -1075770.263795 + Penalty 1472.454774 = -1074297.809021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2400.308113 sec): 3 clusters Score: Raw -1070990.017563 + Penalty 2944.909548 = -1068045.108015 nChanged 3603 SP:Iteration 1F (2400.364562 sec): 3 clusters Score: Raw -1073003.099645 + Penalty 2944.909548 = -1070058.190097 nChanged 533 SP:Iteration 2F (2400.414559 sec): 3 clusters Score: Raw -1073250.110550 + Penalty 2944.909548 = -1070305.201001 nChanged 421 SP:Iteration 3Q (2400.461265 sec): 3 clusters Score: Raw -1073433.031443 + Penalty 2944.909548 = -1070488.121895 nChanged 350 SP:Iteration 4Q (2400.506795 sec): 3 clusters Score: Raw -1073570.951741 + Penalty 2944.909548 = -1070626.042192 nChanged 302 SP:Iteration 5Q (2400.548858 sec): 3 clusters Score: Raw -1073692.776702 + Penalty 2944.909548 = -1070747.867154 nChanged 283 SP:Iteration 6Q (2400.601687 sec): 3 clusters Score: Raw -1073805.573529 + Penalty 2944.909548 = -1070860.663981 nChanged 258 SP:Iteration 7Q (2400.659639 sec): 3 clusters Score: Raw -1073922.751183 + Penalty 2944.909548 = -1070977.841635 nChanged 295 SP:Iteration 8Q (2400.709960 sec): 3 clusters Score: Raw -1074098.422253 + Penalty 2944.909548 = -1071153.512704 nChanged 323 SP:Iteration 9Q (2400.755399 sec): 3 clusters Score: Raw -1074342.283618 + Penalty 2944.909548 = -1071397.374070 nChanged 374 SP:Iteration 10Q (2400.805299 sec): 3 clusters Score: Raw -1074629.269729 + Penalty 2944.909548 = -1071684.360180 nChanged 360 SP:Iteration 11Q (2400.856037 sec): 3 clusters Score: Raw -1074919.797949 + Penalty 2944.909548 = -1071974.888401 nChanged 379 SP:Iteration 12Q (2400.907028 sec): 3 clusters Score: Raw -1075188.933721 + Penalty 2944.909548 = -1072244.024172 nChanged 303 SP:Iteration 13Q (2400.960078 sec): 3 clusters Score: Raw -1075375.464454 + Penalty 2944.909548 = -1072430.554906 nChanged 237 SP:Iteration 14Q (2401.011630 sec): 3 clusters Score: Raw -1075496.173051 + Penalty 2944.909548 = -1072551.263503 nChanged 194 SP:Iteration 15Q (2401.060824 sec): 3 clusters Score: Raw -1075602.142347 + Penalty 2944.909548 = -1072657.232799 nChanged 154 SP:Iteration 16Q (2401.110560 sec): 3 clusters Score: Raw -1075685.431712 + Penalty 2944.909548 = -1072740.522164 nChanged 147 SP:Iteration 17Q (2401.157941 sec): 3 clusters Score: Raw -1075770.933811 + Penalty 2944.909548 = -1072826.024263 nChanged 137 SP:Iteration 18Q (2401.218731 sec): 3 clusters Score: Raw -1075858.678805 + Penalty 2944.909548 = -1072913.769256 nChanged 135 SP:Iteration 19Q (2401.262626 sec): 3 clusters Score: Raw -1075933.704377 + Penalty 2944.909548 = -1072988.794829 nChanged 124 SP:Iteration 20F (2401.311932 sec): 3 clusters Score: Raw -1076000.132948 + Penalty 2944.909548 = -1073055.223400 nChanged 103 SP:Iteration 21Q (2401.366638 sec): 3 clusters Score: Raw -1076052.937465 + Penalty 2944.909548 = -1073108.027916 nChanged 91 SP:Iteration 22Q (2401.411803 sec): 3 clusters Score: Raw -1076104.794475 + Penalty 2944.909548 = -1073159.884926 nChanged 85 SP:Iteration 23Q (2401.455562 sec): 3 clusters Score: Raw -1076147.479754 + Penalty 2944.909548 = -1073202.570206 nChanged 77 SP:Iteration 24Q (2401.496491 sec): 3 clusters Score: Raw -1076189.251063 + Penalty 2944.909548 = -1073244.341515 nChanged 72 SP:Iteration 25Q (2401.548101 sec): 3 clusters Score: Raw -1076215.213400 + Penalty 2944.909548 = -1073270.303851 nChanged 35 SP:Iteration 26Q (2401.590998 sec): 3 clusters Score: Raw -1076224.712762 + Penalty 2944.909548 = -1073279.803214 nChanged 28 SP:Iteration 27Q (2401.646857 sec): 3 clusters Score: Raw -1076232.251565 + Penalty 2944.909548 = -1073287.342016 nChanged 25 SP:Iteration 28Q (2401.692622 sec): 3 clusters Score: Raw -1076239.889032 + Penalty 2944.909548 = -1073294.979484 nChanged 22 SP:Iteration 29Q (2401.738000 sec): 3 clusters Score: Raw -1076245.105726 + Penalty 2944.909548 = -1073300.196177 nChanged 12 SP:Iteration 30Q (2401.783920 sec): 3 clusters Score: Raw -1076247.909225 + Penalty 2944.909548 = -1073302.999676 nChanged 6 SP:Iteration 31Q (2401.830181 sec): 3 clusters Score: Raw -1076249.306900 + Penalty 2944.909548 = -1073304.397352 nChanged 6 SP:Iteration 32Q (2401.872925 sec): 3 clusters Score: Raw -1076250.438874 + Penalty 2944.909548 = -1073305.529326 nChanged 3 SP:Iteration 33Q (2401.920580 sec): 3 clusters Score: Raw -1076251.138864 + Penalty 2944.909548 = -1073306.229315 nChanged 3 SP:Iteration 34Q (2401.967719 sec): 3 clusters Score: Raw -1076251.671375 + Penalty 2944.909548 = -1073306.761827 nChanged 4 SP:Iteration 35Q (2402.017191 sec): 3 clusters Score: Raw -1076252.415883 + Penalty 2944.909548 = -1073307.506334 nChanged 4 SP:Iteration 36Q (2402.058753 sec): 3 clusters Score: Raw -1076252.858689 + Penalty 2944.909548 = -1073307.949141 nChanged 0 SP:Iteration 37F (2402.110726 sec): 3 clusters Score: Raw -1076252.858689 + Penalty 2944.909548 = -1073307.949141 nChanged 0 Time taken for this iteration:1244.150875 seconds. 21->22 Clusters: Score -40634345.395486, best is -40623931.831089 THE BEST YET! Main iterations: 570 (time per iteration =1476.387286 ms) Total iterations: 15044 (time per iteration =55.938630 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 267382065024.000000 (time per metric unit =3.147334ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 6417169560576.000000 (time per metric unit=131.138931ps) That took 841.540753 seconds.