FileBase 20160307--12--12.14.2016-13.13 ElecNo 2 UseFeatures 11111111111111111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 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.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 0.35 and 0.53 GB. - 8 bytes per element (scalar), 23817000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array Cov will use between 0.01 and 0.02 GB. - 8 bytes per element (scalar), 961000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array AllVector2Mean will use between 0.01 and 0.02 GB. - 8 bytes per element (scalar), 738327 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.00 and 0.00 GB. - 2 bytes per element (data_int), 738327 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 738327 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 738327 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=23817, nDims=31, MaxPossibleClusters=1000 Total memory usage will be between 0.39 and 0.58 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 23817 data points of dimension 31. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.571464 sec): 2 clusters Score: Raw -984435.670748 + Penalty 2660.632891 = -981775.037857 nChanged 3 Iteration 1Q (0.673628 sec): 2 clusters Score: Raw -984439.637179 + Penalty 2660.632891 = -981779.004288 nChanged 2 Iteration 2Q (0.766119 sec): 2 clusters Score: Raw -984440.388304 + Penalty 2660.632891 = -981779.755413 nChanged 1 Iteration 3Q (0.867454 sec): 2 clusters Score: Raw -984440.797715 + Penalty 2660.632891 = -981780.164824 nChanged 2 Iteration 4Q (0.971239 sec): 2 clusters Score: Raw -984441.258122 + Penalty 2660.632891 = -981780.625231 nChanged 0 Iteration 5F (1.064715 sec): 2 clusters Score: Raw -984441.258122 + Penalty 2660.632891 = -981780.625231 nChanged 0 Compute initial score before splitting: Score: Raw -984441.258122 + Penalty 2660.632891 = -981780.625231 Trying to split cluster 1 (23809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.232851 sec): 2 clusters Score: Raw -984512.304221 + Penalty 2660.544200 = -981851.760021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.384642 sec): 3 clusters Score: Raw -970768.908194 + Penalty 5321.088400 = -965447.819794 nChanged 10576 SP:Iteration 1F (1.559051 sec): 3 clusters Score: Raw -979470.270268 + Penalty 5321.088400 = -974149.181868 nChanged 3018 SP:Iteration 2F (1.748121 sec): 3 clusters Score: Raw -986970.279569 + Penalty 5321.088400 = -981649.191169 nChanged 3515 SP:Iteration 3F (1.918962 sec): 3 clusters Score: Raw -993773.570826 + Penalty 5321.088400 = -988452.482426 nChanged 2541 SP:Iteration 4F (2.082108 sec): 3 clusters Score: Raw -996300.979454 + Penalty 5321.088400 = -990979.891054 nChanged 1286 SP:Iteration 5F (2.272527 sec): 3 clusters Score: Raw -997000.768102 + Penalty 5321.088400 = -991679.679702 nChanged 715 SP:Iteration 6Q (2.422441 sec): 3 clusters Score: Raw -997309.997489 + Penalty 5321.088400 = -991988.909088 nChanged 574 SP:Iteration 7Q (2.591394 sec): 3 clusters Score: Raw -997574.362409 + Penalty 5321.088400 = -992253.274009 nChanged 599 SP:Iteration 8Q (2.771737 sec): 3 clusters Score: Raw -997909.494164 + Penalty 5321.088400 = -992588.405764 nChanged 694 SP:Iteration 9Q (2.933746 sec): 3 clusters Score: Raw -998436.600428 + Penalty 5321.088400 = -993115.512028 nChanged 772 SP:Iteration 10Q (3.096410 sec): 3 clusters Score: Raw -999056.090775 + Penalty 5321.088400 = -993735.002375 nChanged 714 SP:Iteration 11Q (3.283067 sec): 3 clusters Score: Raw -999545.528081 + Penalty 5321.088400 = -994224.439681 nChanged 554 SP:Iteration 12Q (3.442182 sec): 3 clusters Score: Raw -999852.442862 + Penalty 5321.088400 = -994531.354462 nChanged 381 SP:Iteration 13Q (3.626083 sec): 3 clusters Score: Raw -1000007.212731 + Penalty 5321.088400 = -994686.124331 nChanged 255 SP:Iteration 14Q (3.781771 sec): 3 clusters Score: Raw -1000073.700205 + Penalty 5321.088400 = -994752.611805 nChanged 155 SP:Iteration 15Q (3.940915 sec): 3 clusters Score: Raw -1000104.773830 + Penalty 5321.088400 = -994783.685430 nChanged 103 SP:Iteration 16Q (4.110707 sec): 3 clusters Score: Raw -1000119.947882 + Penalty 5321.088400 = -994798.859482 nChanged 63 SP:Iteration 17Q (4.310671 sec): 3 clusters Score: Raw -1000126.281003 + Penalty 5321.088400 = -994805.192603 nChanged 34 SP:Iteration 18Q (4.456774 sec): 3 clusters Score: Raw -1000129.056369 + Penalty 5321.088400 = -994807.967969 nChanged 24 SP:Iteration 19Q (4.638583 sec): 3 clusters Score: Raw -1000131.045030 + Penalty 5321.088400 = -994809.956630 nChanged 13 SP:Iteration 20F (4.838416 sec): 3 clusters Score: Raw -1000131.861192 + Penalty 5321.088400 = -994810.772792 nChanged 13 SP:Iteration 21Q (5.004114 sec): 3 clusters Score: Raw -1000132.855869 + Penalty 5321.088400 = -994811.767469 nChanged 10 SP:Iteration 22Q (5.178705 sec): 3 clusters Score: Raw -1000133.633833 + Penalty 5321.088400 = -994812.545433 nChanged 6 SP:Iteration 23Q (5.323583 sec): 3 clusters Score: Raw -1000134.000368 + Penalty 5321.088400 = -994812.911968 nChanged 6 SP:Iteration 24Q (5.515199 sec): 3 clusters Score: Raw -1000134.724889 + Penalty 5321.088400 = -994813.636489 nChanged 6 SP:Iteration 25Q (5.654032 sec): 3 clusters Score: Raw -1000135.003218 + Penalty 5321.088400 = -994813.914817 nChanged 2 SP:Iteration 26Q (5.841201 sec): 3 clusters Score: Raw -1000135.101039 + Penalty 5321.088400 = -994814.012639 nChanged 2 SP:Iteration 27Q (5.983771 sec): 3 clusters Score: Raw -1000135.149342 + Penalty 5321.088400 = -994814.060942 nChanged 2 SP:Iteration 28Q (6.145812 sec): 3 clusters Score: Raw -1000135.391039 + Penalty 5321.088400 = -994814.302639 nChanged 0 SP:Iteration 29F (6.310726 sec): 3 clusters Score: Raw -1000135.391039 + Penalty 5321.088400 = -994814.302639 nChanged 0 Score: Raw -1000064.344939 + Penalty 5321.265782 = -994743.079157 Splitting cluster 1 changes total score from -981780.625231 to -994743.079157 So it's getting split into cluster 2. Iteration 6F (6.646239 sec): 3 clusters Score: Raw -1000076.419408 + Penalty 5321.265782 = -994755.153625 nChanged 4 Iteration 7Q (6.814765 sec): 3 clusters Score: Raw -1000078.134770 + Penalty 5321.265782 = -994756.868988 nChanged 2 Iteration 8Q (6.970405 sec): 3 clusters Score: Raw -1000078.302877 + Penalty 5321.265782 = -994757.037095 nChanged 1 Iteration 9Q (7.161225 sec): 3 clusters Score: Raw -1000078.335521 + Penalty 5321.265782 = -994757.069739 nChanged 1 Iteration 10Q (7.335899 sec): 3 clusters Score: Raw -1000078.576740 + Penalty 5321.265782 = -994757.310957 nChanged 3 Iteration 11Q (7.479059 sec): 3 clusters Score: Raw -1000078.841610 + Penalty 5321.265782 = -994757.575827 nChanged 2 Iteration 12Q (7.639462 sec): 3 clusters Score: Raw -1000079.084638 + Penalty 5321.265782 = -994757.818856 nChanged 3 Iteration 13Q (7.790155 sec): 3 clusters Score: Raw -1000079.273052 + Penalty 5321.265782 = -994758.007270 nChanged 2 Iteration 14Q (7.965627 sec): 3 clusters Score: Raw -1000079.356512 + Penalty 5321.265782 = -994758.090730 nChanged 0 Iteration 15F (8.146750 sec): 3 clusters Score: Raw -1000079.356512 + Penalty 5321.265782 = -994758.090730 nChanged 0 Compute initial score before splitting: Score: Raw -1000079.356512 + Penalty 5321.265782 = -994758.090730 Trying to split cluster 1 (5874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8.262443 sec): 2 clusters Score: Raw -242566.282826 + Penalty 2291.068854 = -240275.213972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8.371247 sec): 3 clusters Score: Raw -239674.621113 + Penalty 4582.137707 = -235092.483406 nChanged 2333 SP:Iteration 1F (8.485596 sec): 3 clusters Score: Raw -241235.705295 + Penalty 4582.137707 = -236653.567588 nChanged 544 SP:Iteration 2F (8.591881 sec): 3 clusters Score: Raw -241781.585318 + Penalty 4582.137707 = -237199.447611 nChanged 445 SP:Iteration 3F (8.718478 sec): 3 clusters Score: Raw -242236.486895 + Penalty 4582.137707 = -237654.349188 nChanged 408 SP:Iteration 4F (8.842925 sec): 3 clusters Score: Raw -242682.992896 + Penalty 4582.137707 = -238100.855189 nChanged 385 SP:Iteration 5F (8.958889 sec): 3 clusters Score: Raw -243135.420634 + Penalty 4582.137707 = -238553.282927 nChanged 372 SP:Iteration 6F (9.072481 sec): 3 clusters Score: Raw -243557.711953 + Penalty 4582.137707 = -238975.574246 nChanged 291 SP:Iteration 7Q (9.217669 sec): 3 clusters Score: Raw -243835.574446 + Penalty 4582.137707 = -239253.436739 nChanged 225 SP:Iteration 8Q (9.320560 sec): 3 clusters Score: Raw -244037.998518 + Penalty 4582.137707 = -239455.860811 nChanged 179 SP:Iteration 9Q (9.431472 sec): 3 clusters Score: Raw -244149.447887 + Penalty 4582.137707 = -239567.310180 nChanged 110 SP:Iteration 10Q (9.563118 sec): 3 clusters Score: Raw -244196.601658 + Penalty 4582.137707 = -239614.463951 nChanged 87 SP:Iteration 11Q (9.669266 sec): 3 clusters Score: Raw -244237.915679 + Penalty 4582.137707 = -239655.777972 nChanged 69 SP:Iteration 12Q (9.778480 sec): 3 clusters Score: Raw -244268.618973 + Penalty 4582.137707 = -239686.481266 nChanged 45 SP:Iteration 13Q (9.922006 sec): 3 clusters Score: Raw -244285.562185 + Penalty 4582.137707 = -239703.424478 nChanged 45 SP:Iteration 14Q (10.022379 sec): 3 clusters Score: Raw -244301.506429 + Penalty 4582.137707 = -239719.368722 nChanged 31 SP:Iteration 15Q (10.161547 sec): 3 clusters Score: Raw -244314.675509 + Penalty 4582.137707 = -239732.537802 nChanged 34 SP:Iteration 16Q (10.269993 sec): 3 clusters Score: Raw -244327.000070 + Penalty 4582.137707 = -239744.862363 nChanged 23 SP:Iteration 17Q (10.356595 sec): 3 clusters Score: Raw -244333.778124 + Penalty 4582.137707 = -239751.640417 nChanged 11 SP:Iteration 18Q (10.501424 sec): 3 clusters Score: Raw -244336.246553 + Penalty 4582.137707 = -239754.108846 nChanged 6 SP:Iteration 19Q (10.588002 sec): 3 clusters Score: Raw -244338.087225 + Penalty 4582.137707 = -239755.949518 nChanged 11 SP:Iteration 20F (10.723086 sec): 3 clusters Score: Raw -244341.550640 + Penalty 4582.137707 = -239759.412933 nChanged 13 SP:Iteration 21Q (10.857160 sec): 3 clusters Score: Raw -244345.400119 + Penalty 4582.137707 = -239763.262412 nChanged 5 SP:Iteration 22Q (10.954231 sec): 3 clusters Score: Raw -244346.391833 + Penalty 4582.137707 = -239764.254126 nChanged 6 SP:Iteration 23Q (11.077554 sec): 3 clusters Score: Raw -244348.389314 + Penalty 4582.137707 = -239766.251607 nChanged 5 SP:Iteration 24Q (11.197991 sec): 3 clusters Score: Raw -244349.317344 + Penalty 4582.137707 = -239767.179637 nChanged 7 SP:Iteration 25Q (11.334798 sec): 3 clusters Score: Raw -244351.202047 + Penalty 4582.137707 = -239769.064340 nChanged 11 SP:Iteration 26Q (11.462425 sec): 3 clusters Score: Raw -244354.092470 + Penalty 4582.137707 = -239771.954763 nChanged 9 SP:Iteration 27Q (11.570596 sec): 3 clusters Score: Raw -244356.781515 + Penalty 4582.137707 = -239774.643808 nChanged 9 SP:Iteration 28Q (11.710066 sec): 3 clusters Score: Raw -244360.245359 + Penalty 4582.137707 = -239778.107652 nChanged 10 SP:Iteration 29Q (11.820749 sec): 3 clusters Score: Raw -244363.408352 + Penalty 4582.137707 = -239781.270645 nChanged 11 SP:Iteration 30Q (11.915561 sec): 3 clusters Score: Raw -244366.113331 + Penalty 4582.137707 = -239783.975624 nChanged 10 SP:Iteration 31Q (12.052705 sec): 3 clusters Score: Raw -244369.139536 + Penalty 4582.137707 = -239787.001829 nChanged 9 SP:Iteration 32Q (12.174509 sec): 3 clusters Score: Raw -244372.650308 + Penalty 4582.137707 = -239790.512601 nChanged 16 SP:Iteration 33Q (12.278448 sec): 3 clusters Score: Raw -244378.272573 + Penalty 4582.137707 = -239796.134866 nChanged 20 SP:Iteration 34Q (12.397813 sec): 3 clusters Score: Raw -244385.477746 + Penalty 4582.137707 = -239803.340039 nChanged 20 SP:Iteration 35Q (12.533646 sec): 3 clusters Score: Raw -244391.678013 + Penalty 4582.137707 = -239809.540306 nChanged 16 SP:Iteration 36Q (12.628998 sec): 3 clusters Score: Raw -244396.073285 + Penalty 4582.137707 = -239813.935578 nChanged 13 SP:Iteration 37Q (12.738880 sec): 3 clusters Score: Raw -244399.643268 + Penalty 4582.137707 = -239817.505561 nChanged 14 SP:Iteration 38Q (12.851140 sec): 3 clusters Score: Raw -244404.491096 + Penalty 4582.137707 = -239822.353389 nChanged 14 SP:Iteration 39Q (12.971952 sec): 3 clusters Score: Raw -244408.666732 + Penalty 4582.137707 = -239826.529025 nChanged 15 SP:Iteration 40F (13.095321 sec): 3 clusters Score: Raw -244412.772309 + Penalty 4582.137707 = -239830.634602 nChanged 12 SP:Iteration 41Q (13.224306 sec): 3 clusters Score: Raw -244417.140953 + Penalty 4582.137707 = -239835.003246 nChanged 16 SP:Iteration 42Q (13.320044 sec): 3 clusters Score: Raw -244422.995161 + Penalty 4582.137707 = -239840.857454 nChanged 15 SP:Iteration 43Q (13.434469 sec): 3 clusters Score: Raw -244426.164800 + Penalty 4582.137707 = -239844.027093 nChanged 7 SP:Iteration 44Q (13.563342 sec): 3 clusters Score: Raw -244428.203131 + Penalty 4582.137707 = -239846.065424 nChanged 12 SP:Iteration 45Q (13.663170 sec): 3 clusters Score: Raw -244432.351789 + Penalty 4582.137707 = -239850.214082 nChanged 12 SP:Iteration 46Q (13.790983 sec): 3 clusters Score: Raw -244436.782048 + Penalty 4582.137707 = -239854.644341 nChanged 19 SP:Iteration 47Q (13.906192 sec): 3 clusters Score: Raw -244443.521514 + Penalty 4582.137707 = -239861.383807 nChanged 22 SP:Iteration 48Q (14.018274 sec): 3 clusters Score: Raw -244452.603629 + Penalty 4582.137707 = -239870.465922 nChanged 16 SP:Iteration 49Q (14.133055 sec): 3 clusters Score: Raw -244457.426098 + Penalty 4582.137707 = -239875.288391 nChanged 17 SP:Iteration 50Q (14.249685 sec): 3 clusters Score: Raw -244462.836196 + Penalty 4582.137707 = -239880.698489 nChanged 15 SP:Iteration 51Q (14.368612 sec): 3 clusters Score: Raw -244469.303698 + Penalty 4582.137707 = -239887.165991 nChanged 30 SP:Iteration 52Q (14.512461 sec): 3 clusters Score: Raw -244480.766902 + Penalty 4582.137707 = -239898.629195 nChanged 25 SP:Iteration 53Q (14.612066 sec): 3 clusters Score: Raw -244488.464010 + Penalty 4582.137707 = -239906.326303 nChanged 21 SP:Iteration 54Q (14.723379 sec): 3 clusters Score: Raw -244497.376615 + Penalty 4582.137707 = -239915.238908 nChanged 26 SP:Iteration 55Q (14.869119 sec): 3 clusters Score: Raw -244509.513139 + Penalty 4582.137707 = -239927.375432 nChanged 32 SP:Iteration 56Q (14.962021 sec): 3 clusters Score: Raw -244530.546803 + Penalty 4582.137707 = -239948.409096 nChanged 39 SP:Iteration 57Q (15.070665 sec): 3 clusters Score: Raw -244547.401510 + Penalty 4582.137707 = -239965.263803 nChanged 25 SP:Iteration 58Q (15.190915 sec): 3 clusters Score: Raw -244556.321566 + Penalty 4582.137707 = -239974.183859 nChanged 20 SP:Iteration 59Q (15.304777 sec): 3 clusters Score: Raw -244564.070736 + Penalty 4582.137707 = -239981.933029 nChanged 13 SP:Iteration 60F (15.425548 sec): 3 clusters Score: Raw -244569.910495 + Penalty 4582.137707 = -239987.772788 nChanged 16 SP:Iteration 61Q (15.549012 sec): 3 clusters Score: Raw -244577.771411 + Penalty 4582.137707 = -239995.633704 nChanged 24 SP:Iteration 62Q (15.656273 sec): 3 clusters Score: Raw -244586.008029 + Penalty 4582.137707 = -240003.870322 nChanged 13 SP:Iteration 63Q (15.757357 sec): 3 clusters Score: Raw -244590.403463 + Penalty 4582.137707 = -240008.265756 nChanged 12 SP:Iteration 64Q (15.876970 sec): 3 clusters Score: Raw -244595.276905 + Penalty 4582.137707 = -240013.139198 nChanged 16 SP:Iteration 65Q (15.990858 sec): 3 clusters Score: Raw -244599.785203 + Penalty 4582.137707 = -240017.647496 nChanged 8 SP:Iteration 66Q (16.118324 sec): 3 clusters Score: Raw -244602.848683 + Penalty 4582.137707 = -240020.710976 nChanged 7 SP:Iteration 67Q (16.245150 sec): 3 clusters Score: Raw -244604.681233 + Penalty 4582.137707 = -240022.543526 nChanged 4 SP:Iteration 68Q (16.339918 sec): 3 clusters Score: Raw -244606.201183 + Penalty 4582.137707 = -240024.063476 nChanged 9 SP:Iteration 69Q (16.478142 sec): 3 clusters Score: Raw -244608.511865 + Penalty 4582.137707 = -240026.374157 nChanged 4 SP:Iteration 70Q (16.579811 sec): 3 clusters Score: Raw -244610.506541 + Penalty 4582.137707 = -240028.368834 nChanged 7 SP:Iteration 71Q (16.683161 sec): 3 clusters Score: Raw -244612.773060 + Penalty 4582.137707 = -240030.635353 nChanged 6 SP:Iteration 72Q (16.803946 sec): 3 clusters Score: Raw -244614.979463 + Penalty 4582.137707 = -240032.841756 nChanged 6 SP:Iteration 73Q (16.939774 sec): 3 clusters Score: Raw -244616.957556 + Penalty 4582.137707 = -240034.819849 nChanged 3 SP:Iteration 74Q (17.042585 sec): 3 clusters Score: Raw -244617.809284 + Penalty 4582.137707 = -240035.671577 nChanged 1 SP:Iteration 75Q (17.170557 sec): 3 clusters Score: Raw -244617.940814 + Penalty 4582.137707 = -240035.803107 nChanged 2 SP:Iteration 76Q (17.266762 sec): 3 clusters Score: Raw -244618.535487 + Penalty 4582.137707 = -240036.397780 nChanged 1 SP:Iteration 77Q (17.396709 sec): 3 clusters Score: Raw -244619.049498 + Penalty 4582.137707 = -240036.911791 nChanged 1 SP:Iteration 78Q (17.508063 sec): 3 clusters Score: Raw -244619.218110 + Penalty 4582.137707 = -240037.080403 nChanged 0 SP:Iteration 79F (17.634378 sec): 3 clusters Score: Raw -244619.218110 + Penalty 4582.137707 = -240037.080403 nChanged 0 Trying to split cluster 2 (17937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (17.753426 sec): 2 clusters Score: Raw -770869.416314 + Penalty 2585.779917 = -768283.636397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (17.910188 sec): 3 clusters Score: Raw -760760.084999 + Penalty 5171.559834 = -755588.525165 nChanged 7938 SP:Iteration 1F (18.062886 sec): 3 clusters Score: Raw -766028.447886 + Penalty 5171.559834 = -760856.888052 nChanged 1750 SP:Iteration 2F (18.210870 sec): 3 clusters Score: Raw -768017.164353 + Penalty 5171.559834 = -762845.604520 nChanged 1769 SP:Iteration 3F (18.364617 sec): 3 clusters Score: Raw -770235.738908 + Penalty 5171.559834 = -765064.179074 nChanged 1765 SP:Iteration 4F (18.522666 sec): 3 clusters Score: Raw -772693.152041 + Penalty 5171.559834 = -767521.592207 nChanged 1837 SP:Iteration 5F (18.670291 sec): 3 clusters Score: Raw -775927.653731 + Penalty 5171.559834 = -770756.093897 nChanged 1744 SP:Iteration 6F (18.837722 sec): 3 clusters Score: Raw -778756.826228 + Penalty 5171.559834 = -773585.266394 nChanged 1128 SP:Iteration 7F (18.967233 sec): 3 clusters Score: Raw -780242.077718 + Penalty 5171.559834 = -775070.517884 nChanged 732 SP:Iteration 8Q (19.135408 sec): 3 clusters Score: Raw -780998.533875 + Penalty 5171.559834 = -775826.974041 nChanged 445 SP:Iteration 9Q (19.291731 sec): 3 clusters Score: Raw -781307.583360 + Penalty 5171.559834 = -776136.023526 nChanged 273 SP:Iteration 10Q (19.446189 sec): 3 clusters Score: Raw -781473.159000 + Penalty 5171.559834 = -776301.599166 nChanged 202 SP:Iteration 11Q (19.600029 sec): 3 clusters Score: Raw -781579.771627 + Penalty 5171.559834 = -776408.211793 nChanged 142 SP:Iteration 12Q (19.726303 sec): 3 clusters Score: Raw -781630.067324 + Penalty 5171.559834 = -776458.507490 nChanged 85 SP:Iteration 13Q (19.876129 sec): 3 clusters Score: Raw -781647.560693 + Penalty 5171.559834 = -776476.000860 nChanged 65 SP:Iteration 14Q (20.023340 sec): 3 clusters Score: Raw -781659.007438 + Penalty 5171.559834 = -776487.447604 nChanged 58 SP:Iteration 15Q (20.177318 sec): 3 clusters Score: Raw -781669.538722 + Penalty 5171.559834 = -776497.978888 nChanged 52 SP:Iteration 16Q (20.311097 sec): 3 clusters Score: Raw -781677.633206 + Penalty 5171.559834 = -776506.073372 nChanged 33 SP:Iteration 17Q (20.469722 sec): 3 clusters Score: Raw -781681.707001 + Penalty 5171.559834 = -776510.147167 nChanged 26 SP:Iteration 18Q (20.646957 sec): 3 clusters Score: Raw -781684.690095 + Penalty 5171.559834 = -776513.130261 nChanged 20 SP:Iteration 19Q (20.799633 sec): 3 clusters Score: Raw -781687.376407 + Penalty 5171.559834 = -776515.816573 nChanged 17 SP:Iteration 20F (20.946877 sec): 3 clusters Score: Raw -781688.993881 + Penalty 5171.559834 = -776517.434047 nChanged 11 SP:Iteration 21Q (21.098154 sec): 3 clusters Score: Raw -781689.858390 + Penalty 5171.559834 = -776518.298556 nChanged 8 SP:Iteration 22Q (21.230249 sec): 3 clusters Score: Raw -781690.441280 + Penalty 5171.559834 = -776518.881446 nChanged 10 SP:Iteration 23Q (21.383411 sec): 3 clusters Score: Raw -781691.311260 + Penalty 5171.559834 = -776519.751426 nChanged 8 SP:Iteration 24Q (21.530152 sec): 3 clusters Score: Raw -781691.791002 + Penalty 5171.559834 = -776520.231168 nChanged 3 SP:Iteration 25Q (21.685495 sec): 3 clusters Score: Raw -781691.963538 + Penalty 5171.559834 = -776520.403704 nChanged 3 SP:Iteration 26Q (21.842688 sec): 3 clusters Score: Raw -781692.269279 + Penalty 5171.559834 = -776520.709446 nChanged 5 SP:Iteration 27Q (21.982168 sec): 3 clusters Score: Raw -781692.718552 + Penalty 5171.559834 = -776521.158718 nChanged 4 SP:Iteration 28Q (22.130589 sec): 3 clusters Score: Raw -781693.001985 + Penalty 5171.559834 = -776521.442151 nChanged 3 SP:Iteration 29Q (22.294907 sec): 3 clusters Score: Raw -781693.298734 + Penalty 5171.559834 = -776521.738901 nChanged 6 SP:Iteration 30Q (22.473432 sec): 3 clusters Score: Raw -781693.951010 + Penalty 5171.559834 = -776522.391176 nChanged 7 SP:Iteration 31Q (22.592763 sec): 3 clusters Score: Raw -781694.668881 + Penalty 5171.559834 = -776523.109047 nChanged 7 SP:Iteration 32Q (22.766253 sec): 3 clusters Score: Raw -781695.500411 + Penalty 5171.559834 = -776523.940577 nChanged 10 SP:Iteration 33Q (22.908881 sec): 3 clusters Score: Raw -781696.449488 + Penalty 5171.559834 = -776524.889654 nChanged 8 SP:Iteration 34Q (23.053931 sec): 3 clusters Score: Raw -781697.062234 + Penalty 5171.559834 = -776525.502400 nChanged 5 SP:Iteration 35Q (23.217717 sec): 3 clusters Score: Raw -781697.403833 + Penalty 5171.559834 = -776525.843999 nChanged 2 SP:Iteration 36Q (23.359219 sec): 3 clusters Score: Raw -781697.515729 + Penalty 5171.559834 = -776525.955895 nChanged 2 SP:Iteration 37Q (23.501975 sec): 3 clusters Score: Raw -781697.644214 + Penalty 5171.559834 = -776526.084380 nChanged 3 SP:Iteration 38Q (23.677224 sec): 3 clusters Score: Raw -781697.944370 + Penalty 5171.559834 = -776526.384536 nChanged 3 SP:Iteration 39Q (23.841814 sec): 3 clusters Score: Raw -781698.234961 + Penalty 5171.559834 = -776526.675128 nChanged 0 SP:Iteration 40F (23.994280 sec): 3 clusters Score: Raw -781698.234961 + Penalty 5171.559834 = -776526.675128 nChanged 0 Score: Raw -1010908.175160 + Penalty 7981.898673 = -1002926.276487 Splitting cluster 2 changes total score from -994758.090730 to -1002926.276487 So it's getting split into cluster 3. Iteration 16F (24.452367 sec): 4 clusters Score: Raw -1011638.736378 + Penalty 7981.898673 = -1003656.837705 nChanged 743 Iteration 17Q (24.697958 sec): 4 clusters Score: Raw -1011868.795056 + Penalty 7981.898673 = -1003886.896383 nChanged 191 Iteration 18Q (24.935031 sec): 4 clusters Score: Raw -1011914.670906 + Penalty 7981.898673 = -1003932.772233 nChanged 109 Iteration 19Q (25.161697 sec): 4 clusters Score: Raw -1011932.767257 + Penalty 7981.898673 = -1003950.868583 nChanged 72 Writing temp clu file Because OldScore, -1003932.772233, is greater than current (better) Score,-1003950.868583 Compute initial score before splitting: Score: Raw -1011932.767257 + Penalty 7981.898673 = -1003950.868583 Trying to split cluster 1 (6021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (25.270374 sec): 2 clusters Score: Raw -251915.467060 + Penalty 2297.594280 = -249617.872780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (25.394279 sec): 3 clusters Score: Raw -248983.125297 + Penalty 4595.188561 = -244387.936736 nChanged 2330 SP:Iteration 1F (25.496497 sec): 3 clusters Score: Raw -250637.997301 + Penalty 4595.188561 = -246042.808740 nChanged 649 SP:Iteration 2F (25.608192 sec): 3 clusters Score: Raw -251416.546654 + Penalty 4595.188561 = -246821.358093 nChanged 548 SP:Iteration 3F (25.714691 sec): 3 clusters Score: Raw -252053.689700 + Penalty 4595.188561 = -247458.501139 nChanged 447 SP:Iteration 4F (25.839019 sec): 3 clusters Score: Raw -252528.980480 + Penalty 4595.188561 = -247933.791920 nChanged 343 SP:Iteration 5F (25.935410 sec): 3 clusters Score: Raw -252787.875050 + Penalty 4595.188561 = -248192.686490 nChanged 225 SP:Iteration 6Q (26.065768 sec): 3 clusters Score: Raw -252942.532852 + Penalty 4595.188561 = -248347.344291 nChanged 153 SP:Iteration 7Q (26.197668 sec): 3 clusters Score: Raw -253035.625268 + Penalty 4595.188561 = -248440.436707 nChanged 121 SP:Iteration 8Q (26.312401 sec): 3 clusters Score: Raw -253106.828536 + Penalty 4595.188561 = -248511.639975 nChanged 109 SP:Iteration 9Q (26.427527 sec): 3 clusters Score: Raw -253168.172820 + Penalty 4595.188561 = -248572.984260 nChanged 95 SP:Iteration 10Q (26.552775 sec): 3 clusters Score: Raw -253232.936560 + Penalty 4595.188561 = -248637.747999 nChanged 95 SP:Iteration 11Q (26.674609 sec): 3 clusters Score: Raw -253293.856881 + Penalty 4595.188561 = -248698.668320 nChanged 87 SP:Iteration 12Q (26.793996 sec): 3 clusters Score: Raw -253342.013634 + Penalty 4595.188561 = -248746.825073 nChanged 76 SP:Iteration 13Q (26.896819 sec): 3 clusters Score: Raw -253379.652398 + Penalty 4595.188561 = -248784.463837 nChanged 55 SP:Iteration 14Q (27.006260 sec): 3 clusters Score: Raw -253404.392996 + Penalty 4595.188561 = -248809.204435 nChanged 56 SP:Iteration 15Q (27.116845 sec): 3 clusters Score: Raw -253430.364009 + Penalty 4595.188561 = -248835.175449 nChanged 52 SP:Iteration 16Q (27.249703 sec): 3 clusters Score: Raw -253452.262064 + Penalty 4595.188561 = -248857.073503 nChanged 39 SP:Iteration 17Q (27.360632 sec): 3 clusters Score: Raw -253470.249951 + Penalty 4595.188561 = -248875.061391 nChanged 35 SP:Iteration 18Q (27.494198 sec): 3 clusters Score: Raw -253486.707936 + Penalty 4595.188561 = -248891.519376 nChanged 29 SP:Iteration 19Q (27.619420 sec): 3 clusters Score: Raw -253498.453144 + Penalty 4595.188561 = -248903.264584 nChanged 20 SP:Iteration 20F (27.735184 sec): 3 clusters Score: Raw -253509.235868 + Penalty 4595.188561 = -248914.047307 nChanged 25 SP:Iteration 21Q (27.852342 sec): 3 clusters Score: Raw -253520.279424 + Penalty 4595.188561 = -248925.090863 nChanged 24 SP:Iteration 22Q (27.973223 sec): 3 clusters Score: Raw -253529.272717 + Penalty 4595.188561 = -248934.084156 nChanged 22 SP:Iteration 23Q (28.078081 sec): 3 clusters Score: Raw -253537.184788 + Penalty 4595.188561 = -248941.996228 nChanged 23 SP:Iteration 24Q (28.179989 sec): 3 clusters Score: Raw -253544.549470 + Penalty 4595.188561 = -248949.360909 nChanged 19 SP:Iteration 25Q (28.300494 sec): 3 clusters Score: Raw -253551.262715 + Penalty 4595.188561 = -248956.074154 nChanged 17 SP:Iteration 26Q (28.432884 sec): 3 clusters Score: Raw -253556.850875 + Penalty 4595.188561 = -248961.662314 nChanged 18 SP:Iteration 27Q (28.548996 sec): 3 clusters Score: Raw -253562.094502 + Penalty 4595.188561 = -248966.905942 nChanged 7 SP:Iteration 28Q (28.664911 sec): 3 clusters Score: Raw -253563.854074 + Penalty 4595.188561 = -248968.665514 nChanged 4 SP:Iteration 29Q (28.781871 sec): 3 clusters Score: Raw -253565.123936 + Penalty 4595.188561 = -248969.935375 nChanged 3 SP:Iteration 30Q (28.908836 sec): 3 clusters Score: Raw -253565.689203 + Penalty 4595.188561 = -248970.500643 nChanged 3 SP:Iteration 31Q (29.021019 sec): 3 clusters Score: Raw -253566.525023 + Penalty 4595.188561 = -248971.336462 nChanged 5 SP:Iteration 32Q (29.155938 sec): 3 clusters Score: Raw -253568.837069 + Penalty 4595.188561 = -248973.648509 nChanged 6 SP:Iteration 33Q (29.244336 sec): 3 clusters Score: Raw -253570.389852 + Penalty 4595.188561 = -248975.201291 nChanged 1 SP:Iteration 34Q (29.368882 sec): 3 clusters Score: Raw -253570.574157 + Penalty 4595.188561 = -248975.385596 nChanged 0 SP:Iteration 35F (29.482147 sec): 3 clusters Score: Raw -253570.574157 + Penalty 4595.188561 = -248975.385596 nChanged 0 Trying to split cluster 2 (10793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29.574070 sec): 2 clusters Score: Raw -516815.734129 + Penalty 2451.676406 = -514364.057723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29.687988 sec): 3 clusters Score: Raw -510956.601742 + Penalty 4903.352813 = -506053.248929 nChanged 4555 SP:Iteration 1F (29.848750 sec): 3 clusters Score: Raw -513654.735169 + Penalty 4903.352813 = -508751.382356 nChanged 767 SP:Iteration 2F (29.969172 sec): 3 clusters Score: Raw -514109.312991 + Penalty 4903.352813 = -509205.960178 nChanged 659 SP:Iteration 3F (30.100617 sec): 3 clusters Score: Raw -514594.175433 + Penalty 4903.352813 = -509690.822620 nChanged 662 SP:Iteration 4F (30.199609 sec): 3 clusters Score: Raw -515238.705947 + Penalty 4903.352813 = -510335.353134 nChanged 732 SP:Iteration 5F (30.325803 sec): 3 clusters Score: Raw -515960.033873 + Penalty 4903.352813 = -511056.681060 nChanged 715 SP:Iteration 6F (30.477395 sec): 3 clusters Score: Raw -516576.839900 + Penalty 4903.352813 = -511673.487087 nChanged 645 SP:Iteration 7F (30.616327 sec): 3 clusters Score: Raw -517140.648044 + Penalty 4903.352813 = -512237.295231 nChanged 591 SP:Iteration 8F (30.740798 sec): 3 clusters Score: Raw -517740.395023 + Penalty 4903.352813 = -512837.042210 nChanged 559 SP:Iteration 9F (30.874483 sec): 3 clusters Score: Raw -518318.051145 + Penalty 4903.352813 = -513414.698332 nChanged 473 SP:Iteration 10Q (31.012162 sec): 3 clusters Score: Raw -518798.922591 + Penalty 4903.352813 = -513895.569778 nChanged 412 SP:Iteration 11Q (31.144642 sec): 3 clusters Score: Raw -519197.152226 + Penalty 4903.352813 = -514293.799413 nChanged 315 SP:Iteration 12Q (31.303101 sec): 3 clusters Score: Raw -519473.386406 + Penalty 4903.352813 = -514570.033593 nChanged 230 SP:Iteration 13Q (31.413555 sec): 3 clusters Score: Raw -519646.624053 + Penalty 4903.352813 = -514743.271240 nChanged 156 SP:Iteration 14Q (31.551673 sec): 3 clusters Score: Raw -519756.126841 + Penalty 4903.352813 = -514852.774029 nChanged 123 SP:Iteration 15Q (31.674527 sec): 3 clusters Score: Raw -519823.873470 + Penalty 4903.352813 = -514920.520657 nChanged 91 SP:Iteration 16Q (31.803950 sec): 3 clusters Score: Raw -519859.788301 + Penalty 4903.352813 = -514956.435488 nChanged 53 SP:Iteration 17Q (31.937424 sec): 3 clusters Score: Raw -519880.333075 + Penalty 4903.352813 = -514976.980262 nChanged 44 SP:Iteration 18Q (32.056714 sec): 3 clusters Score: Raw -519904.596745 + Penalty 4903.352813 = -515001.243932 nChanged 52 SP:Iteration 19Q (32.184402 sec): 3 clusters Score: Raw -519940.755166 + Penalty 4903.352813 = -515037.402353 nChanged 61 SP:Iteration 20F (32.298672 sec): 3 clusters Score: Raw -519987.355032 + Penalty 4903.352813 = -515084.002219 nChanged 73 SP:Iteration 21Q (32.455372 sec): 3 clusters Score: Raw -520037.753205 + Penalty 4903.352813 = -515134.400393 nChanged 72 SP:Iteration 22Q (32.580574 sec): 3 clusters Score: Raw -520082.861275 + Penalty 4903.352813 = -515179.508462 nChanged 70 SP:Iteration 23Q (32.689784 sec): 3 clusters Score: Raw -520119.302951 + Penalty 4903.352813 = -515215.950138 nChanged 57 SP:Iteration 24Q (32.841590 sec): 3 clusters Score: Raw -520143.178389 + Penalty 4903.352813 = -515239.825576 nChanged 54 SP:Iteration 25Q (32.949329 sec): 3 clusters Score: Raw -520167.812432 + Penalty 4903.352813 = -515264.459619 nChanged 53 SP:Iteration 26Q (33.099925 sec): 3 clusters Score: Raw -520193.449644 + Penalty 4903.352813 = -515290.096831 nChanged 60 SP:Iteration 27Q (33.210586 sec): 3 clusters Score: Raw -520214.651885 + Penalty 4903.352813 = -515311.299072 nChanged 32 SP:Iteration 28Q (33.344678 sec): 3 clusters Score: Raw -520222.595143 + Penalty 4903.352813 = -515319.242330 nChanged 18 SP:Iteration 29Q (33.482082 sec): 3 clusters Score: Raw -520226.943952 + Penalty 4903.352813 = -515323.591139 nChanged 19 SP:Iteration 30Q (33.612311 sec): 3 clusters Score: Raw -520230.894288 + Penalty 4903.352813 = -515327.541475 nChanged 11 SP:Iteration 31Q (33.714615 sec): 3 clusters Score: Raw -520233.396471 + Penalty 4903.352813 = -515330.043658 nChanged 5 SP:Iteration 32Q (33.847581 sec): 3 clusters Score: Raw -520234.327034 + Penalty 4903.352813 = -515330.974221 nChanged 5 SP:Iteration 33Q (33.972678 sec): 3 clusters Score: Raw -520235.620227 + Penalty 4903.352813 = -515332.267414 nChanged 8 SP:Iteration 34Q (34.129956 sec): 3 clusters Score: Raw -520237.051014 + Penalty 4903.352813 = -515333.698202 nChanged 6 SP:Iteration 35Q (34.229772 sec): 3 clusters Score: Raw -520238.104570 + Penalty 4903.352813 = -515334.751757 nChanged 1 SP:Iteration 36Q (34.357066 sec): 3 clusters Score: Raw -520238.217280 + Penalty 4903.352813 = -515334.864467 nChanged 0 SP:Iteration 37F (34.496152 sec): 3 clusters Score: Raw -520238.217280 + Penalty 4903.352813 = -515334.864467 nChanged 0 Score: Raw -1015363.626327 + Penalty 10642.531564 = -1004721.094763 Splitting cluster 2 changes total score from -1003950.868583 to -1004721.094763 So it's getting split into cluster 4. Trying to split cluster 3 (7003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34.879961 sec): 2 clusters Score: Raw -268602.476129 + Penalty 2337.480792 = -266264.995338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.009174 sec): 3 clusters Score: Raw -265248.776037 + Penalty 4674.961583 = -260573.814454 nChanged 2851 SP:Iteration 1F (35.146434 sec): 3 clusters Score: Raw -267464.130928 + Penalty 4674.961583 = -262789.169345 nChanged 757 SP:Iteration 2F (35.259149 sec): 3 clusters Score: Raw -268399.604399 + Penalty 4674.961583 = -263724.642816 nChanged 584 SP:Iteration 3F (35.389217 sec): 3 clusters Score: Raw -269044.631420 + Penalty 4674.961583 = -264369.669837 nChanged 428 SP:Iteration 4F (35.491169 sec): 3 clusters Score: Raw -269436.765223 + Penalty 4674.961583 = -264761.803639 nChanged 317 SP:Iteration 5Q (35.617608 sec): 3 clusters Score: Raw -269698.083697 + Penalty 4674.961583 = -265023.122114 nChanged 257 SP:Iteration 6Q (35.753506 sec): 3 clusters Score: Raw -269937.556345 + Penalty 4674.961583 = -265262.594761 nChanged 243 SP:Iteration 7Q (35.855526 sec): 3 clusters Score: Raw -270172.742641 + Penalty 4674.961583 = -265497.781058 nChanged 204 SP:Iteration 8Q (35.986180 sec): 3 clusters Score: Raw -270381.503745 + Penalty 4674.961583 = -265706.542162 nChanged 198 SP:Iteration 9Q (36.088830 sec): 3 clusters Score: Raw -270584.640076 + Penalty 4674.961583 = -265909.678493 nChanged 242 SP:Iteration 10Q (36.207316 sec): 3 clusters Score: Raw -270875.381670 + Penalty 4674.961583 = -266200.420087 nChanged 253 SP:Iteration 11Q (36.317084 sec): 3 clusters Score: Raw -271166.766723 + Penalty 4674.961583 = -266491.805140 nChanged 248 SP:Iteration 12Q (36.463085 sec): 3 clusters Score: Raw -271475.218266 + Penalty 4674.961583 = -266800.256683 nChanged 246 SP:Iteration 13Q (36.584422 sec): 3 clusters Score: Raw -271748.754803 + Penalty 4674.961583 = -267073.793220 nChanged 227 SP:Iteration 14Q (36.682140 sec): 3 clusters Score: Raw -272024.955311 + Penalty 4674.961583 = -267349.993728 nChanged 218 SP:Iteration 15Q (36.795397 sec): 3 clusters Score: Raw -272285.187147 + Penalty 4674.961583 = -267610.225564 nChanged 169 SP:Iteration 16Q (36.911933 sec): 3 clusters Score: Raw -272476.554721 + Penalty 4674.961583 = -267801.593138 nChanged 132 SP:Iteration 17Q (37.005723 sec): 3 clusters Score: Raw -272588.978188 + Penalty 4674.961583 = -267914.016604 nChanged 87 SP:Iteration 18Q (37.114046 sec): 3 clusters Score: Raw -272639.668871 + Penalty 4674.961583 = -267964.707288 nChanged 55 SP:Iteration 19Q (37.243240 sec): 3 clusters Score: Raw -272678.802105 + Penalty 4674.961583 = -268003.840522 nChanged 28 SP:Iteration 20F (37.377006 sec): 3 clusters Score: Raw -272689.040899 + Penalty 4674.961583 = -268014.079316 nChanged 20 SP:Iteration 21Q (37.492439 sec): 3 clusters Score: Raw -272695.793905 + Penalty 4674.961583 = -268020.832321 nChanged 22 SP:Iteration 22Q (37.610691 sec): 3 clusters Score: Raw -272703.053557 + Penalty 4674.961583 = -268028.091974 nChanged 13 SP:Iteration 23Q (37.712984 sec): 3 clusters Score: Raw -272707.468748 + Penalty 4674.961583 = -268032.507165 nChanged 9 SP:Iteration 24Q (37.832959 sec): 3 clusters Score: Raw -272710.285138 + Penalty 4674.961583 = -268035.323555 nChanged 7 SP:Iteration 25Q (37.962998 sec): 3 clusters Score: Raw -272711.792233 + Penalty 4674.961583 = -268036.830650 nChanged 4 SP:Iteration 26Q (38.070416 sec): 3 clusters Score: Raw -272712.909990 + Penalty 4674.961583 = -268037.948406 nChanged 3 SP:Iteration 27Q (38.206380 sec): 3 clusters Score: Raw -272713.557244 + Penalty 4674.961583 = -268038.595660 nChanged 4 SP:Iteration 28Q (38.314298 sec): 3 clusters Score: Raw -272714.862013 + Penalty 4674.961583 = -268039.900429 nChanged 5 SP:Iteration 29Q (38.436243 sec): 3 clusters Score: Raw -272717.014048 + Penalty 4674.961583 = -268042.052465 nChanged 9 SP:Iteration 30Q (38.559052 sec): 3 clusters Score: Raw -272718.867081 + Penalty 4674.961583 = -268043.905497 nChanged 4 SP:Iteration 31Q (38.616122 sec): 3 clusters Score: Raw -272720.148185 + Penalty 4674.961583 = -268045.186602 nChanged 3 SP:Iteration 32Q (38.754405 sec): 3 clusters Score: Raw -272721.085876 + Penalty 4674.961583 = -268046.124293 nChanged 4 SP:Iteration 33Q (38.871751 sec): 3 clusters Score: Raw -272722.311206 + Penalty 4674.961583 = -268047.349623 nChanged 2 SP:Iteration 34Q (38.983956 sec): 3 clusters Score: Raw -272722.718435 + Penalty 4674.961583 = -268047.756852 nChanged 0 SP:Iteration 35F (39.110249 sec): 3 clusters Score: Raw -272722.718435 + Penalty 4674.961583 = -268047.756852 nChanged 0 Score: Raw -1019483.868633 + Penalty 13303.164455 = -1006180.704178 Splitting cluster 3 changes total score from -1003950.868583 to -1006180.704178 So it's getting split into cluster 5. Iteration 20F (39.889521 sec): 6 clusters Score: Raw -1020926.455247 + Penalty 13303.164455 = -1007623.290792 nChanged 1474 Iteration 21F (40.257619 sec): 6 clusters Score: Raw -1021840.822590 + Penalty 13303.164455 = -1008537.658135 nChanged 643 Iteration 22Q (40.632897 sec): 6 clusters Score: Raw -1022293.735102 + Penalty 13303.164455 = -1008990.570647 nChanged 437 Iteration 23Q (40.996440 sec): 6 clusters Score: Raw -1022547.521120 + Penalty 13303.164455 = -1009244.356664 nChanged 295 Iteration 24Q (41.348716 sec): 6 clusters Score: Raw -1022668.542757 + Penalty 13303.164455 = -1009365.378301 nChanged 204 Iteration 25Q (41.701020 sec): 6 clusters Score: Raw -1022734.931635 + Penalty 13303.164455 = -1009431.767179 nChanged 151 Iteration 26Q (42.055407 sec): 6 clusters Score: Raw -1022775.781207 + Penalty 13303.164455 = -1009472.616751 nChanged 99 Iteration 27Q (42.373944 sec): 6 clusters Score: Raw -1022801.900761 + Penalty 13303.164455 = -1009498.736306 nChanged 63 Iteration 28Q (42.724175 sec): 6 clusters Score: Raw -1022815.245856 + Penalty 13303.164455 = -1009512.081401 nChanged 43 Iteration 29Q (43.094377 sec): 6 clusters Score: Raw -1022824.441091 + Penalty 13303.164455 = -1009521.276636 nChanged 25 Iteration 30Q (43.424208 sec): 6 clusters Score: Raw -1022830.124163 + Penalty 13303.164455 = -1009526.959708 nChanged 28 Iteration 31Q (43.786159 sec): 6 clusters Score: Raw -1022836.247418 + Penalty 13303.164455 = -1009533.082962 nChanged 20 Iteration 32Q (44.127407 sec): 6 clusters Score: Raw -1022839.994619 + Penalty 13303.164455 = -1009536.830164 nChanged 15 Iteration 33Q (44.498466 sec): 6 clusters Score: Raw -1022842.702296 + Penalty 13303.164455 = -1009539.537841 nChanged 12 Iteration 34Q (44.848478 sec): 6 clusters Score: Raw -1022844.902108 + Penalty 13303.164455 = -1009541.737652 nChanged 11 Iteration 35Q (45.185952 sec): 6 clusters Score: Raw -1022846.802326 + Penalty 13303.164455 = -1009543.637871 nChanged 9 Iteration 36Q (45.566961 sec): 6 clusters Score: Raw -1022848.700996 + Penalty 13303.164455 = -1009545.536541 nChanged 10 Iteration 37Q (45.922040 sec): 6 clusters Score: Raw -1022850.366051 + Penalty 13303.164455 = -1009547.201596 nChanged 9 Iteration 38Q (46.261672 sec): 6 clusters Score: Raw -1022852.176109 + Penalty 13303.164455 = -1009549.011654 nChanged 12 Iteration 39Q (46.606820 sec): 6 clusters Score: Raw -1022854.067654 + Penalty 13303.164455 = -1009550.903199 nChanged 11 Iteration 40F (47.015569 sec): 6 clusters Score: Raw -1022856.045811 + Penalty 13303.164455 = -1009552.881356 nChanged 7 Iteration 41Q (47.360218 sec): 6 clusters Score: Raw -1022857.377504 + Penalty 13303.164455 = -1009554.213049 nChanged 7 Iteration 42Q (47.725061 sec): 6 clusters Score: Raw -1022858.595495 + Penalty 13303.164455 = -1009555.431039 nChanged 5 Iteration 43Q (48.080386 sec): 6 clusters Score: Raw -1022859.223023 + Penalty 13303.164455 = -1009556.058568 nChanged 2 Iteration 44Q (48.434045 sec): 6 clusters Score: Raw -1022859.513931 + Penalty 13303.164455 = -1009556.349475 nChanged 3 Iteration 45Q (48.794334 sec): 6 clusters Score: Raw -1022859.966653 + Penalty 13303.164455 = -1009556.802197 nChanged 3 Iteration 46Q (49.159064 sec): 6 clusters Score: Raw -1022860.340908 + Penalty 13303.164455 = -1009557.176453 nChanged 2 Iteration 47Q (49.499566 sec): 6 clusters Score: Raw -1022860.805033 + Penalty 13303.164455 = -1009557.640578 nChanged 1 Iteration 48Q (49.862527 sec): 6 clusters Score: Raw -1022861.054445 + Penalty 13303.164455 = -1009557.889990 nChanged 0 Iteration 49F (50.253408 sec): 6 clusters Score: Raw -1022861.054445 + Penalty 13303.164455 = -1009557.889990 nChanged 0 Compute initial score before splitting: Score: Raw -1022861.054445 + Penalty 13303.164455 = -1009557.889990 Trying to split cluster 1 (4839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50.351440 sec): 2 clusters Score: Raw -202637.893878 + Penalty 2239.898329 = -200397.995549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50.480747 sec): 3 clusters Score: Raw -200348.803944 + Penalty 4479.796658 = -195869.007286 nChanged 1856 SP:Iteration 1F (50.598234 sec): 3 clusters Score: Raw -201628.233640 + Penalty 4479.796658 = -197148.436983 nChanged 430 SP:Iteration 2F (50.698013 sec): 3 clusters Score: Raw -202044.254954 + Penalty 4479.796658 = -197564.458296 nChanged 345 SP:Iteration 3F (50.839416 sec): 3 clusters Score: Raw -202370.861288 + Penalty 4479.796658 = -197891.064630 nChanged 299 SP:Iteration 4F (50.943049 sec): 3 clusters Score: Raw -202626.685688 + Penalty 4479.796658 = -198146.889030 nChanged 248 SP:Iteration 5F (51.065659 sec): 3 clusters Score: Raw -202836.611909 + Penalty 4479.796658 = -198356.815251 nChanged 228 SP:Iteration 6Q (51.172504 sec): 3 clusters Score: Raw -203017.629452 + Penalty 4479.796658 = -198537.832794 nChanged 187 SP:Iteration 7Q (51.289204 sec): 3 clusters Score: Raw -203179.242987 + Penalty 4479.796658 = -198699.446330 nChanged 154 SP:Iteration 8Q (51.411930 sec): 3 clusters Score: Raw -203290.440744 + Penalty 4479.796658 = -198810.644086 nChanged 118 SP:Iteration 9Q (51.525622 sec): 3 clusters Score: Raw -203371.831804 + Penalty 4479.796658 = -198892.035147 nChanged 100 SP:Iteration 10Q (51.647127 sec): 3 clusters Score: Raw -203445.842942 + Penalty 4479.796658 = -198966.046284 nChanged 92 SP:Iteration 11Q (51.768927 sec): 3 clusters Score: Raw -203500.360524 + Penalty 4479.796658 = -199020.563866 nChanged 77 SP:Iteration 12Q (51.882667 sec): 3 clusters Score: Raw -203538.718472 + Penalty 4479.796658 = -199058.921815 nChanged 50 SP:Iteration 13Q (52.024299 sec): 3 clusters Score: Raw -203561.267674 + Penalty 4479.796658 = -199081.471016 nChanged 47 SP:Iteration 14Q (52.134455 sec): 3 clusters Score: Raw -203587.016277 + Penalty 4479.796658 = -199107.219619 nChanged 44 SP:Iteration 15Q (52.250791 sec): 3 clusters Score: Raw -203611.759968 + Penalty 4479.796658 = -199131.963311 nChanged 51 SP:Iteration 16Q (52.369878 sec): 3 clusters Score: Raw -203642.707401 + Penalty 4479.796658 = -199162.910743 nChanged 40 SP:Iteration 17Q (52.471860 sec): 3 clusters Score: Raw -203657.817250 + Penalty 4479.796658 = -199178.020592 nChanged 30 SP:Iteration 18Q (52.597875 sec): 3 clusters Score: Raw -203670.514820 + Penalty 4479.796658 = -199190.718162 nChanged 28 SP:Iteration 19Q (52.716490 sec): 3 clusters Score: Raw -203680.576051 + Penalty 4479.796658 = -199200.779393 nChanged 21 SP:Iteration 20F (52.857991 sec): 3 clusters Score: Raw -203688.132445 + Penalty 4479.796658 = -199208.335788 nChanged 28 SP:Iteration 21Q (52.967230 sec): 3 clusters Score: Raw -203699.011726 + Penalty 4479.796658 = -199219.215069 nChanged 25 SP:Iteration 22Q (53.083408 sec): 3 clusters Score: Raw -203709.756035 + Penalty 4479.796658 = -199229.959378 nChanged 33 SP:Iteration 23Q (53.173934 sec): 3 clusters Score: Raw -203725.074879 + Penalty 4479.796658 = -199245.278221 nChanged 32 SP:Iteration 24Q (53.294774 sec): 3 clusters Score: Raw -203734.130271 + Penalty 4479.796658 = -199254.333614 nChanged 16 SP:Iteration 25Q (53.425651 sec): 3 clusters Score: Raw -203738.845871 + Penalty 4479.796658 = -199259.049213 nChanged 12 SP:Iteration 26Q (53.523163 sec): 3 clusters Score: Raw -203742.874677 + Penalty 4479.796658 = -199263.078019 nChanged 9 SP:Iteration 27Q (53.662800 sec): 3 clusters Score: Raw -203745.223316 + Penalty 4479.796658 = -199265.426658 nChanged 7 SP:Iteration 28Q (53.773678 sec): 3 clusters Score: Raw -203747.807095 + Penalty 4479.796658 = -199268.010437 nChanged 10 SP:Iteration 29Q (53.875854 sec): 3 clusters Score: Raw -203751.904285 + Penalty 4479.796658 = -199272.107628 nChanged 10 SP:Iteration 30Q (54.001314 sec): 3 clusters Score: Raw -203756.095791 + Penalty 4479.796658 = -199276.299134 nChanged 12 SP:Iteration 31Q (54.088978 sec): 3 clusters Score: Raw -203760.546498 + Penalty 4479.796658 = -199280.749840 nChanged 14 SP:Iteration 32Q (54.202989 sec): 3 clusters Score: Raw -203765.356413 + Penalty 4479.796658 = -199285.559755 nChanged 11 SP:Iteration 33Q (54.323322 sec): 3 clusters Score: Raw -203768.779616 + Penalty 4479.796658 = -199288.982958 nChanged 14 SP:Iteration 34Q (54.466210 sec): 3 clusters Score: Raw -203773.220238 + Penalty 4479.796658 = -199293.423580 nChanged 11 SP:Iteration 35Q (54.605671 sec): 3 clusters Score: Raw -203777.382916 + Penalty 4479.796658 = -199297.586258 nChanged 14 SP:Iteration 36Q (54.727934 sec): 3 clusters Score: Raw -203782.837860 + Penalty 4479.796658 = -199303.041202 nChanged 14 SP:Iteration 37Q (54.810593 sec): 3 clusters Score: Raw -203789.105509 + Penalty 4479.796658 = -199309.308851 nChanged 17 SP:Iteration 38Q (54.929988 sec): 3 clusters Score: Raw -203795.366969 + Penalty 4479.796658 = -199315.570311 nChanged 15 SP:Iteration 39Q (55.057065 sec): 3 clusters Score: Raw -203802.389738 + Penalty 4479.796658 = -199322.593080 nChanged 19 SP:Iteration 40F (55.193180 sec): 3 clusters Score: Raw -203811.131605 + Penalty 4479.796658 = -199331.334948 nChanged 16 SP:Iteration 41Q (55.316007 sec): 3 clusters Score: Raw -203816.605949 + Penalty 4479.796658 = -199336.809292 nChanged 11 SP:Iteration 42Q (55.414663 sec): 3 clusters Score: Raw -203819.880839 + Penalty 4479.796658 = -199340.084181 nChanged 13 SP:Iteration 43Q (55.520599 sec): 3 clusters Score: Raw -203823.931053 + Penalty 4479.796658 = -199344.134395 nChanged 6 SP:Iteration 44Q (55.629883 sec): 3 clusters Score: Raw -203826.162009 + Penalty 4479.796658 = -199346.365351 nChanged 4 SP:Iteration 45Q (55.748414 sec): 3 clusters Score: Raw -203826.964924 + Penalty 4479.796658 = -199347.168267 nChanged 3 SP:Iteration 46Q (55.857423 sec): 3 clusters Score: Raw -203827.906843 + Penalty 4479.796658 = -199348.110186 nChanged 6 SP:Iteration 47Q (55.997442 sec): 3 clusters Score: Raw -203830.057394 + Penalty 4479.796658 = -199350.260737 nChanged 7 SP:Iteration 48Q (56.122739 sec): 3 clusters Score: Raw -203832.315441 + Penalty 4479.796658 = -199352.518783 nChanged 6 SP:Iteration 49Q (56.227569 sec): 3 clusters Score: Raw -203833.971088 + Penalty 4479.796658 = -199354.174431 nChanged 6 SP:Iteration 50Q (56.336658 sec): 3 clusters Score: Raw -203835.287066 + Penalty 4479.796658 = -199355.490408 nChanged 4 SP:Iteration 51Q (56.469322 sec): 3 clusters Score: Raw -203836.095351 + Penalty 4479.796658 = -199356.298694 nChanged 5 SP:Iteration 52Q (56.563102 sec): 3 clusters Score: Raw -203837.420900 + Penalty 4479.796658 = -199357.624242 nChanged 6 SP:Iteration 53Q (56.682217 sec): 3 clusters Score: Raw -203838.975855 + Penalty 4479.796658 = -199359.179198 nChanged 4 SP:Iteration 54Q (56.788001 sec): 3 clusters Score: Raw -203840.025597 + Penalty 4479.796658 = -199360.228939 nChanged 5 SP:Iteration 55Q (56.917543 sec): 3 clusters Score: Raw -203841.870228 + Penalty 4479.796658 = -199362.073570 nChanged 5 SP:Iteration 56Q (57.021024 sec): 3 clusters Score: Raw -203843.508676 + Penalty 4479.796658 = -199363.712018 nChanged 5 SP:Iteration 57Q (57.138944 sec): 3 clusters Score: Raw -203844.853853 + Penalty 4479.796658 = -199365.057195 nChanged 4 SP:Iteration 58Q (57.246943 sec): 3 clusters Score: Raw -203846.278267 + Penalty 4479.796658 = -199366.481610 nChanged 3 SP:Iteration 59Q (57.382626 sec): 3 clusters Score: Raw -203847.054128 + Penalty 4479.796658 = -199367.257471 nChanged 2 SP:Iteration 60F (57.513782 sec): 3 clusters Score: Raw -203847.536571 + Penalty 4479.796658 = -199367.739913 nChanged 0 Trying to split cluster 2 (5076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.576194 sec): 2 clusters Score: Raw -234911.421096 + Penalty 2252.521611 = -232658.899485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.700013 sec): 3 clusters Score: Raw -232500.024708 + Penalty 4505.043222 = -227994.981486 nChanged 1943 SP:Iteration 1F (57.806519 sec): 3 clusters Score: Raw -233628.359520 + Penalty 4505.043222 = -229123.316298 nChanged 415 SP:Iteration 2F (57.908567 sec): 3 clusters Score: Raw -233883.684367 + Penalty 4505.043222 = -229378.641145 nChanged 257 SP:Iteration 3F (58.025738 sec): 3 clusters Score: Raw -234053.586580 + Penalty 4505.043222 = -229548.543358 nChanged 218 SP:Iteration 4Q (58.142326 sec): 3 clusters Score: Raw -234196.915202 + Penalty 4505.043222 = -229691.871981 nChanged 205 SP:Iteration 5Q (58.273455 sec): 3 clusters Score: Raw -234339.695272 + Penalty 4505.043222 = -229834.652050 nChanged 192 SP:Iteration 6Q (58.376235 sec): 3 clusters Score: Raw -234478.294635 + Penalty 4505.043222 = -229973.251414 nChanged 179 SP:Iteration 7Q (58.474039 sec): 3 clusters Score: Raw -234624.905579 + Penalty 4505.043222 = -230119.862357 nChanged 179 SP:Iteration 8Q (58.601399 sec): 3 clusters Score: Raw -234760.150677 + Penalty 4505.043222 = -230255.107455 nChanged 181 SP:Iteration 9Q (58.694442 sec): 3 clusters Score: Raw -234904.421157 + Penalty 4505.043222 = -230399.377935 nChanged 184 SP:Iteration 10Q (58.823137 sec): 3 clusters Score: Raw -235061.530655 + Penalty 4505.043222 = -230556.487434 nChanged 194 SP:Iteration 11Q (58.958614 sec): 3 clusters Score: Raw -235214.171426 + Penalty 4505.043222 = -230709.128204 nChanged 152 SP:Iteration 12Q (59.075101 sec): 3 clusters Score: Raw -235327.979275 + Penalty 4505.043222 = -230822.936053 nChanged 123 SP:Iteration 13Q (59.175531 sec): 3 clusters Score: Raw -235422.689898 + Penalty 4505.043222 = -230917.646676 nChanged 124 SP:Iteration 14Q (59.302577 sec): 3 clusters Score: Raw -235520.952439 + Penalty 4505.043222 = -231015.909217 nChanged 108 SP:Iteration 15Q (59.428284 sec): 3 clusters Score: Raw -235602.907240 + Penalty 4505.043222 = -231097.864019 nChanged 94 SP:Iteration 16Q (59.521757 sec): 3 clusters Score: Raw -235675.847801 + Penalty 4505.043222 = -231170.804580 nChanged 93 SP:Iteration 17Q (59.654272 sec): 3 clusters Score: Raw -235752.625980 + Penalty 4505.043222 = -231247.582758 nChanged 78 SP:Iteration 18Q (59.766667 sec): 3 clusters Score: Raw -235809.639899 + Penalty 4505.043222 = -231304.596677 nChanged 56 SP:Iteration 19Q (59.865232 sec): 3 clusters Score: Raw -235844.502796 + Penalty 4505.043222 = -231339.459574 nChanged 56 SP:Iteration 20F (59.980240 sec): 3 clusters Score: Raw -235872.159494 + Penalty 4505.043222 = -231367.116273 nChanged 51 SP:Iteration 21Q (60.091841 sec): 3 clusters Score: Raw -235897.108117 + Penalty 4505.043222 = -231392.064896 nChanged 37 SP:Iteration 22Q (60.186245 sec): 3 clusters Score: Raw -235915.769970 + Penalty 4505.043222 = -231410.726748 nChanged 31 SP:Iteration 23Q (60.330047 sec): 3 clusters Score: Raw -235929.835043 + Penalty 4505.043222 = -231424.791822 nChanged 20 SP:Iteration 24Q (60.419500 sec): 3 clusters Score: Raw -235937.604883 + Penalty 4505.043222 = -231432.561661 nChanged 18 SP:Iteration 25Q (60.541744 sec): 3 clusters Score: Raw -235942.716176 + Penalty 4505.043222 = -231437.672954 nChanged 9 SP:Iteration 26Q (60.645191 sec): 3 clusters Score: Raw -235944.975112 + Penalty 4505.043222 = -231439.931891 nChanged 11 SP:Iteration 27Q (60.766660 sec): 3 clusters Score: Raw -235947.797438 + Penalty 4505.043222 = -231442.754217 nChanged 5 SP:Iteration 28Q (60.868747 sec): 3 clusters Score: Raw -235950.046598 + Penalty 4505.043222 = -231445.003376 nChanged 1 SP:Iteration 29Q (61.018981 sec): 3 clusters Score: Raw -235950.190997 + Penalty 4505.043222 = -231445.147775 nChanged 1 SP:Iteration 30Q (61.110855 sec): 3 clusters Score: Raw -235950.474378 + Penalty 4505.043222 = -231445.431156 nChanged 0 SP:Iteration 31F (61.219086 sec): 3 clusters Score: Raw -235950.474378 + Penalty 4505.043222 = -231445.431156 nChanged 0 Trying to split cluster 3 (3439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.285572 sec): 2 clusters Score: Raw -152362.067127 + Penalty 2149.735107 = -150212.332020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.405605 sec): 3 clusters Score: Raw -150851.044680 + Penalty 4299.470214 = -146551.574467 nChanged 1253 SP:Iteration 1F (61.523801 sec): 3 clusters Score: Raw -151679.995479 + Penalty 4299.470214 = -147380.525265 nChanged 287 SP:Iteration 2F (61.620532 sec): 3 clusters Score: Raw -151949.903460 + Penalty 4299.470214 = -147650.433247 nChanged 223 SP:Iteration 3F (61.742474 sec): 3 clusters Score: Raw -152201.448204 + Penalty 4299.470214 = -147901.977990 nChanged 205 SP:Iteration 4F (61.838632 sec): 3 clusters Score: Raw -152480.453558 + Penalty 4299.470214 = -148180.983345 nChanged 204 SP:Iteration 5F (61.943097 sec): 3 clusters Score: Raw -152731.000390 + Penalty 4299.470214 = -148431.530177 nChanged 192 SP:Iteration 6F (62.037252 sec): 3 clusters Score: Raw -152986.583333 + Penalty 4299.470214 = -148687.113120 nChanged 159 SP:Iteration 7Q (62.140560 sec): 3 clusters Score: Raw -153169.948026 + Penalty 4299.470214 = -148870.477813 nChanged 133 SP:Iteration 8Q (62.249988 sec): 3 clusters Score: Raw -153320.731156 + Penalty 4299.470214 = -149021.260942 nChanged 102 SP:Iteration 9Q (62.331099 sec): 3 clusters Score: Raw -153448.539344 + Penalty 4299.470214 = -149149.069130 nChanged 93 SP:Iteration 10Q (62.439976 sec): 3 clusters Score: Raw -153546.031874 + Penalty 4299.470214 = -149246.561661 nChanged 88 SP:Iteration 11Q (62.561449 sec): 3 clusters Score: Raw -153667.195119 + Penalty 4299.470214 = -149367.724905 nChanged 104 SP:Iteration 12Q (62.677375 sec): 3 clusters Score: Raw -153808.334271 + Penalty 4299.470214 = -149508.864057 nChanged 85 SP:Iteration 13Q (62.769476 sec): 3 clusters Score: Raw -153933.251860 + Penalty 4299.470214 = -149633.781646 nChanged 58 SP:Iteration 14Q (62.890140 sec): 3 clusters Score: Raw -153984.251313 + Penalty 4299.470214 = -149684.781100 nChanged 43 SP:Iteration 15Q (62.972450 sec): 3 clusters Score: Raw -154020.133515 + Penalty 4299.470214 = -149720.663301 nChanged 36 SP:Iteration 16Q (63.095376 sec): 3 clusters Score: Raw -154053.205922 + Penalty 4299.470214 = -149753.735709 nChanged 32 SP:Iteration 17Q (63.206474 sec): 3 clusters Score: Raw -154081.234757 + Penalty 4299.470214 = -149781.764543 nChanged 31 SP:Iteration 18Q (63.299513 sec): 3 clusters Score: Raw -154105.231544 + Penalty 4299.470214 = -149805.761331 nChanged 27 SP:Iteration 19Q (63.403676 sec): 3 clusters Score: Raw -154122.475958 + Penalty 4299.470214 = -149823.005745 nChanged 21 SP:Iteration 20F (63.544855 sec): 3 clusters Score: Raw -154137.285011 + Penalty 4299.470214 = -149837.814798 nChanged 14 SP:Iteration 21Q (63.627711 sec): 3 clusters Score: Raw -154147.024058 + Penalty 4299.470214 = -149847.553845 nChanged 10 SP:Iteration 22Q (63.740195 sec): 3 clusters Score: Raw -154152.892390 + Penalty 4299.470214 = -149853.422176 nChanged 11 SP:Iteration 23Q (63.877587 sec): 3 clusters Score: Raw -154159.785436 + Penalty 4299.470214 = -149860.315222 nChanged 5 SP:Iteration 24Q (63.961755 sec): 3 clusters Score: Raw -154161.878337 + Penalty 4299.470214 = -149862.408123 nChanged 2 SP:Iteration 25Q (64.080384 sec): 3 clusters Score: Raw -154162.234145 + Penalty 4299.470214 = -149862.763932 nChanged 0 SP:Iteration 26F (64.189556 sec): 3 clusters Score: Raw -154162.234145 + Penalty 4299.470214 = -149862.763932 nChanged 0 Trying to split cluster 4 (6900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.250664 sec): 2 clusters Score: Raw -341692.566370 + Penalty 2333.569046 = -339358.997324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.392740 sec): 3 clusters Score: Raw -338212.591202 + Penalty 4667.138093 = -333545.453110 nChanged 2777 SP:Iteration 1F (64.531816 sec): 3 clusters Score: Raw -339822.740887 + Penalty 4667.138093 = -335155.602794 nChanged 572 SP:Iteration 2F (64.659490 sec): 3 clusters Score: Raw -340172.424126 + Penalty 4667.138093 = -335505.286033 nChanged 424 SP:Iteration 3F (64.784575 sec): 3 clusters Score: Raw -340453.254709 + Penalty 4667.138093 = -335786.116616 nChanged 391 SP:Iteration 4F (64.911692 sec): 3 clusters Score: Raw -340735.277993 + Penalty 4667.138093 = -336068.139900 nChanged 351 SP:Iteration 5F (65.043224 sec): 3 clusters Score: Raw -340959.034035 + Penalty 4667.138093 = -336291.895942 nChanged 271 SP:Iteration 6Q (65.180485 sec): 3 clusters Score: Raw -341113.120822 + Penalty 4667.138093 = -336445.982730 nChanged 226 SP:Iteration 7Q (65.302711 sec): 3 clusters Score: Raw -341238.571122 + Penalty 4667.138093 = -336571.433030 nChanged 207 SP:Iteration 8Q (65.412249 sec): 3 clusters Score: Raw -341345.405887 + Penalty 4667.138093 = -336678.267794 nChanged 159 SP:Iteration 9Q (65.523834 sec): 3 clusters Score: Raw -341423.834564 + Penalty 4667.138093 = -336756.696472 nChanged 122 SP:Iteration 10Q (65.645736 sec): 3 clusters Score: Raw -341485.382016 + Penalty 4667.138093 = -336818.243923 nChanged 114 SP:Iteration 11Q (65.780003 sec): 3 clusters Score: Raw -341539.597602 + Penalty 4667.138093 = -336872.459509 nChanged 91 SP:Iteration 12Q (65.897726 sec): 3 clusters Score: Raw -341579.849805 + Penalty 4667.138093 = -336912.711712 nChanged 73 SP:Iteration 13Q (66.020816 sec): 3 clusters Score: Raw -341619.431562 + Penalty 4667.138093 = -336952.293469 nChanged 63 SP:Iteration 14Q (66.145073 sec): 3 clusters Score: Raw -341646.319130 + Penalty 4667.138093 = -336979.181038 nChanged 54 SP:Iteration 15Q (66.266966 sec): 3 clusters Score: Raw -341668.775838 + Penalty 4667.138093 = -337001.637745 nChanged 54 SP:Iteration 16Q (66.394125 sec): 3 clusters Score: Raw -341694.939078 + Penalty 4667.138093 = -337027.800986 nChanged 59 SP:Iteration 17Q (66.512027 sec): 3 clusters Score: Raw -341722.741613 + Penalty 4667.138093 = -337055.603521 nChanged 56 SP:Iteration 18Q (66.633731 sec): 3 clusters Score: Raw -341749.860699 + Penalty 4667.138093 = -337082.722606 nChanged 55 SP:Iteration 19Q (66.754560 sec): 3 clusters Score: Raw -341778.123941 + Penalty 4667.138093 = -337110.985848 nChanged 51 SP:Iteration 20F (66.885169 sec): 3 clusters Score: Raw -341804.190961 + Penalty 4667.138093 = -337137.052868 nChanged 45 SP:Iteration 21Q (67.013397 sec): 3 clusters Score: Raw -341828.439777 + Penalty 4667.138093 = -337161.301685 nChanged 36 SP:Iteration 22Q (67.124945 sec): 3 clusters Score: Raw -341853.867743 + Penalty 4667.138093 = -337186.729651 nChanged 38 SP:Iteration 23Q (67.279236 sec): 3 clusters Score: Raw -341884.392992 + Penalty 4667.138093 = -337217.254899 nChanged 55 SP:Iteration 24Q (67.404314 sec): 3 clusters Score: Raw -341922.911685 + Penalty 4667.138093 = -337255.773592 nChanged 52 SP:Iteration 25Q (67.499663 sec): 3 clusters Score: Raw -341957.893989 + Penalty 4667.138093 = -337290.755896 nChanged 47 SP:Iteration 26Q (67.617903 sec): 3 clusters Score: Raw -341989.093067 + Penalty 4667.138093 = -337321.954974 nChanged 44 SP:Iteration 27Q (67.737637 sec): 3 clusters Score: Raw -342018.692071 + Penalty 4667.138093 = -337351.553978 nChanged 42 SP:Iteration 28Q (67.888194 sec): 3 clusters Score: Raw -342052.878113 + Penalty 4667.138093 = -337385.740020 nChanged 51 SP:Iteration 29Q (67.992194 sec): 3 clusters Score: Raw -342094.595676 + Penalty 4667.138093 = -337427.457584 nChanged 49 SP:Iteration 30Q (68.099514 sec): 3 clusters Score: Raw -342127.152748 + Penalty 4667.138093 = -337460.014656 nChanged 41 SP:Iteration 31Q (68.223403 sec): 3 clusters Score: Raw -342150.951640 + Penalty 4667.138093 = -337483.813547 nChanged 31 SP:Iteration 32Q (68.368043 sec): 3 clusters Score: Raw -342168.763588 + Penalty 4667.138093 = -337501.625495 nChanged 25 SP:Iteration 33Q (68.482478 sec): 3 clusters Score: Raw -342181.914195 + Penalty 4667.138093 = -337514.776102 nChanged 21 SP:Iteration 34Q (68.609490 sec): 3 clusters Score: Raw -342191.895697 + Penalty 4667.138093 = -337524.757605 nChanged 14 SP:Iteration 35Q (68.728469 sec): 3 clusters Score: Raw -342198.752255 + Penalty 4667.138093 = -337531.614162 nChanged 13 SP:Iteration 36Q (68.829879 sec): 3 clusters Score: Raw -342204.206801 + Penalty 4667.138093 = -337537.068708 nChanged 7 SP:Iteration 37Q (68.957279 sec): 3 clusters Score: Raw -342207.499851 + Penalty 4667.138093 = -337540.361758 nChanged 7 SP:Iteration 38Q (69.082531 sec): 3 clusters Score: Raw -342209.658096 + Penalty 4667.138093 = -337542.520004 nChanged 4 SP:Iteration 39Q (69.220252 sec): 3 clusters Score: Raw -342212.239501 + Penalty 4667.138093 = -337545.101408 nChanged 5 SP:Iteration 40F (69.323832 sec): 3 clusters Score: Raw -342214.751272 + Penalty 4667.138093 = -337547.613179 nChanged 4 SP:Iteration 41Q (69.438694 sec): 3 clusters Score: Raw -342216.760320 + Penalty 4667.138093 = -337549.622228 nChanged 4 SP:Iteration 42Q (69.552850 sec): 3 clusters Score: Raw -342217.813146 + Penalty 4667.138093 = -337550.675053 nChanged 0 SP:Iteration 43F (69.671404 sec): 3 clusters Score: Raw -342217.813146 + Penalty 4667.138093 = -337550.675053 nChanged 0 Trying to split cluster 5 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69.738434 sec): 2 clusters Score: Raw -128784.299722 + Penalty 2159.086556 = -126625.213166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69.846772 sec): 3 clusters Score: Raw -127206.596449 + Penalty 4318.173111 = -122888.423337 nChanged 1298 SP:Iteration 1F (69.958991 sec): 3 clusters Score: Raw -128119.593907 + Penalty 4318.173111 = -123801.420796 nChanged 304 SP:Iteration 2F (70.092878 sec): 3 clusters Score: Raw -128356.220779 + Penalty 4318.173111 = -124038.047667 nChanged 181 SP:Iteration 3F (70.206381 sec): 3 clusters Score: Raw -128487.745234 + Penalty 4318.173111 = -124169.572123 nChanged 132 SP:Iteration 4Q (70.302462 sec): 3 clusters Score: Raw -128588.432007 + Penalty 4318.173111 = -124270.258896 nChanged 103 SP:Iteration 5Q (70.415650 sec): 3 clusters Score: Raw -128677.260409 + Penalty 4318.173111 = -124359.087298 nChanged 106 SP:Iteration 6Q (70.538359 sec): 3 clusters Score: Raw -128755.987552 + Penalty 4318.173111 = -124437.814440 nChanged 95 SP:Iteration 7Q (70.666115 sec): 3 clusters Score: Raw -128842.793480 + Penalty 4318.173111 = -124524.620368 nChanged 109 SP:Iteration 8Q (70.766539 sec): 3 clusters Score: Raw -128950.823778 + Penalty 4318.173111 = -124632.650666 nChanged 113 SP:Iteration 9Q (70.873046 sec): 3 clusters Score: Raw -129070.742766 + Penalty 4318.173111 = -124752.569655 nChanged 111 SP:Iteration 10Q (70.982601 sec): 3 clusters Score: Raw -129202.668861 + Penalty 4318.173111 = -124884.495750 nChanged 120 SP:Iteration 11Q (71.101440 sec): 3 clusters Score: Raw -129329.199829 + Penalty 4318.173111 = -125011.026718 nChanged 105 SP:Iteration 12Q (71.212412 sec): 3 clusters Score: Raw -129417.958499 + Penalty 4318.173111 = -125099.785387 nChanged 91 SP:Iteration 13Q (71.296031 sec): 3 clusters Score: Raw -129495.841798 + Penalty 4318.173111 = -125177.668687 nChanged 81 SP:Iteration 14Q (71.394202 sec): 3 clusters Score: Raw -129544.822776 + Penalty 4318.173111 = -125226.649664 nChanged 49 SP:Iteration 15Q (71.527286 sec): 3 clusters Score: Raw -129571.120086 + Penalty 4318.173111 = -125252.946975 nChanged 37 SP:Iteration 16Q (71.613943 sec): 3 clusters Score: Raw -129593.321132 + Penalty 4318.173111 = -125275.148021 nChanged 33 SP:Iteration 17Q (71.723297 sec): 3 clusters Score: Raw -129612.338509 + Penalty 4318.173111 = -125294.165397 nChanged 22 SP:Iteration 18Q (71.834600 sec): 3 clusters Score: Raw -129628.356016 + Penalty 4318.173111 = -125310.182905 nChanged 12 SP:Iteration 19Q (71.940640 sec): 3 clusters Score: Raw -129634.658048 + Penalty 4318.173111 = -125316.484937 nChanged 11 SP:Iteration 20F (72.036657 sec): 3 clusters Score: Raw -129638.893528 + Penalty 4318.173111 = -125320.720416 nChanged 8 SP:Iteration 21Q (72.126401 sec): 3 clusters Score: Raw -129642.979444 + Penalty 4318.173111 = -125324.806332 nChanged 7 SP:Iteration 22Q (72.254669 sec): 3 clusters Score: Raw -129645.017414 + Penalty 4318.173111 = -125326.844302 nChanged 5 SP:Iteration 23Q (72.360254 sec): 3 clusters Score: Raw -129646.911344 + Penalty 4318.173111 = -125328.738233 nChanged 6 SP:Iteration 24Q (72.459949 sec): 3 clusters Score: Raw -129649.515185 + Penalty 4318.173111 = -125331.342074 nChanged 2 SP:Iteration 25Q (72.576654 sec): 3 clusters Score: Raw -129650.361170 + Penalty 4318.173111 = -125332.188059 nChanged 5 SP:Iteration 26Q (72.686872 sec): 3 clusters Score: Raw -129653.125374 + Penalty 4318.173111 = -125334.952263 nChanged 3 SP:Iteration 27Q (72.816026 sec): 3 clusters Score: Raw -129654.310214 + Penalty 4318.173111 = -125336.137103 nChanged 2 SP:Iteration 28Q (72.920880 sec): 3 clusters Score: Raw -129655.338316 + Penalty 4318.173111 = -125337.165204 nChanged 2 SP:Iteration 29Q (73.008473 sec): 3 clusters Score: Raw -129656.059589 + Penalty 4318.173111 = -125337.886478 nChanged 3 SP:Iteration 30Q (73.129776 sec): 3 clusters Score: Raw -129657.359084 + Penalty 4318.173111 = -125339.185972 nChanged 5 SP:Iteration 31Q (73.233993 sec): 3 clusters Score: Raw -129658.842582 + Penalty 4318.173111 = -125340.669471 nChanged 2 SP:Iteration 32Q (73.358206 sec): 3 clusters Score: Raw -129659.931198 + Penalty 4318.173111 = -125341.758087 nChanged 3 SP:Iteration 33Q (73.479957 sec): 3 clusters Score: Raw -129660.985294 + Penalty 4318.173111 = -125342.812182 nChanged 0 SP:Iteration 34F (73.605529 sec): 3 clusters Score: Raw -129660.985294 + Penalty 4318.173111 = -125342.812182 nChanged 0 Time taken for this iteration:73.135262 seconds. 2->6 Clusters: Score -1009557.889990, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (73.769009 sec): 3 clusters Score: Raw -970811.367260 + Penalty 5321.265782 = -965490.101478 nChanged 10699 Iteration 1F (73.932072 sec): 3 clusters Score: Raw -979517.889141 + Penalty 5321.265782 = -974196.623359 nChanged 2932 Iteration 2F (74.092375 sec): 3 clusters Score: Raw -984952.678728 + Penalty 5321.265782 = -979631.412946 nChanged 3479 Iteration 3F (74.263250 sec): 3 clusters Score: Raw -992138.132999 + Penalty 5321.265782 = -986816.867217 nChanged 2842 Iteration 4F (74.428617 sec): 3 clusters Score: Raw -996964.224546 + Penalty 5321.265782 = -991642.958764 nChanged 1634 Iteration 5F (74.595469 sec): 3 clusters Score: Raw -998714.423941 + Penalty 5321.265782 = -993393.158159 nChanged 852 Iteration 6Q (74.760070 sec): 3 clusters Score: Raw -999378.649534 + Penalty 5321.265782 = -994057.383752 nChanged 518 Iteration 7Q (74.915048 sec): 3 clusters Score: Raw -999695.626830 + Penalty 5321.265782 = -994374.361047 nChanged 312 Iteration 8Q (75.097105 sec): 3 clusters Score: Raw -999908.680397 + Penalty 5321.265782 = -994587.414615 nChanged 266 Iteration 9Q (75.265410 sec): 3 clusters Score: Raw -1000072.640767 + Penalty 5321.265782 = -994751.374985 nChanged 237 Iteration 10Q (75.436203 sec): 3 clusters Score: Raw -1000205.716067 + Penalty 5321.265782 = -994884.450285 nChanged 187 Iteration 11Q (75.588991 sec): 3 clusters Score: Raw -1000330.053169 + Penalty 5321.265782 = -995008.787387 nChanged 154 Iteration 12Q (75.778200 sec): 3 clusters Score: Raw -1000443.610400 + Penalty 5321.265782 = -995122.344618 nChanged 118 Iteration 13Q (75.947452 sec): 3 clusters Score: Raw -1000524.222952 + Penalty 5321.265782 = -995202.957170 nChanged 106 Iteration 14Q (76.129234 sec): 3 clusters Score: Raw -1000584.836212 + Penalty 5321.265782 = -995263.570430 nChanged 106 Iteration 15Q (76.301928 sec): 3 clusters Score: Raw -1000642.083784 + Penalty 5321.265782 = -995320.818002 nChanged 88 Iteration 16Q (76.482117 sec): 3 clusters Score: Raw -1000671.489164 + Penalty 5321.265782 = -995350.223382 nChanged 68 Iteration 17Q (76.628734 sec): 3 clusters Score: Raw -1000715.139292 + Penalty 5321.265782 = -995393.873509 nChanged 60 Iteration 18Q (76.801845 sec): 3 clusters Score: Raw -1000727.982393 + Penalty 5321.265782 = -995406.716611 nChanged 53 Iteration 19Q (76.965211 sec): 3 clusters Score: Raw -1000743.890729 + Penalty 5321.265782 = -995422.624947 nChanged 46 Writing temp clu file Because OldScore, -995406.716611, is greater than current (better) Score,-995422.624947 Compute initial score before splitting: Score: Raw -1000743.890729 + Penalty 5321.265782 = -995422.624947 Trying to split cluster 1 (9478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (77.094965 sec): 2 clusters Score: Raw -355919.731114 + Penalty 2417.376351 = -353502.354763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (77.206257 sec): 3 clusters Score: Raw -350974.007379 + Penalty 4834.752702 = -346139.254677 nChanged 3919 SP:Iteration 1F (77.339542 sec): 3 clusters Score: Raw -353950.385319 + Penalty 4834.752702 = -349115.632617 nChanged 1161 SP:Iteration 2F (77.477013 sec): 3 clusters Score: Raw -356212.867077 + Penalty 4834.752702 = -351378.114375 nChanged 1370 SP:Iteration 3F (77.589610 sec): 3 clusters Score: Raw -359836.459629 + Penalty 4834.752702 = -355001.706927 nChanged 1136 SP:Iteration 4F (77.719556 sec): 3 clusters Score: Raw -362550.277140 + Penalty 4834.752702 = -357715.524438 nChanged 674 SP:Iteration 5F (77.854758 sec): 3 clusters Score: Raw -363953.218037 + Penalty 4834.752702 = -359118.465334 nChanged 438 SP:Iteration 6Q (77.988275 sec): 3 clusters Score: Raw -364507.808636 + Penalty 4834.752702 = -359673.055933 nChanged 229 SP:Iteration 7Q (78.103078 sec): 3 clusters Score: Raw -364648.163087 + Penalty 4834.752702 = -359813.410385 nChanged 123 SP:Iteration 8Q (78.210775 sec): 3 clusters Score: Raw -364692.915913 + Penalty 4834.752702 = -359858.163211 nChanged 55 SP:Iteration 9Q (78.345481 sec): 3 clusters Score: Raw -364707.032853 + Penalty 4834.752702 = -359872.280151 nChanged 26 SP:Iteration 10Q (78.475752 sec): 3 clusters Score: Raw -364713.108017 + Penalty 4834.752702 = -359878.355315 nChanged 17 SP:Iteration 11Q (78.589567 sec): 3 clusters Score: Raw -364716.333274 + Penalty 4834.752702 = -359881.580572 nChanged 12 SP:Iteration 12Q (78.727918 sec): 3 clusters Score: Raw -364719.625869 + Penalty 4834.752702 = -359884.873167 nChanged 11 SP:Iteration 13Q (78.866943 sec): 3 clusters Score: Raw -364721.354147 + Penalty 4834.752702 = -359886.601445 nChanged 6 SP:Iteration 14Q (78.976130 sec): 3 clusters Score: Raw -364722.141559 + Penalty 4834.752702 = -359887.388857 nChanged 3 SP:Iteration 15Q (79.125519 sec): 3 clusters Score: Raw -364722.595690 + Penalty 4834.752702 = -359887.842988 nChanged 2 SP:Iteration 16Q (79.236265 sec): 3 clusters Score: Raw -364722.971659 + Penalty 4834.752702 = -359888.218956 nChanged 1 SP:Iteration 17Q (79.361328 sec): 3 clusters Score: Raw -364723.217348 + Penalty 4834.752702 = -359888.464646 nChanged 2 SP:Iteration 18Q (79.495815 sec): 3 clusters Score: Raw -364723.468993 + Penalty 4834.752702 = -359888.716291 nChanged 2 SP:Iteration 19Q (79.626600 sec): 3 clusters Score: Raw -364723.855673 + Penalty 4834.752702 = -359889.102971 nChanged 4 SP:Iteration 20F (79.766919 sec): 3 clusters Score: Raw -364724.240360 + Penalty 4834.752702 = -359889.487658 nChanged 2 SP:Iteration 21Q (79.863227 sec): 3 clusters Score: Raw -364724.642768 + Penalty 4834.752702 = -359889.890065 nChanged 2 SP:Iteration 22Q (80.000599 sec): 3 clusters Score: Raw -364725.003651 + Penalty 4834.752702 = -359890.250948 nChanged 3 SP:Iteration 23Q (80.125372 sec): 3 clusters Score: Raw -364725.493371 + Penalty 4834.752702 = -359890.740669 nChanged 3 SP:Iteration 24Q (80.276665 sec): 3 clusters Score: Raw -364725.918213 + Penalty 4834.752702 = -359891.165511 nChanged 1 SP:Iteration 25Q (80.388615 sec): 3 clusters Score: Raw -364726.008503 + Penalty 4834.752702 = -359891.255801 nChanged 1 SP:Iteration 26Q (80.537998 sec): 3 clusters Score: Raw -364726.165566 + Penalty 4834.752702 = -359891.412863 nChanged 2 SP:Iteration 27Q (80.653663 sec): 3 clusters Score: Raw -364726.388130 + Penalty 4834.752702 = -359891.635428 nChanged 0 SP:Iteration 28F (80.799912 sec): 3 clusters Score: Raw -364726.388130 + Penalty 4834.752702 = -359891.635428 nChanged 0 Score: Raw -1009555.149027 + Penalty 7981.898673 = -1001573.250354 Splitting cluster 1 changes total score from -995422.624947 to -1001573.250354 So it's getting split into cluster 3. Trying to split cluster 2 (14332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.148465 sec): 2 clusters Score: Raw -660896.322080 + Penalty 2526.546021 = -658369.776059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.268987 sec): 3 clusters Score: Raw -652920.455698 + Penalty 5053.092041 = -647867.363657 nChanged 6081 SP:Iteration 1F (81.408113 sec): 3 clusters Score: Raw -656673.305076 + Penalty 5053.092041 = -651620.213035 nChanged 1274 SP:Iteration 2F (81.579821 sec): 3 clusters Score: Raw -658219.603146 + Penalty 5053.092041 = -653166.511105 nChanged 1309 SP:Iteration 3F (81.717628 sec): 3 clusters Score: Raw -660041.743534 + Penalty 5053.092041 = -654988.651492 nChanged 1265 SP:Iteration 4F (81.850747 sec): 3 clusters Score: Raw -661164.769512 + Penalty 5053.092041 = -656111.677471 nChanged 987 SP:Iteration 5F (81.976948 sec): 3 clusters Score: Raw -661867.750067 + Penalty 5053.092041 = -656814.658026 nChanged 803 SP:Iteration 6F (82.115312 sec): 3 clusters Score: Raw -662438.780617 + Penalty 5053.092041 = -657385.688576 nChanged 680 SP:Iteration 7Q (82.273061 sec): 3 clusters Score: Raw -662921.158239 + Penalty 5053.092041 = -657868.066198 nChanged 567 SP:Iteration 8Q (82.425404 sec): 3 clusters Score: Raw -663338.336073 + Penalty 5053.092041 = -658285.244032 nChanged 498 SP:Iteration 9Q (82.559746 sec): 3 clusters Score: Raw -663699.555679 + Penalty 5053.092041 = -658646.463637 nChanged 398 SP:Iteration 10Q (82.707452 sec): 3 clusters Score: Raw -663968.558739 + Penalty 5053.092041 = -658915.466697 nChanged 318 SP:Iteration 11Q (82.855354 sec): 3 clusters Score: Raw -664215.278045 + Penalty 5053.092041 = -659162.186004 nChanged 304 SP:Iteration 12Q (82.993279 sec): 3 clusters Score: Raw -664442.056113 + Penalty 5053.092041 = -659388.964072 nChanged 253 SP:Iteration 13Q (83.154187 sec): 3 clusters Score: Raw -664608.345657 + Penalty 5053.092041 = -659555.253615 nChanged 177 SP:Iteration 14Q (83.279946 sec): 3 clusters Score: Raw -664718.384853 + Penalty 5053.092041 = -659665.292812 nChanged 147 SP:Iteration 15Q (83.440865 sec): 3 clusters Score: Raw -664811.583246 + Penalty 5053.092041 = -659758.491205 nChanged 124 SP:Iteration 16Q (83.574444 sec): 3 clusters Score: Raw -664888.957433 + Penalty 5053.092041 = -659835.865392 nChanged 107 SP:Iteration 17Q (83.743746 sec): 3 clusters Score: Raw -664945.677224 + Penalty 5053.092041 = -659892.585182 nChanged 68 SP:Iteration 18Q (83.875769 sec): 3 clusters Score: Raw -664967.497806 + Penalty 5053.092041 = -659914.405764 nChanged 54 SP:Iteration 19Q (84.018718 sec): 3 clusters Score: Raw -664983.118829 + Penalty 5053.092041 = -659930.026788 nChanged 35 SP:Iteration 20F (84.157130 sec): 3 clusters Score: Raw -664998.581058 + Penalty 5053.092041 = -659945.489017 nChanged 27 SP:Iteration 21Q (84.279736 sec): 3 clusters Score: Raw -665005.124530 + Penalty 5053.092041 = -659952.032488 nChanged 14 SP:Iteration 22Q (84.405428 sec): 3 clusters Score: Raw -665007.766246 + Penalty 5053.092041 = -659954.674205 nChanged 6 SP:Iteration 23Q (84.554860 sec): 3 clusters Score: Raw -665008.852034 + Penalty 5053.092041 = -659955.759993 nChanged 9 SP:Iteration 24Q (84.722097 sec): 3 clusters Score: Raw -665011.460769 + Penalty 5053.092041 = -659958.368727 nChanged 10 SP:Iteration 25Q (84.858188 sec): 3 clusters Score: Raw -665013.350441 + Penalty 5053.092041 = -659960.258400 nChanged 8 SP:Iteration 26Q (85.008301 sec): 3 clusters Score: Raw -665014.554721 + Penalty 5053.092041 = -659961.462679 nChanged 6 SP:Iteration 27Q (85.137928 sec): 3 clusters Score: Raw -665015.557293 + Penalty 5053.092041 = -659962.465251 nChanged 0 SP:Iteration 28F (85.286232 sec): 3 clusters Score: Raw -665015.557293 + Penalty 5053.092041 = -659962.465251 nChanged 0 Score: Raw -1013674.384240 + Penalty 10642.531564 = -1003031.852676 Splitting cluster 2 changes total score from -995422.624947 to -1003031.852676 So it's getting split into cluster 4. Iteration 20F (85.933769 sec): 5 clusters Score: Raw -1015545.648958 + Penalty 10642.531564 = -1004903.117394 nChanged 1382 Iteration 21F (86.252884 sec): 5 clusters Score: Raw -1016461.084519 + Penalty 10642.531564 = -1005818.552955 nChanged 527 Iteration 22Q (86.542525 sec): 5 clusters Score: Raw -1016850.891036 + Penalty 10642.531564 = -1006208.359471 nChanged 387 Iteration 23Q (86.823920 sec): 5 clusters Score: Raw -1017145.226357 + Penalty 10642.531564 = -1006502.694793 nChanged 313 Iteration 24Q (87.124017 sec): 5 clusters Score: Raw -1017342.394473 + Penalty 10642.531564 = -1006699.862909 nChanged 263 Iteration 25Q (87.412402 sec): 5 clusters Score: Raw -1017494.468023 + Penalty 10642.531564 = -1006851.936459 nChanged 216 Iteration 26Q (87.700173 sec): 5 clusters Score: Raw -1017609.298008 + Penalty 10642.531564 = -1006966.766444 nChanged 197 Iteration 27Q (88.013496 sec): 5 clusters Score: Raw -1017699.236965 + Penalty 10642.531564 = -1007056.705401 nChanged 147 Iteration 28Q (88.298406 sec): 5 clusters Score: Raw -1017753.418974 + Penalty 10642.531564 = -1007110.887409 nChanged 112 Iteration 29Q (88.606489 sec): 5 clusters Score: Raw -1017782.411529 + Penalty 10642.531564 = -1007139.879965 nChanged 70 Iteration 30Q (88.888398 sec): 5 clusters Score: Raw -1017800.278067 + Penalty 10642.531564 = -1007157.746503 nChanged 52 Iteration 31Q (89.186291 sec): 5 clusters Score: Raw -1017816.900823 + Penalty 10642.531564 = -1007174.369259 nChanged 43 Iteration 32Q (89.459203 sec): 5 clusters Score: Raw -1017825.647906 + Penalty 10642.531564 = -1007183.116342 nChanged 30 Iteration 33Q (89.748765 sec): 5 clusters Score: Raw -1017831.508065 + Penalty 10642.531564 = -1007188.976501 nChanged 19 Iteration 34Q (89.968560 sec): 5 clusters Score: Raw -1017834.794951 + Penalty 10642.531564 = -1007192.263387 nChanged 15 Iteration 35Q (90.262604 sec): 5 clusters Score: Raw -1017837.124180 + Penalty 10642.531564 = -1007194.592615 nChanged 10 Iteration 36Q (90.558069 sec): 5 clusters Score: Raw -1017838.515822 + Penalty 10642.531564 = -1007195.984258 nChanged 9 Iteration 37Q (90.861760 sec): 5 clusters Score: Raw -1017839.626171 + Penalty 10642.531564 = -1007197.094607 nChanged 7 Iteration 38Q (91.157093 sec): 5 clusters Score: Raw -1017840.780724 + Penalty 10642.531564 = -1007198.249160 nChanged 2 Iteration 39Q (91.467233 sec): 5 clusters Score: Raw -1017843.700592 + Penalty 10642.531564 = -1007201.169028 nChanged 2 Iteration 40F (91.781877 sec): 5 clusters Score: Raw -1017906.689250 + Penalty 10642.531564 = -1007264.157685 nChanged 44 Iteration 41Q (92.041668 sec): 5 clusters Score: Raw -1017946.791905 + Penalty 10642.531564 = -1007304.260341 nChanged 56 Iteration 42Q (92.354003 sec): 5 clusters Score: Raw -1017959.925810 + Penalty 10642.531564 = -1007317.394246 nChanged 36 Iteration 43Q (92.670816 sec): 5 clusters Score: Raw -1017967.033217 + Penalty 10642.531564 = -1007324.501653 nChanged 38 Iteration 44Q (92.978445 sec): 5 clusters Score: Raw -1017973.997556 + Penalty 10642.531564 = -1007331.465992 nChanged 27 Iteration 45Q (93.261452 sec): 5 clusters Score: Raw -1017978.975949 + Penalty 10642.531564 = -1007336.444385 nChanged 33 Iteration 46Q (93.534921 sec): 5 clusters Score: Raw -1017984.060093 + Penalty 10642.531564 = -1007341.528529 nChanged 17 Iteration 47Q (93.826843 sec): 5 clusters Score: Raw -1017986.579002 + Penalty 10642.531564 = -1007344.047438 nChanged 11 Iteration 48Q (94.134678 sec): 5 clusters Score: Raw -1017987.990343 + Penalty 10642.531564 = -1007345.458779 nChanged 5 Iteration 49Q (94.428272 sec): 5 clusters Score: Raw -1017988.540301 + Penalty 10642.531564 = -1007346.008737 nChanged 3 Iteration 50Q (94.715249 sec): 5 clusters Score: Raw -1017989.091566 + Penalty 10642.531564 = -1007346.560002 nChanged 5 Iteration 51Q (94.996392 sec): 5 clusters Score: Raw -1017989.978061 + Penalty 10642.531564 = -1007347.446497 nChanged 3 Iteration 52Q (95.313283 sec): 5 clusters Score: Raw -1017990.330629 + Penalty 10642.531564 = -1007347.799065 nChanged 1 Iteration 53Q (95.606036 sec): 5 clusters Score: Raw -1017990.550150 + Penalty 10642.531564 = -1007348.018585 nChanged 1 Iteration 54Q (95.904275 sec): 5 clusters Score: Raw -1017990.666760 + Penalty 10642.531564 = -1007348.135196 nChanged 0 Iteration 55F (96.234163 sec): 5 clusters Score: Raw -1017990.666760 + Penalty 10642.531564 = -1007348.135196 nChanged 0 Compute initial score before splitting: Score: Raw -1017990.666760 + Penalty 10642.531564 = -1007348.135196 Trying to split cluster 1 (3942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.333919 sec): 2 clusters Score: Raw -143462.960521 + Penalty 2185.773081 = -141277.187440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (96.415203 sec): 3 clusters Score: Raw -141707.867993 + Penalty 4371.546162 = -137336.321832 nChanged 1431 SP:Iteration 1F (96.536294 sec): 3 clusters Score: Raw -142626.135461 + Penalty 4371.546162 = -138254.589299 nChanged 330 SP:Iteration 2F (96.629669 sec): 3 clusters Score: Raw -142918.838561 + Penalty 4371.546162 = -138547.292399 nChanged 243 SP:Iteration 3F (96.754554 sec): 3 clusters Score: Raw -143167.755172 + Penalty 4371.546162 = -138796.209010 nChanged 209 SP:Iteration 4F (96.881508 sec): 3 clusters Score: Raw -143368.728392 + Penalty 4371.546162 = -138997.182230 nChanged 188 SP:Iteration 5Q (96.975552 sec): 3 clusters Score: Raw -143555.128381 + Penalty 4371.546162 = -139183.582220 nChanged 199 SP:Iteration 6F (97.069467 sec): 3 clusters Score: Raw -143740.421909 + Penalty 4371.546162 = -139368.875748 nChanged 149 SP:Iteration 7Q (97.189245 sec): 3 clusters Score: Raw -143854.736106 + Penalty 4371.546162 = -139483.189945 nChanged 126 SP:Iteration 8Q (97.337883 sec): 3 clusters Score: Raw -143948.735837 + Penalty 4371.546162 = -139577.189675 nChanged 104 SP:Iteration 9Q (97.446316 sec): 3 clusters Score: Raw -144029.690196 + Penalty 4371.546162 = -139658.144034 nChanged 88 SP:Iteration 10Q (97.559350 sec): 3 clusters Score: Raw -144094.907014 + Penalty 4371.546162 = -139723.360852 nChanged 76 SP:Iteration 11Q (97.684025 sec): 3 clusters Score: Raw -144140.582269 + Penalty 4371.546162 = -139769.036107 nChanged 60 SP:Iteration 12Q (97.803775 sec): 3 clusters Score: Raw -144184.527603 + Penalty 4371.546162 = -139812.981442 nChanged 56 SP:Iteration 13Q (97.905883 sec): 3 clusters Score: Raw -144219.461261 + Penalty 4371.546162 = -139847.915099 nChanged 36 SP:Iteration 14Q (97.994842 sec): 3 clusters Score: Raw -144240.209216 + Penalty 4371.546162 = -139868.663054 nChanged 33 SP:Iteration 15Q (98.103240 sec): 3 clusters Score: Raw -144261.516526 + Penalty 4371.546162 = -139889.970365 nChanged 30 SP:Iteration 16Q (98.236303 sec): 3 clusters Score: Raw -144276.697794 + Penalty 4371.546162 = -139905.151632 nChanged 35 SP:Iteration 17Q (98.327547 sec): 3 clusters Score: Raw -144295.814348 + Penalty 4371.546162 = -139924.268187 nChanged 36 SP:Iteration 18Q (98.430415 sec): 3 clusters Score: Raw -144316.409652 + Penalty 4371.546162 = -139944.863490 nChanged 30 SP:Iteration 19Q (98.538674 sec): 3 clusters Score: Raw -144337.398809 + Penalty 4371.546162 = -139965.852648 nChanged 38 SP:Iteration 20F (98.666538 sec): 3 clusters Score: Raw -144358.750137 + Penalty 4371.546162 = -139987.203975 nChanged 22 SP:Iteration 21Q (98.781339 sec): 3 clusters Score: Raw -144371.353084 + Penalty 4371.546162 = -139999.806923 nChanged 24 SP:Iteration 22Q (98.886348 sec): 3 clusters Score: Raw -144384.977405 + Penalty 4371.546162 = -140013.431244 nChanged 26 SP:Iteration 23Q (99.010216 sec): 3 clusters Score: Raw -144397.066846 + Penalty 4371.546162 = -140025.520684 nChanged 23 SP:Iteration 24Q (99.105115 sec): 3 clusters Score: Raw -144406.507846 + Penalty 4371.546162 = -140034.961684 nChanged 21 SP:Iteration 25Q (99.239355 sec): 3 clusters Score: Raw -144415.240287 + Penalty 4371.546162 = -140043.694125 nChanged 16 SP:Iteration 26Q (99.335670 sec): 3 clusters Score: Raw -144422.500361 + Penalty 4371.546162 = -140050.954199 nChanged 11 SP:Iteration 27Q (99.449192 sec): 3 clusters Score: Raw -144425.924833 + Penalty 4371.546162 = -140054.378671 nChanged 4 SP:Iteration 28Q (99.583127 sec): 3 clusters Score: Raw -144427.882250 + Penalty 4371.546162 = -140056.336088 nChanged 5 SP:Iteration 29Q (99.696585 sec): 3 clusters Score: Raw -144430.512354 + Penalty 4371.546162 = -140058.966192 nChanged 8 SP:Iteration 30Q (99.791912 sec): 3 clusters Score: Raw -144433.318190 + Penalty 4371.546162 = -140061.772029 nChanged 8 SP:Iteration 31Q (99.911756 sec): 3 clusters Score: Raw -144434.979125 + Penalty 4371.546162 = -140063.432963 nChanged 1 SP:Iteration 32Q (100.013320 sec): 3 clusters Score: Raw -144435.191975 + Penalty 4371.546162 = -140063.645813 nChanged 0 SP:Iteration 33F (100.146796 sec): 3 clusters Score: Raw -144435.191975 + Penalty 4371.546162 = -140063.645813 nChanged 0 Trying to split cluster 2 (10607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.232384 sec): 2 clusters Score: Raw -506178.757107 + Penalty 2447.087132 = -503731.669975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (100.376374 sec): 3 clusters Score: Raw -500392.253548 + Penalty 4894.174264 = -495498.079284 nChanged 4457 SP:Iteration 1F (100.509141 sec): 3 clusters Score: Raw -502923.579304 + Penalty 4894.174264 = -498029.405040 nChanged 923 SP:Iteration 2F (100.615658 sec): 3 clusters Score: Raw -503797.952478 + Penalty 4894.174264 = -498903.778214 nChanged 958 SP:Iteration 3F (100.747439 sec): 3 clusters Score: Raw -505068.078272 + Penalty 4894.174264 = -500173.904008 nChanged 1005 SP:Iteration 4F (100.879345 sec): 3 clusters Score: Raw -506399.137751 + Penalty 4894.174264 = -501504.963487 nChanged 859 SP:Iteration 5F (101.019369 sec): 3 clusters Score: Raw -507351.556549 + Penalty 4894.174264 = -502457.382285 nChanged 649 SP:Iteration 6F (101.140893 sec): 3 clusters Score: Raw -508054.057431 + Penalty 4894.174264 = -503159.883167 nChanged 533 SP:Iteration 7F (101.304506 sec): 3 clusters Score: Raw -508650.547540 + Penalty 4894.174264 = -503756.373276 nChanged 413 SP:Iteration 8Q (101.395105 sec): 3 clusters Score: Raw -509033.099018 + Penalty 4894.174264 = -504138.924754 nChanged 265 SP:Iteration 9Q (101.525046 sec): 3 clusters Score: Raw -509222.178470 + Penalty 4894.174264 = -504328.004206 nChanged 200 SP:Iteration 10Q (101.652291 sec): 3 clusters Score: Raw -509330.078403 + Penalty 4894.174264 = -504435.904139 nChanged 121 SP:Iteration 11Q (101.769533 sec): 3 clusters Score: Raw -509378.610410 + Penalty 4894.174264 = -504484.436146 nChanged 79 SP:Iteration 12Q (101.908880 sec): 3 clusters Score: Raw -509406.358311 + Penalty 4894.174264 = -504512.184047 nChanged 58 SP:Iteration 13Q (102.044352 sec): 3 clusters Score: Raw -509428.821183 + Penalty 4894.174264 = -504534.646919 nChanged 55 SP:Iteration 14Q (102.176911 sec): 3 clusters Score: Raw -509446.353635 + Penalty 4894.174264 = -504552.179371 nChanged 38 SP:Iteration 15Q (102.299214 sec): 3 clusters Score: Raw -509457.727314 + Penalty 4894.174264 = -504563.553050 nChanged 24 SP:Iteration 16Q (102.427369 sec): 3 clusters Score: Raw -509463.329920 + Penalty 4894.174264 = -504569.155656 nChanged 13 SP:Iteration 17Q (102.549311 sec): 3 clusters Score: Raw -509465.981650 + Penalty 4894.174264 = -504571.807386 nChanged 14 SP:Iteration 18Q (102.696664 sec): 3 clusters Score: Raw -509468.439603 + Penalty 4894.174264 = -504574.265339 nChanged 15 SP:Iteration 19Q (102.809223 sec): 3 clusters Score: Raw -509471.745458 + Penalty 4894.174264 = -504577.571194 nChanged 15 SP:Iteration 20F (102.957829 sec): 3 clusters Score: Raw -509475.248175 + Penalty 4894.174264 = -504581.073911 nChanged 12 SP:Iteration 21Q (103.060070 sec): 3 clusters Score: Raw -509477.200487 + Penalty 4894.174264 = -504583.026223 nChanged 3 SP:Iteration 22Q (103.209563 sec): 3 clusters Score: Raw -509477.558550 + Penalty 4894.174264 = -504583.384286 nChanged 2 SP:Iteration 23Q (103.340412 sec): 3 clusters Score: Raw -509477.819006 + Penalty 4894.174264 = -504583.644742 nChanged 0 SP:Iteration 24F (103.444537 sec): 3 clusters Score: Raw -509477.819006 + Penalty 4894.174264 = -504583.644742 nChanged 0 Score: Raw -1021289.728659 + Penalty 13303.164455 = -1007986.564204 Splitting cluster 2 changes total score from -1007348.135196 to -1007986.564204 So it's getting split into cluster 5. Trying to split cluster 3 (5065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (103.898756 sec): 2 clusters Score: Raw -212575.579951 + Penalty 2251.948886 = -210323.631065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (104.041777 sec): 3 clusters Score: Raw -210184.715096 + Penalty 4503.897772 = -205680.817324 nChanged 1921 SP:Iteration 1F (104.124634 sec): 3 clusters Score: Raw -211470.861859 + Penalty 4503.897772 = -206966.964087 nChanged 470 SP:Iteration 2F (104.250775 sec): 3 clusters Score: Raw -211905.798562 + Penalty 4503.897772 = -207401.900789 nChanged 360 SP:Iteration 3F (104.353823 sec): 3 clusters Score: Raw -212261.282063 + Penalty 4503.897772 = -207757.384291 nChanged 300 SP:Iteration 4F (104.466062 sec): 3 clusters Score: Raw -212515.724032 + Penalty 4503.897772 = -208011.826260 nChanged 245 SP:Iteration 5Q (104.575135 sec): 3 clusters Score: Raw -212712.627174 + Penalty 4503.897772 = -208208.729402 nChanged 212 SP:Iteration 6Q (104.687215 sec): 3 clusters Score: Raw -212897.040829 + Penalty 4503.897772 = -208393.143057 nChanged 211 SP:Iteration 7Q (104.799882 sec): 3 clusters Score: Raw -213069.098677 + Penalty 4503.897772 = -208565.200905 nChanged 168 SP:Iteration 8Q (104.941525 sec): 3 clusters Score: Raw -213192.131095 + Penalty 4503.897772 = -208688.233323 nChanged 127 SP:Iteration 9Q (105.070331 sec): 3 clusters Score: Raw -213275.432221 + Penalty 4503.897772 = -208771.534449 nChanged 108 SP:Iteration 10Q (105.181971 sec): 3 clusters Score: Raw -213356.475761 + Penalty 4503.897772 = -208852.577989 nChanged 117 SP:Iteration 11Q (105.290218 sec): 3 clusters Score: Raw -213445.265476 + Penalty 4503.897772 = -208941.367704 nChanged 105 SP:Iteration 12Q (105.402687 sec): 3 clusters Score: Raw -213511.034300 + Penalty 4503.897772 = -209007.136528 nChanged 75 SP:Iteration 13Q (105.518207 sec): 3 clusters Score: Raw -213549.995429 + Penalty 4503.897772 = -209046.097657 nChanged 63 SP:Iteration 14Q (105.642375 sec): 3 clusters Score: Raw -213578.850393 + Penalty 4503.897772 = -209074.952621 nChanged 59 SP:Iteration 15Q (105.749103 sec): 3 clusters Score: Raw -213611.405517 + Penalty 4503.897772 = -209107.507745 nChanged 50 SP:Iteration 16Q (105.873812 sec): 3 clusters Score: Raw -213636.487156 + Penalty 4503.897772 = -209132.589384 nChanged 44 SP:Iteration 17Q (106.010868 sec): 3 clusters Score: Raw -213658.229193 + Penalty 4503.897772 = -209154.331421 nChanged 40 SP:Iteration 18Q (106.103783 sec): 3 clusters Score: Raw -213684.207501 + Penalty 4503.897772 = -209180.309729 nChanged 38 SP:Iteration 19Q (106.231270 sec): 3 clusters Score: Raw -213701.655081 + Penalty 4503.897772 = -209197.757309 nChanged 36 SP:Iteration 20F (106.320748 sec): 3 clusters Score: Raw -213719.472042 + Penalty 4503.897772 = -209215.574270 nChanged 33 SP:Iteration 21Q (106.449317 sec): 3 clusters Score: Raw -213737.917339 + Penalty 4503.897772 = -209234.019567 nChanged 31 SP:Iteration 22Q (106.557579 sec): 3 clusters Score: Raw -213753.304166 + Penalty 4503.897772 = -209249.406394 nChanged 18 SP:Iteration 23Q (106.677003 sec): 3 clusters Score: Raw -213760.043150 + Penalty 4503.897772 = -209256.145378 nChanged 19 SP:Iteration 24Q (106.776333 sec): 3 clusters Score: Raw -213770.711342 + Penalty 4503.897772 = -209266.813570 nChanged 24 SP:Iteration 25Q (106.907699 sec): 3 clusters Score: Raw -213782.894399 + Penalty 4503.897772 = -209278.996627 nChanged 28 SP:Iteration 26Q (107.010399 sec): 3 clusters Score: Raw -213799.132035 + Penalty 4503.897772 = -209295.234263 nChanged 23 SP:Iteration 27Q (107.135525 sec): 3 clusters Score: Raw -213809.787623 + Penalty 4503.897772 = -209305.889851 nChanged 24 SP:Iteration 28Q (107.254512 sec): 3 clusters Score: Raw -213821.770477 + Penalty 4503.897772 = -209317.872705 nChanged 20 SP:Iteration 29Q (107.369406 sec): 3 clusters Score: Raw -213830.956659 + Penalty 4503.897772 = -209327.058887 nChanged 15 SP:Iteration 30Q (107.468871 sec): 3 clusters Score: Raw -213835.825005 + Penalty 4503.897772 = -209331.927233 nChanged 6 SP:Iteration 31Q (107.582317 sec): 3 clusters Score: Raw -213839.437886 + Penalty 4503.897772 = -209335.540114 nChanged 10 SP:Iteration 32Q (107.720193 sec): 3 clusters Score: Raw -213843.547444 + Penalty 4503.897772 = -209339.649672 nChanged 7 SP:Iteration 33Q (107.811551 sec): 3 clusters Score: Raw -213846.216451 + Penalty 4503.897772 = -209342.318679 nChanged 6 SP:Iteration 34Q (107.928167 sec): 3 clusters Score: Raw -213847.649821 + Penalty 4503.897772 = -209343.752049 nChanged 2 SP:Iteration 35Q (108.065897 sec): 3 clusters Score: Raw -213848.322348 + Penalty 4503.897772 = -209344.424576 nChanged 5 SP:Iteration 36Q (108.159299 sec): 3 clusters Score: Raw -213850.497056 + Penalty 4503.897772 = -209346.599283 nChanged 7 SP:Iteration 37Q (108.273889 sec): 3 clusters Score: Raw -213853.243939 + Penalty 4503.897772 = -209349.346167 nChanged 8 SP:Iteration 38Q (108.386613 sec): 3 clusters Score: Raw -213856.594788 + Penalty 4503.897772 = -209352.697016 nChanged 9 SP:Iteration 39Q (108.527812 sec): 3 clusters Score: Raw -213858.809975 + Penalty 4503.897772 = -209354.912203 nChanged 3 SP:Iteration 40F (108.634073 sec): 3 clusters Score: Raw -213860.581230 + Penalty 4503.897772 = -209356.683458 nChanged 7 SP:Iteration 41Q (108.741355 sec): 3 clusters Score: Raw -213863.496738 + Penalty 4503.897772 = -209359.598966 nChanged 8 SP:Iteration 42Q (108.864285 sec): 3 clusters Score: Raw -213867.080403 + Penalty 4503.897772 = -209363.182631 nChanged 6 SP:Iteration 43Q (108.975775 sec): 3 clusters Score: Raw -213869.092074 + Penalty 4503.897772 = -209365.194302 nChanged 3 SP:Iteration 44Q (109.100144 sec): 3 clusters Score: Raw -213870.450292 + Penalty 4503.897772 = -209366.552520 nChanged 2 SP:Iteration 45Q (109.217356 sec): 3 clusters Score: Raw -213871.026949 + Penalty 4503.897772 = -209367.129177 nChanged 4 SP:Iteration 46Q (109.312667 sec): 3 clusters Score: Raw -213873.103415 + Penalty 4503.897772 = -209369.205643 nChanged 6 SP:Iteration 47Q (109.421484 sec): 3 clusters Score: Raw -213875.469921 + Penalty 4503.897772 = -209371.572149 nChanged 5 SP:Iteration 48Q (109.531047 sec): 3 clusters Score: Raw -213877.307607 + Penalty 4503.897772 = -209373.409835 nChanged 4 SP:Iteration 49Q (109.639592 sec): 3 clusters Score: Raw -213879.123771 + Penalty 4503.897772 = -209375.225999 nChanged 4 SP:Iteration 50Q (109.787035 sec): 3 clusters Score: Raw -213880.311436 + Penalty 4503.897772 = -209376.413664 nChanged 3 SP:Iteration 51Q (109.889165 sec): 3 clusters Score: Raw -213881.386395 + Penalty 4503.897772 = -209377.488623 nChanged 1 SP:Iteration 52Q (110.004612 sec): 3 clusters Score: Raw -213882.087511 + Penalty 4503.897772 = -209378.189739 nChanged 2 SP:Iteration 53Q (110.108144 sec): 3 clusters Score: Raw -213883.317703 + Penalty 4503.897772 = -209379.419931 nChanged 4 SP:Iteration 54Q (110.255148 sec): 3 clusters Score: Raw -213884.344178 + Penalty 4503.897772 = -209380.446406 nChanged 3 SP:Iteration 55Q (110.355253 sec): 3 clusters Score: Raw -213885.303120 + Penalty 4503.897772 = -209381.405348 nChanged 1 SP:Iteration 56Q (110.451289 sec): 3 clusters Score: Raw -213885.691851 + Penalty 4503.897772 = -209381.794079 nChanged 1 SP:Iteration 57Q (110.580664 sec): 3 clusters Score: Raw -213885.881364 + Penalty 4503.897772 = -209381.983592 nChanged 0 SP:Iteration 58F (110.677592 sec): 3 clusters Score: Raw -213885.881364 + Penalty 4503.897772 = -209381.983592 nChanged 0 Trying to split cluster 4 (4203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.745994 sec): 2 clusters Score: Raw -186572.116439 + Penalty 2202.698212 = -184369.418227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.888492 sec): 3 clusters Score: Raw -184719.565662 + Penalty 4405.396425 = -180314.169237 nChanged 1522 SP:Iteration 1F (110.999662 sec): 3 clusters Score: Raw -185721.806349 + Penalty 4405.396425 = -181316.409924 nChanged 318 SP:Iteration 2F (111.103022 sec): 3 clusters Score: Raw -185963.877754 + Penalty 4405.396425 = -181558.481329 nChanged 200 SP:Iteration 3Q (111.240068 sec): 3 clusters Score: Raw -186121.285393 + Penalty 4405.396425 = -181715.888968 nChanged 171 SP:Iteration 4Q (111.329520 sec): 3 clusters Score: Raw -186245.686353 + Penalty 4405.396425 = -181840.289928 nChanged 144 SP:Iteration 5Q (111.453386 sec): 3 clusters Score: Raw -186345.763640 + Penalty 4405.396425 = -181940.367215 nChanged 124 SP:Iteration 6Q (111.591885 sec): 3 clusters Score: Raw -186423.775570 + Penalty 4405.396425 = -182018.379145 nChanged 114 SP:Iteration 7Q (111.687076 sec): 3 clusters Score: Raw -186499.771139 + Penalty 4405.396425 = -182094.374714 nChanged 108 SP:Iteration 8Q (111.785337 sec): 3 clusters Score: Raw -186579.287546 + Penalty 4405.396425 = -182173.891121 nChanged 121 SP:Iteration 9Q (111.889032 sec): 3 clusters Score: Raw -186659.835134 + Penalty 4405.396425 = -182254.438709 nChanged 116 SP:Iteration 10Q (112.019552 sec): 3 clusters Score: Raw -186743.873476 + Penalty 4405.396425 = -182338.477051 nChanged 110 SP:Iteration 11Q (112.117061 sec): 3 clusters Score: Raw -186822.068642 + Penalty 4405.396425 = -182416.672217 nChanged 101 SP:Iteration 12Q (112.231347 sec): 3 clusters Score: Raw -186899.517458 + Penalty 4405.396425 = -182494.121033 nChanged 109 SP:Iteration 13Q (112.341217 sec): 3 clusters Score: Raw -186965.493412 + Penalty 4405.396425 = -182560.096988 nChanged 86 SP:Iteration 14Q (112.459927 sec): 3 clusters Score: Raw -187016.773772 + Penalty 4405.396425 = -182611.377347 nChanged 79 SP:Iteration 15Q (112.576107 sec): 3 clusters Score: Raw -187062.000983 + Penalty 4405.396425 = -182656.604558 nChanged 68 SP:Iteration 16Q (112.683853 sec): 3 clusters Score: Raw -187104.682719 + Penalty 4405.396425 = -182699.286294 nChanged 63 SP:Iteration 17Q (112.786736 sec): 3 clusters Score: Raw -187139.544634 + Penalty 4405.396425 = -182734.148209 nChanged 58 SP:Iteration 18Q (112.908834 sec): 3 clusters Score: Raw -187176.579706 + Penalty 4405.396425 = -182771.183281 nChanged 47 SP:Iteration 19Q (113.005616 sec): 3 clusters Score: Raw -187216.153933 + Penalty 4405.396425 = -182810.757508 nChanged 72 SP:Iteration 20F (113.142142 sec): 3 clusters Score: Raw -187275.714340 + Penalty 4405.396425 = -182870.317915 nChanged 88 SP:Iteration 21Q (113.257728 sec): 3 clusters Score: Raw -187350.571590 + Penalty 4405.396425 = -182945.175166 nChanged 93 SP:Iteration 22Q (113.376389 sec): 3 clusters Score: Raw -187444.218609 + Penalty 4405.396425 = -183038.822184 nChanged 97 SP:Iteration 23Q (113.491074 sec): 3 clusters Score: Raw -187530.474185 + Penalty 4405.396425 = -183125.077760 nChanged 86 SP:Iteration 24Q (113.606860 sec): 3 clusters Score: Raw -187611.780049 + Penalty 4405.396425 = -183206.383624 nChanged 93 SP:Iteration 25Q (113.705433 sec): 3 clusters Score: Raw -187705.139128 + Penalty 4405.396425 = -183299.742703 nChanged 92 SP:Iteration 26Q (113.812276 sec): 3 clusters Score: Raw -187805.701154 + Penalty 4405.396425 = -183400.304729 nChanged 93 SP:Iteration 27Q (113.932079 sec): 3 clusters Score: Raw -187910.219025 + Penalty 4405.396425 = -183504.822601 nChanged 70 SP:Iteration 28Q (114.049738 sec): 3 clusters Score: Raw -187973.212232 + Penalty 4405.396425 = -183567.815807 nChanged 58 SP:Iteration 29Q (114.160571 sec): 3 clusters Score: Raw -188017.681381 + Penalty 4405.396425 = -183612.284956 nChanged 42 SP:Iteration 30Q (114.276976 sec): 3 clusters Score: Raw -188048.765901 + Penalty 4405.396425 = -183643.369476 nChanged 29 SP:Iteration 31Q (114.371419 sec): 3 clusters Score: Raw -188063.819055 + Penalty 4405.396425 = -183658.422630 nChanged 11 SP:Iteration 32Q (114.495673 sec): 3 clusters Score: Raw -188068.842712 + Penalty 4405.396425 = -183663.446288 nChanged 9 SP:Iteration 33Q (114.618108 sec): 3 clusters Score: Raw -188074.680472 + Penalty 4405.396425 = -183669.284048 nChanged 10 SP:Iteration 34Q (114.707231 sec): 3 clusters Score: Raw -188078.147824 + Penalty 4405.396425 = -183672.751399 nChanged 5 SP:Iteration 35Q (114.820616 sec): 3 clusters Score: Raw -188080.359702 + Penalty 4405.396425 = -183674.963277 nChanged 2 SP:Iteration 36Q (114.924272 sec): 3 clusters Score: Raw -188081.482077 + Penalty 4405.396425 = -183676.085652 nChanged 0 SP:Iteration 37F (115.037509 sec): 3 clusters Score: Raw -188081.482077 + Penalty 4405.396425 = -183676.085652 nChanged 0 Iteration 56F (115.451756 sec): 6 clusters Score: Raw -1021949.071552 + Penalty 13303.164455 = -1008645.907097 nChanged 838 Iteration 57Q (115.791200 sec): 6 clusters Score: Raw -1022308.953805 + Penalty 13303.164455 = -1009005.789349 nChanged 325 Iteration 58Q (116.148863 sec): 6 clusters Score: Raw -1022422.287834 + Penalty 13303.164455 = -1009119.123379 nChanged 190 Writing temp clu file Because OldScore, -1009005.789349, is greater than current (better) Score,-1009119.123379 Compute initial score before splitting: Score: Raw -1022422.287834 + Penalty 13303.164455 = -1009119.123379 Trying to split cluster 1 (3684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.233676 sec): 2 clusters Score: Raw -133298.602976 + Penalty 2167.903161 = -131130.699815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.360899 sec): 3 clusters Score: Raw -131694.219645 + Penalty 4335.806322 = -127358.413323 nChanged 1326 SP:Iteration 1F (116.471009 sec): 3 clusters Score: Raw -132650.818750 + Penalty 4335.806322 = -128315.012429 nChanged 344 SP:Iteration 2F (116.602810 sec): 3 clusters Score: Raw -132946.685494 + Penalty 4335.806322 = -128610.879172 nChanged 211 SP:Iteration 3F (116.702200 sec): 3 clusters Score: Raw -133147.105550 + Penalty 4335.806322 = -128811.299228 nChanged 171 SP:Iteration 4Q (116.815182 sec): 3 clusters Score: Raw -133289.910503 + Penalty 4335.806322 = -128954.104182 nChanged 134 SP:Iteration 5Q (116.942220 sec): 3 clusters Score: Raw -133401.332736 + Penalty 4335.806322 = -129065.526415 nChanged 110 SP:Iteration 6Q (117.049088 sec): 3 clusters Score: Raw -133505.701658 + Penalty 4335.806322 = -129169.895336 nChanged 109 SP:Iteration 7Q (117.174273 sec): 3 clusters Score: Raw -133589.157769 + Penalty 4335.806322 = -129253.351447 nChanged 88 SP:Iteration 8Q (117.261430 sec): 3 clusters Score: Raw -133649.605130 + Penalty 4335.806322 = -129313.798808 nChanged 83 SP:Iteration 9Q (117.374797 sec): 3 clusters Score: Raw -133700.930242 + Penalty 4335.806322 = -129365.123920 nChanged 69 SP:Iteration 10Q (117.499538 sec): 3 clusters Score: Raw -133742.264581 + Penalty 4335.806322 = -129406.458259 nChanged 58 SP:Iteration 11Q (117.607300 sec): 3 clusters Score: Raw -133781.557582 + Penalty 4335.806322 = -129445.751261 nChanged 58 SP:Iteration 12Q (117.711344 sec): 3 clusters Score: Raw -133822.748463 + Penalty 4335.806322 = -129486.942142 nChanged 53 SP:Iteration 13Q (117.825222 sec): 3 clusters Score: Raw -133860.646288 + Penalty 4335.806322 = -129524.839967 nChanged 50 SP:Iteration 14Q (117.932707 sec): 3 clusters Score: Raw -133893.827031 + Penalty 4335.806322 = -129558.020709 nChanged 41 SP:Iteration 15Q (118.055759 sec): 3 clusters Score: Raw -133918.858995 + Penalty 4335.806322 = -129583.052674 nChanged 30 SP:Iteration 16Q (118.160261 sec): 3 clusters Score: Raw -133937.451829 + Penalty 4335.806322 = -129601.645508 nChanged 27 SP:Iteration 17Q (118.276416 sec): 3 clusters Score: Raw -133954.871321 + Penalty 4335.806322 = -129619.064999 nChanged 21 SP:Iteration 18Q (118.388496 sec): 3 clusters Score: Raw -133966.809598 + Penalty 4335.806322 = -129631.003276 nChanged 22 SP:Iteration 19Q (118.491247 sec): 3 clusters Score: Raw -133978.885086 + Penalty 4335.806322 = -129643.078764 nChanged 25 SP:Iteration 20F (118.633533 sec): 3 clusters Score: Raw -133991.810602 + Penalty 4335.806322 = -129656.004281 nChanged 19 SP:Iteration 21Q (118.740295 sec): 3 clusters Score: Raw -134001.216262 + Penalty 4335.806322 = -129665.409941 nChanged 25 SP:Iteration 22Q (118.864597 sec): 3 clusters Score: Raw -134014.967642 + Penalty 4335.806322 = -129679.161320 nChanged 21 SP:Iteration 23Q (118.952133 sec): 3 clusters Score: Raw -134027.506635 + Penalty 4335.806322 = -129691.700313 nChanged 29 SP:Iteration 24Q (119.063676 sec): 3 clusters Score: Raw -134046.492355 + Penalty 4335.806322 = -129710.686033 nChanged 31 SP:Iteration 25Q (119.170261 sec): 3 clusters Score: Raw -134069.866787 + Penalty 4335.806322 = -129734.060465 nChanged 39 SP:Iteration 26Q (119.288339 sec): 3 clusters Score: Raw -134094.560123 + Penalty 4335.806322 = -129758.753801 nChanged 32 SP:Iteration 27Q (119.412012 sec): 3 clusters Score: Raw -134111.889664 + Penalty 4335.806322 = -129776.083342 nChanged 29 SP:Iteration 28Q (119.504282 sec): 3 clusters Score: Raw -134127.075972 + Penalty 4335.806322 = -129791.269650 nChanged 27 SP:Iteration 29Q (119.632122 sec): 3 clusters Score: Raw -134138.622551 + Penalty 4335.806322 = -129802.816229 nChanged 20 SP:Iteration 30Q (119.737862 sec): 3 clusters Score: Raw -134148.791865 + Penalty 4335.806322 = -129812.985543 nChanged 13 SP:Iteration 31Q (119.845602 sec): 3 clusters Score: Raw -134153.150642 + Penalty 4335.806322 = -129817.344320 nChanged 7 SP:Iteration 32Q (119.952306 sec): 3 clusters Score: Raw -134155.953344 + Penalty 4335.806322 = -129820.147022 nChanged 5 SP:Iteration 33Q (120.061587 sec): 3 clusters Score: Raw -134157.411235 + Penalty 4335.806322 = -129821.604913 nChanged 1 SP:Iteration 34Q (120.161315 sec): 3 clusters Score: Raw -134157.667522 + Penalty 4335.806322 = -129821.861200 nChanged 0 SP:Iteration 35F (120.284451 sec): 3 clusters Score: Raw -134157.667522 + Penalty 4335.806322 = -129821.861200 nChanged 0 Trying to split cluster 2 (6801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.342266 sec): 2 clusters Score: Raw -337053.220419 + Penalty 2329.753784 = -334723.466636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.477413 sec): 3 clusters Score: Raw -333634.981827 + Penalty 4659.507568 = -328975.474259 nChanged 2659 SP:Iteration 1F (120.585807 sec): 3 clusters Score: Raw -335157.817971 + Penalty 4659.507568 = -330498.310403 nChanged 564 SP:Iteration 2F (120.692969 sec): 3 clusters Score: Raw -335547.236468 + Penalty 4659.507568 = -330887.728900 nChanged 454 SP:Iteration 3F (120.804780 sec): 3 clusters Score: Raw -335857.552850 + Penalty 4659.507568 = -331198.045282 nChanged 384 SP:Iteration 4F (120.928434 sec): 3 clusters Score: Raw -336123.081807 + Penalty 4659.507568 = -331463.574239 nChanged 327 SP:Iteration 5Q (121.048958 sec): 3 clusters Score: Raw -336332.005202 + Penalty 4659.507568 = -331672.497634 nChanged 286 SP:Iteration 6Q (121.173440 sec): 3 clusters Score: Raw -336512.301206 + Penalty 4659.507568 = -331852.793638 nChanged 235 SP:Iteration 7Q (121.294440 sec): 3 clusters Score: Raw -336648.690685 + Penalty 4659.507568 = -331989.183117 nChanged 188 SP:Iteration 8Q (121.440891 sec): 3 clusters Score: Raw -336732.260331 + Penalty 4659.507568 = -332072.752763 nChanged 144 SP:Iteration 9Q (121.551022 sec): 3 clusters Score: Raw -336789.673794 + Penalty 4659.507568 = -332130.166226 nChanged 96 SP:Iteration 10Q (121.650149 sec): 3 clusters Score: Raw -336822.741677 + Penalty 4659.507568 = -332163.234110 nChanged 76 SP:Iteration 11Q (121.765796 sec): 3 clusters Score: Raw -336849.848060 + Penalty 4659.507568 = -332190.340492 nChanged 71 SP:Iteration 12Q (121.883839 sec): 3 clusters Score: Raw -336873.231171 + Penalty 4659.507568 = -332213.723603 nChanged 66 SP:Iteration 13Q (122.014996 sec): 3 clusters Score: Raw -336897.745257 + Penalty 4659.507568 = -332238.237689 nChanged 62 SP:Iteration 14Q (122.129653 sec): 3 clusters Score: Raw -336925.575701 + Penalty 4659.507568 = -332266.068134 nChanged 69 SP:Iteration 15Q (122.243304 sec): 3 clusters Score: Raw -336952.409100 + Penalty 4659.507568 = -332292.901532 nChanged 75 SP:Iteration 16Q (122.372618 sec): 3 clusters Score: Raw -336979.342903 + Penalty 4659.507568 = -332319.835335 nChanged 64 SP:Iteration 17Q (122.494246 sec): 3 clusters Score: Raw -337005.394941 + Penalty 4659.507568 = -332345.887374 nChanged 64 SP:Iteration 18Q (122.643292 sec): 3 clusters Score: Raw -337036.118323 + Penalty 4659.507568 = -332376.610755 nChanged 76 SP:Iteration 19Q (122.744267 sec): 3 clusters Score: Raw -337068.341209 + Penalty 4659.507568 = -332408.833641 nChanged 72 SP:Iteration 20F (122.863315 sec): 3 clusters Score: Raw -337096.399086 + Penalty 4659.507568 = -332436.891519 nChanged 64 SP:Iteration 21Q (123.007303 sec): 3 clusters Score: Raw -337119.649957 + Penalty 4659.507568 = -332460.142389 nChanged 49 SP:Iteration 22Q (123.100457 sec): 3 clusters Score: Raw -337135.198650 + Penalty 4659.507568 = -332475.691082 nChanged 49 SP:Iteration 23Q (123.226879 sec): 3 clusters Score: Raw -337154.026276 + Penalty 4659.507568 = -332494.518708 nChanged 47 SP:Iteration 24Q (123.350195 sec): 3 clusters Score: Raw -337171.970891 + Penalty 4659.507568 = -332512.463324 nChanged 52 SP:Iteration 25Q (123.492055 sec): 3 clusters Score: Raw -337198.220704 + Penalty 4659.507568 = -332538.713136 nChanged 61 SP:Iteration 26Q (123.605803 sec): 3 clusters Score: Raw -337231.386907 + Penalty 4659.507568 = -332571.879339 nChanged 73 SP:Iteration 27Q (123.726389 sec): 3 clusters Score: Raw -337266.190373 + Penalty 4659.507568 = -332606.682805 nChanged 76 SP:Iteration 28Q (123.831215 sec): 3 clusters Score: Raw -337299.582076 + Penalty 4659.507568 = -332640.074508 nChanged 83 SP:Iteration 29Q (123.937973 sec): 3 clusters Score: Raw -337337.195766 + Penalty 4659.507568 = -332677.688198 nChanged 77 SP:Iteration 30Q (124.055754 sec): 3 clusters Score: Raw -337362.865528 + Penalty 4659.507568 = -332703.357961 nChanged 60 SP:Iteration 31Q (124.205886 sec): 3 clusters Score: Raw -337381.791679 + Penalty 4659.507568 = -332722.284111 nChanged 52 SP:Iteration 32Q (124.330500 sec): 3 clusters Score: Raw -337400.569282 + Penalty 4659.507568 = -332741.061714 nChanged 46 SP:Iteration 33Q (124.448810 sec): 3 clusters Score: Raw -337414.290747 + Penalty 4659.507568 = -332754.783179 nChanged 40 SP:Iteration 34Q (124.559422 sec): 3 clusters Score: Raw -337425.587279 + Penalty 4659.507568 = -332766.079711 nChanged 32 SP:Iteration 35Q (124.675799 sec): 3 clusters Score: Raw -337435.591605 + Penalty 4659.507568 = -332776.084037 nChanged 29 SP:Iteration 36Q (124.778227 sec): 3 clusters Score: Raw -337443.509875 + Penalty 4659.507568 = -332784.002307 nChanged 16 SP:Iteration 37Q (124.918835 sec): 3 clusters Score: Raw -337447.431060 + Penalty 4659.507568 = -332787.923492 nChanged 16 SP:Iteration 38Q (125.046331 sec): 3 clusters Score: Raw -337452.100739 + Penalty 4659.507568 = -332792.593171 nChanged 15 SP:Iteration 39Q (125.165994 sec): 3 clusters Score: Raw -337456.398702 + Penalty 4659.507568 = -332796.891135 nChanged 13 SP:Iteration 40F (125.269137 sec): 3 clusters Score: Raw -337460.555554 + Penalty 4659.507568 = -332801.047986 nChanged 19 SP:Iteration 41Q (125.384458 sec): 3 clusters Score: Raw -337466.613795 + Penalty 4659.507568 = -332807.106228 nChanged 16 SP:Iteration 42Q (125.534616 sec): 3 clusters Score: Raw -337470.307890 + Penalty 4659.507568 = -332810.800323 nChanged 13 SP:Iteration 43Q (125.644911 sec): 3 clusters Score: Raw -337472.577235 + Penalty 4659.507568 = -332813.069667 nChanged 7 SP:Iteration 44Q (125.759563 sec): 3 clusters Score: Raw -337473.833156 + Penalty 4659.507568 = -332814.325588 nChanged 10 SP:Iteration 45Q (125.872920 sec): 3 clusters Score: Raw -337475.811418 + Penalty 4659.507568 = -332816.303850 nChanged 6 SP:Iteration 46Q (126.019998 sec): 3 clusters Score: Raw -337477.362835 + Penalty 4659.507568 = -332817.855267 nChanged 6 SP:Iteration 47Q (126.120513 sec): 3 clusters Score: Raw -337478.449070 + Penalty 4659.507568 = -332818.941502 nChanged 3 SP:Iteration 48Q (126.256256 sec): 3 clusters Score: Raw -337479.209373 + Penalty 4659.507568 = -332819.701805 nChanged 4 SP:Iteration 49Q (126.378556 sec): 3 clusters Score: Raw -337479.624547 + Penalty 4659.507568 = -332820.116979 nChanged 1 SP:Iteration 50Q (126.477227 sec): 3 clusters Score: Raw -337479.889068 + Penalty 4659.507568 = -332820.381500 nChanged 0 SP:Iteration 51F (126.598172 sec): 3 clusters Score: Raw -337479.889068 + Penalty 4659.507568 = -332820.381500 nChanged 0 Trying to split cluster 3 (4899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.673932 sec): 2 clusters Score: Raw -205195.113670 + Penalty 2243.151605 = -202951.962065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.812094 sec): 3 clusters Score: Raw -202963.004000 + Penalty 4486.303210 = -198476.700790 nChanged 1830 SP:Iteration 1F (126.932615 sec): 3 clusters Score: Raw -204144.125529 + Penalty 4486.303210 = -199657.822320 nChanged 438 SP:Iteration 2F (127.044101 sec): 3 clusters Score: Raw -204476.472859 + Penalty 4486.303210 = -199990.169650 nChanged 324 SP:Iteration 3F (127.159574 sec): 3 clusters Score: Raw -204746.231179 + Penalty 4486.303210 = -200259.927969 nChanged 263 SP:Iteration 4F (127.270134 sec): 3 clusters Score: Raw -204962.216363 + Penalty 4486.303210 = -200475.913154 nChanged 221 SP:Iteration 5Q (127.380160 sec): 3 clusters Score: Raw -205145.737749 + Penalty 4486.303210 = -200659.434540 nChanged 187 SP:Iteration 6Q (127.478182 sec): 3 clusters Score: Raw -205291.960982 + Penalty 4486.303210 = -200805.657772 nChanged 164 SP:Iteration 7Q (127.581786 sec): 3 clusters Score: Raw -205416.713018 + Penalty 4486.303210 = -200930.409809 nChanged 152 SP:Iteration 8Q (127.685407 sec): 3 clusters Score: Raw -205530.830898 + Penalty 4486.303210 = -201044.527689 nChanged 127 SP:Iteration 9Q (127.820209 sec): 3 clusters Score: Raw -205641.900644 + Penalty 4486.303210 = -201155.597435 nChanged 126 SP:Iteration 10Q (127.930979 sec): 3 clusters Score: Raw -205744.439641 + Penalty 4486.303210 = -201258.136431 nChanged 122 SP:Iteration 11Q (128.040977 sec): 3 clusters Score: Raw -205819.940494 + Penalty 4486.303210 = -201333.637284 nChanged 85 SP:Iteration 12Q (128.169810 sec): 3 clusters Score: Raw -205870.483537 + Penalty 4486.303210 = -201384.180327 nChanged 82 SP:Iteration 13Q (128.287559 sec): 3 clusters Score: Raw -205920.205382 + Penalty 4486.303210 = -201433.902172 nChanged 58 SP:Iteration 14Q (128.395625 sec): 3 clusters Score: Raw -205955.587210 + Penalty 4486.303210 = -201469.284001 nChanged 63 SP:Iteration 15Q (128.522047 sec): 3 clusters Score: Raw -205992.442805 + Penalty 4486.303210 = -201506.139596 nChanged 47 SP:Iteration 16Q (128.611454 sec): 3 clusters Score: Raw -206022.434468 + Penalty 4486.303210 = -201536.131259 nChanged 47 SP:Iteration 17Q (128.740109 sec): 3 clusters Score: Raw -206050.961323 + Penalty 4486.303210 = -201564.658114 nChanged 32 SP:Iteration 18Q (128.850817 sec): 3 clusters Score: Raw -206064.812279 + Penalty 4486.303210 = -201578.509070 nChanged 18 SP:Iteration 19Q (128.974157 sec): 3 clusters Score: Raw -206071.123798 + Penalty 4486.303210 = -201584.820588 nChanged 13 SP:Iteration 20F (129.102892 sec): 3 clusters Score: Raw -206075.487989 + Penalty 4486.303210 = -201589.184779 nChanged 12 SP:Iteration 21Q (129.225709 sec): 3 clusters Score: Raw -206079.973333 + Penalty 4486.303210 = -201593.670123 nChanged 6 SP:Iteration 22Q (129.314483 sec): 3 clusters Score: Raw -206081.454027 + Penalty 4486.303210 = -201595.150818 nChanged 6 SP:Iteration 23Q (129.463212 sec): 3 clusters Score: Raw -206084.426796 + Penalty 4486.303210 = -201598.123586 nChanged 7 SP:Iteration 24Q (129.558092 sec): 3 clusters Score: Raw -206086.788124 + Penalty 4486.303210 = -201600.484915 nChanged 10 SP:Iteration 25Q (129.685904 sec): 3 clusters Score: Raw -206091.555092 + Penalty 4486.303210 = -201605.251883 nChanged 11 SP:Iteration 26Q (129.807334 sec): 3 clusters Score: Raw -206094.970713 + Penalty 4486.303210 = -201608.667504 nChanged 10 SP:Iteration 27Q (129.930251 sec): 3 clusters Score: Raw -206097.735351 + Penalty 4486.303210 = -201611.432141 nChanged 9 SP:Iteration 28Q (130.044631 sec): 3 clusters Score: Raw -206099.931657 + Penalty 4486.303210 = -201613.628447 nChanged 7 SP:Iteration 29Q (130.165695 sec): 3 clusters Score: Raw -206103.124904 + Penalty 4486.303210 = -201616.821695 nChanged 7 SP:Iteration 30Q (130.264572 sec): 3 clusters Score: Raw -206105.149331 + Penalty 4486.303210 = -201618.846122 nChanged 5 SP:Iteration 31Q (130.372554 sec): 3 clusters Score: Raw -206106.459156 + Penalty 4486.303210 = -201620.155946 nChanged 7 SP:Iteration 32Q (130.505702 sec): 3 clusters Score: Raw -206109.239234 + Penalty 4486.303210 = -201622.936024 nChanged 9 SP:Iteration 33Q (130.615717 sec): 3 clusters Score: Raw -206112.483547 + Penalty 4486.303210 = -201626.180338 nChanged 11 SP:Iteration 34Q (130.715053 sec): 3 clusters Score: Raw -206116.857063 + Penalty 4486.303210 = -201630.553853 nChanged 10 SP:Iteration 35Q (130.854641 sec): 3 clusters Score: Raw -206120.590262 + Penalty 4486.303210 = -201634.287053 nChanged 5 SP:Iteration 36Q (130.943240 sec): 3 clusters Score: Raw -206121.233958 + Penalty 4486.303210 = -201634.930748 nChanged 0 SP:Iteration 37F (131.064460 sec): 3 clusters Score: Raw -206121.233958 + Penalty 4486.303210 = -201634.930748 nChanged 0 Trying to split cluster 4 (4049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.122019 sec): 2 clusters Score: Raw -179715.977825 + Penalty 2192.843457 = -177523.134368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.258408 sec): 3 clusters Score: Raw -177932.202297 + Penalty 4385.686914 = -173546.515383 nChanged 1488 SP:Iteration 1F (131.358831 sec): 3 clusters Score: Raw -178971.197422 + Penalty 4385.686914 = -174585.510508 nChanged 337 SP:Iteration 2F (131.489560 sec): 3 clusters Score: Raw -179277.416581 + Penalty 4385.686914 = -174891.729667 nChanged 237 SP:Iteration 3F (131.589556 sec): 3 clusters Score: Raw -179496.207451 + Penalty 4385.686914 = -175110.520537 nChanged 176 SP:Iteration 4Q (131.706549 sec): 3 clusters Score: Raw -179626.065685 + Penalty 4385.686914 = -175240.378771 nChanged 133 SP:Iteration 5Q (131.821861 sec): 3 clusters Score: Raw -179719.673605 + Penalty 4385.686914 = -175333.986691 nChanged 116 SP:Iteration 6Q (131.949240 sec): 3 clusters Score: Raw -179804.312820 + Penalty 4385.686914 = -175418.625906 nChanged 123 SP:Iteration 7Q (132.057440 sec): 3 clusters Score: Raw -179900.358197 + Penalty 4385.686914 = -175514.671283 nChanged 118 SP:Iteration 8Q (132.188623 sec): 3 clusters Score: Raw -180003.071192 + Penalty 4385.686914 = -175617.384278 nChanged 133 SP:Iteration 9Q (132.281020 sec): 3 clusters Score: Raw -180131.322859 + Penalty 4385.686914 = -175745.635945 nChanged 145 SP:Iteration 10Q (132.397757 sec): 3 clusters Score: Raw -180289.215607 + Penalty 4385.686914 = -175903.528693 nChanged 137 SP:Iteration 11Q (132.491335 sec): 3 clusters Score: Raw -180433.756830 + Penalty 4385.686914 = -176048.069915 nChanged 132 SP:Iteration 12Q (132.605407 sec): 3 clusters Score: Raw -180571.700613 + Penalty 4385.686914 = -176186.013699 nChanged 106 SP:Iteration 13Q (132.712086 sec): 3 clusters Score: Raw -180670.922649 + Penalty 4385.686914 = -176285.235735 nChanged 108 SP:Iteration 14Q (132.844924 sec): 3 clusters Score: Raw -180754.016938 + Penalty 4385.686914 = -176368.330024 nChanged 92 SP:Iteration 15Q (132.957780 sec): 3 clusters Score: Raw -180834.539551 + Penalty 4385.686914 = -176448.852637 nChanged 89 SP:Iteration 16Q (133.059107 sec): 3 clusters Score: Raw -180920.872780 + Penalty 4385.686914 = -176535.185866 nChanged 79 SP:Iteration 17Q (133.132620 sec): 3 clusters Score: Raw -181018.437598 + Penalty 4385.686914 = -176632.750684 nChanged 89 SP:Iteration 18Q (133.228895 sec): 3 clusters Score: Raw -181123.198412 + Penalty 4385.686914 = -176737.511498 nChanged 88 SP:Iteration 19Q (133.337644 sec): 3 clusters Score: Raw -181238.080108 + Penalty 4385.686914 = -176852.393194 nChanged 80 SP:Iteration 20F (133.431662 sec): 3 clusters Score: Raw -181338.844173 + Penalty 4385.686914 = -176953.157259 nChanged 56 SP:Iteration 21Q (133.553261 sec): 3 clusters Score: Raw -181393.844435 + Penalty 4385.686914 = -177008.157521 nChanged 35 SP:Iteration 22Q (133.662112 sec): 3 clusters Score: Raw -181421.292069 + Penalty 4385.686914 = -177035.605155 nChanged 31 SP:Iteration 23Q (133.756237 sec): 3 clusters Score: Raw -181442.994793 + Penalty 4385.686914 = -177057.307879 nChanged 19 SP:Iteration 24Q (133.874016 sec): 3 clusters Score: Raw -181457.842276 + Penalty 4385.686914 = -177072.155362 nChanged 31 SP:Iteration 25Q (133.964636 sec): 3 clusters Score: Raw -181483.548833 + Penalty 4385.686914 = -177097.861919 nChanged 27 SP:Iteration 26Q (134.084776 sec): 3 clusters Score: Raw -181509.420709 + Penalty 4385.686914 = -177123.733795 nChanged 32 SP:Iteration 27Q (134.198056 sec): 3 clusters Score: Raw -181537.202665 + Penalty 4385.686914 = -177151.515751 nChanged 28 SP:Iteration 28Q (134.308296 sec): 3 clusters Score: Raw -181554.683474 + Penalty 4385.686914 = -177168.996560 nChanged 13 SP:Iteration 29Q (134.432663 sec): 3 clusters Score: Raw -181561.149746 + Penalty 4385.686914 = -177175.462832 nChanged 13 SP:Iteration 30Q (134.558837 sec): 3 clusters Score: Raw -181567.919231 + Penalty 4385.686914 = -177182.232317 nChanged 10 SP:Iteration 31Q (134.647042 sec): 3 clusters Score: Raw -181572.885822 + Penalty 4385.686914 = -177187.198908 nChanged 4 SP:Iteration 32Q (134.757697 sec): 3 clusters Score: Raw -181574.351997 + Penalty 4385.686914 = -177188.665083 nChanged 6 SP:Iteration 33Q (134.878097 sec): 3 clusters Score: Raw -181576.703880 + Penalty 4385.686914 = -177191.016965 nChanged 1 SP:Iteration 34Q (134.976274 sec): 3 clusters Score: Raw -181577.767040 + Penalty 4385.686914 = -177192.080126 nChanged 2 SP:Iteration 35Q (135.100183 sec): 3 clusters Score: Raw -181578.299025 + Penalty 4385.686914 = -177192.612111 nChanged 0 SP:Iteration 36F (135.180909 sec): 3 clusters Score: Raw -181578.299025 + Penalty 4385.686914 = -177192.612111 nChanged 0 Trying to split cluster 5 (4384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.249955 sec): 2 clusters Score: Raw -204938.830330 + Penalty 2213.829243 = -202725.001088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.365005 sec): 3 clusters Score: Raw -202882.407490 + Penalty 4427.658486 = -198454.749004 nChanged 1647 SP:Iteration 1F (135.497944 sec): 3 clusters Score: Raw -203923.186336 + Penalty 4427.658486 = -199495.527851 nChanged 333 SP:Iteration 2F (135.595999 sec): 3 clusters Score: Raw -204132.350070 + Penalty 4427.658486 = -199704.691585 nChanged 218 SP:Iteration 3Q (135.724868 sec): 3 clusters Score: Raw -204255.145533 + Penalty 4427.658486 = -199827.487048 nChanged 125 SP:Iteration 4Q (135.831849 sec): 3 clusters Score: Raw -204316.789577 + Penalty 4427.658486 = -199889.131092 nChanged 89 SP:Iteration 5Q (135.949746 sec): 3 clusters Score: Raw -204356.228629 + Penalty 4427.658486 = -199928.570143 nChanged 68 SP:Iteration 6Q (136.040562 sec): 3 clusters Score: Raw -204387.001848 + Penalty 4427.658486 = -199959.343362 nChanged 56 SP:Iteration 7Q (136.180528 sec): 3 clusters Score: Raw -204413.323179 + Penalty 4427.658486 = -199985.664694 nChanged 47 SP:Iteration 8Q (136.281999 sec): 3 clusters Score: Raw -204433.558294 + Penalty 4427.658486 = -200005.899808 nChanged 49 SP:Iteration 9Q (136.391298 sec): 3 clusters Score: Raw -204454.142668 + Penalty 4427.658486 = -200026.484183 nChanged 47 SP:Iteration 10Q (136.499575 sec): 3 clusters Score: Raw -204477.706615 + Penalty 4427.658486 = -200050.048130 nChanged 41 SP:Iteration 11Q (136.619339 sec): 3 clusters Score: Raw -204494.857266 + Penalty 4427.658486 = -200067.198780 nChanged 35 SP:Iteration 12Q (136.740124 sec): 3 clusters Score: Raw -204509.101616 + Penalty 4427.658486 = -200081.443131 nChanged 30 SP:Iteration 13Q (136.851420 sec): 3 clusters Score: Raw -204520.284128 + Penalty 4427.658486 = -200092.625642 nChanged 36 SP:Iteration 14Q (136.963018 sec): 3 clusters Score: Raw -204535.291131 + Penalty 4427.658486 = -200107.632645 nChanged 43 SP:Iteration 15Q (137.071178 sec): 3 clusters Score: Raw -204556.353975 + Penalty 4427.658486 = -200128.695490 nChanged 41 SP:Iteration 16Q (137.201846 sec): 3 clusters Score: Raw -204575.214217 + Penalty 4427.658486 = -200147.555732 nChanged 46 SP:Iteration 17Q (137.284996 sec): 3 clusters Score: Raw -204600.121613 + Penalty 4427.658486 = -200172.463127 nChanged 48 SP:Iteration 18Q (137.390141 sec): 3 clusters Score: Raw -204624.966961 + Penalty 4427.658486 = -200197.308476 nChanged 44 SP:Iteration 19Q (137.500110 sec): 3 clusters Score: Raw -204645.869129 + Penalty 4427.658486 = -200218.210643 nChanged 48 SP:Iteration 20F (137.605360 sec): 3 clusters Score: Raw -204665.539346 + Penalty 4427.658486 = -200237.880860 nChanged 44 SP:Iteration 21Q (137.709322 sec): 3 clusters Score: Raw -204684.672510 + Penalty 4427.658486 = -200257.014024 nChanged 44 SP:Iteration 22Q (137.814355 sec): 3 clusters Score: Raw -204703.983517 + Penalty 4427.658486 = -200276.325031 nChanged 43 SP:Iteration 23Q (137.927940 sec): 3 clusters Score: Raw -204725.060946 + Penalty 4427.658486 = -200297.402461 nChanged 57 SP:Iteration 24Q (138.025445 sec): 3 clusters Score: Raw -204755.634126 + Penalty 4427.658486 = -200327.975640 nChanged 45 SP:Iteration 25Q (138.146598 sec): 3 clusters Score: Raw -204780.326951 + Penalty 4427.658486 = -200352.668465 nChanged 48 SP:Iteration 26Q (138.254505 sec): 3 clusters Score: Raw -204807.435839 + Penalty 4427.658486 = -200379.777354 nChanged 45 SP:Iteration 27Q (138.377321 sec): 3 clusters Score: Raw -204835.590710 + Penalty 4427.658486 = -200407.932225 nChanged 46 SP:Iteration 28Q (138.472304 sec): 3 clusters Score: Raw -204861.201973 + Penalty 4427.658486 = -200433.543487 nChanged 49 SP:Iteration 29Q (138.591593 sec): 3 clusters Score: Raw -204887.247583 + Penalty 4427.658486 = -200459.589097 nChanged 44 SP:Iteration 30Q (138.728944 sec): 3 clusters Score: Raw -204907.316586 + Penalty 4427.658486 = -200479.658101 nChanged 37 SP:Iteration 31Q (138.832567 sec): 3 clusters Score: Raw -204928.268960 + Penalty 4427.658486 = -200500.610474 nChanged 41 SP:Iteration 32Q (138.927045 sec): 3 clusters Score: Raw -204952.985416 + Penalty 4427.658486 = -200525.326930 nChanged 40 SP:Iteration 33Q (139.037329 sec): 3 clusters Score: Raw -204978.065185 + Penalty 4427.658486 = -200550.406699 nChanged 38 SP:Iteration 34Q (139.133540 sec): 3 clusters Score: Raw -204999.480117 + Penalty 4427.658486 = -200571.821632 nChanged 36 SP:Iteration 35Q (139.234143 sec): 3 clusters Score: Raw -205017.957613 + Penalty 4427.658486 = -200590.299127 nChanged 39 SP:Iteration 36Q (139.359167 sec): 3 clusters Score: Raw -205040.567833 + Penalty 4427.658486 = -200612.909347 nChanged 33 SP:Iteration 37Q (139.445824 sec): 3 clusters Score: Raw -205060.970345 + Penalty 4427.658486 = -200633.311860 nChanged 30 SP:Iteration 38Q (139.551310 sec): 3 clusters Score: Raw -205078.989474 + Penalty 4427.658486 = -200651.330988 nChanged 30 SP:Iteration 39Q (139.681691 sec): 3 clusters Score: Raw -205095.571083 + Penalty 4427.658486 = -200667.912598 nChanged 27 SP:Iteration 40F (139.764680 sec): 3 clusters Score: Raw -205111.382307 + Penalty 4427.658486 = -200683.723822 nChanged 28 SP:Iteration 41Q (139.870252 sec): 3 clusters Score: Raw -205125.693816 + Penalty 4427.658486 = -200698.035331 nChanged 20 SP:Iteration 42Q (139.997784 sec): 3 clusters Score: Raw -205138.882555 + Penalty 4427.658486 = -200711.224069 nChanged 16 SP:Iteration 43Q (140.089207 sec): 3 clusters Score: Raw -205151.465147 + Penalty 4427.658486 = -200723.806661 nChanged 15 SP:Iteration 44Q (140.187378 sec): 3 clusters Score: Raw -205158.732982 + Penalty 4427.658486 = -200731.074496 nChanged 13 SP:Iteration 45Q (140.286722 sec): 3 clusters Score: Raw -205164.578453 + Penalty 4427.658486 = -200736.919968 nChanged 14 SP:Iteration 46Q (140.381263 sec): 3 clusters Score: Raw -205170.871424 + Penalty 4427.658486 = -200743.212939 nChanged 13 SP:Iteration 47Q (140.479333 sec): 3 clusters Score: Raw -205176.285028 + Penalty 4427.658486 = -200748.626542 nChanged 10 SP:Iteration 48Q (140.573352 sec): 3 clusters Score: Raw -205181.436400 + Penalty 4427.658486 = -200753.777915 nChanged 5 SP:Iteration 49Q (140.703054 sec): 3 clusters Score: Raw -205183.456831 + Penalty 4427.658486 = -200755.798345 nChanged 4 SP:Iteration 50Q (140.817732 sec): 3 clusters Score: Raw -205185.623497 + Penalty 4427.658486 = -200757.965012 nChanged 5 SP:Iteration 51Q (140.895679 sec): 3 clusters Score: Raw -205188.336338 + Penalty 4427.658486 = -200760.677853 nChanged 7 SP:Iteration 52Q (141.006784 sec): 3 clusters Score: Raw -205191.379828 + Penalty 4427.658486 = -200763.721342 nChanged 5 SP:Iteration 53Q (141.102010 sec): 3 clusters Score: Raw -205193.171073 + Penalty 4427.658486 = -200765.512588 nChanged 7 SP:Iteration 54Q (141.227964 sec): 3 clusters Score: Raw -205195.466794 + Penalty 4427.658486 = -200767.808308 nChanged 3 SP:Iteration 55Q (141.334918 sec): 3 clusters Score: Raw -205196.119183 + Penalty 4427.658486 = -200768.460697 nChanged 1 SP:Iteration 56Q (141.436234 sec): 3 clusters Score: Raw -205196.730535 + Penalty 4427.658486 = -200769.072050 nChanged 2 SP:Iteration 57Q (141.530014 sec): 3 clusters Score: Raw -205198.067077 + Penalty 4427.658486 = -200770.408591 nChanged 2 SP:Iteration 58Q (141.632389 sec): 3 clusters Score: Raw -205198.626192 + Penalty 4427.658486 = -200770.967707 nChanged 0 SP:Iteration 59F (141.713923 sec): 3 clusters Score: Raw -205198.626192 + Penalty 4427.658486 = -200770.967707 nChanged 0 Iteration 59Q (142.075286 sec): 6 clusters Score: Raw -1022481.349920 + Penalty 13303.164455 = -1009178.185464 nChanged 132 Iteration 60F (142.462052 sec): 6 clusters Score: Raw -1022522.460880 + Penalty 13303.164455 = -1009219.296425 nChanged 101 Iteration 61Q (142.839666 sec): 6 clusters Score: Raw -1022560.955166 + Penalty 13303.164455 = -1009257.790711 nChanged 118 Iteration 62Q (143.200306 sec): 6 clusters Score: Raw -1022606.896483 + Penalty 13303.164455 = -1009303.732028 nChanged 116 Iteration 63Q (143.585430 sec): 6 clusters Score: Raw -1022655.805432 + Penalty 13303.164455 = -1009352.640976 nChanged 112 Iteration 64Q (143.965692 sec): 6 clusters Score: Raw -1022700.441769 + Penalty 13303.164455 = -1009397.277314 nChanged 106 Iteration 65Q (144.305073 sec): 6 clusters Score: Raw -1022746.011475 + Penalty 13303.164455 = -1009442.847020 nChanged 85 Iteration 66Q (144.690550 sec): 6 clusters Score: Raw -1022778.284995 + Penalty 13303.164455 = -1009475.120540 nChanged 72 Iteration 67Q (144.965144 sec): 6 clusters Score: Raw -1022798.847747 + Penalty 13303.164455 = -1009495.683291 nChanged 59 Iteration 68Q (145.308820 sec): 6 clusters Score: Raw -1022814.628290 + Penalty 13303.164455 = -1009511.463835 nChanged 50 Iteration 69Q (145.622949 sec): 6 clusters Score: Raw -1022826.575591 + Penalty 13303.164455 = -1009523.411135 nChanged 45 Iteration 70Q (145.985930 sec): 6 clusters Score: Raw -1022836.521132 + Penalty 13303.164455 = -1009533.356677 nChanged 31 Iteration 71Q (146.368826 sec): 6 clusters Score: Raw -1022843.932258 + Penalty 13303.164455 = -1009540.767803 nChanged 28 Iteration 72Q (146.755655 sec): 6 clusters Score: Raw -1022848.916217 + Penalty 13303.164455 = -1009545.751762 nChanged 20 Iteration 73Q (147.003034 sec): 6 clusters Score: Raw -1022852.570567 + Penalty 13303.164455 = -1009549.406111 nChanged 21 Iteration 74Q (147.352884 sec): 6 clusters Score: Raw -1022856.503657 + Penalty 13303.164455 = -1009553.339202 nChanged 13 Iteration 75Q (147.709335 sec): 6 clusters Score: Raw -1022858.682147 + Penalty 13303.164455 = -1009555.517692 nChanged 8 Iteration 76Q (148.094343 sec): 6 clusters Score: Raw -1022860.010641 + Penalty 13303.164455 = -1009556.846186 nChanged 6 Iteration 77Q (148.420600 sec): 6 clusters Score: Raw -1022861.092647 + Penalty 13303.164455 = -1009557.928191 nChanged 8 Iteration 78Q (148.756456 sec): 6 clusters Score: Raw -1022862.147077 + Penalty 13303.164455 = -1009558.982622 nChanged 6 Iteration 79Q (149.133433 sec): 6 clusters Score: Raw -1022862.687310 + Penalty 13303.164455 = -1009559.522854 nChanged 4 Iteration 80F (149.520653 sec): 6 clusters Score: Raw -1022863.286204 + Penalty 13303.164455 = -1009560.121749 nChanged 3 Iteration 81Q (149.875889 sec): 6 clusters Score: Raw -1022863.737079 + Penalty 13303.164455 = -1009560.572623 nChanged 2 Iteration 82Q (150.229269 sec): 6 clusters Score: Raw -1022864.196982 + Penalty 13303.164455 = -1009561.032527 nChanged 0 Iteration 83F (150.615229 sec): 6 clusters Score: Raw -1022864.196982 + Penalty 13303.164455 = -1009561.032527 nChanged 0 Compute initial score before splitting: Score: Raw -1022864.196982 + Penalty 13303.164455 = -1009561.032527 Trying to split cluster 1 (3485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (150.705366 sec): 2 clusters Score: Raw -125647.961156 + Penalty 2153.242957 = -123494.718198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (150.807646 sec): 3 clusters Score: Raw -124151.205730 + Penalty 4306.485915 = -119844.719815 nChanged 1202 SP:Iteration 1F (150.909367 sec): 3 clusters Score: Raw -125005.490773 + Penalty 4306.485915 = -120699.004858 nChanged 274 SP:Iteration 2F (151.024448 sec): 3 clusters Score: Raw -125228.763517 + Penalty 4306.485915 = -120922.277602 nChanged 189 SP:Iteration 3F (151.152206 sec): 3 clusters Score: Raw -125370.234338 + Penalty 4306.485915 = -121063.748424 nChanged 130 SP:Iteration 4Q (151.238585 sec): 3 clusters Score: Raw -125479.449578 + Penalty 4306.485915 = -121172.963663 nChanged 131 SP:Iteration 5Q (151.355878 sec): 3 clusters Score: Raw -125597.924385 + Penalty 4306.485915 = -121291.438470 nChanged 132 SP:Iteration 6Q (151.448690 sec): 3 clusters Score: Raw -125711.148570 + Penalty 4306.485915 = -121404.662656 nChanged 118 SP:Iteration 7Q (151.567429 sec): 3 clusters Score: Raw -125818.915845 + Penalty 4306.485915 = -121512.429930 nChanged 137 SP:Iteration 8Q (151.667747 sec): 3 clusters Score: Raw -125959.763232 + Penalty 4306.485915 = -121653.277317 nChanged 141 SP:Iteration 9Q (151.790901 sec): 3 clusters Score: Raw -126101.711948 + Penalty 4306.485915 = -121795.226033 nChanged 118 SP:Iteration 10Q (151.891887 sec): 3 clusters Score: Raw -126207.888937 + Penalty 4306.485915 = -121901.403022 nChanged 100 SP:Iteration 11Q (151.999509 sec): 3 clusters Score: Raw -126287.514300 + Penalty 4306.485915 = -121981.028385 nChanged 73 SP:Iteration 12Q (152.121113 sec): 3 clusters Score: Raw -126338.344951 + Penalty 4306.485915 = -122031.859036 nChanged 63 SP:Iteration 13Q (152.232331 sec): 3 clusters Score: Raw -126375.421582 + Penalty 4306.485915 = -122068.935667 nChanged 53 SP:Iteration 14Q (152.350998 sec): 3 clusters Score: Raw -126404.645025 + Penalty 4306.485915 = -122098.159110 nChanged 42 SP:Iteration 15Q (152.451724 sec): 3 clusters Score: Raw -126428.593240 + Penalty 4306.485915 = -122122.107325 nChanged 27 SP:Iteration 16Q (152.573375 sec): 3 clusters Score: Raw -126444.478764 + Penalty 4306.485915 = -122137.992849 nChanged 22 SP:Iteration 17Q (152.665193 sec): 3 clusters Score: Raw -126456.888610 + Penalty 4306.485915 = -122150.402696 nChanged 19 SP:Iteration 18Q (152.751783 sec): 3 clusters Score: Raw -126467.150613 + Penalty 4306.485915 = -122160.664698 nChanged 17 SP:Iteration 19Q (152.857341 sec): 3 clusters Score: Raw -126476.650280 + Penalty 4306.485915 = -122170.164366 nChanged 24 SP:Iteration 20F (152.948171 sec): 3 clusters Score: Raw -126490.632171 + Penalty 4306.485915 = -122184.146256 nChanged 25 SP:Iteration 21Q (153.073508 sec): 3 clusters Score: Raw -126505.011957 + Penalty 4306.485915 = -122198.526042 nChanged 22 SP:Iteration 22Q (153.194186 sec): 3 clusters Score: Raw -126516.634919 + Penalty 4306.485915 = -122210.149005 nChanged 19 SP:Iteration 23Q (153.281767 sec): 3 clusters Score: Raw -126526.069743 + Penalty 4306.485915 = -122219.583828 nChanged 17 SP:Iteration 24Q (153.380130 sec): 3 clusters Score: Raw -126533.642398 + Penalty 4306.485915 = -122227.156483 nChanged 11 SP:Iteration 25Q (153.483879 sec): 3 clusters Score: Raw -126536.922019 + Penalty 4306.485915 = -122230.436105 nChanged 9 SP:Iteration 26Q (153.608252 sec): 3 clusters Score: Raw -126540.878718 + Penalty 4306.485915 = -122234.392803 nChanged 6 SP:Iteration 27Q (153.684278 sec): 3 clusters Score: Raw -126543.191754 + Penalty 4306.485915 = -122236.705840 nChanged 7 SP:Iteration 28Q (153.799048 sec): 3 clusters Score: Raw -126546.121993 + Penalty 4306.485915 = -122239.636078 nChanged 6 SP:Iteration 29Q (153.935550 sec): 3 clusters Score: Raw -126548.127728 + Penalty 4306.485915 = -122241.641814 nChanged 3 SP:Iteration 30Q (154.048743 sec): 3 clusters Score: Raw -126550.000420 + Penalty 4306.485915 = -122243.514505 nChanged 2 SP:Iteration 31Q (154.128607 sec): 3 clusters Score: Raw -126550.580576 + Penalty 4306.485915 = -122244.094661 nChanged 2 SP:Iteration 32Q (154.233604 sec): 3 clusters Score: Raw -126551.379845 + Penalty 4306.485915 = -122244.893931 nChanged 1 SP:Iteration 33Q (154.342056 sec): 3 clusters Score: Raw -126551.897256 + Penalty 4306.485915 = -122245.411342 nChanged 3 SP:Iteration 34Q (154.427921 sec): 3 clusters Score: Raw -126553.035171 + Penalty 4306.485915 = -122246.549257 nChanged 1 SP:Iteration 35Q (154.541694 sec): 3 clusters Score: Raw -126553.260582 + Penalty 4306.485915 = -122246.774667 nChanged 2 SP:Iteration 36Q (154.633204 sec): 3 clusters Score: Raw -126554.003485 + Penalty 4306.485915 = -122247.517570 nChanged 1 SP:Iteration 37Q (154.734964 sec): 3 clusters Score: Raw -126554.567351 + Penalty 4306.485915 = -122248.081436 nChanged 1 SP:Iteration 38Q (154.847722 sec): 3 clusters Score: Raw -126554.790681 + Penalty 4306.485915 = -122248.304766 nChanged 0 SP:Iteration 39F (154.970907 sec): 3 clusters Score: Raw -126554.790681 + Penalty 4306.485915 = -122248.304766 nChanged 0 Trying to split cluster 2 (6904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (155.031379 sec): 2 clusters Score: Raw -341781.820973 + Penalty 2333.722045 = -339448.098928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (155.150123 sec): 3 clusters Score: Raw -338266.376925 + Penalty 4667.444091 = -333598.932834 nChanged 2723 SP:Iteration 1F (155.265005 sec): 3 clusters Score: Raw -339865.188292 + Penalty 4667.444091 = -335197.744201 nChanged 535 SP:Iteration 2F (155.381546 sec): 3 clusters Score: Raw -340204.622326 + Penalty 4667.444091 = -335537.178235 nChanged 395 SP:Iteration 3F (155.516836 sec): 3 clusters Score: Raw -340433.484149 + Penalty 4667.444091 = -335766.040058 nChanged 305 SP:Iteration 4Q (155.650388 sec): 3 clusters Score: Raw -340614.998498 + Penalty 4667.444091 = -335947.554407 nChanged 257 SP:Iteration 5Q (155.742411 sec): 3 clusters Score: Raw -340761.003584 + Penalty 4667.444091 = -336093.559493 nChanged 207 SP:Iteration 6Q (155.889821 sec): 3 clusters Score: Raw -340872.857954 + Penalty 4667.444091 = -336205.413864 nChanged 191 SP:Iteration 7Q (156.008948 sec): 3 clusters Score: Raw -340969.585319 + Penalty 4667.444091 = -336302.141228 nChanged 165 SP:Iteration 8Q (156.112192 sec): 3 clusters Score: Raw -341037.104963 + Penalty 4667.444091 = -336369.660872 nChanged 130 SP:Iteration 9Q (156.228857 sec): 3 clusters Score: Raw -341096.839242 + Penalty 4667.444091 = -336429.395151 nChanged 132 SP:Iteration 10Q (156.354371 sec): 3 clusters Score: Raw -341168.593619 + Penalty 4667.444091 = -336501.149528 nChanged 122 SP:Iteration 11Q (156.473509 sec): 3 clusters Score: Raw -341228.884658 + Penalty 4667.444091 = -336561.440567 nChanged 116 SP:Iteration 12Q (156.606384 sec): 3 clusters Score: Raw -341278.567967 + Penalty 4667.444091 = -336611.123876 nChanged 91 SP:Iteration 13Q (156.713729 sec): 3 clusters Score: Raw -341318.861908 + Penalty 4667.444091 = -336651.417817 nChanged 92 SP:Iteration 14Q (156.845085 sec): 3 clusters Score: Raw -341358.300087 + Penalty 4667.444091 = -336690.855996 nChanged 87 SP:Iteration 15Q (156.970845 sec): 3 clusters Score: Raw -341396.443982 + Penalty 4667.444091 = -336728.999891 nChanged 99 SP:Iteration 16Q (157.089036 sec): 3 clusters Score: Raw -341452.178632 + Penalty 4667.444091 = -336784.734541 nChanged 105 SP:Iteration 17Q (157.217257 sec): 3 clusters Score: Raw -341505.707347 + Penalty 4667.444091 = -336838.263256 nChanged 116 SP:Iteration 18Q (157.324792 sec): 3 clusters Score: Raw -341566.214430 + Penalty 4667.444091 = -336898.770339 nChanged 104 SP:Iteration 19Q (157.426735 sec): 3 clusters Score: Raw -341624.982625 + Penalty 4667.444091 = -336957.538534 nChanged 104 SP:Iteration 20F (157.537997 sec): 3 clusters Score: Raw -341692.377521 + Penalty 4667.444091 = -337024.933430 nChanged 125 SP:Iteration 21Q (157.673858 sec): 3 clusters Score: Raw -341764.702279 + Penalty 4667.444091 = -337097.258188 nChanged 118 SP:Iteration 22Q (157.780883 sec): 3 clusters Score: Raw -341842.263866 + Penalty 4667.444091 = -337174.819776 nChanged 120 SP:Iteration 23Q (157.896859 sec): 3 clusters Score: Raw -341914.960956 + Penalty 4667.444091 = -337247.516865 nChanged 91 SP:Iteration 24Q (158.010228 sec): 3 clusters Score: Raw -341976.492825 + Penalty 4667.444091 = -337309.048734 nChanged 97 SP:Iteration 25Q (158.127417 sec): 3 clusters Score: Raw -342046.215879 + Penalty 4667.444091 = -337378.771788 nChanged 89 SP:Iteration 26Q (158.251690 sec): 3 clusters Score: Raw -342104.810772 + Penalty 4667.444091 = -337437.366681 nChanged 76 SP:Iteration 27Q (158.394371 sec): 3 clusters Score: Raw -342152.939132 + Penalty 4667.444091 = -337485.495041 nChanged 87 SP:Iteration 28Q (158.514726 sec): 3 clusters Score: Raw -342199.631503 + Penalty 4667.444091 = -337532.187412 nChanged 65 SP:Iteration 29Q (158.591655 sec): 3 clusters Score: Raw -342233.497995 + Penalty 4667.444091 = -337566.053904 nChanged 43 SP:Iteration 30Q (158.715028 sec): 3 clusters Score: Raw -342253.106510 + Penalty 4667.444091 = -337585.662419 nChanged 44 SP:Iteration 31Q (158.857787 sec): 3 clusters Score: Raw -342272.630989 + Penalty 4667.444091 = -337605.186899 nChanged 45 SP:Iteration 32Q (158.981804 sec): 3 clusters Score: Raw -342295.456229 + Penalty 4667.444091 = -337628.012139 nChanged 48 SP:Iteration 33Q (159.083053 sec): 3 clusters Score: Raw -342319.002407 + Penalty 4667.444091 = -337651.558316 nChanged 46 SP:Iteration 34Q (159.209703 sec): 3 clusters Score: Raw -342341.068760 + Penalty 4667.444091 = -337673.624669 nChanged 37 SP:Iteration 35Q (159.334439 sec): 3 clusters Score: Raw -342357.424106 + Penalty 4667.444091 = -337689.980016 nChanged 34 SP:Iteration 36Q (159.452749 sec): 3 clusters Score: Raw -342370.753471 + Penalty 4667.444091 = -337703.309380 nChanged 25 SP:Iteration 37Q (159.575145 sec): 3 clusters Score: Raw -342382.468601 + Penalty 4667.444091 = -337715.024510 nChanged 25 SP:Iteration 38Q (159.670409 sec): 3 clusters Score: Raw -342392.740454 + Penalty 4667.444091 = -337725.296363 nChanged 18 SP:Iteration 39Q (159.810023 sec): 3 clusters Score: Raw -342397.885354 + Penalty 4667.444091 = -337730.441263 nChanged 20 SP:Iteration 40F (159.905146 sec): 3 clusters Score: Raw -342402.852445 + Penalty 4667.444091 = -337735.408354 nChanged 10 SP:Iteration 41Q (160.038531 sec): 3 clusters Score: Raw -342407.497701 + Penalty 4667.444091 = -337740.053610 nChanged 13 SP:Iteration 42Q (160.143875 sec): 3 clusters Score: Raw -342411.839922 + Penalty 4667.444091 = -337744.395831 nChanged 8 SP:Iteration 43Q (160.257037 sec): 3 clusters Score: Raw -342413.862389 + Penalty 4667.444091 = -337746.418298 nChanged 8 SP:Iteration 44Q (160.365676 sec): 3 clusters Score: Raw -342416.583009 + Penalty 4667.444091 = -337749.138918 nChanged 9 SP:Iteration 45Q (160.485882 sec): 3 clusters Score: Raw -342419.132022 + Penalty 4667.444091 = -337751.687931 nChanged 5 SP:Iteration 46Q (160.601715 sec): 3 clusters Score: Raw -342420.087537 + Penalty 4667.444091 = -337752.643446 nChanged 1 SP:Iteration 47Q (160.715268 sec): 3 clusters Score: Raw -342420.284305 + Penalty 4667.444091 = -337752.840214 nChanged 2 SP:Iteration 48Q (160.830302 sec): 3 clusters Score: Raw -342421.324572 + Penalty 4667.444091 = -337753.880482 nChanged 4 SP:Iteration 49Q (160.968465 sec): 3 clusters Score: Raw -342422.848925 + Penalty 4667.444091 = -337755.404834 nChanged 6 SP:Iteration 50Q (161.077953 sec): 3 clusters Score: Raw -342425.238531 + Penalty 4667.444091 = -337757.794440 nChanged 4 SP:Iteration 51Q (161.194250 sec): 3 clusters Score: Raw -342426.764717 + Penalty 4667.444091 = -337759.320626 nChanged 6 SP:Iteration 52Q (161.317972 sec): 3 clusters Score: Raw -342428.581042 + Penalty 4667.444091 = -337761.136951 nChanged 4 SP:Iteration 53Q (161.438081 sec): 3 clusters Score: Raw -342429.584043 + Penalty 4667.444091 = -337762.139952 nChanged 5 SP:Iteration 54Q (161.536176 sec): 3 clusters Score: Raw -342431.617148 + Penalty 4667.444091 = -337764.173057 nChanged 6 SP:Iteration 55Q (161.655356 sec): 3 clusters Score: Raw -342432.917825 + Penalty 4667.444091 = -337765.473734 nChanged 7 SP:Iteration 56Q (161.756319 sec): 3 clusters Score: Raw -342434.291201 + Penalty 4667.444091 = -337766.847110 nChanged 6 SP:Iteration 57Q (161.860922 sec): 3 clusters Score: Raw -342435.925478 + Penalty 4667.444091 = -337768.481387 nChanged 4 SP:Iteration 58Q (161.981631 sec): 3 clusters Score: Raw -342436.702216 + Penalty 4667.444091 = -337769.258125 nChanged 6 SP:Iteration 59Q (162.110314 sec): 3 clusters Score: Raw -342438.982845 + Penalty 4667.444091 = -337771.538754 nChanged 6 SP:Iteration 60F (162.202628 sec): 3 clusters Score: Raw -342441.256590 + Penalty 4667.444091 = -337773.812500 nChanged 6 SP:Iteration 61Q (162.329777 sec): 3 clusters Score: Raw -342443.916832 + Penalty 4667.444091 = -337776.472742 nChanged 4 SP:Iteration 62Q (162.427032 sec): 3 clusters Score: Raw -342446.542858 + Penalty 4667.444091 = -337779.098767 nChanged 13 SP:Iteration 63Q (162.558680 sec): 3 clusters Score: Raw -342451.283608 + Penalty 4667.444091 = -337783.839517 nChanged 9 SP:Iteration 64Q (162.654553 sec): 3 clusters Score: Raw -342453.424540 + Penalty 4667.444091 = -337785.980449 nChanged 6 SP:Iteration 65Q (162.760701 sec): 3 clusters Score: Raw -342454.775086 + Penalty 4667.444091 = -337787.330995 nChanged 4 SP:Iteration 66Q (162.869225 sec): 3 clusters Score: Raw -342456.200835 + Penalty 4667.444091 = -337788.756744 nChanged 5 SP:Iteration 67Q (162.982283 sec): 3 clusters Score: Raw -342457.355877 + Penalty 4667.444091 = -337789.911786 nChanged 4 SP:Iteration 68Q (163.074386 sec): 3 clusters Score: Raw -342458.416800 + Penalty 4667.444091 = -337790.972709 nChanged 4 SP:Iteration 69Q (163.218892 sec): 3 clusters Score: Raw -342459.346526 + Penalty 4667.444091 = -337791.902435 nChanged 4 SP:Iteration 70Q (163.331061 sec): 3 clusters Score: Raw -342460.332523 + Penalty 4667.444091 = -337792.888432 nChanged 4 SP:Iteration 71Q (163.438114 sec): 3 clusters Score: Raw -342461.043306 + Penalty 4667.444091 = -337793.599215 nChanged 3 SP:Iteration 72Q (163.547979 sec): 3 clusters Score: Raw -342461.796827 + Penalty 4667.444091 = -337794.352736 nChanged 4 SP:Iteration 73Q (163.669096 sec): 3 clusters Score: Raw -342462.520364 + Penalty 4667.444091 = -337795.076273 nChanged 0 SP:Iteration 74F (163.793366 sec): 3 clusters Score: Raw -342462.520364 + Penalty 4667.444091 = -337795.076273 nChanged 0 Trying to split cluster 3 (4780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (163.878437 sec): 2 clusters Score: Raw -200166.190193 + Penalty 2236.659698 = -197929.530495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (163.985647 sec): 3 clusters Score: Raw -197957.812223 + Penalty 4473.319396 = -193484.492827 nChanged 1816 SP:Iteration 1F (164.097738 sec): 3 clusters Score: Raw -199092.831336 + Penalty 4473.319396 = -194619.511941 nChanged 391 SP:Iteration 2F (164.207810 sec): 3 clusters Score: Raw -199399.765004 + Penalty 4473.319396 = -194926.445608 nChanged 290 SP:Iteration 3F (164.333490 sec): 3 clusters Score: Raw -199605.070786 + Penalty 4473.319396 = -195131.751390 nChanged 227 SP:Iteration 4Q (164.453972 sec): 3 clusters Score: Raw -199782.026387 + Penalty 4473.319396 = -195308.706991 nChanged 189 SP:Iteration 5Q (164.575562 sec): 3 clusters Score: Raw -199926.117468 + Penalty 4473.319396 = -195452.798073 nChanged 174 SP:Iteration 6Q (164.690839 sec): 3 clusters Score: Raw -200052.516230 + Penalty 4473.319396 = -195579.196834 nChanged 164 SP:Iteration 7Q (164.796704 sec): 3 clusters Score: Raw -200172.086669 + Penalty 4473.319396 = -195698.767273 nChanged 135 SP:Iteration 8Q (164.921775 sec): 3 clusters Score: Raw -200269.997736 + Penalty 4473.319396 = -195796.678340 nChanged 135 SP:Iteration 9Q (165.028166 sec): 3 clusters Score: Raw -200369.139407 + Penalty 4473.319396 = -195895.820011 nChanged 129 SP:Iteration 10Q (165.117086 sec): 3 clusters Score: Raw -200460.288470 + Penalty 4473.319396 = -195986.969075 nChanged 100 SP:Iteration 11Q (165.224325 sec): 3 clusters Score: Raw -200526.658583 + Penalty 4473.319396 = -196053.339187 nChanged 105 SP:Iteration 12Q (165.348913 sec): 3 clusters Score: Raw -200593.335826 + Penalty 4473.319396 = -196120.016430 nChanged 105 SP:Iteration 13Q (165.394309 sec): 3 clusters Score: Raw -200666.568852 + Penalty 4473.319396 = -196193.249456 nChanged 102 SP:Iteration 14Q (165.439830 sec): 3 clusters Score: Raw -200729.967326 + Penalty 4473.319396 = -196256.647930 nChanged 86 SP:Iteration 15Q (165.558369 sec): 3 clusters Score: Raw -200772.628909 + Penalty 4473.319396 = -196299.309513 nChanged 64 SP:Iteration 16Q (165.652849 sec): 3 clusters Score: Raw -200800.080408 + Penalty 4473.319396 = -196326.761013 nChanged 48 SP:Iteration 17Q (165.719756 sec): 3 clusters Score: Raw -200824.311151 + Penalty 4473.319396 = -196350.991755 nChanged 51 SP:Iteration 18Q (165.764860 sec): 3 clusters Score: Raw -200849.885838 + Penalty 4473.319396 = -196376.566442 nChanged 52 SP:Iteration 19Q (165.810045 sec): 3 clusters Score: Raw -200871.963813 + Penalty 4473.319396 = -196398.644417 nChanged 37 SP:Iteration 20F (165.854343 sec): 3 clusters Score: Raw -200885.236692 + Penalty 4473.319396 = -196411.917296 nChanged 37 SP:Iteration 21Q (165.899724 sec): 3 clusters Score: Raw -200904.150615 + Penalty 4473.319396 = -196430.831219 nChanged 51 SP:Iteration 22Q (166.003188 sec): 3 clusters Score: Raw -200926.860878 + Penalty 4473.319396 = -196453.541482 nChanged 47 SP:Iteration 23Q (166.154397 sec): 3 clusters Score: Raw -200946.254217 + Penalty 4473.319396 = -196472.934821 nChanged 37 SP:Iteration 24Q (166.283881 sec): 3 clusters Score: Raw -200963.064000 + Penalty 4473.319396 = -196489.744604 nChanged 32 SP:Iteration 25Q (166.406174 sec): 3 clusters Score: Raw -200974.223848 + Penalty 4473.319396 = -196500.904452 nChanged 25 SP:Iteration 26Q (166.509825 sec): 3 clusters Score: Raw -200984.259616 + Penalty 4473.319396 = -196510.940220 nChanged 30 SP:Iteration 27Q (166.590783 sec): 3 clusters Score: Raw -200994.247618 + Penalty 4473.319396 = -196520.928222 nChanged 16 SP:Iteration 28Q (166.741554 sec): 3 clusters Score: Raw -200999.089273 + Penalty 4473.319396 = -196525.769877 nChanged 10 SP:Iteration 29Q (166.851821 sec): 3 clusters Score: Raw -201002.422044 + Penalty 4473.319396 = -196529.102648 nChanged 14 SP:Iteration 30Q (166.973142 sec): 3 clusters Score: Raw -201008.947226 + Penalty 4473.319396 = -196535.627830 nChanged 20 SP:Iteration 31Q (167.058157 sec): 3 clusters Score: Raw -201017.647917 + Penalty 4473.319396 = -196544.328521 nChanged 16 SP:Iteration 32Q (167.172107 sec): 3 clusters Score: Raw -201023.315698 + Penalty 4473.319396 = -196549.996303 nChanged 13 SP:Iteration 33Q (167.265157 sec): 3 clusters Score: Raw -201027.795511 + Penalty 4473.319396 = -196554.476116 nChanged 10 SP:Iteration 34Q (167.368882 sec): 3 clusters Score: Raw -201030.677518 + Penalty 4473.319396 = -196557.358122 nChanged 9 SP:Iteration 35Q (167.477356 sec): 3 clusters Score: Raw -201033.643846 + Penalty 4473.319396 = -196560.324450 nChanged 10 SP:Iteration 36Q (167.601162 sec): 3 clusters Score: Raw -201037.693471 + Penalty 4473.319396 = -196564.374075 nChanged 9 SP:Iteration 37Q (167.715345 sec): 3 clusters Score: Raw -201039.603261 + Penalty 4473.319396 = -196566.283865 nChanged 4 SP:Iteration 38Q (167.827913 sec): 3 clusters Score: Raw -201040.238819 + Penalty 4473.319396 = -196566.919423 nChanged 3 SP:Iteration 39Q (167.938450 sec): 3 clusters Score: Raw -201040.733825 + Penalty 4473.319396 = -196567.414429 nChanged 2 SP:Iteration 40F (168.056929 sec): 3 clusters Score: Raw -201041.451344 + Penalty 4473.319396 = -196568.131948 nChanged 3 SP:Iteration 41Q (168.186438 sec): 3 clusters Score: Raw -201042.595942 + Penalty 4473.319396 = -196569.276546 nChanged 5 SP:Iteration 42Q (168.276323 sec): 3 clusters Score: Raw -201043.855827 + Penalty 4473.319396 = -196570.536431 nChanged 7 SP:Iteration 43Q (168.389968 sec): 3 clusters Score: Raw -201045.602823 + Penalty 4473.319396 = -196572.283427 nChanged 4 SP:Iteration 44Q (168.512461 sec): 3 clusters Score: Raw -201046.741513 + Penalty 4473.319396 = -196573.422117 nChanged 6 SP:Iteration 45Q (168.627943 sec): 3 clusters Score: Raw -201048.614015 + Penalty 4473.319396 = -196575.294619 nChanged 3 SP:Iteration 46Q (168.768347 sec): 3 clusters Score: Raw -201049.347722 + Penalty 4473.319396 = -196576.028326 nChanged 2 SP:Iteration 47Q (168.851872 sec): 3 clusters Score: Raw -201049.764095 + Penalty 4473.319396 = -196576.444699 nChanged 1 SP:Iteration 48Q (168.955437 sec): 3 clusters Score: Raw -201050.148884 + Penalty 4473.319396 = -196576.829488 nChanged 0 SP:Iteration 49F (169.060968 sec): 3 clusters Score: Raw -201050.148884 + Penalty 4473.319396 = -196576.829488 nChanged 0 Trying to split cluster 4 (3544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (169.114892 sec): 2 clusters Score: Raw -156844.839592 + Penalty 2157.674986 = -154687.164606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (169.220000 sec): 3 clusters Score: Raw -155284.491572 + Penalty 4315.349973 = -150969.141599 nChanged 1267 SP:Iteration 1F (169.321506 sec): 3 clusters Score: Raw -156125.935244 + Penalty 4315.349973 = -151810.585271 nChanged 295 SP:Iteration 2F (169.424751 sec): 3 clusters Score: Raw -156377.504569 + Penalty 4315.349973 = -152062.154596 nChanged 200 SP:Iteration 3F (169.518135 sec): 3 clusters Score: Raw -156542.240330 + Penalty 4315.349973 = -152226.890358 nChanged 146 SP:Iteration 4Q (169.604984 sec): 3 clusters Score: Raw -156645.048461 + Penalty 4315.349973 = -152329.698489 nChanged 107 SP:Iteration 5Q (169.707272 sec): 3 clusters Score: Raw -156722.137557 + Penalty 4315.349973 = -152406.787585 nChanged 87 SP:Iteration 6Q (169.806933 sec): 3 clusters Score: Raw -156774.399774 + Penalty 4315.349973 = -152459.049802 nChanged 51 SP:Iteration 7Q (169.912612 sec): 3 clusters Score: Raw -156800.685223 + Penalty 4315.349973 = -152485.335250 nChanged 45 SP:Iteration 8Q (170.013865 sec): 3 clusters Score: Raw -156822.736170 + Penalty 4315.349973 = -152507.386197 nChanged 42 SP:Iteration 9Q (170.145371 sec): 3 clusters Score: Raw -156844.885910 + Penalty 4315.349973 = -152529.535938 nChanged 31 SP:Iteration 10Q (170.236700 sec): 3 clusters Score: Raw -156860.001552 + Penalty 4315.349973 = -152544.651580 nChanged 29 SP:Iteration 11Q (170.369253 sec): 3 clusters Score: Raw -156875.497306 + Penalty 4315.349973 = -152560.147334 nChanged 33 SP:Iteration 12Q (170.476016 sec): 3 clusters Score: Raw -156888.750772 + Penalty 4315.349973 = -152573.400799 nChanged 19 SP:Iteration 13Q (170.589856 sec): 3 clusters Score: Raw -156899.784821 + Penalty 4315.349973 = -152584.434848 nChanged 29 SP:Iteration 14Q (170.699698 sec): 3 clusters Score: Raw -156919.558483 + Penalty 4315.349973 = -152604.208511 nChanged 35 SP:Iteration 15Q (170.803166 sec): 3 clusters Score: Raw -156937.413066 + Penalty 4315.349973 = -152622.063093 nChanged 29 SP:Iteration 16Q (170.894545 sec): 3 clusters Score: Raw -156951.716334 + Penalty 4315.349973 = -152636.366361 nChanged 33 SP:Iteration 17Q (171.015183 sec): 3 clusters Score: Raw -156969.261085 + Penalty 4315.349973 = -152653.911113 nChanged 31 SP:Iteration 18Q (171.110609 sec): 3 clusters Score: Raw -156987.848930 + Penalty 4315.349973 = -152672.498957 nChanged 36 SP:Iteration 19Q (171.220232 sec): 3 clusters Score: Raw -157007.969585 + Penalty 4315.349973 = -152692.619612 nChanged 41 SP:Iteration 20F (171.305758 sec): 3 clusters Score: Raw -157031.946501 + Penalty 4315.349973 = -152716.596529 nChanged 39 SP:Iteration 21Q (171.402898 sec): 3 clusters Score: Raw -157058.024168 + Penalty 4315.349973 = -152742.674196 nChanged 35 SP:Iteration 22Q (171.506974 sec): 3 clusters Score: Raw -157083.779893 + Penalty 4315.349973 = -152768.429920 nChanged 45 SP:Iteration 23Q (171.607718 sec): 3 clusters Score: Raw -157114.029933 + Penalty 4315.349973 = -152798.679960 nChanged 53 SP:Iteration 24Q (171.720197 sec): 3 clusters Score: Raw -157147.850981 + Penalty 4315.349973 = -152832.501009 nChanged 47 SP:Iteration 25Q (171.810568 sec): 3 clusters Score: Raw -157179.521811 + Penalty 4315.349973 = -152864.171838 nChanged 47 SP:Iteration 26Q (171.912831 sec): 3 clusters Score: Raw -157218.892498 + Penalty 4315.349973 = -152903.542525 nChanged 55 SP:Iteration 27Q (172.023952 sec): 3 clusters Score: Raw -157260.860961 + Penalty 4315.349973 = -152945.510988 nChanged 49 SP:Iteration 28Q (172.124389 sec): 3 clusters Score: Raw -157292.989848 + Penalty 4315.349973 = -152977.639876 nChanged 45 SP:Iteration 29Q (172.233602 sec): 3 clusters Score: Raw -157325.411862 + Penalty 4315.349973 = -153010.061890 nChanged 52 SP:Iteration 30Q (172.335246 sec): 3 clusters Score: Raw -157366.952823 + Penalty 4315.349973 = -153051.602851 nChanged 44 SP:Iteration 31Q (172.448524 sec): 3 clusters Score: Raw -157403.578121 + Penalty 4315.349973 = -153088.228148 nChanged 53 SP:Iteration 32Q (172.543521 sec): 3 clusters Score: Raw -157436.906398 + Penalty 4315.349973 = -153121.556425 nChanged 49 SP:Iteration 33Q (172.664867 sec): 3 clusters Score: Raw -157472.465962 + Penalty 4315.349973 = -153157.115989 nChanged 44 SP:Iteration 34Q (172.767840 sec): 3 clusters Score: Raw -157506.849135 + Penalty 4315.349973 = -153191.499163 nChanged 48 SP:Iteration 35Q (172.874551 sec): 3 clusters Score: Raw -157542.862747 + Penalty 4315.349973 = -153227.512775 nChanged 40 SP:Iteration 36Q (173.005205 sec): 3 clusters Score: Raw -157576.037955 + Penalty 4315.349973 = -153260.687983 nChanged 42 SP:Iteration 37Q (173.111037 sec): 3 clusters Score: Raw -157600.890187 + Penalty 4315.349973 = -153285.540214 nChanged 33 SP:Iteration 38Q (173.191624 sec): 3 clusters Score: Raw -157620.254730 + Penalty 4315.349973 = -153304.904758 nChanged 40 SP:Iteration 39Q (173.311201 sec): 3 clusters Score: Raw -157648.247434 + Penalty 4315.349973 = -153332.897462 nChanged 39 SP:Iteration 40F (173.385043 sec): 3 clusters Score: Raw -157678.629545 + Penalty 4315.349973 = -153363.279572 nChanged 40 SP:Iteration 41Q (173.426413 sec): 3 clusters Score: Raw -157704.812271 + Penalty 4315.349973 = -153389.462298 nChanged 43 SP:Iteration 42Q (173.467253 sec): 3 clusters Score: Raw -157734.170953 + Penalty 4315.349973 = -153418.820981 nChanged 37 SP:Iteration 43Q (173.508041 sec): 3 clusters Score: Raw -157761.275925 + Penalty 4315.349973 = -153445.925952 nChanged 38 SP:Iteration 44Q (173.548776 sec): 3 clusters Score: Raw -157792.315227 + Penalty 4315.349973 = -153476.965255 nChanged 33 SP:Iteration 45Q (173.655373 sec): 3 clusters Score: Raw -157814.949688 + Penalty 4315.349973 = -153499.599716 nChanged 22 SP:Iteration 46Q (173.754487 sec): 3 clusters Score: Raw -157830.100567 + Penalty 4315.349973 = -153514.750595 nChanged 26 SP:Iteration 47Q (173.881339 sec): 3 clusters Score: Raw -157850.859937 + Penalty 4315.349973 = -153535.509965 nChanged 31 SP:Iteration 48Q (173.975028 sec): 3 clusters Score: Raw -157872.711212 + Penalty 4315.349973 = -153557.361239 nChanged 38 SP:Iteration 49Q (174.084670 sec): 3 clusters Score: Raw -157905.382619 + Penalty 4315.349973 = -153590.032646 nChanged 41 SP:Iteration 50Q (174.218169 sec): 3 clusters Score: Raw -157942.631237 + Penalty 4315.349973 = -153627.281264 nChanged 43 SP:Iteration 51Q (174.328921 sec): 3 clusters Score: Raw -157991.155451 + Penalty 4315.349973 = -153675.805478 nChanged 49 SP:Iteration 52Q (174.422622 sec): 3 clusters Score: Raw -158041.527375 + Penalty 4315.349973 = -153726.177403 nChanged 33 SP:Iteration 53Q (174.525905 sec): 3 clusters Score: Raw -158069.762410 + Penalty 4315.349973 = -153754.412437 nChanged 21 SP:Iteration 54Q (174.634917 sec): 3 clusters Score: Raw -158089.429165 + Penalty 4315.349973 = -153774.079192 nChanged 22 SP:Iteration 55Q (174.744675 sec): 3 clusters Score: Raw -158108.454761 + Penalty 4315.349973 = -153793.104788 nChanged 19 SP:Iteration 56Q (174.844544 sec): 3 clusters Score: Raw -158118.908823 + Penalty 4315.349973 = -153803.558850 nChanged 7 SP:Iteration 57Q (174.954541 sec): 3 clusters Score: Raw -158122.842000 + Penalty 4315.349973 = -153807.492027 nChanged 8 SP:Iteration 58Q (175.076793 sec): 3 clusters Score: Raw -158127.553604 + Penalty 4315.349973 = -153812.203631 nChanged 6 SP:Iteration 59Q (175.161614 sec): 3 clusters Score: Raw -158131.009150 + Penalty 4315.349973 = -153815.659178 nChanged 6 SP:Iteration 60F (175.266283 sec): 3 clusters Score: Raw -158136.561835 + Penalty 4315.349973 = -153821.211863 nChanged 8 SP:Iteration 61Q (175.362755 sec): 3 clusters Score: Raw -158142.497634 + Penalty 4315.349973 = -153827.147661 nChanged 5 SP:Iteration 62Q (175.471861 sec): 3 clusters Score: Raw -158144.495823 + Penalty 4315.349973 = -153829.145850 nChanged 3 SP:Iteration 63Q (175.573856 sec): 3 clusters Score: Raw -158145.545172 + Penalty 4315.349973 = -153830.195199 nChanged 2 SP:Iteration 64Q (175.686888 sec): 3 clusters Score: Raw -158146.703029 + Penalty 4315.349973 = -153831.353056 nChanged 3 SP:Iteration 65Q (175.815777 sec): 3 clusters Score: Raw -158148.136818 + Penalty 4315.349973 = -153832.786845 nChanged 5 SP:Iteration 66Q (175.903102 sec): 3 clusters Score: Raw -158150.328892 + Penalty 4315.349973 = -153834.978919 nChanged 5 SP:Iteration 67Q (176.028682 sec): 3 clusters Score: Raw -158152.415200 + Penalty 4315.349973 = -153837.065227 nChanged 3 SP:Iteration 68Q (176.138866 sec): 3 clusters Score: Raw -158153.807527 + Penalty 4315.349973 = -153838.457554 nChanged 1 SP:Iteration 69Q (176.256456 sec): 3 clusters Score: Raw -158153.916344 + Penalty 4315.349973 = -153838.566372 nChanged 0 SP:Iteration 70F (176.330754 sec): 3 clusters Score: Raw -158153.916344 + Penalty 4315.349973 = -153838.566372 nChanged 0 Trying to split cluster 5 (5104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.418976 sec): 2 clusters Score: Raw -235956.918557 + Penalty 2253.973874 = -233702.944683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.520429 sec): 3 clusters Score: Raw -233422.137337 + Penalty 4507.947748 = -228914.189589 nChanged 1981 SP:Iteration 1F (176.635132 sec): 3 clusters Score: Raw -234625.747126 + Penalty 4507.947748 = -230117.799379 nChanged 423 SP:Iteration 2F (176.770425 sec): 3 clusters Score: Raw -234907.844668 + Penalty 4507.947748 = -230399.896920 nChanged 274 SP:Iteration 3F (176.862552 sec): 3 clusters Score: Raw -235069.410795 + Penalty 4507.947748 = -230561.463048 nChanged 197 SP:Iteration 4Q (176.970832 sec): 3 clusters Score: Raw -235184.564798 + Penalty 4507.947748 = -230676.617050 nChanged 170 SP:Iteration 5Q (177.091240 sec): 3 clusters Score: Raw -235286.145255 + Penalty 4507.947748 = -230778.197507 nChanged 147 SP:Iteration 6Q (177.190130 sec): 3 clusters Score: Raw -235383.621805 + Penalty 4507.947748 = -230875.674057 nChanged 153 SP:Iteration 7Q (177.297835 sec): 3 clusters Score: Raw -235474.094154 + Penalty 4507.947748 = -230966.146407 nChanged 134 SP:Iteration 8Q (177.349184 sec): 3 clusters Score: Raw -235548.591976 + Penalty 4507.947748 = -231040.644228 nChanged 119 SP:Iteration 9Q (177.468414 sec): 3 clusters Score: Raw -235624.084034 + Penalty 4507.947748 = -231116.136286 nChanged 133 SP:Iteration 10Q (177.587518 sec): 3 clusters Score: Raw -235717.191259 + Penalty 4507.947748 = -231209.243512 nChanged 133 SP:Iteration 11Q (177.690587 sec): 3 clusters Score: Raw -235819.042695 + Penalty 4507.947748 = -231311.094947 nChanged 165 SP:Iteration 12Q (177.810201 sec): 3 clusters Score: Raw -235937.590787 + Penalty 4507.947748 = -231429.643039 nChanged 161 SP:Iteration 13Q (177.931458 sec): 3 clusters Score: Raw -236053.433833 + Penalty 4507.947748 = -231545.486085 nChanged 155 SP:Iteration 14Q (178.044198 sec): 3 clusters Score: Raw -236173.197152 + Penalty 4507.947748 = -231665.249404 nChanged 137 SP:Iteration 15Q (178.156138 sec): 3 clusters Score: Raw -236277.690803 + Penalty 4507.947748 = -231769.743056 nChanged 122 SP:Iteration 16Q (178.279484 sec): 3 clusters Score: Raw -236374.747793 + Penalty 4507.947748 = -231866.800046 nChanged 114 SP:Iteration 17Q (178.396656 sec): 3 clusters Score: Raw -236454.510796 + Penalty 4507.947748 = -231946.563048 nChanged 102 SP:Iteration 18Q (178.516113 sec): 3 clusters Score: Raw -236533.102381 + Penalty 4507.947748 = -232025.154633 nChanged 91 SP:Iteration 19Q (178.632800 sec): 3 clusters Score: Raw -236608.238273 + Penalty 4507.947748 = -232100.290525 nChanged 87 SP:Iteration 20F (178.736237 sec): 3 clusters Score: Raw -236669.606551 + Penalty 4507.947748 = -232161.658803 nChanged 65 SP:Iteration 21Q (178.842684 sec): 3 clusters Score: Raw -236708.962516 + Penalty 4507.947748 = -232201.014768 nChanged 58 SP:Iteration 22Q (178.956041 sec): 3 clusters Score: Raw -236742.723841 + Penalty 4507.947748 = -232234.776094 nChanged 40 SP:Iteration 23Q (179.053402 sec): 3 clusters Score: Raw -236764.418858 + Penalty 4507.947748 = -232256.471110 nChanged 36 SP:Iteration 24Q (179.183219 sec): 3 clusters Score: Raw -236780.946936 + Penalty 4507.947748 = -232272.999188 nChanged 24 SP:Iteration 25Q (179.280067 sec): 3 clusters Score: Raw -236791.651853 + Penalty 4507.947748 = -232283.704105 nChanged 21 SP:Iteration 26Q (179.388596 sec): 3 clusters Score: Raw -236802.628903 + Penalty 4507.947748 = -232294.681156 nChanged 26 SP:Iteration 27Q (179.507841 sec): 3 clusters Score: Raw -236818.204212 + Penalty 4507.947748 = -232310.256464 nChanged 29 SP:Iteration 28Q (179.614418 sec): 3 clusters Score: Raw -236834.650527 + Penalty 4507.947748 = -232326.702780 nChanged 30 SP:Iteration 29Q (179.728409 sec): 3 clusters Score: Raw -236851.869708 + Penalty 4507.947748 = -232343.921960 nChanged 29 SP:Iteration 30Q (179.859107 sec): 3 clusters Score: Raw -236868.189980 + Penalty 4507.947748 = -232360.242233 nChanged 25 SP:Iteration 31Q (179.960265 sec): 3 clusters Score: Raw -236879.935038 + Penalty 4507.947748 = -232371.987290 nChanged 22 SP:Iteration 32Q (180.057243 sec): 3 clusters Score: Raw -236892.093436 + Penalty 4507.947748 = -232384.145689 nChanged 26 SP:Iteration 33Q (180.167361 sec): 3 clusters Score: Raw -236907.137813 + Penalty 4507.947748 = -232399.190066 nChanged 23 SP:Iteration 34Q (180.317024 sec): 3 clusters Score: Raw -236919.263855 + Penalty 4507.947748 = -232411.316107 nChanged 25 SP:Iteration 35Q (180.412389 sec): 3 clusters Score: Raw -236929.675600 + Penalty 4507.947748 = -232421.727853 nChanged 17 SP:Iteration 36Q (180.533265 sec): 3 clusters Score: Raw -236936.639432 + Penalty 4507.947748 = -232428.691685 nChanged 10 SP:Iteration 37Q (180.635520 sec): 3 clusters Score: Raw -236941.304834 + Penalty 4507.947748 = -232433.357087 nChanged 13 SP:Iteration 38Q (180.767804 sec): 3 clusters Score: Raw -236945.969594 + Penalty 4507.947748 = -232438.021846 nChanged 12 SP:Iteration 39Q (180.859615 sec): 3 clusters Score: Raw -236950.719278 + Penalty 4507.947748 = -232442.771530 nChanged 11 SP:Iteration 40F (181.008745 sec): 3 clusters Score: Raw -236954.475238 + Penalty 4507.947748 = -232446.527491 nChanged 4 SP:Iteration 41Q (181.089324 sec): 3 clusters Score: Raw -236955.822296 + Penalty 4507.947748 = -232447.874548 nChanged 0 SP:Iteration 42F (181.189913 sec): 3 clusters Score: Raw -236955.822296 + Penalty 4507.947748 = -232447.874548 nChanged 0 Time taken for this iteration:107.576713 seconds. 3->6 Clusters: Score -1009561.032527, best is -1009557.889990 THE BEST YET! Starting from 4 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 4 initial classes randomly. Deleting Class 1 (7514 points): Lose 1738.812386 but Gain 2660.632891 Iteration 0F (181.460112 sec): 3 clusters Score: Raw -961597.851833 + Penalty 5321.265782 = -956276.586051 nChanged 14878 Iteration 1F (181.679140 sec): 3 clusters Score: Raw -979242.127952 + Penalty 5321.265782 = -973920.862170 nChanged 3151 Iteration 2F (181.853634 sec): 3 clusters Score: Raw -986165.368681 + Penalty 5321.265782 = -980844.102899 nChanged 3851 Iteration 3F (182.036561 sec): 3 clusters Score: Raw -995199.174125 + Penalty 5321.265782 = -989877.908343 nChanged 2505 Iteration 4F (182.221373 sec): 3 clusters Score: Raw -999037.958352 + Penalty 5321.265782 = -993716.692570 nChanged 1284 Iteration 5F (182.417507 sec): 3 clusters Score: Raw -1000102.728008 + Penalty 5321.265782 = -994781.462225 nChanged 715 Iteration 6Q (182.609058 sec): 3 clusters Score: Raw -1000541.962254 + Penalty 5321.265782 = -995220.696472 nChanged 471 Iteration 7Q (182.816513 sec): 3 clusters Score: Raw -1000765.140455 + Penalty 5321.265782 = -995443.874673 nChanged 336 Iteration 8Q (183.003818 sec): 3 clusters Score: Raw -1000888.719413 + Penalty 5321.265782 = -995567.453631 nChanged 259 Iteration 9Q (183.180185 sec): 3 clusters Score: Raw -1000970.105528 + Penalty 5321.265782 = -995648.839745 nChanged 200 Iteration 10Q (183.332564 sec): 3 clusters Score: Raw -1001026.783630 + Penalty 5321.265782 = -995705.517848 nChanged 183 Iteration 11Q (183.546503 sec): 3 clusters Score: Raw -1001069.543635 + Penalty 5321.265782 = -995748.277853 nChanged 138 Iteration 12Q (183.698409 sec): 3 clusters Score: Raw -1001099.326922 + Penalty 5321.265782 = -995778.061139 nChanged 109 Iteration 13Q (183.886279 sec): 3 clusters Score: Raw -1001118.085163 + Penalty 5321.265782 = -995796.819381 nChanged 70 Iteration 14Q (184.076201 sec): 3 clusters Score: Raw -1001126.017508 + Penalty 5321.265782 = -995804.751726 nChanged 51 Iteration 15Q (184.257866 sec): 3 clusters Score: Raw -1001131.358590 + Penalty 5321.265782 = -995810.092808 nChanged 34 Iteration 16Q (184.402753 sec): 3 clusters Score: Raw -1001134.909081 + Penalty 5321.265782 = -995813.643299 nChanged 25 Iteration 17Q (184.530956 sec): 3 clusters Score: Raw -1001137.133939 + Penalty 5321.265782 = -995815.868157 nChanged 19 Iteration 18Q (184.698911 sec): 3 clusters Score: Raw -1001138.803237 + Penalty 5321.265782 = -995817.537455 nChanged 18 Iteration 19Q (184.902282 sec): 3 clusters Score: Raw -1001140.365774 + Penalty 5321.265782 = -995819.099992 nChanged 14 Writing temp clu file Because OldScore, -995817.537455, is greater than current (better) Score,-995819.099992 Compute initial score before splitting: Score: Raw -1001140.365774 + Penalty 5321.265782 = -995819.099992 Trying to split cluster 2 (10146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (185.024408 sec): 2 clusters Score: Raw -380858.584666 + Penalty 2435.356392 = -378423.228274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (185.135774 sec): 3 clusters Score: Raw -375390.797930 + Penalty 4870.712784 = -370520.085146 nChanged 4211 SP:Iteration 1F (185.294338 sec): 3 clusters Score: Raw -378329.392888 + Penalty 4870.712784 = -373458.680104 nChanged 1144 SP:Iteration 2F (185.425720 sec): 3 clusters Score: Raw -380610.939922 + Penalty 4870.712784 = -375740.227138 nChanged 1434 SP:Iteration 3F (185.528864 sec): 3 clusters Score: Raw -384585.451007 + Penalty 4870.712784 = -379714.738224 nChanged 1338 SP:Iteration 4F (185.669212 sec): 3 clusters Score: Raw -387666.530985 + Penalty 4870.712784 = -382795.818201 nChanged 787 SP:Iteration 5F (185.834330 sec): 3 clusters Score: Raw -388906.525847 + Penalty 4870.712784 = -384035.813063 nChanged 455 SP:Iteration 6Q (185.935857 sec): 3 clusters Score: Raw -389492.844590 + Penalty 4870.712784 = -384622.131806 nChanged 270 SP:Iteration 7Q (186.066664 sec): 3 clusters Score: Raw -389870.870788 + Penalty 4870.712784 = -385000.158004 nChanged 188 SP:Iteration 8Q (186.237395 sec): 3 clusters Score: Raw -390088.337764 + Penalty 4870.712784 = -385217.624980 nChanged 135 SP:Iteration 9Q (186.348075 sec): 3 clusters Score: Raw -390159.895024 + Penalty 4870.712784 = -385289.182240 nChanged 77 SP:Iteration 10Q (186.480616 sec): 3 clusters Score: Raw -390190.565867 + Penalty 4870.712784 = -385319.853083 nChanged 58 SP:Iteration 11Q (186.611729 sec): 3 clusters Score: Raw -390211.113314 + Penalty 4870.712784 = -385340.400530 nChanged 42 SP:Iteration 12Q (186.736303 sec): 3 clusters Score: Raw -390223.190408 + Penalty 4870.712784 = -385352.477625 nChanged 27 SP:Iteration 13Q (186.852611 sec): 3 clusters Score: Raw -390228.960287 + Penalty 4870.712784 = -385358.247503 nChanged 18 SP:Iteration 14Q (186.996837 sec): 3 clusters Score: Raw -390232.560209 + Penalty 4870.712784 = -385361.847425 nChanged 16 SP:Iteration 15Q (187.116538 sec): 3 clusters Score: Raw -390235.716927 + Penalty 4870.712784 = -385365.004144 nChanged 16 SP:Iteration 16Q (187.225928 sec): 3 clusters Score: Raw -390238.272827 + Penalty 4870.712784 = -385367.560043 nChanged 9 SP:Iteration 17Q (187.364336 sec): 3 clusters Score: Raw -390239.329713 + Penalty 4870.712784 = -385368.616929 nChanged 6 SP:Iteration 18Q (187.492971 sec): 3 clusters Score: Raw -390240.024229 + Penalty 4870.712784 = -385369.311445 nChanged 4 SP:Iteration 19Q (187.621878 sec): 3 clusters Score: Raw -390240.575090 + Penalty 4870.712784 = -385369.862306 nChanged 4 SP:Iteration 20F (187.745737 sec): 3 clusters Score: Raw -390241.016817 + Penalty 4870.712784 = -385370.304033 nChanged 1 SP:Iteration 21Q (187.870099 sec): 3 clusters Score: Raw -390241.089603 + Penalty 4870.712784 = -385370.376819 nChanged 0 SP:Iteration 22F (188.031818 sec): 3 clusters Score: Raw -390241.089603 + Penalty 4870.712784 = -385370.376819 nChanged 0 Score: Raw -1010523.716143 + Penalty 7981.898673 = -1002541.817470 Splitting cluster 2 changes total score from -995819.099992 to -1002541.817470 So it's getting split into cluster 1. Trying to split cluster 3 (13671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (188.390182 sec): 2 clusters Score: Raw -636528.496000 + Penalty 2514.080469 = -634014.415531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (188.509543 sec): 3 clusters Score: Raw -628948.441348 + Penalty 5028.160938 = -623920.280410 nChanged 5804 SP:Iteration 1F (188.655526 sec): 3 clusters Score: Raw -632424.618136 + Penalty 5028.160938 = -627396.457198 nChanged 1103 SP:Iteration 2F (188.793982 sec): 3 clusters Score: Raw -633237.718324 + Penalty 5028.160938 = -628209.557386 nChanged 1058 SP:Iteration 3F (188.959570 sec): 3 clusters Score: Raw -634264.470451 + Penalty 5028.160938 = -629236.309512 nChanged 1047 SP:Iteration 4F (189.119243 sec): 3 clusters Score: Raw -635285.342276 + Penalty 5028.160938 = -630257.181338 nChanged 958 SP:Iteration 5F (189.265733 sec): 3 clusters Score: Raw -636199.650183 + Penalty 5028.160938 = -631171.489245 nChanged 861 SP:Iteration 6F (189.380402 sec): 3 clusters Score: Raw -637020.547116 + Penalty 5028.160938 = -631992.386177 nChanged 752 SP:Iteration 7F (189.513042 sec): 3 clusters Score: Raw -637997.899861 + Penalty 5028.160938 = -632969.738923 nChanged 788 SP:Iteration 8F (189.651971 sec): 3 clusters Score: Raw -639450.643068 + Penalty 5028.160938 = -634422.482130 nChanged 696 SP:Iteration 9F (189.785983 sec): 3 clusters Score: Raw -640573.627511 + Penalty 5028.160938 = -635545.466573 nChanged 450 SP:Iteration 10Q (189.929513 sec): 3 clusters Score: Raw -640980.519017 + Penalty 5028.160938 = -635952.358078 nChanged 261 SP:Iteration 11Q (190.067924 sec): 3 clusters Score: Raw -641140.593809 + Penalty 5028.160938 = -636112.432871 nChanged 180 SP:Iteration 12Q (190.229337 sec): 3 clusters Score: Raw -641247.425228 + Penalty 5028.160938 = -636219.264290 nChanged 135 SP:Iteration 13Q (190.345285 sec): 3 clusters Score: Raw -641320.028630 + Penalty 5028.160938 = -636291.867692 nChanged 119 SP:Iteration 14Q (190.480672 sec): 3 clusters Score: Raw -641384.944989 + Penalty 5028.160938 = -636356.784051 nChanged 102 SP:Iteration 15Q (190.630359 sec): 3 clusters Score: Raw -641448.713014 + Penalty 5028.160938 = -636420.552076 nChanged 110 SP:Iteration 16Q (190.762749 sec): 3 clusters Score: Raw -641521.197639 + Penalty 5028.160938 = -636493.036700 nChanged 104 SP:Iteration 17Q (190.903634 sec): 3 clusters Score: Raw -641586.770679 + Penalty 5028.160938 = -636558.609741 nChanged 102 SP:Iteration 18Q (191.050228 sec): 3 clusters Score: Raw -641639.717556 + Penalty 5028.160938 = -636611.556618 nChanged 89 SP:Iteration 19Q (191.193133 sec): 3 clusters Score: Raw -641684.868652 + Penalty 5028.160938 = -636656.707714 nChanged 70 SP:Iteration 20F (191.336144 sec): 3 clusters Score: Raw -641709.170663 + Penalty 5028.160938 = -636681.009725 nChanged 58 SP:Iteration 21Q (191.476749 sec): 3 clusters Score: Raw -641728.234414 + Penalty 5028.160938 = -636700.073475 nChanged 53 SP:Iteration 22Q (191.631203 sec): 3 clusters Score: Raw -641747.012678 + Penalty 5028.160938 = -636718.851740 nChanged 61 SP:Iteration 23Q (191.793080 sec): 3 clusters Score: Raw -641764.927567 + Penalty 5028.160938 = -636736.766629 nChanged 48 SP:Iteration 24Q (191.927027 sec): 3 clusters Score: Raw -641777.508533 + Penalty 5028.160938 = -636749.347595 nChanged 39 SP:Iteration 25Q (192.079646 sec): 3 clusters Score: Raw -641789.405745 + Penalty 5028.160938 = -636761.244807 nChanged 37 SP:Iteration 26Q (192.252945 sec): 3 clusters Score: Raw -641797.114441 + Penalty 5028.160938 = -636768.953503 nChanged 31 SP:Iteration 27Q (192.425943 sec): 3 clusters Score: Raw -641803.144717 + Penalty 5028.160938 = -636774.983779 nChanged 21 SP:Iteration 28Q (192.580797 sec): 3 clusters Score: Raw -641807.291574 + Penalty 5028.160938 = -636779.130635 nChanged 23 SP:Iteration 29Q (192.720267 sec): 3 clusters Score: Raw -641811.916699 + Penalty 5028.160938 = -636783.755761 nChanged 16 SP:Iteration 30Q (192.858233 sec): 3 clusters Score: Raw -641815.166709 + Penalty 5028.160938 = -636787.005770 nChanged 18 SP:Iteration 31Q (192.981229 sec): 3 clusters Score: Raw -641817.863649 + Penalty 5028.160938 = -636789.702711 nChanged 18 SP:Iteration 32Q (193.149829 sec): 3 clusters Score: Raw -641820.940823 + Penalty 5028.160938 = -636792.779884 nChanged 17 SP:Iteration 33Q (193.259611 sec): 3 clusters Score: Raw -641823.250782 + Penalty 5028.160938 = -636795.089844 nChanged 12 SP:Iteration 34Q (193.403798 sec): 3 clusters Score: Raw -641825.033191 + Penalty 5028.160938 = -636796.872253 nChanged 5 SP:Iteration 35Q (193.543173 sec): 3 clusters Score: Raw -641825.715575 + Penalty 5028.160938 = -636797.554637 nChanged 5 SP:Iteration 36Q (193.674191 sec): 3 clusters Score: Raw -641826.344569 + Penalty 5028.160938 = -636798.183631 nChanged 2 SP:Iteration 37Q (193.826883 sec): 3 clusters Score: Raw -641826.544319 + Penalty 5028.160938 = -636798.383381 nChanged 0 SP:Iteration 38F (193.969208 sec): 3 clusters Score: Raw -641826.544319 + Penalty 5028.160938 = -636798.383381 nChanged 0 Score: Raw -1015821.764462 + Penalty 10642.531564 = -1005179.232898 Splitting cluster 3 changes total score from -995819.099992 to -1005179.232898 So it's getting split into cluster 4. Iteration 20F (194.550973 sec): 5 clusters Score: Raw -1017233.596231 + Penalty 10642.531564 = -1006591.064666 nChanged 1340 Iteration 21F (194.902708 sec): 5 clusters Score: Raw -1017807.283256 + Penalty 10642.531564 = -1007164.751692 nChanged 426 Iteration 22Q (195.191028 sec): 5 clusters Score: Raw -1018001.308679 + Penalty 10642.531564 = -1007358.777115 nChanged 243 Iteration 23Q (195.510268 sec): 5 clusters Score: Raw -1018106.676230 + Penalty 10642.531564 = -1007464.144665 nChanged 187 Iteration 24Q (195.790837 sec): 5 clusters Score: Raw -1018187.097015 + Penalty 10642.531564 = -1007544.565450 nChanged 155 Iteration 25Q (196.074796 sec): 5 clusters Score: Raw -1018243.534393 + Penalty 10642.531564 = -1007601.002829 nChanged 110 Iteration 26Q (196.353144 sec): 5 clusters Score: Raw -1018285.213803 + Penalty 10642.531564 = -1007642.682239 nChanged 102 Iteration 27Q (196.643545 sec): 5 clusters Score: Raw -1018321.826587 + Penalty 10642.531564 = -1007679.295023 nChanged 88 Iteration 28Q (196.970190 sec): 5 clusters Score: Raw -1018356.346401 + Penalty 10642.531564 = -1007713.814837 nChanged 90 Iteration 29Q (197.285297 sec): 5 clusters Score: Raw -1018385.346750 + Penalty 10642.531564 = -1007742.815186 nChanged 83 Iteration 30Q (197.569199 sec): 5 clusters Score: Raw -1018417.257507 + Penalty 10642.531564 = -1007774.725943 nChanged 87 Iteration 31Q (197.859566 sec): 5 clusters Score: Raw -1018450.449047 + Penalty 10642.531564 = -1007807.917483 nChanged 83 Iteration 32Q (198.202258 sec): 5 clusters Score: Raw -1018474.626853 + Penalty 10642.531564 = -1007832.095289 nChanged 65 Iteration 33Q (198.372434 sec): 5 clusters Score: Raw -1018488.234914 + Penalty 10642.531564 = -1007845.703350 nChanged 47 Iteration 34Q (198.670849 sec): 5 clusters Score: Raw -1018496.418043 + Penalty 10642.531564 = -1007853.886479 nChanged 29 Iteration 35Q (198.985138 sec): 5 clusters Score: Raw -1018501.096543 + Penalty 10642.531564 = -1007858.564979 nChanged 30 Iteration 36Q (199.293443 sec): 5 clusters Score: Raw -1018506.224212 + Penalty 10642.531564 = -1007863.692648 nChanged 22 Iteration 37Q (199.588652 sec): 5 clusters Score: Raw -1018509.281439 + Penalty 10642.531564 = -1007866.749874 nChanged 13 Iteration 38Q (199.898177 sec): 5 clusters Score: Raw -1018511.405452 + Penalty 10642.531564 = -1007868.873887 nChanged 12 Iteration 39Q (200.230635 sec): 5 clusters Score: Raw -1018512.754325 + Penalty 10642.531564 = -1007870.222761 nChanged 5 Iteration 40F (200.527675 sec): 5 clusters Score: Raw -1018529.316487 + Penalty 10642.531564 = -1007886.784923 nChanged 23 Iteration 41Q (200.829113 sec): 5 clusters Score: Raw -1018543.875754 + Penalty 10642.531564 = -1007901.344190 nChanged 46 Iteration 42Q (201.128226 sec): 5 clusters Score: Raw -1018558.680600 + Penalty 10642.531564 = -1007916.149036 nChanged 39 Iteration 43Q (201.432060 sec): 5 clusters Score: Raw -1018569.636699 + Penalty 10642.531564 = -1007927.105135 nChanged 38 Iteration 44Q (201.719290 sec): 5 clusters Score: Raw -1018580.634589 + Penalty 10642.531564 = -1007938.103025 nChanged 42 Iteration 45Q (202.035663 sec): 5 clusters Score: Raw -1018591.700637 + Penalty 10642.531564 = -1007949.169073 nChanged 34 Iteration 46Q (202.331330 sec): 5 clusters Score: Raw -1018602.534896 + Penalty 10642.531564 = -1007960.003332 nChanged 42 Iteration 47Q (202.645148 sec): 5 clusters Score: Raw -1018615.739119 + Penalty 10642.531564 = -1007973.207555 nChanged 44 Iteration 48Q (202.923654 sec): 5 clusters Score: Raw -1018626.833870 + Penalty 10642.531564 = -1007984.302306 nChanged 51 Iteration 49Q (203.222184 sec): 5 clusters Score: Raw -1018635.423317 + Penalty 10642.531564 = -1007992.891753 nChanged 25 Iteration 50Q (203.507511 sec): 5 clusters Score: Raw -1018640.273878 + Penalty 10642.531564 = -1007997.742314 nChanged 24 Iteration 51Q (203.835527 sec): 5 clusters Score: Raw -1018644.929434 + Penalty 10642.531564 = -1008002.397870 nChanged 17 Iteration 52Q (204.143499 sec): 5 clusters Score: Raw -1018647.270938 + Penalty 10642.531564 = -1008004.739374 nChanged 16 Iteration 53Q (204.439453 sec): 5 clusters Score: Raw -1018649.666583 + Penalty 10642.531564 = -1008007.135018 nChanged 15 Iteration 54Q (204.694473 sec): 5 clusters Score: Raw -1018652.067533 + Penalty 10642.531564 = -1008009.535969 nChanged 17 Iteration 55Q (205.003610 sec): 5 clusters Score: Raw -1018654.190679 + Penalty 10642.531564 = -1008011.659115 nChanged 14 Iteration 56Q (205.325702 sec): 5 clusters Score: Raw -1018656.277651 + Penalty 10642.531564 = -1008013.746087 nChanged 16 Iteration 57Q (205.605119 sec): 5 clusters Score: Raw -1018658.674824 + Penalty 10642.531564 = -1008016.143260 nChanged 14 Iteration 58Q (205.932420 sec): 5 clusters Score: Raw -1018660.764182 + Penalty 10642.531564 = -1008018.232618 nChanged 14 Writing temp clu file Because OldScore, -1008016.143260, is greater than current (better) Score,-1008018.232618 Compute initial score before splitting: Score: Raw -1018660.764182 + Penalty 10642.531564 = -1008018.232618 Trying to split cluster 1 (5059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (206.052155 sec): 2 clusters Score: Raw -211575.307024 + Penalty 2251.635966 = -209323.671058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (206.178053 sec): 3 clusters Score: Raw -209185.473815 + Penalty 4503.271932 = -204682.201883 nChanged 1943 SP:Iteration 1F (206.282292 sec): 3 clusters Score: Raw -210503.826149 + Penalty 4503.271932 = -206000.554217 nChanged 501 SP:Iteration 2F (206.412898 sec): 3 clusters Score: Raw -211054.869467 + Penalty 4503.271932 = -206551.597534 nChanged 380 SP:Iteration 3F (206.505672 sec): 3 clusters Score: Raw -211476.473273 + Penalty 4503.271932 = -206973.201341 nChanged 325 SP:Iteration 4F (206.610855 sec): 3 clusters Score: Raw -211786.629313 + Penalty 4503.271932 = -207283.357381 nChanged 248 SP:Iteration 5Q (206.711456 sec): 3 clusters Score: Raw -211999.051990 + Penalty 4503.271932 = -207495.780058 nChanged 229 SP:Iteration 6Q (206.840461 sec): 3 clusters Score: Raw -212165.645154 + Penalty 4503.271932 = -207662.373222 nChanged 175 SP:Iteration 7Q (206.961736 sec): 3 clusters Score: Raw -212284.444065 + Penalty 4503.271932 = -207781.172133 nChanged 138 SP:Iteration 8Q (207.058101 sec): 3 clusters Score: Raw -212365.518483 + Penalty 4503.271932 = -207862.246551 nChanged 95 SP:Iteration 9Q (207.182893 sec): 3 clusters Score: Raw -212416.487655 + Penalty 4503.271932 = -207913.215722 nChanged 89 SP:Iteration 10Q (207.291924 sec): 3 clusters Score: Raw -212454.152077 + Penalty 4503.271932 = -207950.880145 nChanged 63 SP:Iteration 11Q (207.400398 sec): 3 clusters Score: Raw -212480.074542 + Penalty 4503.271932 = -207976.802610 nChanged 44 SP:Iteration 12Q (207.519874 sec): 3 clusters Score: Raw -212495.392128 + Penalty 4503.271932 = -207992.120195 nChanged 33 SP:Iteration 13Q (207.620590 sec): 3 clusters Score: Raw -212509.004927 + Penalty 4503.271932 = -208005.732995 nChanged 25 SP:Iteration 14Q (207.749005 sec): 3 clusters Score: Raw -212521.185450 + Penalty 4503.271932 = -208017.913518 nChanged 32 SP:Iteration 15Q (207.842497 sec): 3 clusters Score: Raw -212535.869634 + Penalty 4503.271932 = -208032.597702 nChanged 22 SP:Iteration 16Q (207.958327 sec): 3 clusters Score: Raw -212544.682227 + Penalty 4503.271932 = -208041.410294 nChanged 19 SP:Iteration 17Q (208.073210 sec): 3 clusters Score: Raw -212553.296874 + Penalty 4503.271932 = -208050.024941 nChanged 19 SP:Iteration 18Q (208.154524 sec): 3 clusters Score: Raw -212558.969797 + Penalty 4503.271932 = -208055.697865 nChanged 18 SP:Iteration 19Q (208.275325 sec): 3 clusters Score: Raw -212565.511532 + Penalty 4503.271932 = -208062.239599 nChanged 24 SP:Iteration 20F (208.411315 sec): 3 clusters Score: Raw -212573.316115 + Penalty 4503.271932 = -208070.044182 nChanged 25 SP:Iteration 21Q (208.524006 sec): 3 clusters Score: Raw -212582.381229 + Penalty 4503.271932 = -208079.109296 nChanged 23 SP:Iteration 22Q (208.616821 sec): 3 clusters Score: Raw -212591.256839 + Penalty 4503.271932 = -208087.984906 nChanged 28 SP:Iteration 23Q (208.715387 sec): 3 clusters Score: Raw -212602.273501 + Penalty 4503.271932 = -208099.001569 nChanged 25 SP:Iteration 24Q (208.840758 sec): 3 clusters Score: Raw -212610.960108 + Penalty 4503.271932 = -208107.688176 nChanged 19 SP:Iteration 25Q (208.962630 sec): 3 clusters Score: Raw -212617.604537 + Penalty 4503.271932 = -208114.332605 nChanged 19 SP:Iteration 26Q (209.056844 sec): 3 clusters Score: Raw -212623.266560 + Penalty 4503.271932 = -208119.994628 nChanged 18 SP:Iteration 27Q (209.186154 sec): 3 clusters Score: Raw -212627.540483 + Penalty 4503.271932 = -208124.268551 nChanged 18 SP:Iteration 28Q (209.290095 sec): 3 clusters Score: Raw -212632.957184 + Penalty 4503.271932 = -208129.685251 nChanged 17 SP:Iteration 29Q (209.409412 sec): 3 clusters Score: Raw -212638.169357 + Penalty 4503.271932 = -208134.897425 nChanged 14 SP:Iteration 30Q (209.550006 sec): 3 clusters Score: Raw -212643.563621 + Penalty 4503.271932 = -208140.291689 nChanged 15 SP:Iteration 31Q (209.640632 sec): 3 clusters Score: Raw -212647.622575 + Penalty 4503.271932 = -208144.350642 nChanged 18 SP:Iteration 32Q (209.741667 sec): 3 clusters Score: Raw -212652.634955 + Penalty 4503.271932 = -208149.363023 nChanged 15 SP:Iteration 33Q (209.853267 sec): 3 clusters Score: Raw -212657.257316 + Penalty 4503.271932 = -208153.985384 nChanged 13 SP:Iteration 34Q (209.967073 sec): 3 clusters Score: Raw -212661.890667 + Penalty 4503.271932 = -208158.618735 nChanged 14 SP:Iteration 35Q (210.073543 sec): 3 clusters Score: Raw -212667.066167 + Penalty 4503.271932 = -208163.794235 nChanged 19 SP:Iteration 36Q (210.198208 sec): 3 clusters Score: Raw -212674.430313 + Penalty 4503.271932 = -208171.158380 nChanged 24 SP:Iteration 37Q (210.297390 sec): 3 clusters Score: Raw -212683.446554 + Penalty 4503.271932 = -208180.174621 nChanged 21 SP:Iteration 38Q (210.425557 sec): 3 clusters Score: Raw -212691.954150 + Penalty 4503.271932 = -208188.682217 nChanged 23 SP:Iteration 39Q (210.527772 sec): 3 clusters Score: Raw -212702.497077 + Penalty 4503.271932 = -208199.225145 nChanged 23 SP:Iteration 40F (210.669205 sec): 3 clusters Score: Raw -212714.367780 + Penalty 4503.271932 = -208211.095847 nChanged 27 SP:Iteration 41Q (210.764781 sec): 3 clusters Score: Raw -212726.549017 + Penalty 4503.271932 = -208223.277084 nChanged 24 SP:Iteration 42Q (210.882750 sec): 3 clusters Score: Raw -212737.103583 + Penalty 4503.271932 = -208233.831651 nChanged 17 SP:Iteration 43Q (210.983367 sec): 3 clusters Score: Raw -212744.375721 + Penalty 4503.271932 = -208241.103788 nChanged 17 SP:Iteration 44Q (211.104855 sec): 3 clusters Score: Raw -212750.303192 + Penalty 4503.271932 = -208247.031259 nChanged 14 SP:Iteration 45Q (211.220023 sec): 3 clusters Score: Raw -212755.304443 + Penalty 4503.271932 = -208252.032510 nChanged 20 SP:Iteration 46Q (211.322833 sec): 3 clusters Score: Raw -212763.326698 + Penalty 4503.271932 = -208260.054766 nChanged 19 SP:Iteration 47Q (211.444298 sec): 3 clusters Score: Raw -212770.357077 + Penalty 4503.271932 = -208267.085144 nChanged 19 SP:Iteration 48Q (211.563176 sec): 3 clusters Score: Raw -212778.235043 + Penalty 4503.271932 = -208274.963111 nChanged 20 SP:Iteration 49Q (211.630479 sec): 3 clusters Score: Raw -212786.661978 + Penalty 4503.271932 = -208283.390045 nChanged 23 SP:Iteration 50Q (211.679454 sec): 3 clusters Score: Raw -212797.386396 + Penalty 4503.271932 = -208294.114463 nChanged 21 SP:Iteration 51Q (211.806521 sec): 3 clusters Score: Raw -212807.432663 + Penalty 4503.271932 = -208304.160730 nChanged 20 SP:Iteration 52Q (211.917881 sec): 3 clusters Score: Raw -212816.984597 + Penalty 4503.271932 = -208313.712664 nChanged 20 SP:Iteration 53Q (212.012834 sec): 3 clusters Score: Raw -212825.895490 + Penalty 4503.271932 = -208322.623558 nChanged 15 SP:Iteration 54Q (212.133983 sec): 3 clusters Score: Raw -212831.443247 + Penalty 4503.271932 = -208328.171315 nChanged 13 SP:Iteration 55Q (212.224231 sec): 3 clusters Score: Raw -212835.266756 + Penalty 4503.271932 = -208331.994824 nChanged 10 SP:Iteration 56Q (212.335907 sec): 3 clusters Score: Raw -212839.839602 + Penalty 4503.271932 = -208336.567670 nChanged 10 SP:Iteration 57Q (212.458173 sec): 3 clusters Score: Raw -212845.075758 + Penalty 4503.271932 = -208341.803825 nChanged 11 SP:Iteration 58Q (212.505767 sec): 3 clusters Score: Raw -212849.626586 + Penalty 4503.271932 = -208346.354653 nChanged 14 SP:Iteration 59Q (212.616994 sec): 3 clusters Score: Raw -212854.857465 + Penalty 4503.271932 = -208351.585533 nChanged 13 SP:Iteration 60F (212.733788 sec): 3 clusters Score: Raw -212858.058885 + Penalty 4503.271932 = -208354.786952 nChanged 11 SP:Iteration 61Q (212.849197 sec): 3 clusters Score: Raw -212862.963020 + Penalty 4503.271932 = -208359.691087 nChanged 9 SP:Iteration 62Q (212.979713 sec): 3 clusters Score: Raw -212865.919940 + Penalty 4503.271932 = -208362.648008 nChanged 10 SP:Iteration 63Q (213.090373 sec): 3 clusters Score: Raw -212868.303717 + Penalty 4503.271932 = -208365.031785 nChanged 8 SP:Iteration 64Q (213.188030 sec): 3 clusters Score: Raw -212870.570982 + Penalty 4503.271932 = -208367.299050 nChanged 7 SP:Iteration 65Q (213.308948 sec): 3 clusters Score: Raw -212873.379986 + Penalty 4503.271932 = -208370.108054 nChanged 9 SP:Iteration 66Q (213.402408 sec): 3 clusters Score: Raw -212876.090375 + Penalty 4503.271932 = -208372.818442 nChanged 7 SP:Iteration 67Q (213.507534 sec): 3 clusters Score: Raw -212879.082059 + Penalty 4503.271932 = -208375.810126 nChanged 13 SP:Iteration 68Q (213.647432 sec): 3 clusters Score: Raw -212884.115580 + Penalty 4503.271932 = -208380.843647 nChanged 10 SP:Iteration 69Q (213.756407 sec): 3 clusters Score: Raw -212887.961502 + Penalty 4503.271932 = -208384.689570 nChanged 11 SP:Iteration 70Q (213.867461 sec): 3 clusters Score: Raw -212892.785738 + Penalty 4503.271932 = -208389.513805 nChanged 9 SP:Iteration 71Q (213.987227 sec): 3 clusters Score: Raw -212895.778016 + Penalty 4503.271932 = -208392.506084 nChanged 3 SP:Iteration 72Q (214.085957 sec): 3 clusters Score: Raw -212896.474320 + Penalty 4503.271932 = -208393.202387 nChanged 2 SP:Iteration 73Q (214.229326 sec): 3 clusters Score: Raw -212896.982438 + Penalty 4503.271932 = -208393.710506 nChanged 0 SP:Iteration 74F (214.325656 sec): 3 clusters Score: Raw -212896.982438 + Penalty 4503.271932 = -208393.710506 nChanged 0 Trying to split cluster 2 (3786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.394460 sec): 2 clusters Score: Raw -137131.233226 + Penalty 2175.113248 = -134956.119978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.513999 sec): 3 clusters Score: Raw -135483.474285 + Penalty 4350.226495 = -131133.247789 nChanged 1358 SP:Iteration 1F (214.628392 sec): 3 clusters Score: Raw -136447.441076 + Penalty 4350.226495 = -132097.214581 nChanged 356 SP:Iteration 2F (214.728383 sec): 3 clusters Score: Raw -136794.236509 + Penalty 4350.226495 = -132444.010014 nChanged 252 SP:Iteration 3F (214.847764 sec): 3 clusters Score: Raw -137025.755048 + Penalty 4350.226495 = -132675.528553 nChanged 192 SP:Iteration 4F (214.964199 sec): 3 clusters Score: Raw -137203.530163 + Penalty 4350.226495 = -132853.303667 nChanged 146 SP:Iteration 5Q (215.074451 sec): 3 clusters Score: Raw -137334.273560 + Penalty 4350.226495 = -132984.047065 nChanged 134 SP:Iteration 6Q (215.174439 sec): 3 clusters Score: Raw -137437.533457 + Penalty 4350.226495 = -133087.306962 nChanged 118 SP:Iteration 7Q (215.299297 sec): 3 clusters Score: Raw -137512.539600 + Penalty 4350.226495 = -133162.313104 nChanged 96 SP:Iteration 8Q (215.423402 sec): 3 clusters Score: Raw -137579.163934 + Penalty 4350.226495 = -133228.937439 nChanged 78 SP:Iteration 9Q (215.534053 sec): 3 clusters Score: Raw -137627.728614 + Penalty 4350.226495 = -133277.502119 nChanged 57 SP:Iteration 10Q (215.630608 sec): 3 clusters Score: Raw -137670.176819 + Penalty 4350.226495 = -133319.950324 nChanged 49 SP:Iteration 11Q (215.747500 sec): 3 clusters Score: Raw -137701.589106 + Penalty 4350.226495 = -133351.362611 nChanged 53 SP:Iteration 12Q (215.841327 sec): 3 clusters Score: Raw -137736.332058 + Penalty 4350.226495 = -133386.105563 nChanged 52 SP:Iteration 13Q (215.952837 sec): 3 clusters Score: Raw -137767.533119 + Penalty 4350.226495 = -133417.306624 nChanged 40 SP:Iteration 14Q (216.052723 sec): 3 clusters Score: Raw -137791.786235 + Penalty 4350.226495 = -133441.559740 nChanged 43 SP:Iteration 15Q (216.161103 sec): 3 clusters Score: Raw -137815.556938 + Penalty 4350.226495 = -133465.330443 nChanged 36 SP:Iteration 16Q (216.282457 sec): 3 clusters Score: Raw -137831.445978 + Penalty 4350.226495 = -133481.219483 nChanged 28 SP:Iteration 17Q (216.408957 sec): 3 clusters Score: Raw -137847.663605 + Penalty 4350.226495 = -133497.437110 nChanged 34 SP:Iteration 18Q (216.512220 sec): 3 clusters Score: Raw -137864.892502 + Penalty 4350.226495 = -133514.666006 nChanged 26 SP:Iteration 19Q (216.636423 sec): 3 clusters Score: Raw -137877.434463 + Penalty 4350.226495 = -133527.207968 nChanged 24 SP:Iteration 20F (216.728841 sec): 3 clusters Score: Raw -137889.609096 + Penalty 4350.226495 = -133539.382601 nChanged 22 SP:Iteration 21Q (216.827097 sec): 3 clusters Score: Raw -137900.135781 + Penalty 4350.226495 = -133549.909286 nChanged 20 SP:Iteration 22Q (216.932577 sec): 3 clusters Score: Raw -137909.908357 + Penalty 4350.226495 = -133559.681862 nChanged 19 SP:Iteration 23Q (217.039802 sec): 3 clusters Score: Raw -137916.918535 + Penalty 4350.226495 = -133566.692040 nChanged 14 SP:Iteration 24Q (217.176599 sec): 3 clusters Score: Raw -137922.707910 + Penalty 4350.226495 = -133572.481415 nChanged 11 SP:Iteration 25Q (217.251881 sec): 3 clusters Score: Raw -137926.266022 + Penalty 4350.226495 = -133576.039527 nChanged 6 SP:Iteration 26Q (217.360360 sec): 3 clusters Score: Raw -137928.478636 + Penalty 4350.226495 = -133578.252141 nChanged 7 SP:Iteration 27Q (217.463873 sec): 3 clusters Score: Raw -137931.864697 + Penalty 4350.226495 = -133581.638202 nChanged 9 SP:Iteration 28Q (217.574262 sec): 3 clusters Score: Raw -137935.657911 + Penalty 4350.226495 = -133585.431416 nChanged 11 SP:Iteration 29Q (217.670233 sec): 3 clusters Score: Raw -137939.073825 + Penalty 4350.226495 = -133588.847330 nChanged 6 SP:Iteration 30Q (217.794592 sec): 3 clusters Score: Raw -137940.714668 + Penalty 4350.226495 = -133590.488173 nChanged 9 SP:Iteration 31Q (217.876127 sec): 3 clusters Score: Raw -137945.457039 + Penalty 4350.226495 = -133595.230544 nChanged 13 SP:Iteration 32Q (217.983891 sec): 3 clusters Score: Raw -137949.644903 + Penalty 4350.226495 = -133599.418408 nChanged 11 SP:Iteration 33Q (218.114414 sec): 3 clusters Score: Raw -137953.443598 + Penalty 4350.226495 = -133603.217103 nChanged 17 SP:Iteration 34Q (218.207245 sec): 3 clusters Score: Raw -137960.371583 + Penalty 4350.226495 = -133610.145088 nChanged 18 SP:Iteration 35Q (218.334176 sec): 3 clusters Score: Raw -137965.637747 + Penalty 4350.226495 = -133615.411252 nChanged 4 SP:Iteration 36Q (218.426276 sec): 3 clusters Score: Raw -137966.617668 + Penalty 4350.226495 = -133616.391173 nChanged 2 SP:Iteration 37Q (218.529327 sec): 3 clusters Score: Raw -137967.468583 + Penalty 4350.226495 = -133617.242088 nChanged 3 SP:Iteration 38Q (218.638204 sec): 3 clusters Score: Raw -137968.788273 + Penalty 4350.226495 = -133618.561778 nChanged 5 SP:Iteration 39Q (218.734744 sec): 3 clusters Score: Raw -137971.001417 + Penalty 4350.226495 = -133620.774922 nChanged 2 SP:Iteration 40F (218.827398 sec): 3 clusters Score: Raw -137971.795442 + Penalty 4350.226495 = -133621.568947 nChanged 3 SP:Iteration 41Q (218.940462 sec): 3 clusters Score: Raw -137972.893347 + Penalty 4350.226495 = -133622.666852 nChanged 4 SP:Iteration 42Q (219.058085 sec): 3 clusters Score: Raw -137974.786890 + Penalty 4350.226495 = -133624.560395 nChanged 8 SP:Iteration 43Q (219.153659 sec): 3 clusters Score: Raw -137977.651919 + Penalty 4350.226495 = -133627.425424 nChanged 7 SP:Iteration 44Q (219.267948 sec): 3 clusters Score: Raw -137979.276263 + Penalty 4350.226495 = -133629.049768 nChanged 4 SP:Iteration 45Q (219.384719 sec): 3 clusters Score: Raw -137980.940204 + Penalty 4350.226495 = -133630.713708 nChanged 3 SP:Iteration 46Q (219.500542 sec): 3 clusters Score: Raw -137982.509091 + Penalty 4350.226495 = -133632.282596 nChanged 5 SP:Iteration 47Q (219.632742 sec): 3 clusters Score: Raw -137985.699657 + Penalty 4350.226495 = -133635.473162 nChanged 10 SP:Iteration 48Q (219.728143 sec): 3 clusters Score: Raw -137989.255124 + Penalty 4350.226495 = -133639.028629 nChanged 10 SP:Iteration 49Q (219.870147 sec): 3 clusters Score: Raw -137993.788375 + Penalty 4350.226495 = -133643.561880 nChanged 9 SP:Iteration 50Q (219.954114 sec): 3 clusters Score: Raw -137998.000227 + Penalty 4350.226495 = -133647.773732 nChanged 9 SP:Iteration 51Q (220.046992 sec): 3 clusters Score: Raw -138002.308999 + Penalty 4350.226495 = -133652.082503 nChanged 7 SP:Iteration 52Q (220.148656 sec): 3 clusters Score: Raw -138003.541443 + Penalty 4350.226495 = -133653.314948 nChanged 4 SP:Iteration 53Q (220.267081 sec): 3 clusters Score: Raw -138004.743667 + Penalty 4350.226495 = -133654.517172 nChanged 2 SP:Iteration 54Q (220.378914 sec): 3 clusters Score: Raw -138005.555897 + Penalty 4350.226495 = -133655.329402 nChanged 1 SP:Iteration 55Q (220.483673 sec): 3 clusters Score: Raw -138005.695643 + Penalty 4350.226495 = -133655.469147 nChanged 1 SP:Iteration 56Q (220.580730 sec): 3 clusters Score: Raw -138006.057796 + Penalty 4350.226495 = -133655.831301 nChanged 2 SP:Iteration 57Q (220.706672 sec): 3 clusters Score: Raw -138007.434103 + Penalty 4350.226495 = -133657.207608 nChanged 1 SP:Iteration 58Q (220.821557 sec): 3 clusters Score: Raw -138008.144193 + Penalty 4350.226495 = -133657.917698 nChanged 2 SP:Iteration 59Q (220.935561 sec): 3 clusters Score: Raw -138008.837924 + Penalty 4350.226495 = -133658.611429 nChanged 2 SP:Iteration 60F (221.047827 sec): 3 clusters Score: Raw -138009.530591 + Penalty 4350.226495 = -133659.304096 nChanged 4 SP:Iteration 61Q (221.154474 sec): 3 clusters Score: Raw -138010.811126 + Penalty 4350.226495 = -133660.584631 nChanged 2 SP:Iteration 62Q (221.287520 sec): 3 clusters Score: Raw -138011.141215 + Penalty 4350.226495 = -133660.914720 nChanged 0 SP:Iteration 63F (221.389415 sec): 3 clusters Score: Raw -138011.141215 + Penalty 4350.226495 = -133660.914720 nChanged 0 Trying to split cluster 3 (8522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (221.481001 sec): 2 clusters Score: Raw -414417.498479 + Penalty 2389.307272 = -412028.191207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (221.606869 sec): 3 clusters Score: Raw -410061.099120 + Penalty 4778.614544 = -405282.484575 nChanged 3456 SP:Iteration 1F (221.715613 sec): 3 clusters Score: Raw -412122.153976 + Penalty 4778.614544 = -407343.539431 nChanged 649 SP:Iteration 2F (221.853703 sec): 3 clusters Score: Raw -412584.801142 + Penalty 4778.614544 = -407806.186598 nChanged 563 SP:Iteration 3F (221.972091 sec): 3 clusters Score: Raw -412995.037550 + Penalty 4778.614544 = -408216.423006 nChanged 552 SP:Iteration 4F (222.081762 sec): 3 clusters Score: Raw -413510.386871 + Penalty 4778.614544 = -408731.772326 nChanged 541 SP:Iteration 5F (222.217441 sec): 3 clusters Score: Raw -414004.746996 + Penalty 4778.614544 = -409226.132452 nChanged 459 SP:Iteration 6F (222.346181 sec): 3 clusters Score: Raw -414445.344662 + Penalty 4778.614544 = -409666.730118 nChanged 410 SP:Iteration 7Q (222.462184 sec): 3 clusters Score: Raw -414762.254072 + Penalty 4778.614544 = -409983.639528 nChanged 349 SP:Iteration 8Q (222.592848 sec): 3 clusters Score: Raw -415013.855993 + Penalty 4778.614544 = -410235.241448 nChanged 248 SP:Iteration 9Q (222.753819 sec): 3 clusters Score: Raw -415178.732833 + Penalty 4778.614544 = -410400.118289 nChanged 208 SP:Iteration 10Q (222.858538 sec): 3 clusters Score: Raw -415300.547219 + Penalty 4778.614544 = -410521.932674 nChanged 147 SP:Iteration 11Q (223.002323 sec): 3 clusters Score: Raw -415376.289967 + Penalty 4778.614544 = -410597.675423 nChanged 122 SP:Iteration 12Q (223.105896 sec): 3 clusters Score: Raw -415435.008940 + Penalty 4778.614544 = -410656.394395 nChanged 109 SP:Iteration 13Q (223.217299 sec): 3 clusters Score: Raw -415492.036030 + Penalty 4778.614544 = -410713.421485 nChanged 91 SP:Iteration 14Q (223.348962 sec): 3 clusters Score: Raw -415529.801225 + Penalty 4778.614544 = -410751.186681 nChanged 60 SP:Iteration 15Q (223.489265 sec): 3 clusters Score: Raw -415552.644407 + Penalty 4778.614544 = -410774.029863 nChanged 40 SP:Iteration 16Q (223.583320 sec): 3 clusters Score: Raw -415567.062823 + Penalty 4778.614544 = -410788.448279 nChanged 39 SP:Iteration 17Q (223.703702 sec): 3 clusters Score: Raw -415579.673218 + Penalty 4778.614544 = -410801.058674 nChanged 44 SP:Iteration 18Q (223.837642 sec): 3 clusters Score: Raw -415593.140997 + Penalty 4778.614544 = -410814.526452 nChanged 32 SP:Iteration 19Q (223.952481 sec): 3 clusters Score: Raw -415602.351987 + Penalty 4778.614544 = -410823.737442 nChanged 27 SP:Iteration 20F (224.061750 sec): 3 clusters Score: Raw -415611.816181 + Penalty 4778.614544 = -410833.201636 nChanged 38 SP:Iteration 21Q (224.189301 sec): 3 clusters Score: Raw -415624.040309 + Penalty 4778.614544 = -410845.425765 nChanged 27 SP:Iteration 22Q (224.334741 sec): 3 clusters Score: Raw -415633.239634 + Penalty 4778.614544 = -410854.625090 nChanged 26 SP:Iteration 23Q (224.448015 sec): 3 clusters Score: Raw -415641.297118 + Penalty 4778.614544 = -410862.682574 nChanged 24 SP:Iteration 24Q (224.571642 sec): 3 clusters Score: Raw -415649.351515 + Penalty 4778.614544 = -410870.736970 nChanged 25 SP:Iteration 25Q (224.677990 sec): 3 clusters Score: Raw -415656.080541 + Penalty 4778.614544 = -410877.465997 nChanged 23 SP:Iteration 26Q (224.823029 sec): 3 clusters Score: Raw -415661.710176 + Penalty 4778.614544 = -410883.095632 nChanged 20 SP:Iteration 27Q (224.920935 sec): 3 clusters Score: Raw -415667.844492 + Penalty 4778.614544 = -410889.229948 nChanged 14 SP:Iteration 28Q (225.036061 sec): 3 clusters Score: Raw -415672.297470 + Penalty 4778.614544 = -410893.682926 nChanged 16 SP:Iteration 29Q (225.157187 sec): 3 clusters Score: Raw -415676.963989 + Penalty 4778.614544 = -410898.349445 nChanged 19 SP:Iteration 30Q (225.286336 sec): 3 clusters Score: Raw -415681.981508 + Penalty 4778.614544 = -410903.366963 nChanged 14 SP:Iteration 31Q (225.387234 sec): 3 clusters Score: Raw -415685.183324 + Penalty 4778.614544 = -410906.568780 nChanged 13 SP:Iteration 32Q (225.509375 sec): 3 clusters Score: Raw -415688.471825 + Penalty 4778.614544 = -410909.857280 nChanged 13 SP:Iteration 33Q (225.620653 sec): 3 clusters Score: Raw -415691.069035 + Penalty 4778.614544 = -410912.454490 nChanged 9 SP:Iteration 34Q (225.741269 sec): 3 clusters Score: Raw -415693.340802 + Penalty 4778.614544 = -410914.726257 nChanged 10 SP:Iteration 35Q (225.867532 sec): 3 clusters Score: Raw -415696.336344 + Penalty 4778.614544 = -410917.721800 nChanged 11 SP:Iteration 36Q (226.010887 sec): 3 clusters Score: Raw -415700.531072 + Penalty 4778.614544 = -410921.916528 nChanged 9 SP:Iteration 37Q (226.146332 sec): 3 clusters Score: Raw -415702.380276 + Penalty 4778.614544 = -410923.765731 nChanged 5 SP:Iteration 38Q (226.255700 sec): 3 clusters Score: Raw -415703.163289 + Penalty 4778.614544 = -410924.548745 nChanged 2 SP:Iteration 39Q (226.326088 sec): 3 clusters Score: Raw -415703.614345 + Penalty 4778.614544 = -410924.999801 nChanged 2 SP:Iteration 40F (226.468464 sec): 3 clusters Score: Raw -415704.057615 + Penalty 4778.614544 = -410925.443070 nChanged 0 Trying to split cluster 4 (6450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (226.552461 sec): 2 clusters Score: Raw -287520.238518 + Penalty 2315.764548 = -285204.473970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.701498 sec): 3 clusters Score: Raw -284335.942822 + Penalty 4631.529096 = -279704.413725 nChanged 2492 SP:Iteration 1F (226.821693 sec): 3 clusters Score: Raw -285783.962362 + Penalty 4631.529096 = -281152.433266 nChanged 486 SP:Iteration 2F (226.925539 sec): 3 clusters Score: Raw -286064.094870 + Penalty 4631.529096 = -281432.565773 nChanged 327 SP:Iteration 3F (227.056139 sec): 3 clusters Score: Raw -286259.291884 + Penalty 4631.529096 = -281627.762788 nChanged 284 SP:Iteration 4Q (227.145786 sec): 3 clusters Score: Raw -286445.559636 + Penalty 4631.529096 = -281814.030540 nChanged 279 SP:Iteration 5Q (227.270544 sec): 3 clusters Score: Raw -286649.411582 + Penalty 4631.529096 = -282017.882485 nChanged 285 SP:Iteration 6Q (227.367163 sec): 3 clusters Score: Raw -286888.426666 + Penalty 4631.529096 = -282256.897570 nChanged 334 SP:Iteration 7F (227.492410 sec): 3 clusters Score: Raw -287183.116539 + Penalty 4631.529096 = -282551.587443 nChanged 324 SP:Iteration 8F (227.642400 sec): 3 clusters Score: Raw -287471.365122 + Penalty 4631.529096 = -282839.836026 nChanged 315 SP:Iteration 9Q (227.775870 sec): 3 clusters Score: Raw -287786.066435 + Penalty 4631.529096 = -283154.537339 nChanged 318 SP:Iteration 10Q (227.862000 sec): 3 clusters Score: Raw -288144.268896 + Penalty 4631.529096 = -283512.739799 nChanged 344 SP:Iteration 11F (227.987564 sec): 3 clusters Score: Raw -288593.043803 + Penalty 4631.529096 = -283961.514706 nChanged 312 SP:Iteration 12Q (228.122691 sec): 3 clusters Score: Raw -288986.155658 + Penalty 4631.529096 = -284354.626562 nChanged 260 SP:Iteration 13Q (228.208631 sec): 3 clusters Score: Raw -289318.878019 + Penalty 4631.529096 = -284687.348923 nChanged 203 SP:Iteration 14Q (228.335356 sec): 3 clusters Score: Raw -289547.353640 + Penalty 4631.529096 = -284915.824543 nChanged 131 SP:Iteration 15Q (228.461457 sec): 3 clusters Score: Raw -289663.465611 + Penalty 4631.529096 = -285031.936515 nChanged 100 SP:Iteration 16Q (228.599162 sec): 3 clusters Score: Raw -289745.546325 + Penalty 4631.529096 = -285114.017229 nChanged 71 SP:Iteration 17Q (228.700523 sec): 3 clusters Score: Raw -289800.069811 + Penalty 4631.529096 = -285168.540715 nChanged 55 SP:Iteration 18Q (228.813200 sec): 3 clusters Score: Raw -289835.524503 + Penalty 4631.529096 = -285203.995406 nChanged 40 SP:Iteration 19Q (228.936385 sec): 3 clusters Score: Raw -289855.160413 + Penalty 4631.529096 = -285223.631317 nChanged 31 SP:Iteration 20F (229.087782 sec): 3 clusters Score: Raw -289869.273066 + Penalty 4631.529096 = -285237.743969 nChanged 23 SP:Iteration 21Q (229.182903 sec): 3 clusters Score: Raw -289880.149380 + Penalty 4631.529096 = -285248.620284 nChanged 22 SP:Iteration 22Q (229.321473 sec): 3 clusters Score: Raw -289892.336194 + Penalty 4631.529096 = -285260.807098 nChanged 15 SP:Iteration 23Q (229.431986 sec): 3 clusters Score: Raw -289899.977747 + Penalty 4631.529096 = -285268.448651 nChanged 12 SP:Iteration 24Q (229.550703 sec): 3 clusters Score: Raw -289905.532830 + Penalty 4631.529096 = -285274.003733 nChanged 10 SP:Iteration 25Q (229.662847 sec): 3 clusters Score: Raw -289908.595940 + Penalty 4631.529096 = -285277.066843 nChanged 6 SP:Iteration 26Q (229.809700 sec): 3 clusters Score: Raw -289911.762213 + Penalty 4631.529096 = -285280.233117 nChanged 10 SP:Iteration 27Q (229.910438 sec): 3 clusters Score: Raw -289915.311483 + Penalty 4631.529096 = -285283.782387 nChanged 5 SP:Iteration 28Q (230.003561 sec): 3 clusters Score: Raw -289916.390567 + Penalty 4631.529096 = -285284.861471 nChanged 2 SP:Iteration 29Q (230.125530 sec): 3 clusters Score: Raw -289916.655086 + Penalty 4631.529096 = -285285.125990 nChanged 1 SP:Iteration 30Q (230.224361 sec): 3 clusters Score: Raw -289917.149094 + Penalty 4631.529096 = -285285.619998 nChanged 2 SP:Iteration 31Q (230.329573 sec): 3 clusters Score: Raw -289917.586378 + Penalty 4631.529096 = -285286.057282 nChanged 1 SP:Iteration 32Q (230.450501 sec): 3 clusters Score: Raw -289917.780191 + Penalty 4631.529096 = -285286.251094 nChanged 1 SP:Iteration 33Q (230.584895 sec): 3 clusters Score: Raw -289917.836411 + Penalty 4631.529096 = -285286.307315 nChanged 1 SP:Iteration 34Q (230.709500 sec): 3 clusters Score: Raw -289918.031530 + Penalty 4631.529096 = -285286.502434 nChanged 0 SP:Iteration 35F (230.844736 sec): 3 clusters Score: Raw -289918.031530 + Penalty 4631.529096 = -285286.502434 nChanged 0 Score: Raw -1021060.484501 + Penalty 13303.164455 = -1007757.320046 Splitting cluster 4 changes total score from -1008018.232618 to -1007757.320046 So it's not getting split. Iteration 59Q (231.541566 sec): 5 clusters Score: Raw -1018663.099040 + Penalty 10642.531564 = -1008020.567475 nChanged 13 Iteration 60F (231.859937 sec): 5 clusters Score: Raw -1018664.981409 + Penalty 10642.531564 = -1008022.449845 nChanged 5 Iteration 61Q (232.184250 sec): 5 clusters Score: Raw -1018666.059858 + Penalty 10642.531564 = -1008023.528293 nChanged 7 Iteration 62Q (232.458326 sec): 5 clusters Score: Raw -1018666.888232 + Penalty 10642.531564 = -1008024.356668 nChanged 3 Iteration 63Q (232.792783 sec): 5 clusters Score: Raw -1018667.628574 + Penalty 10642.531564 = -1008025.097010 nChanged 6 Iteration 64Q (233.066399 sec): 5 clusters Score: Raw -1018668.669108 + Penalty 10642.531564 = -1008026.137543 nChanged 6 Iteration 65Q (233.384163 sec): 5 clusters Score: Raw -1018669.504277 + Penalty 10642.531564 = -1008026.972713 nChanged 2 Iteration 66Q (233.690842 sec): 5 clusters Score: Raw -1018669.638743 + Penalty 10642.531564 = -1008027.107178 nChanged 1 Iteration 67Q (233.999306 sec): 5 clusters Score: Raw -1018669.681611 + Penalty 10642.531564 = -1008027.150047 nChanged 0 Iteration 68F (234.325480 sec): 5 clusters Score: Raw -1018669.681611 + Penalty 10642.531564 = -1008027.150047 nChanged 0 Compute initial score before splitting: Score: Raw -1018669.681611 + Penalty 10642.531564 = -1008027.150047 Trying to split cluster 1 (5039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (234.393447 sec): 2 clusters Score: Raw -210765.749074 + Penalty 2250.590213 = -208515.158861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (234.525342 sec): 3 clusters Score: Raw -208408.225594 + Penalty 4501.180426 = -203907.045167 nChanged 1851 SP:Iteration 1F (234.620291 sec): 3 clusters Score: Raw -209741.917171 + Penalty 4501.180426 = -205240.736745 nChanged 447 SP:Iteration 2F (234.759224 sec): 3 clusters Score: Raw -210132.890113 + Penalty 4501.180426 = -205631.709687 nChanged 355 SP:Iteration 3F (234.852231 sec): 3 clusters Score: Raw -210448.521900 + Penalty 4501.180426 = -205947.341474 nChanged 291 SP:Iteration 4F (234.950468 sec): 3 clusters Score: Raw -210711.619408 + Penalty 4501.180426 = -206210.438981 nChanged 266 SP:Iteration 5F (235.061639 sec): 3 clusters Score: Raw -210945.001096 + Penalty 4501.180426 = -206443.820670 nChanged 217 SP:Iteration 6Q (235.195276 sec): 3 clusters Score: Raw -211116.493919 + Penalty 4501.180426 = -206615.313493 nChanged 172 SP:Iteration 7Q (235.323002 sec): 3 clusters Score: Raw -211244.062323 + Penalty 4501.180426 = -206742.881897 nChanged 143 SP:Iteration 8Q (235.374006 sec): 3 clusters Score: Raw -211343.718236 + Penalty 4501.180426 = -206842.537809 nChanged 138 SP:Iteration 9Q (235.425487 sec): 3 clusters Score: Raw -211442.305211 + Penalty 4501.180426 = -206941.124785 nChanged 118 SP:Iteration 10Q (235.479721 sec): 3 clusters Score: Raw -211513.300756 + Penalty 4501.180426 = -207012.120329 nChanged 105 SP:Iteration 11Q (235.534307 sec): 3 clusters Score: Raw -211577.632970 + Penalty 4501.180426 = -207076.452543 nChanged 90 SP:Iteration 12Q (235.588842 sec): 3 clusters Score: Raw -211635.280658 + Penalty 4501.180426 = -207134.100232 nChanged 93 SP:Iteration 13Q (235.639730 sec): 3 clusters Score: Raw -211697.295390 + Penalty 4501.180426 = -207196.114964 nChanged 71 SP:Iteration 14Q (235.690973 sec): 3 clusters Score: Raw -211735.250145 + Penalty 4501.180426 = -207234.069718 nChanged 68 SP:Iteration 15Q (235.741865 sec): 3 clusters Score: Raw -211773.072326 + Penalty 4501.180426 = -207271.891900 nChanged 60 SP:Iteration 16Q (235.872916 sec): 3 clusters Score: Raw -211803.317825 + Penalty 4501.180426 = -207302.137399 nChanged 38 SP:Iteration 17Q (236.008252 sec): 3 clusters Score: Raw -211821.013780 + Penalty 4501.180426 = -207319.833354 nChanged 44 SP:Iteration 18Q (236.112704 sec): 3 clusters Score: Raw -211842.651901 + Penalty 4501.180426 = -207341.471475 nChanged 37 SP:Iteration 19Q (236.247550 sec): 3 clusters Score: Raw -211856.576791 + Penalty 4501.180426 = -207355.396365 nChanged 28 SP:Iteration 20F (236.347049 sec): 3 clusters Score: Raw -211865.924691 + Penalty 4501.180426 = -207364.744264 nChanged 30 SP:Iteration 21Q (236.457806 sec): 3 clusters Score: Raw -211876.498951 + Penalty 4501.180426 = -207375.318525 nChanged 32 SP:Iteration 22Q (236.554595 sec): 3 clusters Score: Raw -211888.828514 + Penalty 4501.180426 = -207387.648088 nChanged 25 SP:Iteration 23Q (236.678793 sec): 3 clusters Score: Raw -211898.123930 + Penalty 4501.180426 = -207396.943503 nChanged 24 SP:Iteration 24Q (236.764303 sec): 3 clusters Score: Raw -211907.507896 + Penalty 4501.180426 = -207406.327470 nChanged 30 SP:Iteration 25Q (236.881684 sec): 3 clusters Score: Raw -211921.835386 + Penalty 4501.180426 = -207420.654959 nChanged 24 SP:Iteration 26Q (236.983021 sec): 3 clusters Score: Raw -211931.645230 + Penalty 4501.180426 = -207430.464804 nChanged 18 SP:Iteration 27Q (237.107842 sec): 3 clusters Score: Raw -211938.043124 + Penalty 4501.180426 = -207436.862697 nChanged 16 SP:Iteration 28Q (237.213923 sec): 3 clusters Score: Raw -211944.725071 + Penalty 4501.180426 = -207443.544645 nChanged 17 SP:Iteration 29Q (237.315053 sec): 3 clusters Score: Raw -211951.455333 + Penalty 4501.180426 = -207450.274907 nChanged 18 SP:Iteration 30Q (237.418559 sec): 3 clusters Score: Raw -211959.902389 + Penalty 4501.180426 = -207458.721962 nChanged 21 SP:Iteration 31Q (237.517022 sec): 3 clusters Score: Raw -211970.382662 + Penalty 4501.180426 = -207469.202236 nChanged 21 SP:Iteration 32Q (237.632504 sec): 3 clusters Score: Raw -211978.688795 + Penalty 4501.180426 = -207477.508369 nChanged 15 SP:Iteration 33Q (237.746342 sec): 3 clusters Score: Raw -211985.254891 + Penalty 4501.180426 = -207484.074465 nChanged 16 SP:Iteration 34Q (237.862217 sec): 3 clusters Score: Raw -211992.180458 + Penalty 4501.180426 = -207491.000032 nChanged 19 SP:Iteration 35Q (237.950664 sec): 3 clusters Score: Raw -212000.103233 + Penalty 4501.180426 = -207498.922807 nChanged 14 SP:Iteration 36Q (238.053046 sec): 3 clusters Score: Raw -212003.960419 + Penalty 4501.180426 = -207502.779993 nChanged 10 SP:Iteration 37Q (238.166841 sec): 3 clusters Score: Raw -212006.697840 + Penalty 4501.180426 = -207505.517414 nChanged 5 SP:Iteration 38Q (238.258782 sec): 3 clusters Score: Raw -212008.151297 + Penalty 4501.180426 = -207506.970871 nChanged 5 SP:Iteration 39Q (238.370543 sec): 3 clusters Score: Raw -212009.912811 + Penalty 4501.180426 = -207508.732384 nChanged 5 SP:Iteration 40F (238.515296 sec): 3 clusters Score: Raw -212011.243765 + Penalty 4501.180426 = -207510.063339 nChanged 6 SP:Iteration 41Q (238.624177 sec): 3 clusters Score: Raw -212013.197211 + Penalty 4501.180426 = -207512.016785 nChanged 5 SP:Iteration 42Q (238.755002 sec): 3 clusters Score: Raw -212015.154001 + Penalty 4501.180426 = -207513.973575 nChanged 6 SP:Iteration 43Q (238.867522 sec): 3 clusters Score: Raw -212016.895461 + Penalty 4501.180426 = -207515.715035 nChanged 7 SP:Iteration 44Q (238.966695 sec): 3 clusters Score: Raw -212020.379415 + Penalty 4501.180426 = -207519.198989 nChanged 9 SP:Iteration 45Q (239.078561 sec): 3 clusters Score: Raw -212025.307240 + Penalty 4501.180426 = -207524.126814 nChanged 8 SP:Iteration 46Q (239.183356 sec): 3 clusters Score: Raw -212028.067950 + Penalty 4501.180426 = -207526.887523 nChanged 6 SP:Iteration 47Q (239.323879 sec): 3 clusters Score: Raw -212029.636782 + Penalty 4501.180426 = -207528.456355 nChanged 6 SP:Iteration 48Q (239.427498 sec): 3 clusters Score: Raw -212032.149225 + Penalty 4501.180426 = -207530.968798 nChanged 4 SP:Iteration 49Q (239.535568 sec): 3 clusters Score: Raw -212033.976948 + Penalty 4501.180426 = -207532.796521 nChanged 7 SP:Iteration 50Q (239.651792 sec): 3 clusters Score: Raw -212035.901733 + Penalty 4501.180426 = -207534.721307 nChanged 2 SP:Iteration 51Q (239.778093 sec): 3 clusters Score: Raw -212036.912283 + Penalty 4501.180426 = -207535.731856 nChanged 3 SP:Iteration 52Q (239.906567 sec): 3 clusters Score: Raw -212037.686837 + Penalty 4501.180426 = -207536.506410 nChanged 5 SP:Iteration 53Q (239.994434 sec): 3 clusters Score: Raw -212039.780664 + Penalty 4501.180426 = -207538.600237 nChanged 4 SP:Iteration 54Q (240.125471 sec): 3 clusters Score: Raw -212041.000215 + Penalty 4501.180426 = -207539.819789 nChanged 2 SP:Iteration 55Q (240.191628 sec): 3 clusters Score: Raw -212042.040144 + Penalty 4501.180426 = -207540.859717 nChanged 3 SP:Iteration 56Q (240.239085 sec): 3 clusters Score: Raw -212043.241190 + Penalty 4501.180426 = -207542.060764 nChanged 6 SP:Iteration 57Q (240.351032 sec): 3 clusters Score: Raw -212045.021970 + Penalty 4501.180426 = -207543.841544 nChanged 7 SP:Iteration 58Q (240.496053 sec): 3 clusters Score: Raw -212048.262511 + Penalty 4501.180426 = -207547.082084 nChanged 7 SP:Iteration 59Q (240.596282 sec): 3 clusters Score: Raw -212050.723231 + Penalty 4501.180426 = -207549.542805 nChanged 3 SP:Iteration 60F (240.742289 sec): 3 clusters Score: Raw -212051.340852 + Penalty 4501.180426 = -207550.160425 nChanged 1 SP:Iteration 61Q (240.834805 sec): 3 clusters Score: Raw -212052.464501 + Penalty 4501.180426 = -207551.284075 nChanged 2 SP:Iteration 62Q (240.966096 sec): 3 clusters Score: Raw -212052.998449 + Penalty 4501.180426 = -207551.818023 nChanged 3 SP:Iteration 63Q (241.050602 sec): 3 clusters Score: Raw -212053.644614 + Penalty 4501.180426 = -207552.464188 nChanged 2 SP:Iteration 64Q (241.156674 sec): 3 clusters Score: Raw -212054.046756 + Penalty 4501.180426 = -207552.866329 nChanged 3 SP:Iteration 65Q (241.279144 sec): 3 clusters Score: Raw -212055.188014 + Penalty 4501.180426 = -207554.007588 nChanged 3 SP:Iteration 66Q (241.379041 sec): 3 clusters Score: Raw -212056.320593 + Penalty 4501.180426 = -207555.140167 nChanged 5 SP:Iteration 67Q (241.467357 sec): 3 clusters Score: Raw -212058.185306 + Penalty 4501.180426 = -207557.004879 nChanged 4 SP:Iteration 68Q (241.588209 sec): 3 clusters Score: Raw -212058.956582 + Penalty 4501.180426 = -207557.776155 nChanged 3 SP:Iteration 69Q (241.679002 sec): 3 clusters Score: Raw -212059.681265 + Penalty 4501.180426 = -207558.500838 nChanged 2 SP:Iteration 70Q (241.790430 sec): 3 clusters Score: Raw -212060.513642 + Penalty 4501.180426 = -207559.333215 nChanged 2 SP:Iteration 71Q (241.912181 sec): 3 clusters Score: Raw -212062.429289 + Penalty 4501.180426 = -207561.248863 nChanged 4 SP:Iteration 72Q (242.029031 sec): 3 clusters Score: Raw -212063.681775 + Penalty 4501.180426 = -207562.501349 nChanged 5 SP:Iteration 73Q (242.154520 sec): 3 clusters Score: Raw -212065.769171 + Penalty 4501.180426 = -207564.588745 nChanged 8 SP:Iteration 74Q (242.260457 sec): 3 clusters Score: Raw -212068.207002 + Penalty 4501.180426 = -207567.026576 nChanged 8 SP:Iteration 75Q (242.346500 sec): 3 clusters Score: Raw -212070.623817 + Penalty 4501.180426 = -207569.443391 nChanged 8 SP:Iteration 76Q (242.469932 sec): 3 clusters Score: Raw -212072.979205 + Penalty 4501.180426 = -207571.798779 nChanged 7 SP:Iteration 77Q (242.588019 sec): 3 clusters Score: Raw -212075.261449 + Penalty 4501.180426 = -207574.081022 nChanged 8 SP:Iteration 78Q (242.716895 sec): 3 clusters Score: Raw -212077.793261 + Penalty 4501.180426 = -207576.612835 nChanged 9 SP:Iteration 79Q (242.846897 sec): 3 clusters Score: Raw -212080.658045 + Penalty 4501.180426 = -207579.477619 nChanged 6 SP:Iteration 80F (242.941859 sec): 3 clusters Score: Raw -212082.727326 + Penalty 4501.180426 = -207581.546900 nChanged 5 SP:Iteration 81Q (243.055997 sec): 3 clusters Score: Raw -212084.055278 + Penalty 4501.180426 = -207582.874851 nChanged 3 SP:Iteration 82Q (243.148208 sec): 3 clusters Score: Raw -212084.569925 + Penalty 4501.180426 = -207583.389498 nChanged 4 SP:Iteration 83Q (243.227078 sec): 3 clusters Score: Raw -212085.542384 + Penalty 4501.180426 = -207584.361958 nChanged 3 SP:Iteration 84Q (243.328324 sec): 3 clusters Score: Raw -212086.724111 + Penalty 4501.180426 = -207585.543685 nChanged 4 SP:Iteration 85Q (243.428709 sec): 3 clusters Score: Raw -212088.383335 + Penalty 4501.180426 = -207587.202908 nChanged 2 SP:Iteration 86Q (243.536529 sec): 3 clusters Score: Raw -212088.720451 + Penalty 4501.180426 = -207587.540025 nChanged 1 SP:Iteration 87Q (243.628366 sec): 3 clusters Score: Raw -212088.929827 + Penalty 4501.180426 = -207587.749400 nChanged 0 SP:Iteration 88F (243.752077 sec): 3 clusters Score: Raw -212088.929827 + Penalty 4501.180426 = -207587.749400 nChanged 0 Trying to split cluster 2 (3776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.793356 sec): 2 clusters Score: Raw -136783.476347 + Penalty 2174.415019 = -134609.061327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.894596 sec): 3 clusters Score: Raw -135148.856718 + Penalty 4348.830038 = -130800.026680 nChanged 1359 SP:Iteration 1F (244.003005 sec): 3 clusters Score: Raw -136131.329530 + Penalty 4348.830038 = -131782.499492 nChanged 369 SP:Iteration 2F (244.096967 sec): 3 clusters Score: Raw -136500.578297 + Penalty 4348.830038 = -132151.748259 nChanged 238 SP:Iteration 3F (244.210198 sec): 3 clusters Score: Raw -136741.417144 + Penalty 4348.830038 = -132392.587106 nChanged 184 SP:Iteration 4Q (244.310606 sec): 3 clusters Score: Raw -136904.662064 + Penalty 4348.830038 = -132555.832025 nChanged 164 SP:Iteration 5Q (244.410685 sec): 3 clusters Score: Raw -137054.894124 + Penalty 4348.830038 = -132706.064086 nChanged 144 SP:Iteration 6Q (244.454369 sec): 3 clusters Score: Raw -137165.558795 + Penalty 4348.830038 = -132816.728756 nChanged 124 SP:Iteration 7Q (244.548071 sec): 3 clusters Score: Raw -137263.095946 + Penalty 4348.830038 = -132914.265908 nChanged 109 SP:Iteration 8Q (244.661332 sec): 3 clusters Score: Raw -137355.905861 + Penalty 4348.830038 = -133007.075822 nChanged 106 SP:Iteration 9Q (244.805170 sec): 3 clusters Score: Raw -137441.517685 + Penalty 4348.830038 = -133092.687647 nChanged 86 SP:Iteration 10Q (244.881932 sec): 3 clusters Score: Raw -137499.708813 + Penalty 4348.830038 = -133150.878775 nChanged 54 SP:Iteration 11Q (244.995366 sec): 3 clusters Score: Raw -137530.162595 + Penalty 4348.830038 = -133181.332556 nChanged 43 SP:Iteration 12Q (245.114846 sec): 3 clusters Score: Raw -137555.201818 + Penalty 4348.830038 = -133206.371779 nChanged 38 SP:Iteration 13Q (245.202766 sec): 3 clusters Score: Raw -137578.373910 + Penalty 4348.830038 = -133229.543871 nChanged 29 SP:Iteration 14Q (245.304854 sec): 3 clusters Score: Raw -137592.367185 + Penalty 4348.830038 = -133243.537146 nChanged 24 SP:Iteration 15Q (245.416164 sec): 3 clusters Score: Raw -137603.194272 + Penalty 4348.830038 = -133254.364234 nChanged 25 SP:Iteration 16Q (245.531279 sec): 3 clusters Score: Raw -137614.541149 + Penalty 4348.830038 = -133265.711111 nChanged 17 SP:Iteration 17Q (245.628750 sec): 3 clusters Score: Raw -137624.988119 + Penalty 4348.830038 = -133276.158081 nChanged 30 SP:Iteration 18Q (245.733700 sec): 3 clusters Score: Raw -137638.038395 + Penalty 4348.830038 = -133289.208357 nChanged 23 SP:Iteration 19Q (245.852010 sec): 3 clusters Score: Raw -137646.761256 + Penalty 4348.830038 = -133297.931218 nChanged 13 SP:Iteration 20F (245.958270 sec): 3 clusters Score: Raw -137651.517782 + Penalty 4348.830038 = -133302.687744 nChanged 11 SP:Iteration 21Q (246.056370 sec): 3 clusters Score: Raw -137656.061650 + Penalty 4348.830038 = -133307.231612 nChanged 12 SP:Iteration 22Q (246.169536 sec): 3 clusters Score: Raw -137660.392336 + Penalty 4348.830038 = -133311.562298 nChanged 3 SP:Iteration 23Q (246.271546 sec): 3 clusters Score: Raw -137661.306330 + Penalty 4348.830038 = -133312.476292 nChanged 3 SP:Iteration 24Q (246.394898 sec): 3 clusters Score: Raw -137662.313025 + Penalty 4348.830038 = -133313.482987 nChanged 2 SP:Iteration 25Q (246.495185 sec): 3 clusters Score: Raw -137662.612838 + Penalty 4348.830038 = -133313.782800 nChanged 2 SP:Iteration 26Q (246.608128 sec): 3 clusters Score: Raw -137663.129754 + Penalty 4348.830038 = -133314.299716 nChanged 1 SP:Iteration 27Q (246.727016 sec): 3 clusters Score: Raw -137663.719193 + Penalty 4348.830038 = -133314.889154 nChanged 1 SP:Iteration 28Q (246.834694 sec): 3 clusters Score: Raw -137664.440198 + Penalty 4348.830038 = -133315.610159 nChanged 1 SP:Iteration 29Q (246.931227 sec): 3 clusters Score: Raw -137664.908765 + Penalty 4348.830038 = -133316.078727 nChanged 1 SP:Iteration 30Q (247.040061 sec): 3 clusters Score: Raw -137665.382911 + Penalty 4348.830038 = -133316.552873 nChanged 0 SP:Iteration 31F (247.169165 sec): 3 clusters Score: Raw -137665.382911 + Penalty 4348.830038 = -133316.552873 nChanged 0 Trying to split cluster 3 (8529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (247.251881 sec): 2 clusters Score: Raw -414736.968347 + Penalty 2389.524034 = -412347.444314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (247.319660 sec): 3 clusters Score: Raw -410275.242318 + Penalty 4779.048067 = -405496.194251 nChanged 3489 SP:Iteration 1F (247.439863 sec): 3 clusters Score: Raw -412260.020640 + Penalty 4779.048067 = -407480.972573 nChanged 736 SP:Iteration 2F (247.597081 sec): 3 clusters Score: Raw -412822.151380 + Penalty 4779.048067 = -408043.103313 nChanged 642 SP:Iteration 3F (247.693085 sec): 3 clusters Score: Raw -413349.298248 + Penalty 4779.048067 = -408570.250180 nChanged 568 SP:Iteration 4F (247.807204 sec): 3 clusters Score: Raw -413807.372856 + Penalty 4779.048067 = -409028.324789 nChanged 518 SP:Iteration 5F (247.932568 sec): 3 clusters Score: Raw -414259.494001 + Penalty 4779.048067 = -409480.445934 nChanged 501 SP:Iteration 6F (248.069035 sec): 3 clusters Score: Raw -414721.128255 + Penalty 4779.048067 = -409942.080187 nChanged 457 SP:Iteration 7F (248.180089 sec): 3 clusters Score: Raw -415067.947074 + Penalty 4779.048067 = -410288.899006 nChanged 350 SP:Iteration 8Q (248.312580 sec): 3 clusters Score: Raw -415319.964236 + Penalty 4779.048067 = -410540.916169 nChanged 270 SP:Iteration 9Q (248.445133 sec): 3 clusters Score: Raw -415518.670600 + Penalty 4779.048067 = -410739.622532 nChanged 204 SP:Iteration 10Q (248.580267 sec): 3 clusters Score: Raw -415660.972913 + Penalty 4779.048067 = -410881.924845 nChanged 166 SP:Iteration 11Q (248.689292 sec): 3 clusters Score: Raw -415771.189262 + Penalty 4779.048067 = -410992.141195 nChanged 130 SP:Iteration 12Q (248.816016 sec): 3 clusters Score: Raw -415861.323168 + Penalty 4779.048067 = -411082.275101 nChanged 108 SP:Iteration 13Q (248.948857 sec): 3 clusters Score: Raw -415914.372034 + Penalty 4779.048067 = -411135.323966 nChanged 77 SP:Iteration 14Q (249.076052 sec): 3 clusters Score: Raw -415949.355140 + Penalty 4779.048067 = -411170.307072 nChanged 53 SP:Iteration 15Q (249.210651 sec): 3 clusters Score: Raw -415965.313116 + Penalty 4779.048067 = -411186.265048 nChanged 48 SP:Iteration 16Q (249.335535 sec): 3 clusters Score: Raw -415980.887891 + Penalty 4779.048067 = -411201.839823 nChanged 28 SP:Iteration 17Q (249.460108 sec): 3 clusters Score: Raw -415990.338288 + Penalty 4779.048067 = -411211.290221 nChanged 28 SP:Iteration 18Q (249.591642 sec): 3 clusters Score: Raw -416000.096699 + Penalty 4779.048067 = -411221.048632 nChanged 34 SP:Iteration 19Q (249.698826 sec): 3 clusters Score: Raw -416009.772359 + Penalty 4779.048067 = -411230.724291 nChanged 22 SP:Iteration 20F (249.828807 sec): 3 clusters Score: Raw -416015.849053 + Penalty 4779.048067 = -411236.800985 nChanged 16 SP:Iteration 21Q (249.960007 sec): 3 clusters Score: Raw -416019.669091 + Penalty 4779.048067 = -411240.621023 nChanged 14 SP:Iteration 22Q (250.077435 sec): 3 clusters Score: Raw -416022.133787 + Penalty 4779.048067 = -411243.085720 nChanged 8 SP:Iteration 23Q (250.202823 sec): 3 clusters Score: Raw -416024.218030 + Penalty 4779.048067 = -411245.169963 nChanged 13 SP:Iteration 24Q (250.324760 sec): 3 clusters Score: Raw -416027.150794 + Penalty 4779.048067 = -411248.102727 nChanged 6 SP:Iteration 25Q (250.478643 sec): 3 clusters Score: Raw -416028.050271 + Penalty 4779.048067 = -411249.002204 nChanged 1 SP:Iteration 26Q (250.589812 sec): 3 clusters Score: Raw -416028.217918 + Penalty 4779.048067 = -411249.169850 nChanged 1 SP:Iteration 27Q (250.720390 sec): 3 clusters Score: Raw -416028.548765 + Penalty 4779.048067 = -411249.500698 nChanged 2 SP:Iteration 28Q (250.816957 sec): 3 clusters Score: Raw -416029.808071 + Penalty 4779.048067 = -411250.760004 nChanged 5 SP:Iteration 29Q (250.960575 sec): 3 clusters Score: Raw -416030.958104 + Penalty 4779.048067 = -411251.910036 nChanged 4 SP:Iteration 30Q (251.070400 sec): 3 clusters Score: Raw -416031.871854 + Penalty 4779.048067 = -411252.823787 nChanged 3 SP:Iteration 31Q (251.193809 sec): 3 clusters Score: Raw -416032.276768 + Penalty 4779.048067 = -411253.228701 nChanged 0 SP:Iteration 32F (251.301218 sec): 3 clusters Score: Raw -416032.276768 + Penalty 4779.048067 = -411253.228701 nChanged 0 Trying to split cluster 4 (6473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.400359 sec): 2 clusters Score: Raw -288352.841042 + Penalty 2316.704269 = -286036.136773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.501769 sec): 3 clusters Score: Raw -285068.933857 + Penalty 4633.408538 = -280435.525319 nChanged 2582 SP:Iteration 1F (251.634705 sec): 3 clusters Score: Raw -286531.587473 + Penalty 4633.408538 = -281898.178935 nChanged 560 SP:Iteration 2F (251.761758 sec): 3 clusters Score: Raw -286940.671076 + Penalty 4633.408538 = -282307.262538 nChanged 457 SP:Iteration 3F (251.850679 sec): 3 clusters Score: Raw -287355.358565 + Penalty 4633.408538 = -282721.950027 nChanged 398 SP:Iteration 4F (251.979265 sec): 3 clusters Score: Raw -287766.692334 + Penalty 4633.408538 = -283133.283796 nChanged 373 SP:Iteration 5F (252.089010 sec): 3 clusters Score: Raw -288142.502707 + Penalty 4633.408538 = -283509.094169 nChanged 375 SP:Iteration 6F (252.210931 sec): 3 clusters Score: Raw -288440.024980 + Penalty 4633.408538 = -283806.616442 nChanged 298 SP:Iteration 7Q (252.327747 sec): 3 clusters Score: Raw -288651.494965 + Penalty 4633.408538 = -284018.086427 nChanged 266 SP:Iteration 8Q (252.450169 sec): 3 clusters Score: Raw -288861.501544 + Penalty 4633.408538 = -284228.093006 nChanged 238 SP:Iteration 9Q (252.590208 sec): 3 clusters Score: Raw -289024.123567 + Penalty 4633.408538 = -284390.715029 nChanged 221 SP:Iteration 10Q (252.692400 sec): 3 clusters Score: Raw -289187.925014 + Penalty 4633.408538 = -284554.516476 nChanged 210 SP:Iteration 11Q (252.808788 sec): 3 clusters Score: Raw -289343.667353 + Penalty 4633.408538 = -284710.258815 nChanged 183 SP:Iteration 12Q (252.933429 sec): 3 clusters Score: Raw -289469.156610 + Penalty 4633.408538 = -284835.748072 nChanged 180 SP:Iteration 13Q (253.057738 sec): 3 clusters Score: Raw -289597.240721 + Penalty 4633.408538 = -284963.832183 nChanged 189 SP:Iteration 14Q (253.170008 sec): 3 clusters Score: Raw -289741.408602 + Penalty 4633.408538 = -285108.000064 nChanged 175 SP:Iteration 15Q (253.311855 sec): 3 clusters Score: Raw -289870.211321 + Penalty 4633.408538 = -285236.802783 nChanged 176 SP:Iteration 16Q (253.425058 sec): 3 clusters Score: Raw -290010.655094 + Penalty 4633.408538 = -285377.246556 nChanged 155 SP:Iteration 17Q (253.542961 sec): 3 clusters Score: Raw -290138.200835 + Penalty 4633.408538 = -285504.792297 nChanged 151 SP:Iteration 18Q (253.650141 sec): 3 clusters Score: Raw -290253.922186 + Penalty 4633.408538 = -285620.513648 nChanged 125 SP:Iteration 19Q (253.781498 sec): 3 clusters Score: Raw -290342.042006 + Penalty 4633.408538 = -285708.633468 nChanged 107 SP:Iteration 20F (253.885599 sec): 3 clusters Score: Raw -290405.742583 + Penalty 4633.408538 = -285772.334045 nChanged 79 SP:Iteration 21Q (253.992567 sec): 3 clusters Score: Raw -290441.107712 + Penalty 4633.408538 = -285807.699174 nChanged 60 SP:Iteration 22Q (254.071115 sec): 3 clusters Score: Raw -290467.357069 + Penalty 4633.408538 = -285833.948531 nChanged 43 SP:Iteration 23Q (254.128231 sec): 3 clusters Score: Raw -290483.613361 + Penalty 4633.408538 = -285850.204823 nChanged 35 SP:Iteration 24Q (254.184824 sec): 3 clusters Score: Raw -290496.758123 + Penalty 4633.408538 = -285863.349585 nChanged 31 SP:Iteration 25Q (254.306488 sec): 3 clusters Score: Raw -290507.181954 + Penalty 4633.408538 = -285873.773416 nChanged 19 SP:Iteration 26Q (254.450149 sec): 3 clusters Score: Raw -290514.435518 + Penalty 4633.408538 = -285881.026980 nChanged 21 SP:Iteration 27Q (254.566805 sec): 3 clusters Score: Raw -290520.726764 + Penalty 4633.408538 = -285887.318226 nChanged 19 SP:Iteration 28Q (254.674110 sec): 3 clusters Score: Raw -290526.776916 + Penalty 4633.408538 = -285893.368378 nChanged 15 SP:Iteration 29Q (254.792360 sec): 3 clusters Score: Raw -290530.162433 + Penalty 4633.408538 = -285896.753895 nChanged 5 SP:Iteration 30Q (254.918116 sec): 3 clusters Score: Raw -290531.111399 + Penalty 4633.408538 = -285897.702861 nChanged 4 SP:Iteration 31Q (255.044000 sec): 3 clusters Score: Raw -290532.194022 + Penalty 4633.408538 = -285898.785484 nChanged 3 SP:Iteration 32Q (255.152275 sec): 3 clusters Score: Raw -290532.848046 + Penalty 4633.408538 = -285899.439508 nChanged 6 SP:Iteration 33Q (255.263993 sec): 3 clusters Score: Raw -290534.566491 + Penalty 4633.408538 = -285901.157953 nChanged 5 SP:Iteration 34Q (255.365122 sec): 3 clusters Score: Raw -290535.958162 + Penalty 4633.408538 = -285902.549623 nChanged 7 SP:Iteration 35Q (255.475134 sec): 3 clusters Score: Raw -290538.264923 + Penalty 4633.408538 = -285904.856384 nChanged 3 SP:Iteration 36Q (255.589181 sec): 3 clusters Score: Raw -290538.642348 + Penalty 4633.408538 = -285905.233810 nChanged 1 SP:Iteration 37Q (255.707167 sec): 3 clusters Score: Raw -290538.875940 + Penalty 4633.408538 = -285905.467402 nChanged 1 SP:Iteration 38Q (255.826205 sec): 3 clusters Score: Raw -290538.971755 + Penalty 4633.408538 = -285905.563217 nChanged 1 SP:Iteration 39Q (255.931540 sec): 3 clusters Score: Raw -290539.037439 + Penalty 4633.408538 = -285905.628901 nChanged 1 SP:Iteration 40F (256.060326 sec): 3 clusters Score: Raw -290539.239889 + Penalty 4633.408538 = -285905.831351 nChanged 0 Time taken for this iteration:74.839519 seconds. 4->5 Clusters: Score -1008027.150047, best is -1009561.032527 Starting from 5 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 5 initial classes randomly. Deleting Class 1 (5221 points): Lose 1321.019421 but Gain 2660.632891 Iteration 0F (256.417305 sec): 4 clusters Score: Raw -957142.688551 + Penalty 7981.898673 = -949160.789878 nChanged 16504 Iteration 1F (256.672227 sec): 4 clusters Score: Raw -979355.177878 + Penalty 7981.898673 = -971373.279205 nChanged 4784 Iteration 2F (256.931809 sec): 4 clusters Score: Raw -991485.074848 + Penalty 7981.898673 = -983503.176175 nChanged 4859 Iteration 3F (257.204973 sec): 4 clusters Score: Raw -1001296.644622 + Penalty 7981.898673 = -993314.745949 nChanged 3380 Iteration 4F (257.410137 sec): 4 clusters Score: Raw -1006234.701221 + Penalty 7981.898673 = -998252.802548 nChanged 2046 Iteration 5F (257.668525 sec): 4 clusters Score: Raw -1008840.913280 + Penalty 7981.898673 = -1000859.014607 nChanged 1286 Iteration 6F (257.916927 sec): 4 clusters Score: Raw -1009931.733639 + Penalty 7981.898673 = -1001949.834965 nChanged 801 Iteration 7Q (258.170626 sec): 4 clusters Score: Raw -1010424.686151 + Penalty 7981.898673 = -1002442.787477 nChanged 510 Iteration 8Q (258.384117 sec): 4 clusters Score: Raw -1010689.649477 + Penalty 7981.898673 = -1002707.750804 nChanged 368 Iteration 9Q (258.594522 sec): 4 clusters Score: Raw -1010850.002195 + Penalty 7981.898673 = -1002868.103522 nChanged 290 Iteration 10Q (258.814996 sec): 4 clusters Score: Raw -1010975.004886 + Penalty 7981.898673 = -1002993.106213 nChanged 261 Iteration 11Q (259.052509 sec): 4 clusters Score: Raw -1011080.814574 + Penalty 7981.898673 = -1003098.915900 nChanged 233 Iteration 12Q (259.300421 sec): 4 clusters Score: Raw -1011151.887572 + Penalty 7981.898673 = -1003169.988899 nChanged 169 Iteration 13Q (259.548495 sec): 4 clusters Score: Raw -1011194.212531 + Penalty 7981.898673 = -1003212.313858 nChanged 141 Iteration 14Q (259.762096 sec): 4 clusters Score: Raw -1011230.423102 + Penalty 7981.898673 = -1003248.524428 nChanged 128 Iteration 15Q (260.033548 sec): 4 clusters Score: Raw -1011263.404926 + Penalty 7981.898673 = -1003281.506253 nChanged 121 Iteration 16Q (260.246064 sec): 4 clusters Score: Raw -1011288.396400 + Penalty 7981.898673 = -1003306.497727 nChanged 106 Iteration 17Q (260.486752 sec): 4 clusters Score: Raw -1011309.792468 + Penalty 7981.898673 = -1003327.893795 nChanged 101 Iteration 18Q (260.688279 sec): 4 clusters Score: Raw -1011328.436113 + Penalty 7981.898673 = -1003346.537440 nChanged 94 Iteration 19Q (260.910789 sec): 4 clusters Score: Raw -1011347.824774 + Penalty 7981.898673 = -1003365.926101 nChanged 91 Writing temp clu file Because OldScore, -1003346.537440, is greater than current (better) Score,-1003365.926101 Compute initial score before splitting: Score: Raw -1011347.824774 + Penalty 7981.898673 = -1003365.926101 Trying to split cluster 2 (11974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (261.051134 sec): 2 clusters Score: Raw -566793.765985 + Penalty 2479.090129 = -564314.675856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (261.157560 sec): 3 clusters Score: Raw -560343.244480 + Penalty 4958.180257 = -555385.064223 nChanged 4972 SP:Iteration 1F (261.320653 sec): 3 clusters Score: Raw -563197.096984 + Penalty 4958.180257 = -558238.916727 nChanged 1012 SP:Iteration 2F (261.439803 sec): 3 clusters Score: Raw -564157.192659 + Penalty 4958.180257 = -559199.012402 nChanged 1042 SP:Iteration 3F (261.561824 sec): 3 clusters Score: Raw -565584.299722 + Penalty 4958.180257 = -560626.119465 nChanged 1132 SP:Iteration 4F (261.690354 sec): 3 clusters Score: Raw -567217.231198 + Penalty 4958.180257 = -562259.050941 nChanged 1017 SP:Iteration 5F (261.827173 sec): 3 clusters Score: Raw -568343.533673 + Penalty 4958.180257 = -563385.353416 nChanged 729 SP:Iteration 6F (261.950533 sec): 3 clusters Score: Raw -568960.756850 + Penalty 4958.180257 = -564002.576592 nChanged 485 SP:Iteration 7Q (262.107416 sec): 3 clusters Score: Raw -569354.183125 + Penalty 4958.180257 = -564396.002868 nChanged 340 SP:Iteration 8Q (262.238786 sec): 3 clusters Score: Raw -569613.731493 + Penalty 4958.180257 = -564655.551236 nChanged 247 SP:Iteration 9Q (262.379082 sec): 3 clusters Score: Raw -569767.524545 + Penalty 4958.180257 = -564809.344288 nChanged 201 SP:Iteration 10Q (262.498257 sec): 3 clusters Score: Raw -569875.570842 + Penalty 4958.180257 = -564917.390585 nChanged 143 SP:Iteration 11Q (262.646634 sec): 3 clusters Score: Raw -569949.767174 + Penalty 4958.180257 = -564991.586917 nChanged 119 SP:Iteration 12Q (262.757245 sec): 3 clusters Score: Raw -570013.393591 + Penalty 4958.180257 = -565055.213334 nChanged 89 SP:Iteration 13Q (262.890914 sec): 3 clusters Score: Raw -570058.641618 + Penalty 4958.180257 = -565100.461361 nChanged 69 SP:Iteration 14Q (263.019045 sec): 3 clusters Score: Raw -570096.498383 + Penalty 4958.180257 = -565138.318126 nChanged 63 SP:Iteration 15Q (263.143074 sec): 3 clusters Score: Raw -570141.943279 + Penalty 4958.180257 = -565183.763022 nChanged 55 SP:Iteration 16Q (263.292448 sec): 3 clusters Score: Raw -570174.579588 + Penalty 4958.180257 = -565216.399331 nChanged 40 SP:Iteration 17Q (263.408233 sec): 3 clusters Score: Raw -570193.956054 + Penalty 4958.180257 = -565235.775797 nChanged 47 SP:Iteration 18Q (263.547206 sec): 3 clusters Score: Raw -570219.389579 + Penalty 4958.180257 = -565261.209321 nChanged 48 SP:Iteration 19Q (263.690701 sec): 3 clusters Score: Raw -570253.080942 + Penalty 4958.180257 = -565294.900685 nChanged 53 SP:Iteration 20F (263.825499 sec): 3 clusters Score: Raw -570279.928604 + Penalty 4958.180257 = -565321.748346 nChanged 48 SP:Iteration 21Q (263.968909 sec): 3 clusters Score: Raw -570299.169555 + Penalty 4958.180257 = -565340.989298 nChanged 42 SP:Iteration 22Q (264.098444 sec): 3 clusters Score: Raw -570313.018928 + Penalty 4958.180257 = -565354.838671 nChanged 22 SP:Iteration 23Q (264.257852 sec): 3 clusters Score: Raw -570318.820433 + Penalty 4958.180257 = -565360.640176 nChanged 13 SP:Iteration 24Q (264.396841 sec): 3 clusters Score: Raw -570322.123382 + Penalty 4958.180257 = -565363.943125 nChanged 11 SP:Iteration 25Q (264.534831 sec): 3 clusters Score: Raw -570324.485409 + Penalty 4958.180257 = -565366.305152 nChanged 8 SP:Iteration 26Q (264.667897 sec): 3 clusters Score: Raw -570325.754497 + Penalty 4958.180257 = -565367.574240 nChanged 4 SP:Iteration 27Q (264.782685 sec): 3 clusters Score: Raw -570326.581417 + Penalty 4958.180257 = -565368.401160 nChanged 2 SP:Iteration 28Q (264.907954 sec): 3 clusters Score: Raw -570326.751251 + Penalty 4958.180257 = -565368.570994 nChanged 1 SP:Iteration 29Q (265.049938 sec): 3 clusters Score: Raw -570326.819111 + Penalty 4958.180257 = -565368.638854 nChanged 2 SP:Iteration 30Q (265.171680 sec): 3 clusters Score: Raw -570327.179061 + Penalty 4958.180257 = -565368.998804 nChanged 5 SP:Iteration 31Q (265.308624 sec): 3 clusters Score: Raw -570327.999567 + Penalty 4958.180257 = -565369.819310 nChanged 1 SP:Iteration 32Q (265.445500 sec): 3 clusters Score: Raw -570328.070531 + Penalty 4958.180257 = -565369.890274 nChanged 1 SP:Iteration 33Q (265.565958 sec): 3 clusters Score: Raw -570328.204047 + Penalty 4958.180257 = -565370.023790 nChanged 0 SP:Iteration 34F (265.700185 sec): 3 clusters Score: Raw -570328.204047 + Penalty 4958.180257 = -565370.023790 nChanged 0 Score: Raw -1014895.446975 + Penalty 10642.531564 = -1004252.915411 Splitting cluster 2 changes total score from -1003365.926101 to -1004252.915411 So it's getting split into cluster 1. Trying to split cluster 3 (5946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.086375 sec): 2 clusters Score: Raw -248755.056627 + Penalty 2294.285137 = -246460.771490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.205564 sec): 3 clusters Score: Raw -245848.531993 + Penalty 4588.570274 = -241259.961719 nChanged 2334 SP:Iteration 1F (266.254133 sec): 3 clusters Score: Raw -247468.996591 + Penalty 4588.570274 = -242880.426317 nChanged 567 SP:Iteration 2F (266.335552 sec): 3 clusters Score: Raw -248001.926989 + Penalty 4588.570274 = -243413.356715 nChanged 430 SP:Iteration 3F (266.455798 sec): 3 clusters Score: Raw -248457.472153 + Penalty 4588.570274 = -243868.901879 nChanged 428 SP:Iteration 4F (266.583803 sec): 3 clusters Score: Raw -248954.656565 + Penalty 4588.570274 = -244366.086291 nChanged 407 SP:Iteration 5F (266.691964 sec): 3 clusters Score: Raw -249414.948180 + Penalty 4588.570274 = -244826.377906 nChanged 335 SP:Iteration 6F (266.840601 sec): 3 clusters Score: Raw -249707.584985 + Penalty 4588.570274 = -245119.014711 nChanged 237 SP:Iteration 7Q (266.941298 sec): 3 clusters Score: Raw -249897.410200 + Penalty 4588.570274 = -245308.839926 nChanged 174 SP:Iteration 8Q (267.062471 sec): 3 clusters Score: Raw -250031.533110 + Penalty 4588.570274 = -245442.962836 nChanged 146 SP:Iteration 9Q (267.203136 sec): 3 clusters Score: Raw -250140.629320 + Penalty 4588.570274 = -245552.059046 nChanged 146 SP:Iteration 10Q (267.295590 sec): 3 clusters Score: Raw -250255.326763 + Penalty 4588.570274 = -245666.756489 nChanged 128 SP:Iteration 11Q (267.419033 sec): 3 clusters Score: Raw -250346.491967 + Penalty 4588.570274 = -245757.921693 nChanged 122 SP:Iteration 12Q (267.519834 sec): 3 clusters Score: Raw -250439.155693 + Penalty 4588.570274 = -245850.585419 nChanged 120 SP:Iteration 13Q (267.646013 sec): 3 clusters Score: Raw -250526.974683 + Penalty 4588.570274 = -245938.404409 nChanged 113 SP:Iteration 14Q (267.766384 sec): 3 clusters Score: Raw -250599.870828 + Penalty 4588.570274 = -246011.300554 nChanged 101 SP:Iteration 15Q (267.919370 sec): 3 clusters Score: Raw -250662.690118 + Penalty 4588.570274 = -246074.119844 nChanged 82 SP:Iteration 16Q (268.004519 sec): 3 clusters Score: Raw -250719.047318 + Penalty 4588.570274 = -246130.477044 nChanged 83 SP:Iteration 17Q (268.140064 sec): 3 clusters Score: Raw -250770.097132 + Penalty 4588.570274 = -246181.526858 nChanged 67 SP:Iteration 18Q (268.255994 sec): 3 clusters Score: Raw -250805.817952 + Penalty 4588.570274 = -246217.247678 nChanged 49 SP:Iteration 19Q (268.348950 sec): 3 clusters Score: Raw -250826.893895 + Penalty 4588.570274 = -246238.323621 nChanged 38 SP:Iteration 20F (268.466669 sec): 3 clusters Score: Raw -250839.822227 + Penalty 4588.570274 = -246251.251953 nChanged 22 SP:Iteration 21Q (268.603843 sec): 3 clusters Score: Raw -250847.071876 + Penalty 4588.570274 = -246258.501602 nChanged 16 SP:Iteration 22Q (268.730798 sec): 3 clusters Score: Raw -250851.174682 + Penalty 4588.570274 = -246262.604408 nChanged 9 SP:Iteration 23Q (268.833221 sec): 3 clusters Score: Raw -250853.769357 + Penalty 4588.570274 = -246265.199083 nChanged 4 SP:Iteration 24Q (268.969935 sec): 3 clusters Score: Raw -250855.046834 + Penalty 4588.570274 = -246266.476560 nChanged 3 SP:Iteration 25Q (269.085503 sec): 3 clusters Score: Raw -250855.548153 + Penalty 4588.570274 = -246266.977879 nChanged 1 SP:Iteration 26Q (269.209638 sec): 3 clusters Score: Raw -250855.960396 + Penalty 4588.570274 = -246267.390122 nChanged 3 SP:Iteration 27Q (269.322678 sec): 3 clusters Score: Raw -250856.597115 + Penalty 4588.570274 = -246268.026841 nChanged 0 SP:Iteration 28F (269.442526 sec): 3 clusters Score: Raw -250856.597115 + Penalty 4588.570274 = -246268.026841 nChanged 0 Trying to split cluster 4 (5897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (269.516956 sec): 2 clusters Score: Raw -220527.353311 + Penalty 2292.100543 = -218235.252768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (269.625209 sec): 3 clusters Score: Raw -217635.054367 + Penalty 4584.201086 = -213050.853281 nChanged 2283 SP:Iteration 1F (269.750383 sec): 3 clusters Score: Raw -219268.084566 + Penalty 4584.201086 = -214683.883480 nChanged 611 SP:Iteration 2F (269.886826 sec): 3 clusters Score: Raw -219894.292328 + Penalty 4584.201086 = -215310.091242 nChanged 507 SP:Iteration 3F (269.987272 sec): 3 clusters Score: Raw -220478.832285 + Penalty 4584.201086 = -215894.631199 nChanged 460 SP:Iteration 4F (270.122050 sec): 3 clusters Score: Raw -221036.858615 + Penalty 4584.201086 = -216452.657529 nChanged 408 SP:Iteration 5F (270.231700 sec): 3 clusters Score: Raw -221447.959764 + Penalty 4584.201086 = -216863.758679 nChanged 279 SP:Iteration 6Q (270.342909 sec): 3 clusters Score: Raw -221666.024308 + Penalty 4584.201086 = -217081.823222 nChanged 205 SP:Iteration 7Q (270.474541 sec): 3 clusters Score: Raw -221811.531689 + Penalty 4584.201086 = -217227.330604 nChanged 144 SP:Iteration 8Q (270.585629 sec): 3 clusters Score: Raw -221900.502388 + Penalty 4584.201086 = -217316.301302 nChanged 91 SP:Iteration 9Q (270.717153 sec): 3 clusters Score: Raw -221946.922405 + Penalty 4584.201086 = -217362.721320 nChanged 83 SP:Iteration 10Q (270.822044 sec): 3 clusters Score: Raw -221983.818176 + Penalty 4584.201086 = -217399.617090 nChanged 58 SP:Iteration 11Q (270.925468 sec): 3 clusters Score: Raw -222010.057154 + Penalty 4584.201086 = -217425.856068 nChanged 47 SP:Iteration 12Q (271.043636 sec): 3 clusters Score: Raw -222027.653276 + Penalty 4584.201086 = -217443.452190 nChanged 43 SP:Iteration 13Q (271.164617 sec): 3 clusters Score: Raw -222040.630364 + Penalty 4584.201086 = -217456.429278 nChanged 22 SP:Iteration 14Q (271.260269 sec): 3 clusters Score: Raw -222048.681717 + Penalty 4584.201086 = -217464.480631 nChanged 18 SP:Iteration 15Q (271.386683 sec): 3 clusters Score: Raw -222054.261799 + Penalty 4584.201086 = -217470.060713 nChanged 7 SP:Iteration 16Q (271.502482 sec): 3 clusters Score: Raw -222056.138138 + Penalty 4584.201086 = -217471.937053 nChanged 8 SP:Iteration 17Q (271.618633 sec): 3 clusters Score: Raw -222059.560007 + Penalty 4584.201086 = -217475.358922 nChanged 11 SP:Iteration 18Q (271.727825 sec): 3 clusters Score: Raw -222062.820278 + Penalty 4584.201086 = -217478.619192 nChanged 10 SP:Iteration 19Q (271.847353 sec): 3 clusters Score: Raw -222065.711719 + Penalty 4584.201086 = -217481.510633 nChanged 7 SP:Iteration 20F (271.988169 sec): 3 clusters Score: Raw -222067.365298 + Penalty 4584.201086 = -217483.164212 nChanged 9 SP:Iteration 21Q (272.078658 sec): 3 clusters Score: Raw -222070.186990 + Penalty 4584.201086 = -217485.985905 nChanged 12 SP:Iteration 22Q (272.193535 sec): 3 clusters Score: Raw -222073.495156 + Penalty 4584.201086 = -217489.294070 nChanged 10 SP:Iteration 23Q (272.312761 sec): 3 clusters Score: Raw -222076.137470 + Penalty 4584.201086 = -217491.936385 nChanged 10 SP:Iteration 24Q (272.424582 sec): 3 clusters Score: Raw -222079.574492 + Penalty 4584.201086 = -217495.373407 nChanged 11 SP:Iteration 25Q (272.541291 sec): 3 clusters Score: Raw -222083.195412 + Penalty 4584.201086 = -217498.994326 nChanged 8 SP:Iteration 26Q (272.647568 sec): 3 clusters Score: Raw -222085.352772 + Penalty 4584.201086 = -217501.151686 nChanged 6 SP:Iteration 27Q (272.762789 sec): 3 clusters Score: Raw -222087.182181 + Penalty 4584.201086 = -217502.981096 nChanged 6 SP:Iteration 28Q (272.893576 sec): 3 clusters Score: Raw -222088.587243 + Penalty 4584.201086 = -217504.386157 nChanged 9 SP:Iteration 29Q (272.987006 sec): 3 clusters Score: Raw -222092.243253 + Penalty 4584.201086 = -217508.042168 nChanged 5 SP:Iteration 30Q (273.109544 sec): 3 clusters Score: Raw -222094.018968 + Penalty 4584.201086 = -217509.817883 nChanged 5 SP:Iteration 31Q (273.194863 sec): 3 clusters Score: Raw -222096.266764 + Penalty 4584.201086 = -217512.065679 nChanged 6 SP:Iteration 32Q (273.338149 sec): 3 clusters Score: Raw -222098.021402 + Penalty 4584.201086 = -217513.820317 nChanged 7 SP:Iteration 33Q (273.465395 sec): 3 clusters Score: Raw -222100.245994 + Penalty 4584.201086 = -217516.044908 nChanged 6 SP:Iteration 34Q (273.585606 sec): 3 clusters Score: Raw -222102.372224 + Penalty 4584.201086 = -217518.171138 nChanged 9 SP:Iteration 35Q (273.677367 sec): 3 clusters Score: Raw -222104.217496 + Penalty 4584.201086 = -217520.016410 nChanged 7 SP:Iteration 36Q (273.792268 sec): 3 clusters Score: Raw -222107.123716 + Penalty 4584.201086 = -217522.922631 nChanged 8 SP:Iteration 37Q (273.901132 sec): 3 clusters Score: Raw -222109.729401 + Penalty 4584.201086 = -217525.528315 nChanged 7 SP:Iteration 38Q (274.016835 sec): 3 clusters Score: Raw -222112.891146 + Penalty 4584.201086 = -217528.690061 nChanged 8 SP:Iteration 39Q (274.137805 sec): 3 clusters Score: Raw -222114.821941 + Penalty 4584.201086 = -217530.620856 nChanged 9 SP:Iteration 40F (274.266697 sec): 3 clusters Score: Raw -222116.906250 + Penalty 4584.201086 = -217532.705165 nChanged 1 SP:Iteration 41Q (274.365878 sec): 3 clusters Score: Raw -222117.058880 + Penalty 4584.201086 = -217532.857794 nChanged 1 SP:Iteration 42Q (274.474069 sec): 3 clusters Score: Raw -222117.266480 + Penalty 4584.201086 = -217533.065394 nChanged 1 SP:Iteration 43Q (274.575405 sec): 3 clusters Score: Raw -222117.485733 + Penalty 4584.201086 = -217533.284647 nChanged 2 SP:Iteration 44Q (274.698681 sec): 3 clusters Score: Raw -222117.949802 + Penalty 4584.201086 = -217533.748717 nChanged 3 SP:Iteration 45Q (274.809463 sec): 3 clusters Score: Raw -222118.707782 + Penalty 4584.201086 = -217534.506697 nChanged 4 SP:Iteration 46Q (274.926644 sec): 3 clusters Score: Raw -222120.109393 + Penalty 4584.201086 = -217535.908307 nChanged 4 SP:Iteration 47Q (275.059784 sec): 3 clusters Score: Raw -222121.141377 + Penalty 4584.201086 = -217536.940291 nChanged 5 SP:Iteration 48Q (275.154568 sec): 3 clusters Score: Raw -222123.251173 + Penalty 4584.201086 = -217539.050087 nChanged 7 SP:Iteration 49Q (275.273835 sec): 3 clusters Score: Raw -222124.647202 + Penalty 4584.201086 = -217540.446116 nChanged 4 SP:Iteration 50Q (275.384810 sec): 3 clusters Score: Raw -222125.589790 + Penalty 4584.201086 = -217541.388704 nChanged 5 SP:Iteration 51Q (275.498908 sec): 3 clusters Score: Raw -222126.659007 + Penalty 4584.201086 = -217542.457921 nChanged 3 SP:Iteration 52Q (275.614645 sec): 3 clusters Score: Raw -222127.501496 + Penalty 4584.201086 = -217543.300410 nChanged 4 SP:Iteration 53Q (275.759332 sec): 3 clusters Score: Raw -222128.280441 + Penalty 4584.201086 = -217544.079355 nChanged 1 SP:Iteration 54Q (275.851761 sec): 3 clusters Score: Raw -222128.598563 + Penalty 4584.201086 = -217544.397477 nChanged 3 SP:Iteration 55Q (275.980566 sec): 3 clusters Score: Raw -222129.849196 + Penalty 4584.201086 = -217545.648110 nChanged 1 SP:Iteration 56Q (276.077828 sec): 3 clusters Score: Raw -222130.101328 + Penalty 4584.201086 = -217545.900242 nChanged 2 SP:Iteration 57Q (276.220645 sec): 3 clusters Score: Raw -222131.130156 + Penalty 4584.201086 = -217546.929070 nChanged 4 SP:Iteration 58Q (276.315266 sec): 3 clusters Score: Raw -222132.878663 + Penalty 4584.201086 = -217548.677578 nChanged 6 SP:Iteration 59Q (276.422504 sec): 3 clusters Score: Raw -222134.527286 + Penalty 4584.201086 = -217550.326200 nChanged 9 SP:Iteration 60F (276.527259 sec): 3 clusters Score: Raw -222137.518919 + Penalty 4584.201086 = -217553.317833 nChanged 6 SP:Iteration 61Q (276.634357 sec): 3 clusters Score: Raw -222138.801767 + Penalty 4584.201086 = -217554.600682 nChanged 7 SP:Iteration 62Q (276.752793 sec): 3 clusters Score: Raw -222140.944670 + Penalty 4584.201086 = -217556.743584 nChanged 9 SP:Iteration 63Q (276.861181 sec): 3 clusters Score: Raw -222143.008741 + Penalty 4584.201086 = -217558.807655 nChanged 5 SP:Iteration 64Q (276.974854 sec): 3 clusters Score: Raw -222144.927147 + Penalty 4584.201086 = -217560.726062 nChanged 5 SP:Iteration 65Q (277.094947 sec): 3 clusters Score: Raw -222145.921594 + Penalty 4584.201086 = -217561.720508 nChanged 2 SP:Iteration 66Q (277.208732 sec): 3 clusters Score: Raw -222147.290338 + Penalty 4584.201086 = -217563.089253 nChanged 3 SP:Iteration 67Q (277.312268 sec): 3 clusters Score: Raw -222147.910184 + Penalty 4584.201086 = -217563.709098 nChanged 3 SP:Iteration 68Q (277.413674 sec): 3 clusters Score: Raw -222148.818360 + Penalty 4584.201086 = -217564.617274 nChanged 4 SP:Iteration 69Q (277.529803 sec): 3 clusters Score: Raw -222149.701573 + Penalty 4584.201086 = -217565.500487 nChanged 4 SP:Iteration 70Q (277.640279 sec): 3 clusters Score: Raw -222150.706028 + Penalty 4584.201086 = -217566.504942 nChanged 5 SP:Iteration 71Q (277.773527 sec): 3 clusters Score: Raw -222152.531571 + Penalty 4584.201086 = -217568.330485 nChanged 11 SP:Iteration 72Q (277.886013 sec): 3 clusters Score: Raw -222155.666402 + Penalty 4584.201086 = -217571.465316 nChanged 6 SP:Iteration 73Q (278.001039 sec): 3 clusters Score: Raw -222157.292499 + Penalty 4584.201086 = -217573.091414 nChanged 3 SP:Iteration 74Q (278.097011 sec): 3 clusters Score: Raw -222157.821834 + Penalty 4584.201086 = -217573.620748 nChanged 2 SP:Iteration 75Q (278.224966 sec): 3 clusters Score: Raw -222158.054808 + Penalty 4584.201086 = -217573.853723 nChanged 0 SP:Iteration 76F (278.327062 sec): 3 clusters Score: Raw -222158.054808 + Penalty 4584.201086 = -217573.853723 nChanged 0 Iteration 20F (278.666421 sec): 5 clusters Score: Raw -1015598.580521 + Penalty 10642.531564 = -1004956.048956 nChanged 886 Iteration 21Q (278.959922 sec): 5 clusters Score: Raw -1016060.881271 + Penalty 10642.531564 = -1005418.349706 nChanged 374 Iteration 22Q (279.239214 sec): 5 clusters Score: Raw -1016326.417434 + Penalty 10642.531564 = -1005683.885870 nChanged 286 Iteration 23Q (279.542214 sec): 5 clusters Score: Raw -1016536.036618 + Penalty 10642.531564 = -1005893.505053 nChanged 246 Iteration 24Q (279.826878 sec): 5 clusters Score: Raw -1016702.945128 + Penalty 10642.531564 = -1006060.413564 nChanged 233 Iteration 25Q (280.116052 sec): 5 clusters Score: Raw -1016831.466156 + Penalty 10642.531564 = -1006188.934592 nChanged 206 Iteration 26Q (280.408090 sec): 5 clusters Score: Raw -1016926.072815 + Penalty 10642.531564 = -1006283.541251 nChanged 166 Iteration 27Q (280.677854 sec): 5 clusters Score: Raw -1016995.625243 + Penalty 10642.531564 = -1006353.093679 nChanged 137 Iteration 28Q (280.971717 sec): 5 clusters Score: Raw -1017042.441895 + Penalty 10642.531564 = -1006399.910331 nChanged 93 Iteration 29Q (281.248910 sec): 5 clusters Score: Raw -1017072.399406 + Penalty 10642.531564 = -1006429.867842 nChanged 80 Iteration 30Q (281.554334 sec): 5 clusters Score: Raw -1017098.631724 + Penalty 10642.531564 = -1006456.100160 nChanged 75 Iteration 31Q (281.850110 sec): 5 clusters Score: Raw -1017117.281015 + Penalty 10642.531564 = -1006474.749450 nChanged 64 Iteration 32Q (282.155444 sec): 5 clusters Score: Raw -1017138.595661 + Penalty 10642.531564 = -1006496.064097 nChanged 51 Iteration 33Q (282.441844 sec): 5 clusters Score: Raw -1017149.407908 + Penalty 10642.531564 = -1006506.876344 nChanged 41 Iteration 34Q (282.724647 sec): 5 clusters Score: Raw -1017160.273992 + Penalty 10642.531564 = -1006517.742427 nChanged 34 Iteration 35Q (283.038278 sec): 5 clusters Score: Raw -1017168.819369 + Penalty 10642.531564 = -1006526.287804 nChanged 23 Iteration 36Q (283.336794 sec): 5 clusters Score: Raw -1017173.498224 + Penalty 10642.531564 = -1006530.966660 nChanged 26 Iteration 37Q (283.599753 sec): 5 clusters Score: Raw -1017179.678620 + Penalty 10642.531564 = -1006537.147055 nChanged 23 Iteration 38Q (283.873758 sec): 5 clusters Score: Raw -1017186.484007 + Penalty 10642.531564 = -1006543.952443 nChanged 18 Iteration 39Q (284.174086 sec): 5 clusters Score: Raw -1017199.180856 + Penalty 10642.531564 = -1006556.649292 nChanged 21 Iteration 40F (284.411127 sec): 5 clusters Score: Raw -1017418.138212 + Penalty 10642.531564 = -1006775.606648 nChanged 133 Iteration 41Q (284.731118 sec): 5 clusters Score: Raw -1017623.953131 + Penalty 10642.531564 = -1006981.421567 nChanged 163 Iteration 42Q (285.034987 sec): 5 clusters Score: Raw -1017767.617663 + Penalty 10642.531564 = -1007125.086099 nChanged 163 Iteration 43Q (285.339366 sec): 5 clusters Score: Raw -1017859.877270 + Penalty 10642.531564 = -1007217.345706 nChanged 147 Iteration 44Q (285.658671 sec): 5 clusters Score: Raw -1017910.401479 + Penalty 10642.531564 = -1007267.869914 nChanged 89 Iteration 45Q (285.958269 sec): 5 clusters Score: Raw -1017935.406941 + Penalty 10642.531564 = -1007292.875376 nChanged 67 Iteration 46Q (286.249047 sec): 5 clusters Score: Raw -1017950.630093 + Penalty 10642.531564 = -1007308.098529 nChanged 60 Iteration 47Q (286.585353 sec): 5 clusters Score: Raw -1017962.884165 + Penalty 10642.531564 = -1007320.352601 nChanged 57 Iteration 48Q (286.934001 sec): 5 clusters Score: Raw -1017973.357728 + Penalty 10642.531564 = -1007330.826164 nChanged 42 Iteration 49Q (287.220683 sec): 5 clusters Score: Raw -1017979.439527 + Penalty 10642.531564 = -1007336.907962 nChanged 19 Iteration 50Q (287.539299 sec): 5 clusters Score: Raw -1017982.283721 + Penalty 10642.531564 = -1007339.752157 nChanged 12 Iteration 51Q (287.828889 sec): 5 clusters Score: Raw -1017983.707464 + Penalty 10642.531564 = -1007341.175899 nChanged 13 Iteration 52Q (288.140799 sec): 5 clusters Score: Raw -1017985.246888 + Penalty 10642.531564 = -1007342.715323 nChanged 10 Iteration 53Q (288.421388 sec): 5 clusters Score: Raw -1017986.419254 + Penalty 10642.531564 = -1007343.887690 nChanged 8 Iteration 54Q (288.710909 sec): 5 clusters Score: Raw -1017987.909959 + Penalty 10642.531564 = -1007345.378395 nChanged 8 Iteration 55Q (289.030913 sec): 5 clusters Score: Raw -1017989.730551 + Penalty 10642.531564 = -1007347.198986 nChanged 7 Iteration 56Q (289.348205 sec): 5 clusters Score: Raw -1017990.730929 + Penalty 10642.531564 = -1007348.199365 nChanged 5 Iteration 57Q (289.652764 sec): 5 clusters Score: Raw -1017991.090951 + Penalty 10642.531564 = -1007348.559386 nChanged 4 Iteration 58Q (289.961496 sec): 5 clusters Score: Raw -1017991.499961 + Penalty 10642.531564 = -1007348.968396 nChanged 3 Writing temp clu file Because OldScore, -1007348.559386, is greater than current (better) Score,-1007348.968396 Compute initial score before splitting: Score: Raw -1017991.499961 + Penalty 10642.531564 = -1007348.968396 Trying to split cluster 1 (10360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (290.086324 sec): 2 clusters Score: Raw -496215.063970 + Penalty 2440.866784 = -493774.197186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (290.208476 sec): 3 clusters Score: Raw -490650.646035 + Penalty 4881.733568 = -485768.912467 nChanged 4315 SP:Iteration 1F (290.348950 sec): 3 clusters Score: Raw -493361.512476 + Penalty 4881.733568 = -488479.778907 nChanged 908 SP:Iteration 2F (290.467030 sec): 3 clusters Score: Raw -494263.622112 + Penalty 4881.733568 = -489381.888544 nChanged 766 SP:Iteration 3F (290.606747 sec): 3 clusters Score: Raw -494952.812741 + Penalty 4881.733568 = -490071.079173 nChanged 654 SP:Iteration 4F (290.714596 sec): 3 clusters Score: Raw -495455.641399 + Penalty 4881.733568 = -490573.907831 nChanged 606 SP:Iteration 5F (290.865090 sec): 3 clusters Score: Raw -495874.813365 + Penalty 4881.733568 = -490993.079797 nChanged 573 SP:Iteration 6F (290.972457 sec): 3 clusters Score: Raw -496271.225535 + Penalty 4881.733568 = -491389.491967 nChanged 554 SP:Iteration 7F (291.121732 sec): 3 clusters Score: Raw -496694.681009 + Penalty 4881.733568 = -491812.947441 nChanged 508 SP:Iteration 8Q (291.239194 sec): 3 clusters Score: Raw -497110.234172 + Penalty 4881.733568 = -492228.500604 nChanged 471 SP:Iteration 9Q (291.369071 sec): 3 clusters Score: Raw -497522.171878 + Penalty 4881.733568 = -492640.438309 nChanged 408 SP:Iteration 10Q (291.505643 sec): 3 clusters Score: Raw -497900.529269 + Penalty 4881.733568 = -493018.795701 nChanged 317 SP:Iteration 11Q (291.644747 sec): 3 clusters Score: Raw -498186.825231 + Penalty 4881.733568 = -493305.091663 nChanged 221 SP:Iteration 12Q (291.788387 sec): 3 clusters Score: Raw -498396.026267 + Penalty 4881.733568 = -493514.292699 nChanged 177 SP:Iteration 13Q (291.925614 sec): 3 clusters Score: Raw -498568.585993 + Penalty 4881.733568 = -493686.852424 nChanged 143 SP:Iteration 14Q (292.029175 sec): 3 clusters Score: Raw -498679.832552 + Penalty 4881.733568 = -493798.098984 nChanged 84 SP:Iteration 15Q (292.188840 sec): 3 clusters Score: Raw -498730.186923 + Penalty 4881.733568 = -493848.453355 nChanged 64 SP:Iteration 16Q (292.278224 sec): 3 clusters Score: Raw -498758.983950 + Penalty 4881.733568 = -493877.250381 nChanged 39 SP:Iteration 17Q (292.373249 sec): 3 clusters Score: Raw -498770.865357 + Penalty 4881.733568 = -493889.131789 nChanged 13 SP:Iteration 18Q (292.506680 sec): 3 clusters Score: Raw -498774.917720 + Penalty 4881.733568 = -493893.184152 nChanged 9 SP:Iteration 19Q (292.635655 sec): 3 clusters Score: Raw -498777.225929 + Penalty 4881.733568 = -493895.492360 nChanged 6 SP:Iteration 20F (292.767025 sec): 3 clusters Score: Raw -498778.792137 + Penalty 4881.733568 = -493897.058568 nChanged 4 SP:Iteration 21Q (292.906166 sec): 3 clusters Score: Raw -498779.712837 + Penalty 4881.733568 = -493897.979268 nChanged 2 SP:Iteration 22Q (293.011631 sec): 3 clusters Score: Raw -498780.108504 + Penalty 4881.733568 = -493898.374935 nChanged 0 SP:Iteration 23F (293.153011 sec): 3 clusters Score: Raw -498780.108504 + Penalty 4881.733568 = -493898.374935 nChanged 0 Score: Raw -1020556.850213 + Penalty 13303.164455 = -1007253.685757 Splitting cluster 1 changes total score from -1007348.968396 to -1007253.685757 So it's not getting split. Trying to split cluster 2 (4145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (293.615263 sec): 2 clusters Score: Raw -184324.676206 + Penalty 2199.029730 = -182125.646477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (293.740032 sec): 3 clusters Score: Raw -182453.557276 + Penalty 4398.059460 = -178055.497816 nChanged 1496 SP:Iteration 1F (293.837759 sec): 3 clusters Score: Raw -183404.204861 + Penalty 4398.059460 = -179006.145402 nChanged 338 SP:Iteration 2F (293.958778 sec): 3 clusters Score: Raw -183692.861608 + Penalty 4398.059460 = -179294.802148 nChanged 256 SP:Iteration 3F (294.043453 sec): 3 clusters Score: Raw -183925.277564 + Penalty 4398.059460 = -179527.218105 nChanged 211 SP:Iteration 4F (294.176698 sec): 3 clusters Score: Raw -184104.550498 + Penalty 4398.059460 = -179706.491039 nChanged 179 SP:Iteration 5Q (294.293940 sec): 3 clusters Score: Raw -184258.677220 + Penalty 4398.059460 = -179860.617760 nChanged 153 SP:Iteration 6Q (294.394160 sec): 3 clusters Score: Raw -184388.656320 + Penalty 4398.059460 = -179990.596861 nChanged 137 SP:Iteration 7Q (294.534962 sec): 3 clusters Score: Raw -184508.984472 + Penalty 4398.059460 = -180110.925012 nChanged 136 SP:Iteration 8Q (294.651390 sec): 3 clusters Score: Raw -184662.624788 + Penalty 4398.059460 = -180264.565328 nChanged 112 SP:Iteration 9Q (294.720142 sec): 3 clusters Score: Raw -184801.652321 + Penalty 4398.059460 = -180403.592862 nChanged 103 SP:Iteration 10Q (294.849902 sec): 3 clusters Score: Raw -184922.191426 + Penalty 4398.059460 = -180524.131966 nChanged 100 SP:Iteration 11Q (294.944092 sec): 3 clusters Score: Raw -185001.601145 + Penalty 4398.059460 = -180603.541685 nChanged 76 SP:Iteration 12Q (295.077249 sec): 3 clusters Score: Raw -185050.904099 + Penalty 4398.059460 = -180652.844640 nChanged 65 SP:Iteration 13Q (295.190141 sec): 3 clusters Score: Raw -185090.904584 + Penalty 4398.059460 = -180692.845124 nChanged 69 SP:Iteration 14Q (295.285447 sec): 3 clusters Score: Raw -185136.159356 + Penalty 4398.059460 = -180738.099897 nChanged 64 SP:Iteration 15Q (295.376715 sec): 3 clusters Score: Raw -185178.530333 + Penalty 4398.059460 = -180780.470873 nChanged 51 SP:Iteration 16Q (295.468320 sec): 3 clusters Score: Raw -185210.047742 + Penalty 4398.059460 = -180811.988282 nChanged 44 SP:Iteration 17Q (295.584260 sec): 3 clusters Score: Raw -185236.746006 + Penalty 4398.059460 = -180838.686546 nChanged 54 SP:Iteration 18Q (295.668409 sec): 3 clusters Score: Raw -185271.175984 + Penalty 4398.059460 = -180873.116525 nChanged 63 SP:Iteration 19Q (295.776796 sec): 3 clusters Score: Raw -185320.813221 + Penalty 4398.059460 = -180922.753762 nChanged 69 SP:Iteration 20F (295.882018 sec): 3 clusters Score: Raw -185391.409112 + Penalty 4398.059460 = -180993.349652 nChanged 78 SP:Iteration 21Q (296.011183 sec): 3 clusters Score: Raw -185466.173059 + Penalty 4398.059460 = -181068.113599 nChanged 78 SP:Iteration 22Q (296.101420 sec): 3 clusters Score: Raw -185551.769560 + Penalty 4398.059460 = -181153.710101 nChanged 75 SP:Iteration 23Q (296.213012 sec): 3 clusters Score: Raw -185649.614046 + Penalty 4398.059460 = -181251.554586 nChanged 78 SP:Iteration 24Q (296.348163 sec): 3 clusters Score: Raw -185731.907491 + Penalty 4398.059460 = -181333.848032 nChanged 53 SP:Iteration 25Q (296.442597 sec): 3 clusters Score: Raw -185782.703836 + Penalty 4398.059460 = -181384.644376 nChanged 41 SP:Iteration 26Q (296.553915 sec): 3 clusters Score: Raw -185814.880060 + Penalty 4398.059460 = -181416.820600 nChanged 31 SP:Iteration 27Q (296.658130 sec): 3 clusters Score: Raw -185833.960862 + Penalty 4398.059460 = -181435.901402 nChanged 22 SP:Iteration 28Q (296.775651 sec): 3 clusters Score: Raw -185849.328217 + Penalty 4398.059460 = -181451.268758 nChanged 15 SP:Iteration 29Q (296.893612 sec): 3 clusters Score: Raw -185855.466334 + Penalty 4398.059460 = -181457.406874 nChanged 5 SP:Iteration 30Q (296.994912 sec): 3 clusters Score: Raw -185857.903274 + Penalty 4398.059460 = -181459.843815 nChanged 6 SP:Iteration 31Q (297.116240 sec): 3 clusters Score: Raw -185860.878986 + Penalty 4398.059460 = -181462.819526 nChanged 6 SP:Iteration 32Q (297.217310 sec): 3 clusters Score: Raw -185863.571300 + Penalty 4398.059460 = -181465.511841 nChanged 1 SP:Iteration 33Q (297.324176 sec): 3 clusters Score: Raw -185863.697327 + Penalty 4398.059460 = -181465.637867 nChanged 0 SP:Iteration 34F (297.435863 sec): 3 clusters Score: Raw -185863.697327 + Penalty 4398.059460 = -181465.637867 nChanged 0 Trying to split cluster 3 (5139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (297.532459 sec): 2 clusters Score: Raw -215566.234116 + Penalty 2255.778040 = -213310.456077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (297.618274 sec): 3 clusters Score: Raw -213181.064870 + Penalty 4511.556080 = -208669.508791 nChanged 1928 SP:Iteration 1F (297.744880 sec): 3 clusters Score: Raw -214430.038985 + Penalty 4511.556080 = -209918.482905 nChanged 416 SP:Iteration 2F (297.864615 sec): 3 clusters Score: Raw -214741.728989 + Penalty 4511.556080 = -210230.172909 nChanged 311 SP:Iteration 3F (297.990792 sec): 3 clusters Score: Raw -215009.671816 + Penalty 4511.556080 = -210498.115736 nChanged 274 SP:Iteration 4F (298.091490 sec): 3 clusters Score: Raw -215258.528220 + Penalty 4511.556080 = -210746.972141 nChanged 268 SP:Iteration 5F (298.188550 sec): 3 clusters Score: Raw -215494.627875 + Penalty 4511.556080 = -210983.071796 nChanged 254 SP:Iteration 6Q (298.307153 sec): 3 clusters Score: Raw -215708.347425 + Penalty 4511.556080 = -211196.791345 nChanged 199 SP:Iteration 7Q (298.441151 sec): 3 clusters Score: Raw -215866.993652 + Penalty 4511.556080 = -211355.437573 nChanged 174 SP:Iteration 8Q (298.545202 sec): 3 clusters Score: Raw -216007.477693 + Penalty 4511.556080 = -211495.921613 nChanged 153 SP:Iteration 9Q (298.635902 sec): 3 clusters Score: Raw -216128.026614 + Penalty 4511.556080 = -211616.470534 nChanged 132 SP:Iteration 10Q (298.758299 sec): 3 clusters Score: Raw -216244.244885 + Penalty 4511.556080 = -211732.688805 nChanged 123 SP:Iteration 11Q (298.889201 sec): 3 clusters Score: Raw -216349.877943 + Penalty 4511.556080 = -211838.321863 nChanged 110 SP:Iteration 12Q (298.987756 sec): 3 clusters Score: Raw -216437.626889 + Penalty 4511.556080 = -211926.070809 nChanged 93 SP:Iteration 13Q (299.104639 sec): 3 clusters Score: Raw -216497.815449 + Penalty 4511.556080 = -211986.259370 nChanged 70 SP:Iteration 14Q (299.220637 sec): 3 clusters Score: Raw -216534.238932 + Penalty 4511.556080 = -212022.682852 nChanged 48 SP:Iteration 15Q (299.356437 sec): 3 clusters Score: Raw -216558.329394 + Penalty 4511.556080 = -212046.773314 nChanged 51 SP:Iteration 16Q (299.451120 sec): 3 clusters Score: Raw -216586.361031 + Penalty 4511.556080 = -212074.804952 nChanged 48 SP:Iteration 17Q (299.579176 sec): 3 clusters Score: Raw -216615.682323 + Penalty 4511.556080 = -212104.126243 nChanged 47 SP:Iteration 18Q (299.711073 sec): 3 clusters Score: Raw -216640.886529 + Penalty 4511.556080 = -212129.330449 nChanged 47 SP:Iteration 19Q (299.816345 sec): 3 clusters Score: Raw -216666.206689 + Penalty 4511.556080 = -212154.650609 nChanged 54 SP:Iteration 20F (299.928096 sec): 3 clusters Score: Raw -216687.873150 + Penalty 4511.556080 = -212176.317071 nChanged 41 SP:Iteration 21Q (300.029772 sec): 3 clusters Score: Raw -216705.362271 + Penalty 4511.556080 = -212193.806192 nChanged 34 SP:Iteration 22Q (300.143557 sec): 3 clusters Score: Raw -216720.468906 + Penalty 4511.556080 = -212208.912827 nChanged 26 SP:Iteration 23Q (300.261432 sec): 3 clusters Score: Raw -216731.421751 + Penalty 4511.556080 = -212219.865672 nChanged 27 SP:Iteration 24Q (300.379286 sec): 3 clusters Score: Raw -216743.363006 + Penalty 4511.556080 = -212231.806927 nChanged 20 SP:Iteration 25Q (300.486357 sec): 3 clusters Score: Raw -216751.906014 + Penalty 4511.556080 = -212240.349934 nChanged 18 SP:Iteration 26Q (300.605833 sec): 3 clusters Score: Raw -216757.663511 + Penalty 4511.556080 = -212246.107431 nChanged 17 SP:Iteration 27Q (300.734272 sec): 3 clusters Score: Raw -216764.953818 + Penalty 4511.556080 = -212253.397739 nChanged 13 SP:Iteration 28Q (300.826880 sec): 3 clusters Score: Raw -216769.836682 + Penalty 4511.556080 = -212258.280602 nChanged 11 SP:Iteration 29Q (300.940164 sec): 3 clusters Score: Raw -216774.374909 + Penalty 4511.556080 = -212262.818829 nChanged 9 SP:Iteration 30Q (301.050502 sec): 3 clusters Score: Raw -216777.155794 + Penalty 4511.556080 = -212265.599714 nChanged 7 SP:Iteration 31Q (301.148909 sec): 3 clusters Score: Raw -216778.942731 + Penalty 4511.556080 = -212267.386651 nChanged 5 SP:Iteration 32Q (301.263174 sec): 3 clusters Score: Raw -216780.557334 + Penalty 4511.556080 = -212269.001254 nChanged 4 SP:Iteration 33Q (301.394078 sec): 3 clusters Score: Raw -216781.890379 + Penalty 4511.556080 = -212270.334299 nChanged 1 SP:Iteration 34Q (301.502100 sec): 3 clusters Score: Raw -216782.004886 + Penalty 4511.556080 = -212270.448806 nChanged 2 SP:Iteration 35Q (301.617162 sec): 3 clusters Score: Raw -216782.510586 + Penalty 4511.556080 = -212270.954507 nChanged 2 SP:Iteration 36Q (301.717182 sec): 3 clusters Score: Raw -216782.954109 + Penalty 4511.556080 = -212271.398029 nChanged 2 SP:Iteration 37Q (301.840594 sec): 3 clusters Score: Raw -216783.557354 + Penalty 4511.556080 = -212272.001274 nChanged 1 SP:Iteration 38Q (301.965175 sec): 3 clusters Score: Raw -216784.291304 + Penalty 4511.556080 = -212272.735224 nChanged 1 SP:Iteration 39Q (302.057588 sec): 3 clusters Score: Raw -216784.412334 + Penalty 4511.556080 = -212272.856254 nChanged 0 SP:Iteration 40F (302.179730 sec): 3 clusters Score: Raw -216784.412334 + Penalty 4511.556080 = -212272.856254 nChanged 0 Trying to split cluster 4 (4173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (302.256873 sec): 2 clusters Score: Raw -152903.756495 + Penalty 2200.807087 = -150702.949408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (302.343894 sec): 3 clusters Score: Raw -151027.858896 + Penalty 4401.614174 = -146626.244723 nChanged 1573 SP:Iteration 1F (302.458501 sec): 3 clusters Score: Raw -152265.413817 + Penalty 4401.614174 = -147863.799643 nChanged 426 SP:Iteration 2F (302.570664 sec): 3 clusters Score: Raw -152730.156173 + Penalty 4401.614174 = -148328.541999 nChanged 318 SP:Iteration 3F (302.683496 sec): 3 clusters Score: Raw -153076.221622 + Penalty 4401.614174 = -148674.607448 nChanged 269 SP:Iteration 4F (302.812882 sec): 3 clusters Score: Raw -153348.709567 + Penalty 4401.614174 = -148947.095394 nChanged 199 SP:Iteration 5Q (302.911128 sec): 3 clusters Score: Raw -153521.611364 + Penalty 4401.614174 = -149119.997191 nChanged 154 SP:Iteration 6Q (303.026802 sec): 3 clusters Score: Raw -153647.034391 + Penalty 4401.614174 = -149245.420218 nChanged 111 SP:Iteration 7Q (303.110964 sec): 3 clusters Score: Raw -153717.824970 + Penalty 4401.614174 = -149316.210796 nChanged 89 SP:Iteration 8Q (303.233275 sec): 3 clusters Score: Raw -153764.668201 + Penalty 4401.614174 = -149363.054028 nChanged 52 SP:Iteration 9Q (303.334628 sec): 3 clusters Score: Raw -153788.058384 + Penalty 4401.614174 = -149386.444211 nChanged 35 SP:Iteration 10Q (303.448833 sec): 3 clusters Score: Raw -153801.759671 + Penalty 4401.614174 = -149400.145497 nChanged 32 SP:Iteration 11Q (303.554612 sec): 3 clusters Score: Raw -153814.864392 + Penalty 4401.614174 = -149413.250219 nChanged 26 SP:Iteration 12Q (303.666477 sec): 3 clusters Score: Raw -153826.555448 + Penalty 4401.614174 = -149424.941274 nChanged 25 SP:Iteration 13Q (303.784022 sec): 3 clusters Score: Raw -153838.948928 + Penalty 4401.614174 = -149437.334754 nChanged 25 SP:Iteration 14Q (303.893349 sec): 3 clusters Score: Raw -153850.048493 + Penalty 4401.614174 = -149448.434319 nChanged 23 SP:Iteration 15Q (303.998677 sec): 3 clusters Score: Raw -153859.140816 + Penalty 4401.614174 = -149457.526642 nChanged 18 SP:Iteration 16Q (304.092425 sec): 3 clusters Score: Raw -153865.907233 + Penalty 4401.614174 = -149464.293060 nChanged 14 SP:Iteration 17Q (304.226815 sec): 3 clusters Score: Raw -153871.979834 + Penalty 4401.614174 = -149470.365660 nChanged 7 SP:Iteration 18Q (304.340913 sec): 3 clusters Score: Raw -153874.339953 + Penalty 4401.614174 = -149472.725779 nChanged 8 SP:Iteration 19Q (304.450491 sec): 3 clusters Score: Raw -153877.379671 + Penalty 4401.614174 = -149475.765497 nChanged 7 SP:Iteration 20F (304.567271 sec): 3 clusters Score: Raw -153880.084585 + Penalty 4401.614174 = -149478.470412 nChanged 9 SP:Iteration 21Q (304.677710 sec): 3 clusters Score: Raw -153884.855728 + Penalty 4401.614174 = -149483.241554 nChanged 5 SP:Iteration 22Q (304.773261 sec): 3 clusters Score: Raw -153886.703232 + Penalty 4401.614174 = -149485.089059 nChanged 3 SP:Iteration 23Q (304.883048 sec): 3 clusters Score: Raw -153887.317546 + Penalty 4401.614174 = -149485.703372 nChanged 5 SP:Iteration 24Q (304.996123 sec): 3 clusters Score: Raw -153889.515794 + Penalty 4401.614174 = -149487.901620 nChanged 5 SP:Iteration 25Q (305.127001 sec): 3 clusters Score: Raw -153890.668747 + Penalty 4401.614174 = -149489.054573 nChanged 5 SP:Iteration 26Q (305.217297 sec): 3 clusters Score: Raw -153893.092714 + Penalty 4401.614174 = -149491.478540 nChanged 2 SP:Iteration 27Q (305.330774 sec): 3 clusters Score: Raw -153893.595625 + Penalty 4401.614174 = -149491.981451 nChanged 1 SP:Iteration 28Q (305.390202 sec): 3 clusters Score: Raw -153894.121699 + Penalty 4401.614174 = -149492.507525 nChanged 0 SP:Iteration 29F (305.455066 sec): 3 clusters Score: Raw -153894.121699 + Penalty 4401.614174 = -149492.507525 nChanged 0 Iteration 59Q (305.780500 sec): 5 clusters Score: Raw -1017991.812402 + Penalty 10642.531564 = -1007349.280838 nChanged 2 Iteration 60F (306.091634 sec): 5 clusters Score: Raw -1017992.992171 + Penalty 10642.531564 = -1007350.460606 nChanged 1 Iteration 61Q (306.409680 sec): 5 clusters Score: Raw -1017993.235901 + Penalty 10642.531564 = -1007350.704337 nChanged 1 Iteration 62Q (306.696809 sec): 5 clusters Score: Raw -1017993.490916 + Penalty 10642.531564 = -1007350.959351 nChanged 2 Iteration 63Q (307.000124 sec): 5 clusters Score: Raw -1017994.032898 + Penalty 10642.531564 = -1007351.501334 nChanged 6 Iteration 64Q (307.299753 sec): 5 clusters Score: Raw -1017995.070080 + Penalty 10642.531564 = -1007352.538516 nChanged 2 Iteration 65Q (307.618019 sec): 5 clusters Score: Raw -1017995.283260 + Penalty 10642.531564 = -1007352.751696 nChanged 1 Iteration 66Q (307.908323 sec): 5 clusters Score: Raw -1017995.424804 + Penalty 10642.531564 = -1007352.893240 nChanged 1 Iteration 67Q (308.210343 sec): 5 clusters Score: Raw -1017995.484575 + Penalty 10642.531564 = -1007352.953010 nChanged 1 Iteration 68Q (308.482859 sec): 5 clusters Score: Raw -1017995.573400 + Penalty 10642.531564 = -1007353.041836 nChanged 1 Iteration 69Q (308.777240 sec): 5 clusters Score: Raw -1017995.679543 + Penalty 10642.531564 = -1007353.147978 nChanged 3 Iteration 70Q (309.087012 sec): 5 clusters Score: Raw -1017996.008844 + Penalty 10642.531564 = -1007353.477280 nChanged 2 Iteration 71Q (309.412721 sec): 5 clusters Score: Raw -1017996.290837 + Penalty 10642.531564 = -1007353.759273 nChanged 3 Iteration 72Q (309.719876 sec): 5 clusters Score: Raw -1017996.614909 + Penalty 10642.531564 = -1007354.083345 nChanged 2 Iteration 73Q (310.023008 sec): 5 clusters Score: Raw -1017996.829415 + Penalty 10642.531564 = -1007354.297851 nChanged 2 Iteration 74Q (310.312659 sec): 5 clusters Score: Raw -1017997.126308 + Penalty 10642.531564 = -1007354.594744 nChanged 1 Iteration 75Q (310.626558 sec): 5 clusters Score: Raw -1017997.209070 + Penalty 10642.531564 = -1007354.677506 nChanged 2 Iteration 76Q (310.941506 sec): 5 clusters Score: Raw -1017997.398027 + Penalty 10642.531564 = -1007354.866462 nChanged 1 Iteration 77Q (311.232609 sec): 5 clusters Score: Raw -1017997.477082 + Penalty 10642.531564 = -1007354.945518 nChanged 0 Iteration 78F (311.550471 sec): 5 clusters Score: Raw -1017997.477082 + Penalty 10642.531564 = -1007354.945518 nChanged 0 Compute initial score before splitting: Score: Raw -1017997.477082 + Penalty 10642.531564 = -1007354.945518 Trying to split cluster 1 (10380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (311.671302 sec): 2 clusters Score: Raw -497088.239520 + Penalty 2441.375945 = -494646.863575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (311.793079 sec): 3 clusters Score: Raw -491496.610642 + Penalty 4882.751891 = -486613.858751 nChanged 4348 SP:Iteration 1F (311.910939 sec): 3 clusters Score: Raw -493938.671767 + Penalty 4882.751891 = -489055.919877 nChanged 721 SP:Iteration 2F (312.061656 sec): 3 clusters Score: Raw -494308.170742 + Penalty 4882.751891 = -489425.418851 nChanged 589 SP:Iteration 3F (312.209980 sec): 3 clusters Score: Raw -494619.704954 + Penalty 4882.751891 = -489736.953063 nChanged 489 SP:Iteration 4Q (312.361614 sec): 3 clusters Score: Raw -494884.397465 + Penalty 4882.751891 = -490001.645574 nChanged 485 SP:Iteration 5Q (312.484768 sec): 3 clusters Score: Raw -495161.536064 + Penalty 4882.751891 = -490278.784174 nChanged 485 SP:Iteration 6Q (312.622030 sec): 3 clusters Score: Raw -495467.515802 + Penalty 4882.751891 = -490584.763911 nChanged 489 SP:Iteration 7Q (312.769263 sec): 3 clusters Score: Raw -495789.101439 + Penalty 4882.751891 = -490906.349548 nChanged 474 SP:Iteration 8Q (312.936266 sec): 3 clusters Score: Raw -496110.451394 + Penalty 4882.751891 = -491227.699503 nChanged 435 SP:Iteration 9Q (313.074185 sec): 3 clusters Score: Raw -496421.541168 + Penalty 4882.751891 = -491538.789278 nChanged 415 SP:Iteration 10Q (313.217239 sec): 3 clusters Score: Raw -496739.671959 + Penalty 4882.751891 = -491856.920068 nChanged 384 SP:Iteration 11Q (313.338067 sec): 3 clusters Score: Raw -497090.429598 + Penalty 4882.751891 = -492207.677707 nChanged 413 SP:Iteration 12Q (313.494137 sec): 3 clusters Score: Raw -497606.553568 + Penalty 4882.751891 = -492723.801678 nChanged 467 SP:Iteration 13Q (313.598213 sec): 3 clusters Score: Raw -498331.653527 + Penalty 4882.751891 = -493448.901637 nChanged 490 SP:Iteration 14Q (313.720666 sec): 3 clusters Score: Raw -499087.374747 + Penalty 4882.751891 = -494204.622856 nChanged 423 SP:Iteration 15Q (313.872053 sec): 3 clusters Score: Raw -499645.540471 + Penalty 4882.751891 = -494762.788580 nChanged 318 SP:Iteration 16Q (314.002785 sec): 3 clusters Score: Raw -499963.251807 + Penalty 4882.751891 = -495080.499917 nChanged 221 SP:Iteration 17Q (314.119081 sec): 3 clusters Score: Raw -500122.812769 + Penalty 4882.751891 = -495240.060878 nChanged 138 SP:Iteration 18Q (314.268205 sec): 3 clusters Score: Raw -500193.507412 + Penalty 4882.751891 = -495310.755521 nChanged 76 SP:Iteration 19Q (314.387770 sec): 3 clusters Score: Raw -500218.827217 + Penalty 4882.751891 = -495336.075326 nChanged 43 SP:Iteration 20F (314.488544 sec): 3 clusters Score: Raw -500229.869549 + Penalty 4882.751891 = -495347.117658 nChanged 27 SP:Iteration 21Q (314.615343 sec): 3 clusters Score: Raw -500236.226795 + Penalty 4882.751891 = -495353.474904 nChanged 17 SP:Iteration 22Q (314.741375 sec): 3 clusters Score: Raw -500240.273983 + Penalty 4882.751891 = -495357.522092 nChanged 13 SP:Iteration 23Q (314.852081 sec): 3 clusters Score: Raw -500242.717396 + Penalty 4882.751891 = -495359.965505 nChanged 14 SP:Iteration 24Q (314.975937 sec): 3 clusters Score: Raw -500244.785406 + Penalty 4882.751891 = -495362.033515 nChanged 5 SP:Iteration 25Q (315.114962 sec): 3 clusters Score: Raw -500245.719902 + Penalty 4882.751891 = -495362.968011 nChanged 3 SP:Iteration 26Q (315.249553 sec): 3 clusters Score: Raw -500246.226530 + Penalty 4882.751891 = -495363.474639 nChanged 4 SP:Iteration 27Q (315.382223 sec): 3 clusters Score: Raw -500247.003950 + Penalty 4882.751891 = -495364.252060 nChanged 2 SP:Iteration 28Q (315.511032 sec): 3 clusters Score: Raw -500247.338644 + Penalty 4882.751891 = -495364.586754 nChanged 2 SP:Iteration 29Q (315.634419 sec): 3 clusters Score: Raw -500247.530055 + Penalty 4882.751891 = -495364.778164 nChanged 1 SP:Iteration 30Q (315.766218 sec): 3 clusters Score: Raw -500247.664673 + Penalty 4882.751891 = -495364.912782 nChanged 0 SP:Iteration 31F (315.878241 sec): 3 clusters Score: Raw -500247.664673 + Penalty 4882.751891 = -495364.912782 nChanged 0 Score: Raw -1021156.902235 + Penalty 13303.164455 = -1007853.737780 Splitting cluster 1 changes total score from -1007354.945518 to -1007853.737780 So it's getting split into cluster 5. Trying to split cluster 2 (4139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.311056 sec): 2 clusters Score: Raw -183997.515365 + Penalty 2198.647306 = -181798.868059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.354538 sec): 3 clusters Score: Raw -182182.848994 + Penalty 4397.294612 = -177785.554382 nChanged 1522 SP:Iteration 1F (316.397222 sec): 3 clusters Score: Raw -183100.709454 + Penalty 4397.294612 = -178703.414842 nChanged 316 SP:Iteration 2F (316.455986 sec): 3 clusters Score: Raw -183324.341784 + Penalty 4397.294612 = -178927.047172 nChanged 214 SP:Iteration 3F (316.498381 sec): 3 clusters Score: Raw -183508.124163 + Penalty 4397.294612 = -179110.829552 nChanged 189 SP:Iteration 4Q (316.541666 sec): 3 clusters Score: Raw -183677.299002 + Penalty 4397.294612 = -179280.004391 nChanged 188 SP:Iteration 5Q (316.585139 sec): 3 clusters Score: Raw -183848.153185 + Penalty 4397.294612 = -179450.858573 nChanged 174 SP:Iteration 6Q (316.722130 sec): 3 clusters Score: Raw -184024.934649 + Penalty 4397.294612 = -179627.640037 nChanged 172 SP:Iteration 7Q (316.839401 sec): 3 clusters Score: Raw -184220.545114 + Penalty 4397.294612 = -179823.250502 nChanged 201 SP:Iteration 8Q (316.951802 sec): 3 clusters Score: Raw -184419.327509 + Penalty 4397.294612 = -180022.032898 nChanged 169 SP:Iteration 9Q (317.033459 sec): 3 clusters Score: Raw -184592.881932 + Penalty 4397.294612 = -180195.587321 nChanged 152 SP:Iteration 10Q (317.125528 sec): 3 clusters Score: Raw -184729.483542 + Penalty 4397.294612 = -180332.188930 nChanged 134 SP:Iteration 11Q (317.244383 sec): 3 clusters Score: Raw -184859.046452 + Penalty 4397.294612 = -180461.751840 nChanged 137 SP:Iteration 12Q (317.347239 sec): 3 clusters Score: Raw -184981.004794 + Penalty 4397.294612 = -180583.710183 nChanged 101 SP:Iteration 13Q (317.462961 sec): 3 clusters Score: Raw -185074.845453 + Penalty 4397.294612 = -180677.550841 nChanged 82 SP:Iteration 14Q (317.563016 sec): 3 clusters Score: Raw -185135.141853 + Penalty 4397.294612 = -180737.847241 nChanged 70 SP:Iteration 15Q (317.694138 sec): 3 clusters Score: Raw -185182.460492 + Penalty 4397.294612 = -180785.165880 nChanged 45 SP:Iteration 16Q (317.811712 sec): 3 clusters Score: Raw -185208.905756 + Penalty 4397.294612 = -180811.611145 nChanged 32 SP:Iteration 17Q (317.920162 sec): 3 clusters Score: Raw -185229.642902 + Penalty 4397.294612 = -180832.348290 nChanged 25 SP:Iteration 18Q (318.014001 sec): 3 clusters Score: Raw -185241.242629 + Penalty 4397.294612 = -180843.948018 nChanged 12 SP:Iteration 19Q (318.122724 sec): 3 clusters Score: Raw -185248.827097 + Penalty 4397.294612 = -180851.532485 nChanged 10 SP:Iteration 20F (318.244467 sec): 3 clusters Score: Raw -185255.164298 + Penalty 4397.294612 = -180857.869686 nChanged 5 SP:Iteration 21Q (318.373321 sec): 3 clusters Score: Raw -185256.575188 + Penalty 4397.294612 = -180859.280577 nChanged 2 SP:Iteration 22Q (318.471797 sec): 3 clusters Score: Raw -185257.253328 + Penalty 4397.294612 = -180859.958716 nChanged 2 SP:Iteration 23Q (318.564007 sec): 3 clusters Score: Raw -185257.863437 + Penalty 4397.294612 = -180860.568825 nChanged 4 SP:Iteration 24Q (318.683965 sec): 3 clusters Score: Raw -185259.523566 + Penalty 4397.294612 = -180862.228954 nChanged 5 SP:Iteration 25Q (318.759188 sec): 3 clusters Score: Raw -185261.907767 + Penalty 4397.294612 = -180864.613156 nChanged 6 SP:Iteration 26Q (318.870400 sec): 3 clusters Score: Raw -185264.094370 + Penalty 4397.294612 = -180866.799759 nChanged 2 SP:Iteration 27Q (318.989784 sec): 3 clusters Score: Raw -185264.857649 + Penalty 4397.294612 = -180867.563037 nChanged 1 SP:Iteration 28Q (319.114168 sec): 3 clusters Score: Raw -185265.325506 + Penalty 4397.294612 = -180868.030894 nChanged 1 SP:Iteration 29Q (319.240491 sec): 3 clusters Score: Raw -185265.819872 + Penalty 4397.294612 = -180868.525261 nChanged 0 SP:Iteration 30F (319.333028 sec): 3 clusters Score: Raw -185265.819872 + Penalty 4397.294612 = -180868.525261 nChanged 0 Trying to split cluster 3 (5129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.408725 sec): 2 clusters Score: Raw -215161.637891 + Penalty 2255.263821 = -212906.374071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.550644 sec): 3 clusters Score: Raw -212742.170500 + Penalty 4510.527641 = -208231.642859 nChanged 1972 SP:Iteration 1F (319.676508 sec): 3 clusters Score: Raw -214143.191054 + Penalty 4510.527641 = -209632.663413 nChanged 477 SP:Iteration 2F (319.784785 sec): 3 clusters Score: Raw -214563.430073 + Penalty 4510.527641 = -210052.902432 nChanged 347 SP:Iteration 3F (319.923479 sec): 3 clusters Score: Raw -214874.766101 + Penalty 4510.527641 = -210364.238460 nChanged 280 SP:Iteration 4F (320.029523 sec): 3 clusters Score: Raw -215110.212502 + Penalty 4510.527641 = -210599.684860 nChanged 226 SP:Iteration 5Q (320.137019 sec): 3 clusters Score: Raw -215295.651599 + Penalty 4510.527641 = -210785.123957 nChanged 197 SP:Iteration 6Q (320.242114 sec): 3 clusters Score: Raw -215453.859817 + Penalty 4510.527641 = -210943.332176 nChanged 173 SP:Iteration 7Q (320.356653 sec): 3 clusters Score: Raw -215581.502043 + Penalty 4510.527641 = -211070.974402 nChanged 151 SP:Iteration 8Q (320.460807 sec): 3 clusters Score: Raw -215674.259701 + Penalty 4510.527641 = -211163.732060 nChanged 115 SP:Iteration 9Q (320.572661 sec): 3 clusters Score: Raw -215742.730944 + Penalty 4510.527641 = -211232.203303 nChanged 94 SP:Iteration 10Q (320.689822 sec): 3 clusters Score: Raw -215799.989820 + Penalty 4510.527641 = -211289.462179 nChanged 88 SP:Iteration 11Q (320.803253 sec): 3 clusters Score: Raw -215848.472296 + Penalty 4510.527641 = -211337.944655 nChanged 72 SP:Iteration 12Q (320.914041 sec): 3 clusters Score: Raw -215884.067217 + Penalty 4510.527641 = -211373.539576 nChanged 49 SP:Iteration 13Q (321.023897 sec): 3 clusters Score: Raw -215906.321454 + Penalty 4510.527641 = -211395.793813 nChanged 50 SP:Iteration 14Q (321.141083 sec): 3 clusters Score: Raw -215932.969009 + Penalty 4510.527641 = -211422.441367 nChanged 59 SP:Iteration 15Q (321.268810 sec): 3 clusters Score: Raw -215965.549543 + Penalty 4510.527641 = -211455.021902 nChanged 72 SP:Iteration 16Q (321.369680 sec): 3 clusters Score: Raw -215999.200302 + Penalty 4510.527641 = -211488.672660 nChanged 57 SP:Iteration 17Q (321.495510 sec): 3 clusters Score: Raw -216024.936108 + Penalty 4510.527641 = -211514.408466 nChanged 44 SP:Iteration 18Q (321.585781 sec): 3 clusters Score: Raw -216042.074396 + Penalty 4510.527641 = -211531.546754 nChanged 39 SP:Iteration 19Q (321.673835 sec): 3 clusters Score: Raw -216056.103867 + Penalty 4510.527641 = -211545.576226 nChanged 20 SP:Iteration 20F (321.780927 sec): 3 clusters Score: Raw -216062.528877 + Penalty 4510.527641 = -211552.001236 nChanged 15 SP:Iteration 21Q (321.894685 sec): 3 clusters Score: Raw -216067.265604 + Penalty 4510.527641 = -211556.737963 nChanged 15 SP:Iteration 22Q (321.993612 sec): 3 clusters Score: Raw -216072.559721 + Penalty 4510.527641 = -211562.032080 nChanged 11 SP:Iteration 23Q (322.092632 sec): 3 clusters Score: Raw -216075.554182 + Penalty 4510.527641 = -211565.026541 nChanged 16 SP:Iteration 24Q (322.205247 sec): 3 clusters Score: Raw -216080.647567 + Penalty 4510.527641 = -211570.119926 nChanged 7 SP:Iteration 25Q (322.346908 sec): 3 clusters Score: Raw -216082.969214 + Penalty 4510.527641 = -211572.441573 nChanged 8 SP:Iteration 26Q (322.444957 sec): 3 clusters Score: Raw -216085.630268 + Penalty 4510.527641 = -211575.102627 nChanged 3 SP:Iteration 27Q (322.559714 sec): 3 clusters Score: Raw -216086.778743 + Penalty 4510.527641 = -211576.251102 nChanged 2 SP:Iteration 28Q (322.677460 sec): 3 clusters Score: Raw -216088.383270 + Penalty 4510.527641 = -211577.855628 nChanged 8 SP:Iteration 29Q (322.777049 sec): 3 clusters Score: Raw -216090.641206 + Penalty 4510.527641 = -211580.113565 nChanged 9 SP:Iteration 30Q (322.892849 sec): 3 clusters Score: Raw -216094.553337 + Penalty 4510.527641 = -211584.025695 nChanged 11 SP:Iteration 31Q (322.989154 sec): 3 clusters Score: Raw -216098.490109 + Penalty 4510.527641 = -211587.962468 nChanged 12 SP:Iteration 32Q (323.109242 sec): 3 clusters Score: Raw -216102.316842 + Penalty 4510.527641 = -211591.789200 nChanged 9 SP:Iteration 33Q (323.212220 sec): 3 clusters Score: Raw -216104.700932 + Penalty 4510.527641 = -211594.173291 nChanged 4 SP:Iteration 34Q (323.341547 sec): 3 clusters Score: Raw -216107.146764 + Penalty 4510.527641 = -211596.619122 nChanged 9 SP:Iteration 35Q (323.455243 sec): 3 clusters Score: Raw -216110.892983 + Penalty 4510.527641 = -211600.365341 nChanged 7 SP:Iteration 36Q (323.536813 sec): 3 clusters Score: Raw -216113.680804 + Penalty 4510.527641 = -211603.153163 nChanged 9 SP:Iteration 37Q (323.655754 sec): 3 clusters Score: Raw -216117.131621 + Penalty 4510.527641 = -211606.603979 nChanged 14 SP:Iteration 38Q (323.761131 sec): 3 clusters Score: Raw -216124.162858 + Penalty 4510.527641 = -211613.635217 nChanged 17 SP:Iteration 39Q (323.887457 sec): 3 clusters Score: Raw -216130.004885 + Penalty 4510.527641 = -211619.477243 nChanged 20 SP:Iteration 40F (323.985406 sec): 3 clusters Score: Raw -216137.129455 + Penalty 4510.527641 = -211626.601814 nChanged 22 SP:Iteration 41Q (324.123211 sec): 3 clusters Score: Raw -216144.076842 + Penalty 4510.527641 = -211633.549201 nChanged 20 SP:Iteration 42Q (324.223612 sec): 3 clusters Score: Raw -216149.340450 + Penalty 4510.527641 = -211638.812808 nChanged 11 SP:Iteration 43Q (324.322126 sec): 3 clusters Score: Raw -216152.001347 + Penalty 4510.527641 = -211641.473706 nChanged 5 SP:Iteration 44Q (324.437171 sec): 3 clusters Score: Raw -216153.367773 + Penalty 4510.527641 = -211642.840132 nChanged 11 SP:Iteration 45Q (324.522019 sec): 3 clusters Score: Raw -216157.381774 + Penalty 4510.527641 = -211646.854133 nChanged 19 SP:Iteration 46Q (324.642510 sec): 3 clusters Score: Raw -216162.932600 + Penalty 4510.527641 = -211652.404959 nChanged 16 SP:Iteration 47Q (324.780613 sec): 3 clusters Score: Raw -216169.161243 + Penalty 4510.527641 = -211658.633601 nChanged 12 SP:Iteration 48Q (324.857150 sec): 3 clusters Score: Raw -216173.163964 + Penalty 4510.527641 = -211662.636323 nChanged 11 SP:Iteration 49Q (324.963070 sec): 3 clusters Score: Raw -216176.815517 + Penalty 4510.527641 = -211666.287875 nChanged 12 SP:Iteration 50Q (325.085660 sec): 3 clusters Score: Raw -216180.270151 + Penalty 4510.527641 = -211669.742510 nChanged 15 SP:Iteration 51Q (325.192581 sec): 3 clusters Score: Raw -216185.335718 + Penalty 4510.527641 = -211674.808077 nChanged 14 SP:Iteration 52Q (325.318052 sec): 3 clusters Score: Raw -216190.047889 + Penalty 4510.527641 = -211679.520247 nChanged 11 SP:Iteration 53Q (325.450000 sec): 3 clusters Score: Raw -216193.071118 + Penalty 4510.527641 = -211682.543477 nChanged 7 SP:Iteration 54Q (325.544160 sec): 3 clusters Score: Raw -216195.355913 + Penalty 4510.527641 = -211684.828271 nChanged 7 SP:Iteration 55Q (325.682201 sec): 3 clusters Score: Raw -216198.340764 + Penalty 4510.527641 = -211687.813123 nChanged 10 SP:Iteration 56Q (325.793995 sec): 3 clusters Score: Raw -216201.435240 + Penalty 4510.527641 = -211690.907599 nChanged 7 SP:Iteration 57Q (325.897203 sec): 3 clusters Score: Raw -216202.922815 + Penalty 4510.527641 = -211692.395174 nChanged 4 SP:Iteration 58Q (326.003670 sec): 3 clusters Score: Raw -216203.623040 + Penalty 4510.527641 = -211693.095399 nChanged 2 SP:Iteration 59Q (326.123713 sec): 3 clusters Score: Raw -216204.167116 + Penalty 4510.527641 = -211693.639475 nChanged 3 SP:Iteration 60F (326.246769 sec): 3 clusters Score: Raw -216204.897567 + Penalty 4510.527641 = -211694.369925 nChanged 2 SP:Iteration 61Q (326.381179 sec): 3 clusters Score: Raw -216205.489923 + Penalty 4510.527641 = -211694.962282 nChanged 1 SP:Iteration 62Q (326.506447 sec): 3 clusters Score: Raw -216205.622943 + Penalty 4510.527641 = -211695.095301 nChanged 0 SP:Iteration 63F (326.646052 sec): 3 clusters Score: Raw -216205.622943 + Penalty 4510.527641 = -211695.095301 nChanged 0 Trying to split cluster 4 (4169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.690565 sec): 2 clusters Score: Raw -152751.829622 + Penalty 2200.553910 = -150551.275712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.838840 sec): 3 clusters Score: Raw -150865.935765 + Penalty 4401.107820 = -146464.827945 nChanged 1526 SP:Iteration 1F (326.959907 sec): 3 clusters Score: Raw -151898.435236 + Penalty 4401.107820 = -147497.327415 nChanged 395 SP:Iteration 2F (327.073554 sec): 3 clusters Score: Raw -152280.053470 + Penalty 4401.107820 = -147878.945650 nChanged 283 SP:Iteration 3F (327.204532 sec): 3 clusters Score: Raw -152556.893712 + Penalty 4401.107820 = -148155.785892 nChanged 252 SP:Iteration 4F (327.290067 sec): 3 clusters Score: Raw -152785.591734 + Penalty 4401.107820 = -148384.483913 nChanged 193 SP:Iteration 5Q (327.406101 sec): 3 clusters Score: Raw -152951.458944 + Penalty 4401.107820 = -148550.351124 nChanged 172 SP:Iteration 6Q (327.533884 sec): 3 clusters Score: Raw -153063.699454 + Penalty 4401.107820 = -148662.591634 nChanged 113 SP:Iteration 7Q (327.629105 sec): 3 clusters Score: Raw -153135.371346 + Penalty 4401.107820 = -148734.263526 nChanged 85 SP:Iteration 8Q (327.746688 sec): 3 clusters Score: Raw -153179.970842 + Penalty 4401.107820 = -148778.863021 nChanged 67 SP:Iteration 9Q (327.845104 sec): 3 clusters Score: Raw -153211.023013 + Penalty 4401.107820 = -148809.915193 nChanged 46 SP:Iteration 10Q (327.952661 sec): 3 clusters Score: Raw -153233.794431 + Penalty 4401.107820 = -148832.686611 nChanged 34 SP:Iteration 11Q (328.083362 sec): 3 clusters Score: Raw -153255.429124 + Penalty 4401.107820 = -148854.321304 nChanged 43 SP:Iteration 12Q (328.180211 sec): 3 clusters Score: Raw -153277.661981 + Penalty 4401.107820 = -148876.554161 nChanged 26 SP:Iteration 13Q (328.297261 sec): 3 clusters Score: Raw -153290.524344 + Penalty 4401.107820 = -148889.416523 nChanged 20 SP:Iteration 14Q (328.399890 sec): 3 clusters Score: Raw -153297.671372 + Penalty 4401.107820 = -148896.563552 nChanged 10 SP:Iteration 15Q (328.515776 sec): 3 clusters Score: Raw -153300.962198 + Penalty 4401.107820 = -148899.854377 nChanged 12 SP:Iteration 16Q (328.644549 sec): 3 clusters Score: Raw -153303.600692 + Penalty 4401.107820 = -148902.492871 nChanged 6 SP:Iteration 17Q (328.738476 sec): 3 clusters Score: Raw -153304.877699 + Penalty 4401.107820 = -148903.769878 nChanged 3 SP:Iteration 18Q (328.845138 sec): 3 clusters Score: Raw -153305.500783 + Penalty 4401.107820 = -148904.392962 nChanged 3 SP:Iteration 19Q (328.938678 sec): 3 clusters Score: Raw -153306.033011 + Penalty 4401.107820 = -148904.925191 nChanged 1 SP:Iteration 20F (329.037408 sec): 3 clusters Score: Raw -153306.283049 + Penalty 4401.107820 = -148905.175229 nChanged 3 SP:Iteration 21Q (329.139302 sec): 3 clusters Score: Raw -153307.044606 + Penalty 4401.107820 = -148905.936786 nChanged 0 SP:Iteration 22F (329.241639 sec): 3 clusters Score: Raw -153307.044606 + Penalty 4401.107820 = -148905.936786 nChanged 0 Iteration 79F (329.650887 sec): 6 clusters Score: Raw -1021882.702708 + Penalty 13303.164455 = -1008579.538253 nChanged 877 Iteration 80F (330.026804 sec): 6 clusters Score: Raw -1022272.638376 + Penalty 13303.164455 = -1008969.473921 nChanged 326 Iteration 81Q (330.375918 sec): 6 clusters Score: Raw -1022388.978026 + Penalty 13303.164455 = -1009085.813571 nChanged 205 Iteration 82Q (330.760464 sec): 6 clusters Score: Raw -1022453.282074 + Penalty 13303.164455 = -1009150.117619 nChanged 130 Iteration 83Q (331.153754 sec): 6 clusters Score: Raw -1022495.623537 + Penalty 13303.164455 = -1009192.459082 nChanged 106 Iteration 84Q (331.505348 sec): 6 clusters Score: Raw -1022534.043718 + Penalty 13303.164455 = -1009230.879263 nChanged 120 Iteration 85Q (331.860028 sec): 6 clusters Score: Raw -1022581.383834 + Penalty 13303.164455 = -1009278.219379 nChanged 104 Iteration 86Q (332.219979 sec): 6 clusters Score: Raw -1022626.705064 + Penalty 13303.164455 = -1009323.540609 nChanged 108 Iteration 87Q (332.576717 sec): 6 clusters Score: Raw -1022667.129119 + Penalty 13303.164455 = -1009363.964664 nChanged 122 Iteration 88Q (332.946925 sec): 6 clusters Score: Raw -1022717.946536 + Penalty 13303.164455 = -1009414.782081 nChanged 110 Iteration 89Q (333.283752 sec): 6 clusters Score: Raw -1022762.764345 + Penalty 13303.164455 = -1009459.599890 nChanged 81 Iteration 90Q (333.688649 sec): 6 clusters Score: Raw -1022785.954607 + Penalty 13303.164455 = -1009482.790151 nChanged 67 Iteration 91Q (334.051054 sec): 6 clusters Score: Raw -1022802.599321 + Penalty 13303.164455 = -1009499.434866 nChanged 43 Iteration 92Q (334.387607 sec): 6 clusters Score: Raw -1022813.047358 + Penalty 13303.164455 = -1009509.882902 nChanged 38 Iteration 93Q (334.757778 sec): 6 clusters Score: Raw -1022821.917652 + Penalty 13303.164455 = -1009518.753197 nChanged 32 Iteration 94Q (335.147270 sec): 6 clusters Score: Raw -1022828.479622 + Penalty 13303.164455 = -1009525.315167 nChanged 31 Iteration 95Q (335.512322 sec): 6 clusters Score: Raw -1022835.476721 + Penalty 13303.164455 = -1009532.312266 nChanged 25 Iteration 96Q (335.868734 sec): 6 clusters Score: Raw -1022840.672536 + Penalty 13303.164455 = -1009537.508081 nChanged 21 Iteration 97Q (336.204988 sec): 6 clusters Score: Raw -1022844.455418 + Penalty 13303.164455 = -1009541.290962 nChanged 14 Iteration 98Q (336.590330 sec): 6 clusters Score: Raw -1022846.966376 + Penalty 13303.164455 = -1009543.801921 nChanged 9 Writing temp clu file Because OldScore, -1009541.290962, is greater than current (better) Score,-1009543.801921 Compute initial score before splitting: Score: Raw -1022846.966376 + Penalty 13303.164455 = -1009543.801921 Trying to split cluster 1 (6917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.719284 sec): 2 clusters Score: Raw -342440.002264 + Penalty 2334.218681 = -340105.783583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.864934 sec): 3 clusters Score: Raw -339023.746448 + Penalty 4668.437362 = -334355.309085 nChanged 2738 SP:Iteration 1F (336.969605 sec): 3 clusters Score: Raw -340607.117915 + Penalty 4668.437362 = -335938.680552 nChanged 531 SP:Iteration 2F (337.090735 sec): 3 clusters Score: Raw -340908.470405 + Penalty 4668.437362 = -336240.033042 nChanged 386 SP:Iteration 3F (337.233976 sec): 3 clusters Score: Raw -341131.217224 + Penalty 4668.437362 = -336462.779862 nChanged 317 SP:Iteration 4Q (337.340006 sec): 3 clusters Score: Raw -341308.306728 + Penalty 4668.437362 = -336639.869366 nChanged 261 SP:Iteration 5Q (337.462545 sec): 3 clusters Score: Raw -341428.684877 + Penalty 4668.437362 = -336760.247515 nChanged 216 SP:Iteration 6Q (337.590359 sec): 3 clusters Score: Raw -341532.093032 + Penalty 4668.437362 = -336863.655669 nChanged 171 SP:Iteration 7Q (337.733755 sec): 3 clusters Score: Raw -341607.602061 + Penalty 4668.437362 = -336939.164699 nChanged 156 SP:Iteration 8Q (337.854364 sec): 3 clusters Score: Raw -341685.659307 + Penalty 4668.437362 = -337017.221945 nChanged 172 SP:Iteration 9Q (337.985245 sec): 3 clusters Score: Raw -341765.130020 + Penalty 4668.437362 = -337096.692658 nChanged 161 SP:Iteration 10Q (338.095966 sec): 3 clusters Score: Raw -341851.270130 + Penalty 4668.437362 = -337182.832767 nChanged 160 SP:Iteration 11Q (338.202415 sec): 3 clusters Score: Raw -341938.246770 + Penalty 4668.437362 = -337269.809408 nChanged 151 SP:Iteration 12Q (338.335153 sec): 3 clusters Score: Raw -342011.985055 + Penalty 4668.437362 = -337343.547692 nChanged 134 SP:Iteration 13Q (338.452697 sec): 3 clusters Score: Raw -342076.814569 + Penalty 4668.437362 = -337408.377207 nChanged 117 SP:Iteration 14Q (338.556424 sec): 3 clusters Score: Raw -342134.654257 + Penalty 4668.437362 = -337466.216895 nChanged 123 SP:Iteration 15Q (338.697058 sec): 3 clusters Score: Raw -342193.461287 + Penalty 4668.437362 = -337525.023924 nChanged 110 SP:Iteration 16Q (338.814524 sec): 3 clusters Score: Raw -342246.858751 + Penalty 4668.437362 = -337578.421388 nChanged 98 SP:Iteration 17Q (338.947621 sec): 3 clusters Score: Raw -342293.476375 + Penalty 4668.437362 = -337625.039012 nChanged 82 SP:Iteration 18Q (339.065252 sec): 3 clusters Score: Raw -342328.860811 + Penalty 4668.437362 = -337660.423449 nChanged 72 SP:Iteration 19Q (339.170592 sec): 3 clusters Score: Raw -342362.630550 + Penalty 4668.437362 = -337694.193187 nChanged 62 SP:Iteration 20F (339.299580 sec): 3 clusters Score: Raw -342391.119114 + Penalty 4668.437362 = -337722.681752 nChanged 50 SP:Iteration 21Q (339.415822 sec): 3 clusters Score: Raw -342410.365757 + Penalty 4668.437362 = -337741.928394 nChanged 43 SP:Iteration 22Q (339.532575 sec): 3 clusters Score: Raw -342428.368194 + Penalty 4668.437362 = -337759.930832 nChanged 56 SP:Iteration 23Q (339.648145 sec): 3 clusters Score: Raw -342448.820933 + Penalty 4668.437362 = -337780.383571 nChanged 38 SP:Iteration 24Q (339.765029 sec): 3 clusters Score: Raw -342463.634582 + Penalty 4668.437362 = -337795.197220 nChanged 34 SP:Iteration 25Q (339.911876 sec): 3 clusters Score: Raw -342478.223805 + Penalty 4668.437362 = -337809.786442 nChanged 29 SP:Iteration 26Q (340.052955 sec): 3 clusters Score: Raw -342488.451944 + Penalty 4668.437362 = -337820.014582 nChanged 25 SP:Iteration 27Q (340.108420 sec): 3 clusters Score: Raw -342497.240328 + Penalty 4668.437362 = -337828.802966 nChanged 21 SP:Iteration 28Q (340.169518 sec): 3 clusters Score: Raw -342505.536368 + Penalty 4668.437362 = -337837.099006 nChanged 28 SP:Iteration 29Q (340.230796 sec): 3 clusters Score: Raw -342515.225137 + Penalty 4668.437362 = -337846.787775 nChanged 11 SP:Iteration 30Q (340.347767 sec): 3 clusters Score: Raw -342519.412549 + Penalty 4668.437362 = -337850.975187 nChanged 14 SP:Iteration 31Q (340.461329 sec): 3 clusters Score: Raw -342523.998419 + Penalty 4668.437362 = -337855.561057 nChanged 18 SP:Iteration 32Q (340.606406 sec): 3 clusters Score: Raw -342531.602186 + Penalty 4668.437362 = -337863.164824 nChanged 16 SP:Iteration 33Q (340.719638 sec): 3 clusters Score: Raw -342538.688961 + Penalty 4668.437362 = -337870.251599 nChanged 19 SP:Iteration 34Q (340.849839 sec): 3 clusters Score: Raw -342547.687168 + Penalty 4668.437362 = -337879.249806 nChanged 20 SP:Iteration 35Q (341.000898 sec): 3 clusters Score: Raw -342555.459191 + Penalty 4668.437362 = -337887.021829 nChanged 19 SP:Iteration 36Q (341.092741 sec): 3 clusters Score: Raw -342564.169600 + Penalty 4668.437362 = -337895.732238 nChanged 19 SP:Iteration 37Q (341.244765 sec): 3 clusters Score: Raw -342574.107420 + Penalty 4668.437362 = -337905.670058 nChanged 22 SP:Iteration 38Q (341.337093 sec): 3 clusters Score: Raw -342584.483599 + Penalty 4668.437362 = -337916.046237 nChanged 24 SP:Iteration 39Q (341.469681 sec): 3 clusters Score: Raw -342595.004701 + Penalty 4668.437362 = -337926.567339 nChanged 26 SP:Iteration 40F (341.573674 sec): 3 clusters Score: Raw -342605.574458 + Penalty 4668.437362 = -337937.137096 nChanged 17 SP:Iteration 41Q (341.704422 sec): 3 clusters Score: Raw -342613.250834 + Penalty 4668.437362 = -337944.813471 nChanged 14 SP:Iteration 42Q (341.843583 sec): 3 clusters Score: Raw -342619.247442 + Penalty 4668.437362 = -337950.810080 nChanged 13 SP:Iteration 43Q (341.943866 sec): 3 clusters Score: Raw -342625.030073 + Penalty 4668.437362 = -337956.592711 nChanged 16 SP:Iteration 44Q (342.073644 sec): 3 clusters Score: Raw -342631.851277 + Penalty 4668.437362 = -337963.413914 nChanged 15 SP:Iteration 45Q (342.213878 sec): 3 clusters Score: Raw -342638.184690 + Penalty 4668.437362 = -337969.747327 nChanged 19 SP:Iteration 46Q (342.333967 sec): 3 clusters Score: Raw -342644.478030 + Penalty 4668.437362 = -337976.040668 nChanged 18 SP:Iteration 47Q (342.453477 sec): 3 clusters Score: Raw -342651.942223 + Penalty 4668.437362 = -337983.504860 nChanged 23 SP:Iteration 48Q (342.546684 sec): 3 clusters Score: Raw -342661.823505 + Penalty 4668.437362 = -337993.386143 nChanged 22 SP:Iteration 49Q (342.681020 sec): 3 clusters Score: Raw -342673.455641 + Penalty 4668.437362 = -338005.018279 nChanged 25 SP:Iteration 50Q (342.819792 sec): 3 clusters Score: Raw -342682.363365 + Penalty 4668.437362 = -338013.926002 nChanged 17 SP:Iteration 51Q (342.964442 sec): 3 clusters Score: Raw -342688.375749 + Penalty 4668.437362 = -338019.938387 nChanged 9 SP:Iteration 52Q (343.079193 sec): 3 clusters Score: Raw -342691.698476 + Penalty 4668.437362 = -338023.261114 nChanged 10 SP:Iteration 53Q (343.189626 sec): 3 clusters Score: Raw -342695.821518 + Penalty 4668.437362 = -338027.384156 nChanged 5 SP:Iteration 54Q (343.337560 sec): 3 clusters Score: Raw -342697.252868 + Penalty 4668.437362 = -338028.815506 nChanged 4 SP:Iteration 55Q (343.427534 sec): 3 clusters Score: Raw -342700.109316 + Penalty 4668.437362 = -338031.671954 nChanged 5 SP:Iteration 56Q (343.556243 sec): 3 clusters Score: Raw -342701.811742 + Penalty 4668.437362 = -338033.374379 nChanged 5 SP:Iteration 57Q (343.656594 sec): 3 clusters Score: Raw -342704.955471 + Penalty 4668.437362 = -338036.518108 nChanged 7 SP:Iteration 58Q (343.786556 sec): 3 clusters Score: Raw -342708.393046 + Penalty 4668.437362 = -338039.955684 nChanged 9 SP:Iteration 59Q (343.897354 sec): 3 clusters Score: Raw -342711.840646 + Penalty 4668.437362 = -338043.403283 nChanged 11 SP:Iteration 60F (344.012571 sec): 3 clusters Score: Raw -342718.598264 + Penalty 4668.437362 = -338050.160902 nChanged 11 SP:Iteration 61Q (344.132945 sec): 3 clusters Score: Raw -342722.944168 + Penalty 4668.437362 = -338054.506805 nChanged 10 SP:Iteration 62Q (344.262868 sec): 3 clusters Score: Raw -342727.014709 + Penalty 4668.437362 = -338058.577347 nChanged 8 SP:Iteration 63Q (344.388488 sec): 3 clusters Score: Raw -342730.516712 + Penalty 4668.437362 = -338062.079349 nChanged 9 SP:Iteration 64Q (344.530828 sec): 3 clusters Score: Raw -342734.785735 + Penalty 4668.437362 = -338066.348373 nChanged 6 SP:Iteration 65Q (344.654811 sec): 3 clusters Score: Raw -342737.759778 + Penalty 4668.437362 = -338069.322416 nChanged 7 SP:Iteration 66Q (344.757179 sec): 3 clusters Score: Raw -342742.136469 + Penalty 4668.437362 = -338073.699106 nChanged 7 SP:Iteration 67Q (344.869795 sec): 3 clusters Score: Raw -342744.714981 + Penalty 4668.437362 = -338076.277619 nChanged 7 SP:Iteration 68Q (344.971566 sec): 3 clusters Score: Raw -342748.106394 + Penalty 4668.437362 = -338079.669032 nChanged 10 SP:Iteration 69Q (345.133382 sec): 3 clusters Score: Raw -342752.988823 + Penalty 4668.437362 = -338084.551460 nChanged 6 SP:Iteration 70Q (345.226516 sec): 3 clusters Score: Raw -342755.464764 + Penalty 4668.437362 = -338087.027401 nChanged 6 SP:Iteration 71Q (345.340321 sec): 3 clusters Score: Raw -342758.544900 + Penalty 4668.437362 = -338090.107537 nChanged 7 SP:Iteration 72Q (345.438784 sec): 3 clusters Score: Raw -342762.651209 + Penalty 4668.437362 = -338094.213847 nChanged 11 SP:Iteration 73Q (345.558123 sec): 3 clusters Score: Raw -342768.465366 + Penalty 4668.437362 = -338100.028004 nChanged 10 SP:Iteration 74Q (345.669118 sec): 3 clusters Score: Raw -342773.341027 + Penalty 4668.437362 = -338104.903665 nChanged 9 SP:Iteration 75Q (345.779290 sec): 3 clusters Score: Raw -342777.754199 + Penalty 4668.437362 = -338109.316836 nChanged 12 SP:Iteration 76Q (345.890360 sec): 3 clusters Score: Raw -342787.771391 + Penalty 4668.437362 = -338119.334029 nChanged 15 SP:Iteration 77Q (346.014802 sec): 3 clusters Score: Raw -342796.313422 + Penalty 4668.437362 = -338127.876060 nChanged 19 SP:Iteration 78Q (346.140308 sec): 3 clusters Score: Raw -342811.712423 + Penalty 4668.437362 = -338143.275061 nChanged 27 SP:Iteration 79Q (346.265951 sec): 3 clusters Score: Raw -342829.054727 + Penalty 4668.437362 = -338160.617365 nChanged 23 SP:Iteration 80F (346.409066 sec): 3 clusters Score: Raw -342844.801836 + Penalty 4668.437362 = -338176.364473 nChanged 16 SP:Iteration 81Q (346.530338 sec): 3 clusters Score: Raw -342854.085784 + Penalty 4668.437362 = -338185.648422 nChanged 15 SP:Iteration 82Q (346.637654 sec): 3 clusters Score: Raw -342862.819096 + Penalty 4668.437362 = -338194.381734 nChanged 16 SP:Iteration 83Q (346.713722 sec): 3 clusters Score: Raw -342876.683209 + Penalty 4668.437362 = -338208.245847 nChanged 17 SP:Iteration 84Q (346.771487 sec): 3 clusters Score: Raw -342888.451595 + Penalty 4668.437362 = -338220.014233 nChanged 17 SP:Iteration 85Q (346.828867 sec): 3 clusters Score: Raw -342898.269700 + Penalty 4668.437362 = -338229.832337 nChanged 17 SP:Iteration 86Q (346.965772 sec): 3 clusters Score: Raw -342905.690375 + Penalty 4668.437362 = -338237.253012 nChanged 21 SP:Iteration 87Q (347.099552 sec): 3 clusters Score: Raw -342917.077487 + Penalty 4668.437362 = -338248.640125 nChanged 14 SP:Iteration 88Q (347.221542 sec): 3 clusters Score: Raw -342924.107623 + Penalty 4668.437362 = -338255.670261 nChanged 14 SP:Iteration 89Q (347.357114 sec): 3 clusters Score: Raw -342931.824030 + Penalty 4668.437362 = -338263.386667 nChanged 14 SP:Iteration 90Q (347.457205 sec): 3 clusters Score: Raw -342938.965284 + Penalty 4668.437362 = -338270.527922 nChanged 10 SP:Iteration 91Q (347.561064 sec): 3 clusters Score: Raw -342944.457648 + Penalty 4668.437362 = -338276.020286 nChanged 10 SP:Iteration 92Q (347.695115 sec): 3 clusters Score: Raw -342949.602366 + Penalty 4668.437362 = -338281.165004 nChanged 10 SP:Iteration 93Q (347.805568 sec): 3 clusters Score: Raw -342954.772293 + Penalty 4668.437362 = -338286.334931 nChanged 5 SP:Iteration 94Q (347.917101 sec): 3 clusters Score: Raw -342956.749652 + Penalty 4668.437362 = -338288.312289 nChanged 4 SP:Iteration 95Q (348.040043 sec): 3 clusters Score: Raw -342958.903039 + Penalty 4668.437362 = -338290.465677 nChanged 5 SP:Iteration 96Q (348.168859 sec): 3 clusters Score: Raw -342962.075969 + Penalty 4668.437362 = -338293.638607 nChanged 7 SP:Iteration 97Q (348.291758 sec): 3 clusters Score: Raw -342965.567933 + Penalty 4668.437362 = -338297.130571 nChanged 7 SP:Iteration 98Q (348.387531 sec): 3 clusters Score: Raw -342969.169414 + Penalty 4668.437362 = -338300.732052 nChanged 4 SP:Iteration 99Q (348.497898 sec): 3 clusters Score: Raw -342970.639125 + Penalty 4668.437362 = -338302.201762 nChanged 3 SP:Iteration 100F (348.629765 sec): 3 clusters Score: Raw -342973.495751 + Penalty 4668.437362 = -338305.058389 nChanged 7 SP:Iteration 101Q (348.749879 sec): 3 clusters Score: Raw -342978.868280 + Penalty 4668.437362 = -338310.430917 nChanged 4 SP:Iteration 102Q (348.875927 sec): 3 clusters Score: Raw -342981.450283 + Penalty 4668.437362 = -338313.012921 nChanged 3 SP:Iteration 103Q (348.998806 sec): 3 clusters Score: Raw -342982.306186 + Penalty 4668.437362 = -338313.868824 nChanged 1 SP:Iteration 104Q (349.092936 sec): 3 clusters Score: Raw -342983.099863 + Penalty 4668.437362 = -338314.662501 nChanged 4 SP:Iteration 105Q (349.202491 sec): 3 clusters Score: Raw -342984.775123 + Penalty 4668.437362 = -338316.337761 nChanged 2 SP:Iteration 106Q (349.330852 sec): 3 clusters Score: Raw -342985.931760 + Penalty 4668.437362 = -338317.494398 nChanged 2 SP:Iteration 107Q (349.470543 sec): 3 clusters Score: Raw -342986.615345 + Penalty 4668.437362 = -338318.177983 nChanged 1 SP:Iteration 108Q (349.568540 sec): 3 clusters Score: Raw -342987.604230 + Penalty 4668.437362 = -338319.166868 nChanged 3 SP:Iteration 109Q (349.673530 sec): 3 clusters Score: Raw -342988.900739 + Penalty 4668.437362 = -338320.463376 nChanged 1 SP:Iteration 110Q (349.789522 sec): 3 clusters Score: Raw -342989.017599 + Penalty 4668.437362 = -338320.580237 nChanged 0 SP:Iteration 111F (349.939464 sec): 3 clusters Score: Raw -342989.017599 + Penalty 4668.437362 = -338320.580237 nChanged 0 Trying to split cluster 2 (3555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (350.011095 sec): 2 clusters Score: Raw -157372.445471 + Penalty 2158.493130 = -155213.952340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (350.104148 sec): 3 clusters Score: Raw -155836.154348 + Penalty 4316.986261 = -151519.168087 nChanged 1251 SP:Iteration 1F (350.217254 sec): 3 clusters Score: Raw -156678.784726 + Penalty 4316.986261 = -152361.798465 nChanged 319 SP:Iteration 2F (350.299020 sec): 3 clusters Score: Raw -156938.838406 + Penalty 4316.986261 = -152621.852145 nChanged 221 SP:Iteration 3F (350.405455 sec): 3 clusters Score: Raw -157132.078620 + Penalty 4316.986261 = -152815.092359 nChanged 158 SP:Iteration 4Q (350.500839 sec): 3 clusters Score: Raw -157279.923135 + Penalty 4316.986261 = -152962.936874 nChanged 142 SP:Iteration 5Q (350.620274 sec): 3 clusters Score: Raw -157398.689137 + Penalty 4316.986261 = -153081.702876 nChanged 115 SP:Iteration 6Q (350.709406 sec): 3 clusters Score: Raw -157485.135543 + Penalty 4316.986261 = -153168.149283 nChanged 100 SP:Iteration 7Q (350.801552 sec): 3 clusters Score: Raw -157575.075381 + Penalty 4316.986261 = -153258.089121 nChanged 85 SP:Iteration 8Q (350.902299 sec): 3 clusters Score: Raw -157641.314156 + Penalty 4316.986261 = -153324.327895 nChanged 73 SP:Iteration 9Q (350.989993 sec): 3 clusters Score: Raw -157688.407492 + Penalty 4316.986261 = -153371.421231 nChanged 65 SP:Iteration 10Q (351.084281 sec): 3 clusters Score: Raw -157730.434277 + Penalty 4316.986261 = -153413.448016 nChanged 60 SP:Iteration 11Q (351.187582 sec): 3 clusters Score: Raw -157768.989229 + Penalty 4316.986261 = -153452.002969 nChanged 54 SP:Iteration 12Q (351.244953 sec): 3 clusters Score: Raw -157797.336114 + Penalty 4316.986261 = -153480.349854 nChanged 37 SP:Iteration 13Q (351.362596 sec): 3 clusters Score: Raw -157818.567155 + Penalty 4316.986261 = -153501.580895 nChanged 45 SP:Iteration 14Q (351.451443 sec): 3 clusters Score: Raw -157849.575838 + Penalty 4316.986261 = -153532.589577 nChanged 36 SP:Iteration 15Q (351.539722 sec): 3 clusters Score: Raw -157869.794693 + Penalty 4316.986261 = -153552.808432 nChanged 35 SP:Iteration 16Q (351.626532 sec): 3 clusters Score: Raw -157888.765400 + Penalty 4316.986261 = -153571.779139 nChanged 34 SP:Iteration 17Q (351.722149 sec): 3 clusters Score: Raw -157907.387347 + Penalty 4316.986261 = -153590.401086 nChanged 34 SP:Iteration 18Q (351.844579 sec): 3 clusters Score: Raw -157936.329447 + Penalty 4316.986261 = -153619.343187 nChanged 43 SP:Iteration 19Q (351.963492 sec): 3 clusters Score: Raw -157962.274781 + Penalty 4316.986261 = -153645.288520 nChanged 38 SP:Iteration 20F (352.045494 sec): 3 clusters Score: Raw -157985.828185 + Penalty 4316.986261 = -153668.841924 nChanged 36 SP:Iteration 21Q (352.130065 sec): 3 clusters Score: Raw -158005.790165 + Penalty 4316.986261 = -153688.803905 nChanged 38 SP:Iteration 22Q (352.234671 sec): 3 clusters Score: Raw -158029.687740 + Penalty 4316.986261 = -153712.701479 nChanged 42 SP:Iteration 23Q (352.348628 sec): 3 clusters Score: Raw -158056.385070 + Penalty 4316.986261 = -153739.398809 nChanged 43 SP:Iteration 24Q (352.446174 sec): 3 clusters Score: Raw -158085.371150 + Penalty 4316.986261 = -153768.384890 nChanged 43 SP:Iteration 25Q (352.536204 sec): 3 clusters Score: Raw -158118.461196 + Penalty 4316.986261 = -153801.474936 nChanged 42 SP:Iteration 26Q (352.630499 sec): 3 clusters Score: Raw -158151.243694 + Penalty 4316.986261 = -153834.257433 nChanged 35 SP:Iteration 27Q (352.730238 sec): 3 clusters Score: Raw -158173.365812 + Penalty 4316.986261 = -153856.379551 nChanged 23 SP:Iteration 28Q (352.831718 sec): 3 clusters Score: Raw -158185.515917 + Penalty 4316.986261 = -153868.529656 nChanged 20 SP:Iteration 29Q (352.939428 sec): 3 clusters Score: Raw -158194.430195 + Penalty 4316.986261 = -153877.443934 nChanged 20 SP:Iteration 30Q (353.047876 sec): 3 clusters Score: Raw -158202.432175 + Penalty 4316.986261 = -153885.445914 nChanged 19 SP:Iteration 31Q (353.146838 sec): 3 clusters Score: Raw -158211.838080 + Penalty 4316.986261 = -153894.851819 nChanged 15 SP:Iteration 32Q (353.257838 sec): 3 clusters Score: Raw -158218.409179 + Penalty 4316.986261 = -153901.422918 nChanged 7 SP:Iteration 33Q (353.392727 sec): 3 clusters Score: Raw -158221.111708 + Penalty 4316.986261 = -153904.125447 nChanged 6 SP:Iteration 34Q (353.476995 sec): 3 clusters Score: Raw -158223.690931 + Penalty 4316.986261 = -153906.704670 nChanged 1 SP:Iteration 35Q (353.593380 sec): 3 clusters Score: Raw -158223.835945 + Penalty 4316.986261 = -153906.849684 nChanged 0 SP:Iteration 36F (353.634883 sec): 3 clusters Score: Raw -158223.835945 + Penalty 4316.986261 = -153906.849684 nChanged 0 Trying to split cluster 3 (4824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (353.722393 sec): 2 clusters Score: Raw -202002.685180 + Penalty 2239.078707 = -199763.606474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (353.867798 sec): 3 clusters Score: Raw -199811.736943 + Penalty 4478.157414 = -195333.579529 nChanged 1830 SP:Iteration 1F (353.964035 sec): 3 clusters Score: Raw -201094.145102 + Penalty 4478.157414 = -196615.987688 nChanged 467 SP:Iteration 2F (354.068995 sec): 3 clusters Score: Raw -201507.998295 + Penalty 4478.157414 = -197029.840881 nChanged 344 SP:Iteration 3F (354.197479 sec): 3 clusters Score: Raw -201791.350786 + Penalty 4478.157414 = -197313.193372 nChanged 252 SP:Iteration 4F (354.243501 sec): 3 clusters Score: Raw -201994.555210 + Penalty 4478.157414 = -197516.397796 nChanged 218 SP:Iteration 5Q (354.362053 sec): 3 clusters Score: Raw -202158.357241 + Penalty 4478.157414 = -197680.199827 nChanged 172 SP:Iteration 6Q (354.498854 sec): 3 clusters Score: Raw -202270.905213 + Penalty 4478.157414 = -197792.747799 nChanged 126 SP:Iteration 7Q (354.596631 sec): 3 clusters Score: Raw -202349.571595 + Penalty 4478.157414 = -197871.414181 nChanged 102 SP:Iteration 8Q (354.708115 sec): 3 clusters Score: Raw -202403.046182 + Penalty 4478.157414 = -197924.888768 nChanged 71 SP:Iteration 9Q (354.816568 sec): 3 clusters Score: Raw -202439.237827 + Penalty 4478.157414 = -197961.080413 nChanged 63 SP:Iteration 10Q (354.951723 sec): 3 clusters Score: Raw -202472.446606 + Penalty 4478.157414 = -197994.289193 nChanged 54 SP:Iteration 11Q (355.044342 sec): 3 clusters Score: Raw -202500.261728 + Penalty 4478.157414 = -198022.104314 nChanged 49 SP:Iteration 12Q (355.167473 sec): 3 clusters Score: Raw -202524.736691 + Penalty 4478.157414 = -198046.579278 nChanged 48 SP:Iteration 13Q (355.257779 sec): 3 clusters Score: Raw -202547.498869 + Penalty 4478.157414 = -198069.341455 nChanged 46 SP:Iteration 14Q (355.376530 sec): 3 clusters Score: Raw -202571.355416 + Penalty 4478.157414 = -198093.198002 nChanged 47 SP:Iteration 15Q (355.502425 sec): 3 clusters Score: Raw -202592.294924 + Penalty 4478.157414 = -198114.137510 nChanged 38 SP:Iteration 16Q (355.548384 sec): 3 clusters Score: Raw -202610.458280 + Penalty 4478.157414 = -198132.300866 nChanged 44 SP:Iteration 17Q (355.594472 sec): 3 clusters Score: Raw -202631.202089 + Penalty 4478.157414 = -198153.044675 nChanged 35 SP:Iteration 18Q (355.722591 sec): 3 clusters Score: Raw -202648.343245 + Penalty 4478.157414 = -198170.185831 nChanged 34 SP:Iteration 19Q (355.851645 sec): 3 clusters Score: Raw -202663.118857 + Penalty 4478.157414 = -198184.961444 nChanged 21 SP:Iteration 20F (355.905082 sec): 3 clusters Score: Raw -202672.497481 + Penalty 4478.157414 = -198194.340067 nChanged 24 SP:Iteration 21Q (356.004043 sec): 3 clusters Score: Raw -202681.680758 + Penalty 4478.157414 = -198203.523344 nChanged 17 SP:Iteration 22Q (356.128620 sec): 3 clusters Score: Raw -202688.571483 + Penalty 4478.157414 = -198210.414069 nChanged 19 SP:Iteration 23Q (356.239686 sec): 3 clusters Score: Raw -202696.986513 + Penalty 4478.157414 = -198218.829099 nChanged 26 SP:Iteration 24Q (356.349096 sec): 3 clusters Score: Raw -202706.489236 + Penalty 4478.157414 = -198228.331822 nChanged 15 SP:Iteration 25Q (356.472890 sec): 3 clusters Score: Raw -202712.470559 + Penalty 4478.157414 = -198234.313145 nChanged 18 SP:Iteration 26Q (356.595614 sec): 3 clusters Score: Raw -202723.661648 + Penalty 4478.157414 = -198245.504234 nChanged 22 SP:Iteration 27Q (356.729985 sec): 3 clusters Score: Raw -202733.773500 + Penalty 4478.157414 = -198255.616086 nChanged 25 SP:Iteration 28Q (356.863925 sec): 3 clusters Score: Raw -202743.891485 + Penalty 4478.157414 = -198265.734071 nChanged 17 SP:Iteration 29Q (356.955532 sec): 3 clusters Score: Raw -202749.810448 + Penalty 4478.157414 = -198271.653034 nChanged 20 SP:Iteration 30Q (357.080030 sec): 3 clusters Score: Raw -202757.131008 + Penalty 4478.157414 = -198278.973595 nChanged 17 SP:Iteration 31Q (357.192309 sec): 3 clusters Score: Raw -202762.664204 + Penalty 4478.157414 = -198284.506790 nChanged 14 SP:Iteration 32Q (357.334185 sec): 3 clusters Score: Raw -202768.576155 + Penalty 4478.157414 = -198290.418741 nChanged 15 SP:Iteration 33Q (357.470922 sec): 3 clusters Score: Raw -202772.874313 + Penalty 4478.157414 = -198294.716899 nChanged 13 SP:Iteration 34Q (357.603744 sec): 3 clusters Score: Raw -202776.663946 + Penalty 4478.157414 = -198298.506532 nChanged 12 SP:Iteration 35Q (357.733009 sec): 3 clusters Score: Raw -202780.240317 + Penalty 4478.157414 = -198302.082903 nChanged 8 SP:Iteration 36Q (357.871461 sec): 3 clusters Score: Raw -202782.590733 + Penalty 4478.157414 = -198304.433319 nChanged 6 SP:Iteration 37Q (357.939930 sec): 3 clusters Score: Raw -202784.276706 + Penalty 4478.157414 = -198306.119292 nChanged 6 SP:Iteration 38Q (358.077579 sec): 3 clusters Score: Raw -202786.629654 + Penalty 4478.157414 = -198308.472240 nChanged 8 SP:Iteration 39Q (358.191728 sec): 3 clusters Score: Raw -202789.225747 + Penalty 4478.157414 = -198311.068333 nChanged 10 SP:Iteration 40F (358.314905 sec): 3 clusters Score: Raw -202793.011308 + Penalty 4478.157414 = -198314.853894 nChanged 9 SP:Iteration 41Q (358.421882 sec): 3 clusters Score: Raw -202796.052061 + Penalty 4478.157414 = -198317.894647 nChanged 13 SP:Iteration 42Q (358.529014 sec): 3 clusters Score: Raw -202799.965538 + Penalty 4478.157414 = -198321.808124 nChanged 7 SP:Iteration 43Q (358.579687 sec): 3 clusters Score: Raw -202802.812153 + Penalty 4478.157414 = -198324.654739 nChanged 7 SP:Iteration 44Q (358.628182 sec): 3 clusters Score: Raw -202805.968504 + Penalty 4478.157414 = -198327.811090 nChanged 12 SP:Iteration 45Q (358.677081 sec): 3 clusters Score: Raw -202809.052091 + Penalty 4478.157414 = -198330.894677 nChanged 13 SP:Iteration 46Q (358.726116 sec): 3 clusters Score: Raw -202813.551362 + Penalty 4478.157414 = -198335.393948 nChanged 8 SP:Iteration 47Q (358.778566 sec): 3 clusters Score: Raw -202816.532594 + Penalty 4478.157414 = -198338.375181 nChanged 12 SP:Iteration 48Q (358.831910 sec): 3 clusters Score: Raw -202820.355682 + Penalty 4478.157414 = -198342.198268 nChanged 8 SP:Iteration 49Q (358.884940 sec): 3 clusters Score: Raw -202822.663151 + Penalty 4478.157414 = -198344.505737 nChanged 4 SP:Iteration 50Q (358.936911 sec): 3 clusters Score: Raw -202823.679532 + Penalty 4478.157414 = -198345.522118 nChanged 6 SP:Iteration 51Q (358.988514 sec): 3 clusters Score: Raw -202825.937952 + Penalty 4478.157414 = -198347.780538 nChanged 5 SP:Iteration 52Q (359.039779 sec): 3 clusters Score: Raw -202827.609360 + Penalty 4478.157414 = -198349.451946 nChanged 5 SP:Iteration 53Q (359.091495 sec): 3 clusters Score: Raw -202829.728249 + Penalty 4478.157414 = -198351.570835 nChanged 5 SP:Iteration 54Q (359.143538 sec): 3 clusters Score: Raw -202832.114806 + Penalty 4478.157414 = -198353.957392 nChanged 6 SP:Iteration 55Q (359.195424 sec): 3 clusters Score: Raw -202835.192670 + Penalty 4478.157414 = -198357.035256 nChanged 9 SP:Iteration 56Q (359.247396 sec): 3 clusters Score: Raw -202838.867669 + Penalty 4478.157414 = -198360.710255 nChanged 12 SP:Iteration 57Q (359.299276 sec): 3 clusters Score: Raw -202843.312615 + Penalty 4478.157414 = -198365.155201 nChanged 12 SP:Iteration 58Q (359.351133 sec): 3 clusters Score: Raw -202847.205005 + Penalty 4478.157414 = -198369.047591 nChanged 15 SP:Iteration 59Q (359.403053 sec): 3 clusters Score: Raw -202853.617389 + Penalty 4478.157414 = -198375.459975 nChanged 14 SP:Iteration 60F (359.454567 sec): 3 clusters Score: Raw -202859.499556 + Penalty 4478.157414 = -198381.342142 nChanged 14 SP:Iteration 61Q (359.506221 sec): 3 clusters Score: Raw -202864.824518 + Penalty 4478.157414 = -198386.667105 nChanged 21 SP:Iteration 62Q (359.616863 sec): 3 clusters Score: Raw -202871.669884 + Penalty 4478.157414 = -198393.512470 nChanged 14 SP:Iteration 63Q (359.668610 sec): 3 clusters Score: Raw -202876.193251 + Penalty 4478.157414 = -198398.035837 nChanged 16 SP:Iteration 64Q (359.720614 sec): 3 clusters Score: Raw -202882.633474 + Penalty 4478.157414 = -198404.476061 nChanged 22 SP:Iteration 65Q (359.772534 sec): 3 clusters Score: Raw -202891.026951 + Penalty 4478.157414 = -198412.869537 nChanged 16 SP:Iteration 66Q (359.825102 sec): 3 clusters Score: Raw -202895.993072 + Penalty 4478.157414 = -198417.835658 nChanged 15 SP:Iteration 67Q (359.877221 sec): 3 clusters Score: Raw -202900.858076 + Penalty 4478.157414 = -198422.700662 nChanged 10 SP:Iteration 68Q (359.929025 sec): 3 clusters Score: Raw -202903.876799 + Penalty 4478.157414 = -198425.719385 nChanged 10 SP:Iteration 69Q (359.980863 sec): 3 clusters Score: Raw -202907.381705 + Penalty 4478.157414 = -198429.224291 nChanged 13 SP:Iteration 70Q (360.064453 sec): 3 clusters Score: Raw -202912.172143 + Penalty 4478.157414 = -198434.014730 nChanged 11 SP:Iteration 71Q (360.117125 sec): 3 clusters Score: Raw -202915.973048 + Penalty 4478.157414 = -198437.815634 nChanged 14 SP:Iteration 72Q (360.170430 sec): 3 clusters Score: Raw -202920.956543 + Penalty 4478.157414 = -198442.799129 nChanged 9 SP:Iteration 73Q (360.223635 sec): 3 clusters Score: Raw -202923.304468 + Penalty 4478.157414 = -198445.147054 nChanged 9 SP:Iteration 74Q (360.277066 sec): 3 clusters Score: Raw -202925.615537 + Penalty 4478.157414 = -198447.458123 nChanged 9 SP:Iteration 75Q (360.329648 sec): 3 clusters Score: Raw -202927.799274 + Penalty 4478.157414 = -198449.641860 nChanged 9 SP:Iteration 76Q (360.382271 sec): 3 clusters Score: Raw -202930.133154 + Penalty 4478.157414 = -198451.975740 nChanged 3 SP:Iteration 77Q (360.434176 sec): 3 clusters Score: Raw -202930.926366 + Penalty 4478.157414 = -198452.768953 nChanged 5 SP:Iteration 78Q (360.485653 sec): 3 clusters Score: Raw -202932.443116 + Penalty 4478.157414 = -198454.285702 nChanged 11 SP:Iteration 79Q (360.537128 sec): 3 clusters Score: Raw -202936.357175 + Penalty 4478.157414 = -198458.199761 nChanged 7 SP:Iteration 80F (360.588015 sec): 3 clusters Score: Raw -202938.332941 + Penalty 4478.157414 = -198460.175527 nChanged 8 SP:Iteration 81Q (360.639735 sec): 3 clusters Score: Raw -202940.064547 + Penalty 4478.157414 = -198461.907133 nChanged 5 SP:Iteration 82Q (360.691283 sec): 3 clusters Score: Raw -202941.163388 + Penalty 4478.157414 = -198463.005974 nChanged 4 SP:Iteration 83Q (360.742791 sec): 3 clusters Score: Raw -202942.667900 + Penalty 4478.157414 = -198464.510486 nChanged 5 SP:Iteration 84Q (360.794627 sec): 3 clusters Score: Raw -202944.129868 + Penalty 4478.157414 = -198465.972454 nChanged 4 SP:Iteration 85Q (360.845996 sec): 3 clusters Score: Raw -202945.537489 + Penalty 4478.157414 = -198467.380075 nChanged 5 SP:Iteration 86Q (360.897761 sec): 3 clusters Score: Raw -202948.529952 + Penalty 4478.157414 = -198470.372538 nChanged 8 SP:Iteration 87Q (360.949484 sec): 3 clusters Score: Raw -202950.694694 + Penalty 4478.157414 = -198472.537280 nChanged 9 SP:Iteration 88Q (361.001176 sec): 3 clusters Score: Raw -202953.645994 + Penalty 4478.157414 = -198475.488580 nChanged 8 SP:Iteration 89Q (361.052681 sec): 3 clusters Score: Raw -202957.059784 + Penalty 4478.157414 = -198478.902371 nChanged 6 SP:Iteration 90Q (361.104329 sec): 3 clusters Score: Raw -202958.532216 + Penalty 4478.157414 = -198480.374802 nChanged 4 SP:Iteration 91Q (361.155993 sec): 3 clusters Score: Raw -202959.279939 + Penalty 4478.157414 = -198481.122525 nChanged 0 SP:Iteration 92F (361.207251 sec): 3 clusters Score: Raw -202959.279939 + Penalty 4478.157414 = -198481.122525 nChanged 0 Trying to split cluster 4 (3537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (361.252579 sec): 2 clusters Score: Raw -127688.956290 + Penalty 2157.153026 = -125531.803264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.410317 sec): 3 clusters Score: Raw -126146.239719 + Penalty 4314.306052 = -121831.933667 nChanged 1282 SP:Iteration 1F (361.487181 sec): 3 clusters Score: Raw -126972.797712 + Penalty 4314.306052 = -122658.491660 nChanged 298 SP:Iteration 2F (361.533772 sec): 3 clusters Score: Raw -127240.930463 + Penalty 4314.306052 = -122926.624411 nChanged 210 SP:Iteration 3F (361.575614 sec): 3 clusters Score: Raw -127423.686086 + Penalty 4314.306052 = -123109.380034 nChanged 166 SP:Iteration 4Q (361.618293 sec): 3 clusters Score: Raw -127573.679654 + Penalty 4314.306052 = -123259.373602 nChanged 136 SP:Iteration 5Q (361.661545 sec): 3 clusters Score: Raw -127698.904888 + Penalty 4314.306052 = -123384.598836 nChanged 150 SP:Iteration 6Q (361.708642 sec): 3 clusters Score: Raw -127835.691213 + Penalty 4314.306052 = -123521.385161 nChanged 145 SP:Iteration 7Q (361.755489 sec): 3 clusters Score: Raw -127957.259298 + Penalty 4314.306052 = -123642.953246 nChanged 108 SP:Iteration 8Q (361.802394 sec): 3 clusters Score: Raw -128053.314200 + Penalty 4314.306052 = -123739.008148 nChanged 100 SP:Iteration 9Q (361.848086 sec): 3 clusters Score: Raw -128138.633753 + Penalty 4314.306052 = -123824.327701 nChanged 102 SP:Iteration 10Q (361.890906 sec): 3 clusters Score: Raw -128219.081649 + Penalty 4314.306052 = -123904.775597 nChanged 79 SP:Iteration 11Q (361.933744 sec): 3 clusters Score: Raw -128279.507214 + Penalty 4314.306052 = -123965.201162 nChanged 75 SP:Iteration 12Q (361.976605 sec): 3 clusters Score: Raw -128335.544656 + Penalty 4314.306052 = -124021.238604 nChanged 72 SP:Iteration 13Q (362.021031 sec): 3 clusters Score: Raw -128380.940878 + Penalty 4314.306052 = -124066.634827 nChanged 57 SP:Iteration 14Q (362.067679 sec): 3 clusters Score: Raw -128414.025615 + Penalty 4314.306052 = -124099.719563 nChanged 40 SP:Iteration 15Q (362.114435 sec): 3 clusters Score: Raw -128439.117968 + Penalty 4314.306052 = -124124.811916 nChanged 41 SP:Iteration 16Q (362.160845 sec): 3 clusters Score: Raw -128461.087683 + Penalty 4314.306052 = -124146.781631 nChanged 29 SP:Iteration 17Q (362.205586 sec): 3 clusters Score: Raw -128478.352715 + Penalty 4314.306052 = -124164.046663 nChanged 25 SP:Iteration 18Q (362.249815 sec): 3 clusters Score: Raw -128492.810729 + Penalty 4314.306052 = -124178.504677 nChanged 29 SP:Iteration 19Q (362.294055 sec): 3 clusters Score: Raw -128509.285298 + Penalty 4314.306052 = -124194.979246 nChanged 18 SP:Iteration 20F (362.337710 sec): 3 clusters Score: Raw -128518.034363 + Penalty 4314.306052 = -124203.728311 nChanged 13 SP:Iteration 21Q (362.382996 sec): 3 clusters Score: Raw -128524.364139 + Penalty 4314.306052 = -124210.058087 nChanged 13 SP:Iteration 22Q (362.428508 sec): 3 clusters Score: Raw -128531.009157 + Penalty 4314.306052 = -124216.703105 nChanged 14 SP:Iteration 23Q (362.474076 sec): 3 clusters Score: Raw -128539.133262 + Penalty 4314.306052 = -124224.827210 nChanged 12 SP:Iteration 24Q (362.519571 sec): 3 clusters Score: Raw -128544.672221 + Penalty 4314.306052 = -124230.366169 nChanged 11 SP:Iteration 25Q (362.564798 sec): 3 clusters Score: Raw -128549.957510 + Penalty 4314.306052 = -124235.651459 nChanged 10 SP:Iteration 26Q (362.609568 sec): 3 clusters Score: Raw -128553.747967 + Penalty 4314.306052 = -124239.441915 nChanged 5 SP:Iteration 27Q (362.653410 sec): 3 clusters Score: Raw -128555.651765 + Penalty 4314.306052 = -124241.345713 nChanged 3 SP:Iteration 28Q (362.697149 sec): 3 clusters Score: Raw -128556.163562 + Penalty 4314.306052 = -124241.857511 nChanged 0 SP:Iteration 29F (362.739973 sec): 3 clusters Score: Raw -128556.163562 + Penalty 4314.306052 = -124241.857511 nChanged 0 Trying to split cluster 5 (4984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.814235 sec): 2 clusters Score: Raw -230898.734358 + Penalty 2247.692848 = -228651.041510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.959126 sec): 3 clusters Score: Raw -228505.709056 + Penalty 4495.385696 = -224010.323360 nChanged 1897 SP:Iteration 1F (363.028776 sec): 3 clusters Score: Raw -229559.367948 + Penalty 4495.385696 = -225063.982252 nChanged 390 SP:Iteration 2F (363.076202 sec): 3 clusters Score: Raw -229843.370101 + Penalty 4495.385696 = -225347.984405 nChanged 322 SP:Iteration 3F (363.127320 sec): 3 clusters Score: Raw -230068.490605 + Penalty 4495.385696 = -225573.104909 nChanged 231 SP:Iteration 4Q (363.181863 sec): 3 clusters Score: Raw -230224.653100 + Penalty 4495.385696 = -225729.267404 nChanged 189 SP:Iteration 5Q (363.233899 sec): 3 clusters Score: Raw -230346.675748 + Penalty 4495.385696 = -225851.290052 nChanged 153 SP:Iteration 6Q (363.288451 sec): 3 clusters Score: Raw -230451.661268 + Penalty 4495.385696 = -225956.275572 nChanged 137 SP:Iteration 7Q (363.342821 sec): 3 clusters Score: Raw -230527.468500 + Penalty 4495.385696 = -226032.082804 nChanged 102 SP:Iteration 8Q (363.397110 sec): 3 clusters Score: Raw -230581.728568 + Penalty 4495.385696 = -226086.342872 nChanged 90 SP:Iteration 9Q (363.450122 sec): 3 clusters Score: Raw -230628.449385 + Penalty 4495.385696 = -226133.063689 nChanged 81 SP:Iteration 10Q (363.502622 sec): 3 clusters Score: Raw -230671.270522 + Penalty 4495.385696 = -226175.884826 nChanged 84 SP:Iteration 11Q (363.555612 sec): 3 clusters Score: Raw -230712.546978 + Penalty 4495.385696 = -226217.161282 nChanged 73 SP:Iteration 12Q (363.608431 sec): 3 clusters Score: Raw -230744.376126 + Penalty 4495.385696 = -226248.990430 nChanged 70 SP:Iteration 13Q (363.661159 sec): 3 clusters Score: Raw -230780.745294 + Penalty 4495.385696 = -226285.359598 nChanged 66 SP:Iteration 14Q (363.714126 sec): 3 clusters Score: Raw -230811.771013 + Penalty 4495.385696 = -226316.385317 nChanged 53 SP:Iteration 15Q (363.767201 sec): 3 clusters Score: Raw -230834.351450 + Penalty 4495.385696 = -226338.965754 nChanged 47 SP:Iteration 16Q (363.819961 sec): 3 clusters Score: Raw -230853.287658 + Penalty 4495.385696 = -226357.901962 nChanged 36 SP:Iteration 17Q (363.872959 sec): 3 clusters Score: Raw -230869.588209 + Penalty 4495.385696 = -226374.202513 nChanged 42 SP:Iteration 18Q (363.926126 sec): 3 clusters Score: Raw -230886.531878 + Penalty 4495.385696 = -226391.146182 nChanged 44 SP:Iteration 19Q (363.979144 sec): 3 clusters Score: Raw -230906.394840 + Penalty 4495.385696 = -226411.009144 nChanged 39 SP:Iteration 20F (364.031366 sec): 3 clusters Score: Raw -230922.292168 + Penalty 4495.385696 = -226426.906472 nChanged 42 SP:Iteration 21Q (364.084692 sec): 3 clusters Score: Raw -230942.632091 + Penalty 4495.385696 = -226447.246395 nChanged 48 SP:Iteration 22Q (364.137813 sec): 3 clusters Score: Raw -230965.860859 + Penalty 4495.385696 = -226470.475163 nChanged 41 SP:Iteration 23Q (364.268916 sec): 3 clusters Score: Raw -230985.333209 + Penalty 4495.385696 = -226489.947513 nChanged 33 SP:Iteration 24Q (364.318660 sec): 3 clusters Score: Raw -231001.204288 + Penalty 4495.385696 = -226505.818593 nChanged 33 SP:Iteration 25Q (364.369275 sec): 3 clusters Score: Raw -231013.232256 + Penalty 4495.385696 = -226517.846560 nChanged 34 SP:Iteration 26Q (364.419382 sec): 3 clusters Score: Raw -231030.788587 + Penalty 4495.385696 = -226535.402891 nChanged 46 SP:Iteration 27Q (364.469247 sec): 3 clusters Score: Raw -231047.864204 + Penalty 4495.385696 = -226552.478508 nChanged 29 SP:Iteration 28Q (364.520697 sec): 3 clusters Score: Raw -231059.559627 + Penalty 4495.385696 = -226564.173931 nChanged 32 SP:Iteration 29Q (364.574836 sec): 3 clusters Score: Raw -231072.166918 + Penalty 4495.385696 = -226576.781222 nChanged 31 SP:Iteration 30Q (364.629151 sec): 3 clusters Score: Raw -231084.673471 + Penalty 4495.385696 = -226589.287775 nChanged 44 SP:Iteration 31Q (364.735730 sec): 3 clusters Score: Raw -231102.484599 + Penalty 4495.385696 = -226607.098903 nChanged 33 SP:Iteration 32Q (364.789761 sec): 3 clusters Score: Raw -231113.507225 + Penalty 4495.385696 = -226618.121529 nChanged 22 SP:Iteration 33Q (364.851694 sec): 3 clusters Score: Raw -231120.876481 + Penalty 4495.385696 = -226625.490785 nChanged 19 SP:Iteration 34Q (364.914281 sec): 3 clusters Score: Raw -231127.430369 + Penalty 4495.385696 = -226632.044674 nChanged 22 SP:Iteration 35Q (364.973169 sec): 3 clusters Score: Raw -231135.700074 + Penalty 4495.385696 = -226640.314378 nChanged 22 SP:Iteration 36Q (365.021852 sec): 3 clusters Score: Raw -231145.176489 + Penalty 4495.385696 = -226649.790793 nChanged 20 SP:Iteration 37Q (365.069189 sec): 3 clusters Score: Raw -231154.084973 + Penalty 4495.385696 = -226658.699277 nChanged 21 SP:Iteration 38Q (365.116349 sec): 3 clusters Score: Raw -231160.691947 + Penalty 4495.385696 = -226665.306251 nChanged 19 SP:Iteration 39Q (365.166674 sec): 3 clusters Score: Raw -231167.813110 + Penalty 4495.385696 = -226672.427414 nChanged 20 SP:Iteration 40F (365.273480 sec): 3 clusters Score: Raw -231175.943121 + Penalty 4495.385696 = -226680.557425 nChanged 26 SP:Iteration 41Q (365.360093 sec): 3 clusters Score: Raw -231184.288092 + Penalty 4495.385696 = -226688.902396 nChanged 17 SP:Iteration 42Q (365.427126 sec): 3 clusters Score: Raw -231192.519259 + Penalty 4495.385696 = -226697.133563 nChanged 25 SP:Iteration 43Q (365.487515 sec): 3 clusters Score: Raw -231204.398039 + Penalty 4495.385696 = -226709.012343 nChanged 33 SP:Iteration 44Q (365.540145 sec): 3 clusters Score: Raw -231218.330814 + Penalty 4495.385696 = -226722.945118 nChanged 35 SP:Iteration 45Q (365.595509 sec): 3 clusters Score: Raw -231239.176831 + Penalty 4495.385696 = -226743.791135 nChanged 50 SP:Iteration 46Q (365.705628 sec): 3 clusters Score: Raw -231268.903609 + Penalty 4495.385696 = -226773.517914 nChanged 55 SP:Iteration 47Q (365.760583 sec): 3 clusters Score: Raw -231304.816396 + Penalty 4495.385696 = -226809.430700 nChanged 55 SP:Iteration 48Q (365.841194 sec): 3 clusters Score: Raw -231340.593978 + Penalty 4495.385696 = -226845.208283 nChanged 61 SP:Iteration 49Q (365.894546 sec): 3 clusters Score: Raw -231375.583597 + Penalty 4495.385696 = -226880.197902 nChanged 40 SP:Iteration 50Q (365.960068 sec): 3 clusters Score: Raw -231395.552914 + Penalty 4495.385696 = -226900.167218 nChanged 39 SP:Iteration 51Q (366.012963 sec): 3 clusters Score: Raw -231413.465114 + Penalty 4495.385696 = -226918.079418 nChanged 30 SP:Iteration 52Q (366.065555 sec): 3 clusters Score: Raw -231426.552801 + Penalty 4495.385696 = -226931.167105 nChanged 31 SP:Iteration 53Q (366.118577 sec): 3 clusters Score: Raw -231441.265647 + Penalty 4495.385696 = -226945.879951 nChanged 27 SP:Iteration 54Q (366.260206 sec): 3 clusters Score: Raw -231454.509637 + Penalty 4495.385696 = -226959.123941 nChanged 34 SP:Iteration 55Q (366.321315 sec): 3 clusters Score: Raw -231469.466770 + Penalty 4495.385696 = -226974.081074 nChanged 33 SP:Iteration 56Q (366.370250 sec): 3 clusters Score: Raw -231484.568616 + Penalty 4495.385696 = -226989.182920 nChanged 34 SP:Iteration 57Q (366.420839 sec): 3 clusters Score: Raw -231498.428657 + Penalty 4495.385696 = -227003.042961 nChanged 27 SP:Iteration 58Q (366.476677 sec): 3 clusters Score: Raw -231514.667272 + Penalty 4495.385696 = -227019.281576 nChanged 30 SP:Iteration 59Q (366.529140 sec): 3 clusters Score: Raw -231532.851884 + Penalty 4495.385696 = -227037.466188 nChanged 43 SP:Iteration 60F (366.581823 sec): 3 clusters Score: Raw -231554.046053 + Penalty 4495.385696 = -227058.660357 nChanged 28 SP:Iteration 61Q (366.722052 sec): 3 clusters Score: Raw -231567.427130 + Penalty 4495.385696 = -227072.041434 nChanged 28 SP:Iteration 62Q (366.872217 sec): 3 clusters Score: Raw -231578.706085 + Penalty 4495.385696 = -227083.320389 nChanged 24 SP:Iteration 63Q (366.955821 sec): 3 clusters Score: Raw -231593.465806 + Penalty 4495.385696 = -227098.080110 nChanged 28 SP:Iteration 64Q (367.005244 sec): 3 clusters Score: Raw -231609.077029 + Penalty 4495.385696 = -227113.691333 nChanged 31 SP:Iteration 65Q (367.053411 sec): 3 clusters Score: Raw -231625.916690 + Penalty 4495.385696 = -227130.530994 nChanged 36 SP:Iteration 66Q (367.101758 sec): 3 clusters Score: Raw -231642.965009 + Penalty 4495.385696 = -227147.579313 nChanged 35 SP:Iteration 67Q (367.149710 sec): 3 clusters Score: Raw -231658.900481 + Penalty 4495.385696 = -227163.514785 nChanged 35 SP:Iteration 68Q (367.214349 sec): 3 clusters Score: Raw -231676.651604 + Penalty 4495.385696 = -227181.265908 nChanged 32 SP:Iteration 69Q (367.268651 sec): 3 clusters Score: Raw -231695.973088 + Penalty 4495.385696 = -227200.587392 nChanged 41 SP:Iteration 70Q (367.322820 sec): 3 clusters Score: Raw -231719.359781 + Penalty 4495.385696 = -227223.974085 nChanged 37 SP:Iteration 71Q (367.372795 sec): 3 clusters Score: Raw -231740.091115 + Penalty 4495.385696 = -227244.705419 nChanged 31 SP:Iteration 72Q (367.422980 sec): 3 clusters Score: Raw -231760.790323 + Penalty 4495.385696 = -227265.404627 nChanged 37 SP:Iteration 73Q (367.473657 sec): 3 clusters Score: Raw -231786.226432 + Penalty 4495.385696 = -227290.840736 nChanged 38 SP:Iteration 74Q (367.526261 sec): 3 clusters Score: Raw -231807.206491 + Penalty 4495.385696 = -227311.820795 nChanged 24 SP:Iteration 75Q (367.578678 sec): 3 clusters Score: Raw -231818.434424 + Penalty 4495.385696 = -227323.048728 nChanged 20 SP:Iteration 76Q (367.630895 sec): 3 clusters Score: Raw -231826.575326 + Penalty 4495.385696 = -227331.189630 nChanged 18 SP:Iteration 77Q (367.682248 sec): 3 clusters Score: Raw -231837.430438 + Penalty 4495.385696 = -227342.044742 nChanged 24 SP:Iteration 78Q (367.733141 sec): 3 clusters Score: Raw -231849.568736 + Penalty 4495.385696 = -227354.183040 nChanged 23 SP:Iteration 79Q (367.783928 sec): 3 clusters Score: Raw -231859.955095 + Penalty 4495.385696 = -227364.569399 nChanged 20 SP:Iteration 80F (367.835807 sec): 3 clusters Score: Raw -231871.507146 + Penalty 4495.385696 = -227376.121450 nChanged 25 SP:Iteration 81Q (367.886818 sec): 3 clusters Score: Raw -231881.126950 + Penalty 4495.385696 = -227385.741255 nChanged 15 SP:Iteration 82Q (368.010840 sec): 3 clusters Score: Raw -231887.165005 + Penalty 4495.385696 = -227391.779309 nChanged 11 SP:Iteration 83Q (368.061388 sec): 3 clusters Score: Raw -231891.229520 + Penalty 4495.385696 = -227395.843824 nChanged 10 SP:Iteration 84Q (368.111731 sec): 3 clusters Score: Raw -231895.014855 + Penalty 4495.385696 = -227399.629159 nChanged 6 SP:Iteration 85Q (368.260210 sec): 3 clusters Score: Raw -231898.065999 + Penalty 4495.385696 = -227402.680303 nChanged 5 SP:Iteration 86Q (368.304624 sec): 3 clusters Score: Raw -231899.787303 + Penalty 4495.385696 = -227404.401607 nChanged 3 SP:Iteration 87Q (368.349173 sec): 3 clusters Score: Raw -231901.133929 + Penalty 4495.385696 = -227405.748233 nChanged 5 SP:Iteration 88Q (368.394000 sec): 3 clusters Score: Raw -231902.669699 + Penalty 4495.385696 = -227407.284003 nChanged 5 SP:Iteration 89Q (368.452614 sec): 3 clusters Score: Raw -231903.855283 + Penalty 4495.385696 = -227408.469587 nChanged 4 SP:Iteration 90Q (368.510932 sec): 3 clusters Score: Raw -231905.272305 + Penalty 4495.385696 = -227409.886609 nChanged 2 SP:Iteration 91Q (368.569484 sec): 3 clusters Score: Raw -231905.908769 + Penalty 4495.385696 = -227410.523073 nChanged 2 SP:Iteration 92Q (368.615418 sec): 3 clusters Score: Raw -231906.465182 + Penalty 4495.385696 = -227411.079486 nChanged 1 SP:Iteration 93Q (368.661013 sec): 3 clusters Score: Raw -231906.683781 + Penalty 4495.385696 = -227411.298085 nChanged 0 SP:Iteration 94F (368.707335 sec): 3 clusters Score: Raw -231906.683781 + Penalty 4495.385696 = -227411.298085 nChanged 0 Iteration 99Q (368.959148 sec): 6 clusters Score: Raw -1022848.975266 + Penalty 13303.164455 = -1009545.810810 nChanged 14 Iteration 100F (369.214892 sec): 6 clusters Score: Raw -1022851.619357 + Penalty 13303.164455 = -1009548.454902 nChanged 12 Iteration 101Q (369.430749 sec): 6 clusters Score: Raw -1022854.182201 + Penalty 13303.164455 = -1009551.017746 nChanged 11 Iteration 102Q (369.646976 sec): 6 clusters Score: Raw -1022856.248732 + Penalty 13303.164455 = -1009553.084277 nChanged 7 Iteration 103Q (369.858719 sec): 6 clusters Score: Raw -1022857.161568 + Penalty 13303.164455 = -1009553.997113 nChanged 5 Iteration 104Q (370.106092 sec): 6 clusters Score: Raw -1022857.753405 + Penalty 13303.164455 = -1009554.588950 nChanged 2 Iteration 105Q (370.352062 sec): 6 clusters Score: Raw -1022858.001390 + Penalty 13303.164455 = -1009554.836934 nChanged 2 Iteration 106Q (370.597259 sec): 6 clusters Score: Raw -1022858.275824 + Penalty 13303.164455 = -1009555.111368 nChanged 0 Iteration 107F (370.895368 sec): 6 clusters Score: Raw -1022858.275824 + Penalty 13303.164455 = -1009555.111368 nChanged 0 Compute initial score before splitting: Score: Raw -1022858.275824 + Penalty 13303.164455 = -1009555.111368 Trying to split cluster 1 (6918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (370.972743 sec): 2 clusters Score: Raw -342491.287572 + Penalty 2334.256845 = -340157.030727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (371.026372 sec): 3 clusters Score: Raw -338959.636223 + Penalty 4668.513690 = -334291.122533 nChanged 2768 SP:Iteration 1F (371.097199 sec): 3 clusters Score: Raw -340413.383914 + Penalty 4668.513690 = -335744.870224 nChanged 532 SP:Iteration 2F (371.179740 sec): 3 clusters Score: Raw -340712.821559 + Penalty 4668.513690 = -336044.307868 nChanged 384 SP:Iteration 3F (371.240715 sec): 3 clusters Score: Raw -340921.208517 + Penalty 4668.513690 = -336252.694827 nChanged 301 SP:Iteration 4Q (371.303085 sec): 3 clusters Score: Raw -341075.669208 + Penalty 4668.513690 = -336407.155518 nChanged 246 SP:Iteration 5Q (371.366322 sec): 3 clusters Score: Raw -341197.754032 + Penalty 4668.513690 = -336529.240342 nChanged 222 SP:Iteration 6Q (371.429014 sec): 3 clusters Score: Raw -341295.735356 + Penalty 4668.513690 = -336627.221665 nChanged 168 SP:Iteration 7Q (371.491754 sec): 3 clusters Score: Raw -341379.330482 + Penalty 4668.513690 = -336710.816791 nChanged 169 SP:Iteration 8Q (371.554891 sec): 3 clusters Score: Raw -341457.045468 + Penalty 4668.513690 = -336788.531778 nChanged 160 SP:Iteration 9Q (371.617661 sec): 3 clusters Score: Raw -341534.083608 + Penalty 4668.513690 = -336865.569918 nChanged 172 SP:Iteration 10Q (371.681853 sec): 3 clusters Score: Raw -341620.956621 + Penalty 4668.513690 = -336952.442930 nChanged 177 SP:Iteration 11Q (371.748618 sec): 3 clusters Score: Raw -341714.050340 + Penalty 4668.513690 = -337045.536650 nChanged 187 SP:Iteration 12Q (371.817005 sec): 3 clusters Score: Raw -341824.257298 + Penalty 4668.513690 = -337155.743608 nChanged 215 SP:Iteration 13Q (371.885862 sec): 3 clusters Score: Raw -341968.916869 + Penalty 4668.513690 = -337300.403179 nChanged 239 SP:Iteration 14Q (371.948106 sec): 3 clusters Score: Raw -342126.524997 + Penalty 4668.513690 = -337458.011307 nChanged 192 SP:Iteration 15Q (372.009162 sec): 3 clusters Score: Raw -342239.642068 + Penalty 4668.513690 = -337571.128377 nChanged 152 SP:Iteration 16Q (372.070764 sec): 3 clusters Score: Raw -342329.223728 + Penalty 4668.513690 = -337660.710038 nChanged 127 SP:Iteration 17Q (372.133484 sec): 3 clusters Score: Raw -342396.435369 + Penalty 4668.513690 = -337727.921679 nChanged 121 SP:Iteration 18Q (372.196017 sec): 3 clusters Score: Raw -342469.550531 + Penalty 4668.513690 = -337801.036841 nChanged 108 SP:Iteration 19Q (372.342873 sec): 3 clusters Score: Raw -342540.108513 + Penalty 4668.513690 = -337871.594822 nChanged 92 SP:Iteration 20F (372.427764 sec): 3 clusters Score: Raw -342604.532930 + Penalty 4668.513690 = -337936.019239 nChanged 95 SP:Iteration 21Q (372.499535 sec): 3 clusters Score: Raw -342666.047821 + Penalty 4668.513690 = -337997.534131 nChanged 71 SP:Iteration 22Q (372.552432 sec): 3 clusters Score: Raw -342707.065811 + Penalty 4668.513690 = -338038.552121 nChanged 59 SP:Iteration 23Q (372.608462 sec): 3 clusters Score: Raw -342743.720662 + Penalty 4668.513690 = -338075.206972 nChanged 44 SP:Iteration 24Q (372.678754 sec): 3 clusters Score: Raw -342772.493167 + Penalty 4668.513690 = -338103.979476 nChanged 44 SP:Iteration 25Q (372.749063 sec): 3 clusters Score: Raw -342794.999407 + Penalty 4668.513690 = -338126.485716 nChanged 34 SP:Iteration 26Q (372.808303 sec): 3 clusters Score: Raw -342812.863509 + Penalty 4668.513690 = -338144.349819 nChanged 30 SP:Iteration 27Q (372.865763 sec): 3 clusters Score: Raw -342835.000386 + Penalty 4668.513690 = -338166.486696 nChanged 29 SP:Iteration 28Q (372.924809 sec): 3 clusters Score: Raw -342851.572346 + Penalty 4668.513690 = -338183.058655 nChanged 26 SP:Iteration 29Q (372.986426 sec): 3 clusters Score: Raw -342868.726279 + Penalty 4668.513690 = -338200.212589 nChanged 25 SP:Iteration 30Q (373.049251 sec): 3 clusters Score: Raw -342881.722264 + Penalty 4668.513690 = -338213.208574 nChanged 30 SP:Iteration 31Q (373.110118 sec): 3 clusters Score: Raw -342901.289119 + Penalty 4668.513690 = -338232.775429 nChanged 20 SP:Iteration 32Q (373.172669 sec): 3 clusters Score: Raw -342912.496443 + Penalty 4668.513690 = -338243.982752 nChanged 17 SP:Iteration 33Q (373.239288 sec): 3 clusters Score: Raw -342922.173669 + Penalty 4668.513690 = -338253.659979 nChanged 18 SP:Iteration 34Q (373.306012 sec): 3 clusters Score: Raw -342932.579067 + Penalty 4668.513690 = -338264.065377 nChanged 16 SP:Iteration 35Q (373.370248 sec): 3 clusters Score: Raw -342941.005220 + Penalty 4668.513690 = -338272.491530 nChanged 16 SP:Iteration 36Q (373.428818 sec): 3 clusters Score: Raw -342952.231521 + Penalty 4668.513690 = -338283.717831 nChanged 16 SP:Iteration 37Q (373.487380 sec): 3 clusters Score: Raw -342962.421688 + Penalty 4668.513690 = -338293.907998 nChanged 13 SP:Iteration 38Q (373.545792 sec): 3 clusters Score: Raw -342970.946342 + Penalty 4668.513690 = -338302.432651 nChanged 13 SP:Iteration 39Q (373.605982 sec): 3 clusters Score: Raw -342976.380349 + Penalty 4668.513690 = -338307.866659 nChanged 8 SP:Iteration 40F (373.781796 sec): 3 clusters Score: Raw -342981.001370 + Penalty 4668.513690 = -338312.487679 nChanged 10 SP:Iteration 41Q (373.906019 sec): 3 clusters Score: Raw -342985.696189 + Penalty 4668.513690 = -338317.182498 nChanged 7 SP:Iteration 42Q (374.039798 sec): 3 clusters Score: Raw -342989.026877 + Penalty 4668.513690 = -338320.513186 nChanged 7 SP:Iteration 43Q (374.172169 sec): 3 clusters Score: Raw -342992.200699 + Penalty 4668.513690 = -338323.687009 nChanged 5 SP:Iteration 44Q (374.303729 sec): 3 clusters Score: Raw -342994.240836 + Penalty 4668.513690 = -338325.727145 nChanged 5 SP:Iteration 45Q (374.376758 sec): 3 clusters Score: Raw -342996.514115 + Penalty 4668.513690 = -338328.000424 nChanged 7 SP:Iteration 46Q (374.436044 sec): 3 clusters Score: Raw -343000.183345 + Penalty 4668.513690 = -338331.669654 nChanged 3 SP:Iteration 47Q (374.494479 sec): 3 clusters Score: Raw -343001.399184 + Penalty 4668.513690 = -338332.885493 nChanged 1 SP:Iteration 48Q (374.566045 sec): 3 clusters Score: Raw -343002.327315 + Penalty 4668.513690 = -338333.813624 nChanged 2 SP:Iteration 49Q (374.626921 sec): 3 clusters Score: Raw -343003.654509 + Penalty 4668.513690 = -338335.140819 nChanged 2 SP:Iteration 50Q (374.757482 sec): 3 clusters Score: Raw -343004.404626 + Penalty 4668.513690 = -338335.890936 nChanged 2 SP:Iteration 51Q (374.889444 sec): 3 clusters Score: Raw -343005.058173 + Penalty 4668.513690 = -338336.544483 nChanged 1 SP:Iteration 52Q (375.036865 sec): 3 clusters Score: Raw -343005.267582 + Penalty 4668.513690 = -338336.753891 nChanged 1 SP:Iteration 53Q (375.150185 sec): 3 clusters Score: Raw -343005.718871 + Penalty 4668.513690 = -338337.205180 nChanged 1 SP:Iteration 54Q (375.207904 sec): 3 clusters Score: Raw -343006.795229 + Penalty 4668.513690 = -338338.281538 nChanged 6 SP:Iteration 55Q (375.293070 sec): 3 clusters Score: Raw -343011.060205 + Penalty 4668.513690 = -338342.546515 nChanged 4 SP:Iteration 56Q (375.436878 sec): 3 clusters Score: Raw -343014.083001 + Penalty 4668.513690 = -338345.569311 nChanged 6 SP:Iteration 57Q (375.493950 sec): 3 clusters Score: Raw -343017.074495 + Penalty 4668.513690 = -338348.560804 nChanged 1 SP:Iteration 58Q (375.588379 sec): 3 clusters Score: Raw -343017.328245 + Penalty 4668.513690 = -338348.814555 nChanged 1 SP:Iteration 59Q (375.647699 sec): 3 clusters Score: Raw -343018.588364 + Penalty 4668.513690 = -338350.074674 nChanged 6 SP:Iteration 60F (375.759471 sec): 3 clusters Score: Raw -343022.625443 + Penalty 4668.513690 = -338354.111753 nChanged 8 SP:Iteration 61Q (375.858040 sec): 3 clusters Score: Raw -343028.932575 + Penalty 4668.513690 = -338360.418885 nChanged 5 SP:Iteration 62Q (375.912124 sec): 3 clusters Score: Raw -343031.429374 + Penalty 4668.513690 = -338362.915684 nChanged 3 SP:Iteration 63Q (375.966392 sec): 3 clusters Score: Raw -343032.739912 + Penalty 4668.513690 = -338364.226221 nChanged 1 SP:Iteration 64Q (376.042913 sec): 3 clusters Score: Raw -343033.112187 + Penalty 4668.513690 = -338364.598496 nChanged 3 SP:Iteration 65Q (376.108592 sec): 3 clusters Score: Raw -343033.992694 + Penalty 4668.513690 = -338365.479003 nChanged 1 SP:Iteration 66Q (376.169308 sec): 3 clusters Score: Raw -343034.406453 + Penalty 4668.513690 = -338365.892762 nChanged 0 SP:Iteration 67F (376.245576 sec): 3 clusters Score: Raw -343034.406453 + Penalty 4668.513690 = -338365.892762 nChanged 0 Trying to split cluster 2 (3539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.292735 sec): 2 clusters Score: Raw -156656.975421 + Penalty 2157.302263 = -154499.673158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.342013 sec): 3 clusters Score: Raw -155152.400009 + Penalty 4314.604526 = -150837.795483 nChanged 1263 SP:Iteration 1F (376.402247 sec): 3 clusters Score: Raw -156024.690479 + Penalty 4314.604526 = -151710.085953 nChanged 271 SP:Iteration 2F (376.457321 sec): 3 clusters Score: Raw -156219.808712 + Penalty 4314.604526 = -151905.204187 nChanged 177 SP:Iteration 3F (376.521632 sec): 3 clusters Score: Raw -156347.754994 + Penalty 4314.604526 = -152033.150468 nChanged 119 SP:Iteration 4Q (376.567944 sec): 3 clusters Score: Raw -156429.986372 + Penalty 4314.604526 = -152115.381846 nChanged 105 SP:Iteration 5Q (376.609739 sec): 3 clusters Score: Raw -156505.355373 + Penalty 4314.604526 = -152190.750847 nChanged 96 SP:Iteration 6Q (376.650931 sec): 3 clusters Score: Raw -156567.323983 + Penalty 4314.604526 = -152252.719457 nChanged 82 SP:Iteration 7Q (376.692280 sec): 3 clusters Score: Raw -156617.992667 + Penalty 4314.604526 = -152303.388141 nChanged 80 SP:Iteration 8Q (376.739147 sec): 3 clusters Score: Raw -156672.777524 + Penalty 4314.604526 = -152358.172998 nChanged 68 SP:Iteration 9Q (376.786396 sec): 3 clusters Score: Raw -156724.062053 + Penalty 4314.604526 = -152409.457527 nChanged 76 SP:Iteration 10Q (376.858221 sec): 3 clusters Score: Raw -156775.605253 + Penalty 4314.604526 = -152461.000727 nChanged 66 SP:Iteration 11Q (376.902510 sec): 3 clusters Score: Raw -156826.324995 + Penalty 4314.604526 = -152511.720469 nChanged 77 SP:Iteration 12Q (377.028515 sec): 3 clusters Score: Raw -156883.603590 + Penalty 4314.604526 = -152568.999064 nChanged 91 SP:Iteration 13Q (377.069702 sec): 3 clusters Score: Raw -156944.940179 + Penalty 4314.604526 = -152630.335654 nChanged 88 SP:Iteration 14Q (377.112130 sec): 3 clusters Score: Raw -157022.500936 + Penalty 4314.604526 = -152707.896410 nChanged 90 SP:Iteration 15Q (377.154197 sec): 3 clusters Score: Raw -157107.464963 + Penalty 4314.604526 = -152792.860437 nChanged 78 SP:Iteration 16Q (377.205947 sec): 3 clusters Score: Raw -157173.255115 + Penalty 4314.604526 = -152858.650589 nChanged 78 SP:Iteration 17Q (377.258189 sec): 3 clusters Score: Raw -157243.111397 + Penalty 4314.604526 = -152928.506871 nChanged 72 SP:Iteration 18Q (377.304753 sec): 3 clusters Score: Raw -157309.358230 + Penalty 4314.604526 = -152994.753704 nChanged 73 SP:Iteration 19Q (377.345867 sec): 3 clusters Score: Raw -157375.904686 + Penalty 4314.604526 = -153061.300160 nChanged 70 SP:Iteration 20F (377.407813 sec): 3 clusters Score: Raw -157449.114828 + Penalty 4314.604526 = -153134.510302 nChanged 56 SP:Iteration 21Q (377.449207 sec): 3 clusters Score: Raw -157511.752510 + Penalty 4314.604526 = -153197.147984 nChanged 65 SP:Iteration 22Q (377.588491 sec): 3 clusters Score: Raw -157576.834121 + Penalty 4314.604526 = -153262.229595 nChanged 34 SP:Iteration 23Q (377.711777 sec): 3 clusters Score: Raw -157608.255887 + Penalty 4314.604526 = -153293.651362 nChanged 33 SP:Iteration 24Q (377.811837 sec): 3 clusters Score: Raw -157637.033529 + Penalty 4314.604526 = -153322.429003 nChanged 31 SP:Iteration 25Q (377.933958 sec): 3 clusters Score: Raw -157665.597758 + Penalty 4314.604526 = -153350.993232 nChanged 22 SP:Iteration 26Q (378.048897 sec): 3 clusters Score: Raw -157683.249420 + Penalty 4314.604526 = -153368.644894 nChanged 22 SP:Iteration 27Q (378.164478 sec): 3 clusters Score: Raw -157697.385653 + Penalty 4314.604526 = -153382.781128 nChanged 19 SP:Iteration 28Q (378.278944 sec): 3 clusters Score: Raw -157709.500980 + Penalty 4314.604526 = -153394.896454 nChanged 14 SP:Iteration 29Q (378.400814 sec): 3 clusters Score: Raw -157719.724164 + Penalty 4314.604526 = -153405.119638 nChanged 8 SP:Iteration 30Q (378.515845 sec): 3 clusters Score: Raw -157723.707491 + Penalty 4314.604526 = -153409.102965 nChanged 6 SP:Iteration 31Q (378.639169 sec): 3 clusters Score: Raw -157728.364156 + Penalty 4314.604526 = -153413.759630 nChanged 5 SP:Iteration 32Q (378.769511 sec): 3 clusters Score: Raw -157730.703796 + Penalty 4314.604526 = -153416.099271 nChanged 6 SP:Iteration 33Q (378.917722 sec): 3 clusters Score: Raw -157734.494479 + Penalty 4314.604526 = -153419.889953 nChanged 7 SP:Iteration 34Q (379.009082 sec): 3 clusters Score: Raw -157737.609520 + Penalty 4314.604526 = -153423.004995 nChanged 4 SP:Iteration 35Q (379.140809 sec): 3 clusters Score: Raw -157739.193793 + Penalty 4314.604526 = -153424.589268 nChanged 5 SP:Iteration 36Q (379.184253 sec): 3 clusters Score: Raw -157741.165992 + Penalty 4314.604526 = -153426.561467 nChanged 4 SP:Iteration 37Q (379.228458 sec): 3 clusters Score: Raw -157745.530740 + Penalty 4314.604526 = -153430.926214 nChanged 5 SP:Iteration 38Q (379.272528 sec): 3 clusters Score: Raw -157748.852309 + Penalty 4314.604526 = -153434.247783 nChanged 5 SP:Iteration 39Q (379.316639 sec): 3 clusters Score: Raw -157751.877472 + Penalty 4314.604526 = -153437.272946 nChanged 4 SP:Iteration 40F (379.361187 sec): 3 clusters Score: Raw -157755.511210 + Penalty 4314.604526 = -153440.906685 nChanged 6 SP:Iteration 41Q (379.404924 sec): 3 clusters Score: Raw -157758.771287 + Penalty 4314.604526 = -153444.166761 nChanged 5 SP:Iteration 42Q (379.447828 sec): 3 clusters Score: Raw -157760.813483 + Penalty 4314.604526 = -153446.208957 nChanged 5 SP:Iteration 43Q (379.491558 sec): 3 clusters Score: Raw -157762.987548 + Penalty 4314.604526 = -153448.383022 nChanged 8 SP:Iteration 44Q (379.535212 sec): 3 clusters Score: Raw -157766.632234 + Penalty 4314.604526 = -153452.027708 nChanged 4 SP:Iteration 45Q (379.681192 sec): 3 clusters Score: Raw -157769.515379 + Penalty 4314.604526 = -153454.910853 nChanged 7 SP:Iteration 46Q (379.828318 sec): 3 clusters Score: Raw -157772.659970 + Penalty 4314.604526 = -153458.055445 nChanged 6 SP:Iteration 47Q (379.877504 sec): 3 clusters Score: Raw -157776.236007 + Penalty 4314.604526 = -153461.631481 nChanged 6 SP:Iteration 48Q (379.918032 sec): 3 clusters Score: Raw -157779.358515 + Penalty 4314.604526 = -153464.753989 nChanged 8 SP:Iteration 49Q (379.960543 sec): 3 clusters Score: Raw -157783.494512 + Penalty 4314.604526 = -153468.889987 nChanged 12 SP:Iteration 50Q (380.004401 sec): 3 clusters Score: Raw -157789.988994 + Penalty 4314.604526 = -153475.384468 nChanged 12 SP:Iteration 51Q (380.048387 sec): 3 clusters Score: Raw -157795.903420 + Penalty 4314.604526 = -153481.298894 nChanged 18 SP:Iteration 52Q (380.092299 sec): 3 clusters Score: Raw -157804.324917 + Penalty 4314.604526 = -153489.720392 nChanged 8 SP:Iteration 53Q (380.136505 sec): 3 clusters Score: Raw -157808.579304 + Penalty 4314.604526 = -153493.974779 nChanged 10 SP:Iteration 54Q (380.180764 sec): 3 clusters Score: Raw -157813.109812 + Penalty 4314.604526 = -153498.505287 nChanged 12 SP:Iteration 55Q (380.240600 sec): 3 clusters Score: Raw -157819.198202 + Penalty 4314.604526 = -153504.593676 nChanged 11 SP:Iteration 56Q (380.284572 sec): 3 clusters Score: Raw -157827.405984 + Penalty 4314.604526 = -153512.801459 nChanged 18 SP:Iteration 57Q (380.326336 sec): 3 clusters Score: Raw -157839.713781 + Penalty 4314.604526 = -153525.109256 nChanged 19 SP:Iteration 58Q (380.367899 sec): 3 clusters Score: Raw -157850.696374 + Penalty 4314.604526 = -153536.091848 nChanged 13 SP:Iteration 59Q (380.435245 sec): 3 clusters Score: Raw -157856.422216 + Penalty 4314.604526 = -153541.817691 nChanged 12 SP:Iteration 60F (380.480435 sec): 3 clusters Score: Raw -157862.286670 + Penalty 4314.604526 = -153547.682145 nChanged 17 SP:Iteration 61Q (380.525264 sec): 3 clusters Score: Raw -157873.626986 + Penalty 4314.604526 = -153559.022460 nChanged 23 SP:Iteration 62Q (380.570474 sec): 3 clusters Score: Raw -157891.437305 + Penalty 4314.604526 = -153576.832779 nChanged 26 SP:Iteration 63Q (380.615588 sec): 3 clusters Score: Raw -157914.160951 + Penalty 4314.604526 = -153599.556425 nChanged 43 SP:Iteration 64Q (380.659990 sec): 3 clusters Score: Raw -157956.172724 + Penalty 4314.604526 = -153641.568198 nChanged 42 SP:Iteration 65Q (380.702938 sec): 3 clusters Score: Raw -158001.633218 + Penalty 4314.604526 = -153687.028692 nChanged 57 SP:Iteration 66Q (380.745345 sec): 3 clusters Score: Raw -158066.092824 + Penalty 4314.604526 = -153751.488298 nChanged 57 SP:Iteration 67Q (380.787655 sec): 3 clusters Score: Raw -158133.826456 + Penalty 4314.604526 = -153819.221930 nChanged 52 SP:Iteration 68Q (380.829687 sec): 3 clusters Score: Raw -158186.146151 + Penalty 4314.604526 = -153871.541626 nChanged 34 SP:Iteration 69Q (380.872197 sec): 3 clusters Score: Raw -158216.682189 + Penalty 4314.604526 = -153902.077663 nChanged 30 SP:Iteration 70Q (380.914788 sec): 3 clusters Score: Raw -158240.662359 + Penalty 4314.604526 = -153926.057833 nChanged 20 SP:Iteration 71Q (380.957615 sec): 3 clusters Score: Raw -158255.751290 + Penalty 4314.604526 = -153941.146765 nChanged 19 SP:Iteration 72Q (381.001971 sec): 3 clusters Score: Raw -158267.616956 + Penalty 4314.604526 = -153953.012430 nChanged 21 SP:Iteration 73Q (381.046217 sec): 3 clusters Score: Raw -158279.160189 + Penalty 4314.604526 = -153964.555663 nChanged 15 SP:Iteration 74Q (381.090538 sec): 3 clusters Score: Raw -158287.190094 + Penalty 4314.604526 = -153972.585568 nChanged 9 SP:Iteration 75Q (381.134280 sec): 3 clusters Score: Raw -158290.717268 + Penalty 4314.604526 = -153976.112743 nChanged 10 SP:Iteration 76Q (381.177317 sec): 3 clusters Score: Raw -158296.294816 + Penalty 4314.604526 = -153981.690290 nChanged 14 SP:Iteration 77Q (381.298026 sec): 3 clusters Score: Raw -158305.122603 + Penalty 4314.604526 = -153990.518078 nChanged 15 SP:Iteration 78Q (381.350937 sec): 3 clusters Score: Raw -158315.277178 + Penalty 4314.604526 = -154000.672652 nChanged 21 SP:Iteration 79Q (381.404421 sec): 3 clusters Score: Raw -158331.786226 + Penalty 4314.604526 = -154017.181700 nChanged 23 SP:Iteration 80F (381.450650 sec): 3 clusters Score: Raw -158351.028300 + Penalty 4314.604526 = -154036.423774 nChanged 19 SP:Iteration 81Q (381.491390 sec): 3 clusters Score: Raw -158367.655247 + Penalty 4314.604526 = -154053.050721 nChanged 23 SP:Iteration 82Q (381.532239 sec): 3 clusters Score: Raw -158380.746748 + Penalty 4314.604526 = -154066.142223 nChanged 19 SP:Iteration 83Q (381.572852 sec): 3 clusters Score: Raw -158390.748586 + Penalty 4314.604526 = -154076.144060 nChanged 15 SP:Iteration 84Q (381.618581 sec): 3 clusters Score: Raw -158400.024623 + Penalty 4314.604526 = -154085.420097 nChanged 11 SP:Iteration 85Q (381.663456 sec): 3 clusters Score: Raw -158407.321522 + Penalty 4314.604526 = -154092.716997 nChanged 16 SP:Iteration 86Q (381.708302 sec): 3 clusters Score: Raw -158422.975348 + Penalty 4314.604526 = -154108.370823 nChanged 13 SP:Iteration 87Q (381.753076 sec): 3 clusters Score: Raw -158431.085234 + Penalty 4314.604526 = -154116.480708 nChanged 8 SP:Iteration 88Q (381.794194 sec): 3 clusters Score: Raw -158435.411862 + Penalty 4314.604526 = -154120.807336 nChanged 6 SP:Iteration 89Q (381.835532 sec): 3 clusters Score: Raw -158438.232531 + Penalty 4314.604526 = -154123.628005 nChanged 1 SP:Iteration 90Q (381.876770 sec): 3 clusters Score: Raw -158438.780057 + Penalty 4314.604526 = -154124.175531 nChanged 1 SP:Iteration 91Q (381.918266 sec): 3 clusters Score: Raw -158439.545661 + Penalty 4314.604526 = -154124.941136 nChanged 2 SP:Iteration 92Q (381.989862 sec): 3 clusters Score: Raw -158440.337832 + Penalty 4314.604526 = -154125.733307 nChanged 5 SP:Iteration 93Q (382.034453 sec): 3 clusters Score: Raw -158442.312466 + Penalty 4314.604526 = -154127.707940 nChanged 4 SP:Iteration 94Q (382.079019 sec): 3 clusters Score: Raw -158444.618647 + Penalty 4314.604526 = -154130.014121 nChanged 2 SP:Iteration 95Q (382.121333 sec): 3 clusters Score: Raw -158445.149096 + Penalty 4314.604526 = -154130.544570 nChanged 0 SP:Iteration 96F (382.215999 sec): 3 clusters Score: Raw -158445.149096 + Penalty 4314.604526 = -154130.544570 nChanged 0 Trying to split cluster 3 (4817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.260976 sec): 2 clusters Score: Raw -201707.645841 + Penalty 2238.695344 = -199468.950497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.312289 sec): 3 clusters Score: Raw -199486.353627 + Penalty 4477.390688 = -195008.962938 nChanged 1850 SP:Iteration 1F (382.372528 sec): 3 clusters Score: Raw -200702.787109 + Penalty 4477.390688 = -196225.396420 nChanged 395 SP:Iteration 2F (382.428887 sec): 3 clusters Score: Raw -201037.752432 + Penalty 4477.390688 = -196560.361744 nChanged 311 SP:Iteration 3F (382.484880 sec): 3 clusters Score: Raw -201336.545579 + Penalty 4477.390688 = -196859.154891 nChanged 278 SP:Iteration 4F (382.535615 sec): 3 clusters Score: Raw -201612.025636 + Penalty 4477.390688 = -197134.634948 nChanged 259 SP:Iteration 5F (382.581950 sec): 3 clusters Score: Raw -201895.158854 + Penalty 4477.390688 = -197417.768166 nChanged 246 SP:Iteration 6F (382.628157 sec): 3 clusters Score: Raw -202123.215498 + Penalty 4477.390688 = -197645.824810 nChanged 178 SP:Iteration 7Q (382.675204 sec): 3 clusters Score: Raw -202277.572007 + Penalty 4477.390688 = -197800.181318 nChanged 147 SP:Iteration 8Q (382.722356 sec): 3 clusters Score: Raw -202384.795922 + Penalty 4477.390688 = -197907.405233 nChanged 118 SP:Iteration 9Q (382.769209 sec): 3 clusters Score: Raw -202473.698381 + Penalty 4477.390688 = -197996.307692 nChanged 102 SP:Iteration 10Q (382.891067 sec): 3 clusters Score: Raw -202550.734921 + Penalty 4477.390688 = -198073.344233 nChanged 87 SP:Iteration 11Q (383.028982 sec): 3 clusters Score: Raw -202601.836162 + Penalty 4477.390688 = -198124.445474 nChanged 76 SP:Iteration 12Q (383.078759 sec): 3 clusters Score: Raw -202648.322830 + Penalty 4477.390688 = -198170.932141 nChanged 72 SP:Iteration 13Q (383.128768 sec): 3 clusters Score: Raw -202702.247053 + Penalty 4477.390688 = -198224.856365 nChanged 63 SP:Iteration 14Q (383.175535 sec): 3 clusters Score: Raw -202750.156506 + Penalty 4477.390688 = -198272.765818 nChanged 53 SP:Iteration 15Q (383.221578 sec): 3 clusters Score: Raw -202784.103182 + Penalty 4477.390688 = -198306.712494 nChanged 56 SP:Iteration 16Q (383.268191 sec): 3 clusters Score: Raw -202828.339438 + Penalty 4477.390688 = -198350.948750 nChanged 52 SP:Iteration 17Q (383.314316 sec): 3 clusters Score: Raw -202871.379688 + Penalty 4477.390688 = -198393.989000 nChanged 61 SP:Iteration 18Q (383.360558 sec): 3 clusters Score: Raw -202918.726855 + Penalty 4477.390688 = -198441.336167 nChanged 59 SP:Iteration 19Q (383.406321 sec): 3 clusters Score: Raw -202958.126138 + Penalty 4477.390688 = -198480.735449 nChanged 53 SP:Iteration 20F (383.454751 sec): 3 clusters Score: Raw -202997.432552 + Penalty 4477.390688 = -198520.041863 nChanged 35 SP:Iteration 21Q (383.510562 sec): 3 clusters Score: Raw -203018.618476 + Penalty 4477.390688 = -198541.227787 nChanged 20 SP:Iteration 22Q (383.565135 sec): 3 clusters Score: Raw -203025.864368 + Penalty 4477.390688 = -198548.473679 nChanged 13 SP:Iteration 23Q (383.612908 sec): 3 clusters Score: Raw -203030.846409 + Penalty 4477.390688 = -198553.455721 nChanged 19 SP:Iteration 24Q (383.660626 sec): 3 clusters Score: Raw -203039.416565 + Penalty 4477.390688 = -198562.025877 nChanged 13 SP:Iteration 25Q (383.708194 sec): 3 clusters Score: Raw -203045.236837 + Penalty 4477.390688 = -198567.846149 nChanged 10 SP:Iteration 26Q (383.760256 sec): 3 clusters Score: Raw -203049.285734 + Penalty 4477.390688 = -198571.895046 nChanged 8 SP:Iteration 27Q (383.812745 sec): 3 clusters Score: Raw -203051.758541 + Penalty 4477.390688 = -198574.367853 nChanged 1 SP:Iteration 28Q (383.864934 sec): 3 clusters Score: Raw -203051.975505 + Penalty 4477.390688 = -198574.584817 nChanged 0 SP:Iteration 29F (383.916078 sec): 3 clusters Score: Raw -203051.975505 + Penalty 4477.390688 = -198574.584817 nChanged 0 Trying to split cluster 4 (3526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (383.960334 sec): 2 clusters Score: Raw -127263.403232 + Penalty 2156.330712 = -125107.072521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (384.015258 sec): 3 clusters Score: Raw -125734.807821 + Penalty 4312.661424 = -121422.146397 nChanged 1220 SP:Iteration 1F (384.068437 sec): 3 clusters Score: Raw -126552.216930 + Penalty 4312.661424 = -122239.555507 nChanged 279 SP:Iteration 2F (384.121795 sec): 3 clusters Score: Raw -126766.940903 + Penalty 4312.661424 = -122454.279479 nChanged 187 SP:Iteration 3F (384.174434 sec): 3 clusters Score: Raw -126944.989979 + Penalty 4312.661424 = -122632.328555 nChanged 150 SP:Iteration 4Q (384.215918 sec): 3 clusters Score: Raw -127092.453740 + Penalty 4312.661424 = -122779.792316 nChanged 155 SP:Iteration 5Q (384.257702 sec): 3 clusters Score: Raw -127239.656253 + Penalty 4312.661424 = -122926.994830 nChanged 137 SP:Iteration 6Q (384.299198 sec): 3 clusters Score: Raw -127385.169808 + Penalty 4312.661424 = -123072.508384 nChanged 138 SP:Iteration 7Q (384.340667 sec): 3 clusters Score: Raw -127531.828396 + Penalty 4312.661424 = -123219.166972 nChanged 130 SP:Iteration 8Q (384.382810 sec): 3 clusters Score: Raw -127670.367502 + Penalty 4312.661424 = -123357.706079 nChanged 119 SP:Iteration 9Q (384.430680 sec): 3 clusters Score: Raw -127784.745068 + Penalty 4312.661424 = -123472.083645 nChanged 95 SP:Iteration 10Q (384.566297 sec): 3 clusters Score: Raw -127860.237472 + Penalty 4312.661424 = -123547.576049 nChanged 83 SP:Iteration 11Q (384.622120 sec): 3 clusters Score: Raw -127920.429552 + Penalty 4312.661424 = -123607.768128 nChanged 71 SP:Iteration 12Q (384.672881 sec): 3 clusters Score: Raw -127965.836551 + Penalty 4312.661424 = -123653.175127 nChanged 56 SP:Iteration 13Q (384.715291 sec): 3 clusters Score: Raw -127999.173196 + Penalty 4312.661424 = -123686.511772 nChanged 40 SP:Iteration 14Q (384.757597 sec): 3 clusters Score: Raw -128019.616905 + Penalty 4312.661424 = -123706.955481 nChanged 34 SP:Iteration 15Q (384.801868 sec): 3 clusters Score: Raw -128037.809629 + Penalty 4312.661424 = -123725.148205 nChanged 37 SP:Iteration 16Q (384.847201 sec): 3 clusters Score: Raw -128056.743704 + Penalty 4312.661424 = -123744.082280 nChanged 23 SP:Iteration 17Q (384.892742 sec): 3 clusters Score: Raw -128067.422614 + Penalty 4312.661424 = -123754.761190 nChanged 19 SP:Iteration 18Q (384.938050 sec): 3 clusters Score: Raw -128077.334771 + Penalty 4312.661424 = -123764.673347 nChanged 22 SP:Iteration 19Q (384.983814 sec): 3 clusters Score: Raw -128088.703409 + Penalty 4312.661424 = -123776.041985 nChanged 21 SP:Iteration 20F (385.029081 sec): 3 clusters Score: Raw -128097.306876 + Penalty 4312.661424 = -123784.645453 nChanged 13 SP:Iteration 21Q (385.074526 sec): 3 clusters Score: Raw -128101.859151 + Penalty 4312.661424 = -123789.197727 nChanged 10 SP:Iteration 22Q (385.120193 sec): 3 clusters Score: Raw -128107.131526 + Penalty 4312.661424 = -123794.470103 nChanged 14 SP:Iteration 23Q (385.164954 sec): 3 clusters Score: Raw -128114.292334 + Penalty 4312.661424 = -123801.630911 nChanged 13 SP:Iteration 24Q (385.209274 sec): 3 clusters Score: Raw -128118.778182 + Penalty 4312.661424 = -123806.116758 nChanged 11 SP:Iteration 25Q (385.253661 sec): 3 clusters Score: Raw -128124.705255 + Penalty 4312.661424 = -123812.043832 nChanged 12 SP:Iteration 26Q (385.298300 sec): 3 clusters Score: Raw -128129.147642 + Penalty 4312.661424 = -123816.486218 nChanged 11 SP:Iteration 27Q (385.344049 sec): 3 clusters Score: Raw -128132.909921 + Penalty 4312.661424 = -123820.248498 nChanged 10 SP:Iteration 28Q (385.389929 sec): 3 clusters Score: Raw -128137.939767 + Penalty 4312.661424 = -123825.278343 nChanged 4 SP:Iteration 29Q (385.435908 sec): 3 clusters Score: Raw -128139.539717 + Penalty 4312.661424 = -123826.878293 nChanged 5 SP:Iteration 30Q (385.578929 sec): 3 clusters Score: Raw -128142.817659 + Penalty 4312.661424 = -123830.156235 nChanged 9 SP:Iteration 31Q (385.685886 sec): 3 clusters Score: Raw -128145.573764 + Penalty 4312.661424 = -123832.912340 nChanged 2 SP:Iteration 32Q (385.813811 sec): 3 clusters Score: Raw -128146.243314 + Penalty 4312.661424 = -123833.581890 nChanged 2 SP:Iteration 33Q (385.903131 sec): 3 clusters Score: Raw -128146.927679 + Penalty 4312.661424 = -123834.266255 nChanged 2 SP:Iteration 34Q (385.947071 sec): 3 clusters Score: Raw -128147.516981 + Penalty 4312.661424 = -123834.855557 nChanged 2 SP:Iteration 35Q (385.990269 sec): 3 clusters Score: Raw -128147.948582 + Penalty 4312.661424 = -123835.287158 nChanged 0 SP:Iteration 36F (386.033183 sec): 3 clusters Score: Raw -128147.948582 + Penalty 4312.661424 = -123835.287158 nChanged 0 Trying to split cluster 5 (5017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.080121 sec): 2 clusters Score: Raw -232283.368248 + Penalty 2249.435080 = -230033.933168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.132784 sec): 3 clusters Score: Raw -229861.463408 + Penalty 4498.870160 = -225362.593248 nChanged 1886 SP:Iteration 1F (386.203857 sec): 3 clusters Score: Raw -230968.293539 + Penalty 4498.870160 = -226469.423379 nChanged 383 SP:Iteration 2F (386.349479 sec): 3 clusters Score: Raw -231188.657256 + Penalty 4498.870160 = -226689.787096 nChanged 237 SP:Iteration 3Q (386.398579 sec): 3 clusters Score: Raw -231321.877442 + Penalty 4498.870160 = -226823.007282 nChanged 169 SP:Iteration 4Q (386.447943 sec): 3 clusters Score: Raw -231401.520536 + Penalty 4498.870160 = -226902.650376 nChanged 130 SP:Iteration 5Q (386.500578 sec): 3 clusters Score: Raw -231470.595415 + Penalty 4498.870160 = -226971.725255 nChanged 134 SP:Iteration 6Q (386.663375 sec): 3 clusters Score: Raw -231536.859856 + Penalty 4498.870160 = -227037.989696 nChanged 111 SP:Iteration 7Q (386.686916 sec): 3 clusters Score: Raw -231597.499874 + Penalty 4498.870160 = -227098.629714 nChanged 110 SP:Iteration 8Q (386.738174 sec): 3 clusters Score: Raw -231663.460416 + Penalty 4498.870160 = -227164.590256 nChanged 133 SP:Iteration 9Q (386.875319 sec): 3 clusters Score: Raw -231734.491589 + Penalty 4498.870160 = -227235.621429 nChanged 115 SP:Iteration 10Q (387.012948 sec): 3 clusters Score: Raw -231797.804007 + Penalty 4498.870160 = -227298.933847 nChanged 93 SP:Iteration 11Q (387.062545 sec): 3 clusters Score: Raw -231848.364601 + Penalty 4498.870160 = -227349.494441 nChanged 87 SP:Iteration 12Q (387.113408 sec): 3 clusters Score: Raw -231900.633908 + Penalty 4498.870160 = -227401.763747 nChanged 97 SP:Iteration 13Q (387.164128 sec): 3 clusters Score: Raw -231950.672033 + Penalty 4498.870160 = -227451.801872 nChanged 98 SP:Iteration 14Q (387.215169 sec): 3 clusters Score: Raw -232011.223480 + Penalty 4498.870160 = -227512.353320 nChanged 114 SP:Iteration 15Q (387.269680 sec): 3 clusters Score: Raw -232083.518782 + Penalty 4498.870160 = -227584.648621 nChanged 122 SP:Iteration 16Q (387.324165 sec): 3 clusters Score: Raw -232159.378914 + Penalty 4498.870160 = -227660.508754 nChanged 109 SP:Iteration 17Q (387.379242 sec): 3 clusters Score: Raw -232221.065324 + Penalty 4498.870160 = -227722.195164 nChanged 101 SP:Iteration 18Q (387.432079 sec): 3 clusters Score: Raw -232285.121304 + Penalty 4498.870160 = -227786.251144 nChanged 98 SP:Iteration 19Q (387.484608 sec): 3 clusters Score: Raw -232345.426503 + Penalty 4498.870160 = -227846.556343 nChanged 101 SP:Iteration 20F (387.536443 sec): 3 clusters Score: Raw -232420.180166 + Penalty 4498.870160 = -227921.310006 nChanged 116 SP:Iteration 21Q (387.588770 sec): 3 clusters Score: Raw -232502.631418 + Penalty 4498.870160 = -228003.761258 nChanged 125 SP:Iteration 22Q (387.643760 sec): 3 clusters Score: Raw -232596.048101 + Penalty 4498.870160 = -228097.177941 nChanged 130 SP:Iteration 23Q (387.731420 sec): 3 clusters Score: Raw -232704.299197 + Penalty 4498.870160 = -228205.429037 nChanged 134 SP:Iteration 24Q (387.800716 sec): 3 clusters Score: Raw -232810.874816 + Penalty 4498.870160 = -228312.004656 nChanged 103 SP:Iteration 25Q (387.857422 sec): 3 clusters Score: Raw -232882.451544 + Penalty 4498.870160 = -228383.581384 nChanged 93 SP:Iteration 26Q (387.907948 sec): 3 clusters Score: Raw -232939.207288 + Penalty 4498.870160 = -228440.337128 nChanged 65 SP:Iteration 27Q (387.958302 sec): 3 clusters Score: Raw -232970.749196 + Penalty 4498.870160 = -228471.879036 nChanged 42 SP:Iteration 28Q (388.012440 sec): 3 clusters Score: Raw -232989.396742 + Penalty 4498.870160 = -228490.526582 nChanged 34 SP:Iteration 29Q (388.067770 sec): 3 clusters Score: Raw -233006.093887 + Penalty 4498.870160 = -228507.223727 nChanged 23 SP:Iteration 30Q (388.123098 sec): 3 clusters Score: Raw -233016.409831 + Penalty 4498.870160 = -228517.539671 nChanged 26 SP:Iteration 31Q (388.175685 sec): 3 clusters Score: Raw -233028.570583 + Penalty 4498.870160 = -228529.700423 nChanged 29 SP:Iteration 32Q (388.228127 sec): 3 clusters Score: Raw -233038.342028 + Penalty 4498.870160 = -228539.471868 nChanged 14 SP:Iteration 33Q (388.280582 sec): 3 clusters Score: Raw -233042.263566 + Penalty 4498.870160 = -228543.393406 nChanged 12 SP:Iteration 34Q (388.347670 sec): 3 clusters Score: Raw -233046.508944 + Penalty 4498.870160 = -228547.638784 nChanged 13 SP:Iteration 35Q (388.400388 sec): 3 clusters Score: Raw -233051.114084 + Penalty 4498.870160 = -228552.243924 nChanged 15 SP:Iteration 36Q (388.465717 sec): 3 clusters Score: Raw -233056.933532 + Penalty 4498.870160 = -228558.063371 nChanged 14 SP:Iteration 37Q (388.523388 sec): 3 clusters Score: Raw -233062.663970 + Penalty 4498.870160 = -228563.793810 nChanged 15 SP:Iteration 38Q (388.579467 sec): 3 clusters Score: Raw -233068.839809 + Penalty 4498.870160 = -228569.969648 nChanged 11 SP:Iteration 39Q (388.633756 sec): 3 clusters Score: Raw -233073.432117 + Penalty 4498.870160 = -228574.561957 nChanged 16 SP:Iteration 40F (388.688577 sec): 3 clusters Score: Raw -233079.846355 + Penalty 4498.870160 = -228580.976195 nChanged 19 SP:Iteration 41Q (388.740966 sec): 3 clusters Score: Raw -233086.212616 + Penalty 4498.870160 = -228587.342456 nChanged 17 SP:Iteration 42Q (388.792177 sec): 3 clusters Score: Raw -233094.138515 + Penalty 4498.870160 = -228595.268355 nChanged 23 SP:Iteration 43Q (388.843289 sec): 3 clusters Score: Raw -233104.229655 + Penalty 4498.870160 = -228605.359495 nChanged 24 SP:Iteration 44Q (388.896243 sec): 3 clusters Score: Raw -233115.170882 + Penalty 4498.870160 = -228616.300722 nChanged 20 SP:Iteration 45Q (388.949558 sec): 3 clusters Score: Raw -233124.955443 + Penalty 4498.870160 = -228626.085283 nChanged 21 SP:Iteration 46Q (389.002900 sec): 3 clusters Score: Raw -233132.610832 + Penalty 4498.870160 = -228633.740671 nChanged 22 SP:Iteration 47Q (389.055049 sec): 3 clusters Score: Raw -233143.504520 + Penalty 4498.870160 = -228644.634360 nChanged 27 SP:Iteration 48Q (389.106605 sec): 3 clusters Score: Raw -233160.179355 + Penalty 4498.870160 = -228661.309195 nChanged 27 SP:Iteration 49Q (389.158100 sec): 3 clusters Score: Raw -233176.950239 + Penalty 4498.870160 = -228678.080079 nChanged 28 SP:Iteration 50Q (389.209614 sec): 3 clusters Score: Raw -233192.822197 + Penalty 4498.870160 = -228693.952037 nChanged 29 SP:Iteration 51Q (389.260600 sec): 3 clusters Score: Raw -233207.328997 + Penalty 4498.870160 = -228708.458837 nChanged 24 SP:Iteration 52Q (389.386083 sec): 3 clusters Score: Raw -233217.039030 + Penalty 4498.870160 = -228718.168870 nChanged 21 SP:Iteration 53Q (389.414629 sec): 3 clusters Score: Raw -233226.225114 + Penalty 4498.870160 = -228727.354954 nChanged 18 SP:Iteration 54Q (389.469963 sec): 3 clusters Score: Raw -233234.944685 + Penalty 4498.870160 = -228736.074525 nChanged 16 SP:Iteration 55Q (389.522546 sec): 3 clusters Score: Raw -233240.564205 + Penalty 4498.870160 = -228741.694045 nChanged 10 SP:Iteration 56Q (389.575123 sec): 3 clusters Score: Raw -233243.117694 + Penalty 4498.870160 = -228744.247533 nChanged 6 SP:Iteration 57Q (389.627579 sec): 3 clusters Score: Raw -233244.785656 + Penalty 4498.870160 = -228745.915496 nChanged 4 SP:Iteration 58Q (389.679783 sec): 3 clusters Score: Raw -233246.412577 + Penalty 4498.870160 = -228747.542417 nChanged 7 SP:Iteration 59Q (389.730956 sec): 3 clusters Score: Raw -233249.278225 + Penalty 4498.870160 = -228750.408065 nChanged 7 SP:Iteration 60F (389.783692 sec): 3 clusters Score: Raw -233251.865021 + Penalty 4498.870160 = -228752.994860 nChanged 5 SP:Iteration 61Q (389.836445 sec): 3 clusters Score: Raw -233254.495358 + Penalty 4498.870160 = -228755.625198 nChanged 7 SP:Iteration 62Q (389.890729 sec): 3 clusters Score: Raw -233257.716537 + Penalty 4498.870160 = -228758.846377 nChanged 2 SP:Iteration 63Q (389.942743 sec): 3 clusters Score: Raw -233258.148727 + Penalty 4498.870160 = -228759.278567 nChanged 0 SP:Iteration 64F (389.996376 sec): 3 clusters Score: Raw -233258.148727 + Penalty 4498.870160 = -228759.278567 nChanged 0 Time taken for this iteration:133.936038 seconds. 5->6 Clusters: Score -1009555.111368, best is -1009561.032527 Starting from 6 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 6 initial classes randomly. Deleting Class 1 (4278 points): Lose 1007.999631 but Gain 2660.632891 Iteration 0F (390.357588 sec): 5 clusters Score: Raw -954095.483124 + Penalty 10642.531564 = -943452.951559 nChanged 17426 Iteration 1F (390.585225 sec): 5 clusters Score: Raw -978335.910289 + Penalty 10642.531564 = -967693.378725 nChanged 5523 Iteration 2F (390.837499 sec): 5 clusters Score: Raw -988285.738747 + Penalty 10642.531564 = -977643.207183 nChanged 4541 Iteration 3F (391.019400 sec): 5 clusters Score: Raw -994809.449656 + Penalty 10642.531564 = -984166.918091 nChanged 3207 Iteration 4F (391.251263 sec): 5 clusters Score: Raw -999638.834757 + Penalty 10642.531564 = -988996.303192 nChanged 2461 Iteration 5F (391.466904 sec): 5 clusters Score: Raw -1003413.945348 + Penalty 10642.531564 = -992771.413784 nChanged 2202 Iteration 6F (391.717257 sec): 5 clusters Score: Raw -1006436.429622 + Penalty 10642.531564 = -995793.898058 nChanged 1954 Iteration 7F (392.035343 sec): 5 clusters Score: Raw -1009007.493030 + Penalty 10642.531564 = -998364.961466 nChanged 1619 Iteration 8F (392.390304 sec): 5 clusters Score: Raw -1011093.127958 + Penalty 10642.531564 = -1000450.596393 nChanged 1305 Iteration 9F (392.632819 sec): 5 clusters Score: Raw -1012499.120380 + Penalty 10642.531564 = -1001856.588816 nChanged 985 Iteration 10Q (392.858342 sec): 5 clusters Score: Raw -1013397.661997 + Penalty 10642.531564 = -1002755.130432 nChanged 873 Iteration 11Q (393.078313 sec): 5 clusters Score: Raw -1014051.129658 + Penalty 10642.531564 = -1003408.598094 nChanged 677 Iteration 12Q (393.301586 sec): 5 clusters Score: Raw -1014502.679047 + Penalty 10642.531564 = -1003860.147483 nChanged 573 Iteration 13Q (393.660525 sec): 5 clusters Score: Raw -1014849.963454 + Penalty 10642.531564 = -1004207.431890 nChanged 547 Iteration 14Q (393.923790 sec): 5 clusters Score: Raw -1015159.723902 + Penalty 10642.531564 = -1004517.192337 nChanged 461 Iteration 15Q (394.108927 sec): 5 clusters Score: Raw -1015415.189165 + Penalty 10642.531564 = -1004772.657601 nChanged 428 Iteration 16Q (394.317532 sec): 5 clusters Score: Raw -1015634.396284 + Penalty 10642.531564 = -1004991.864719 nChanged 413 Iteration 17Q (394.543304 sec): 5 clusters Score: Raw -1015846.074482 + Penalty 10642.531564 = -1005203.542917 nChanged 383 Iteration 18Q (394.733717 sec): 5 clusters Score: Raw -1016029.090788 + Penalty 10642.531564 = -1005386.559223 nChanged 332 Iteration 19Q (395.137884 sec): 5 clusters Score: Raw -1016150.911166 + Penalty 10642.531564 = -1005508.379601 nChanged 275 Writing temp clu file Because OldScore, -1005386.559223, is greater than current (better) Score,-1005508.379601 Compute initial score before splitting: Score: Raw -1016150.911166 + Penalty 10642.531564 = -1005508.379601 Trying to split cluster 2 (7415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (395.245082 sec): 2 clusters Score: Raw -362725.913263 + Penalty 2352.572707 = -360373.340556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (395.435193 sec): 3 clusters Score: Raw -358967.540301 + Penalty 4705.145414 = -354262.394887 nChanged 2895 SP:Iteration 1F (395.600277 sec): 3 clusters Score: Raw -360646.929534 + Penalty 4705.145414 = -355941.784120 nChanged 689 SP:Iteration 2F (395.728656 sec): 3 clusters Score: Raw -361678.547791 + Penalty 4705.145414 = -356973.402377 nChanged 738 SP:Iteration 3F (395.866907 sec): 3 clusters Score: Raw -362887.032134 + Penalty 4705.145414 = -358181.886719 nChanged 762 SP:Iteration 4F (396.004111 sec): 3 clusters Score: Raw -363699.055089 + Penalty 4705.145414 = -358993.909675 nChanged 586 SP:Iteration 5F (396.141908 sec): 3 clusters Score: Raw -364348.143346 + Penalty 4705.145414 = -359642.997932 nChanged 394 SP:Iteration 6F (396.224211 sec): 3 clusters Score: Raw -364776.264166 + Penalty 4705.145414 = -360071.118751 nChanged 236 SP:Iteration 7Q (396.338526 sec): 3 clusters Score: Raw -365063.110889 + Penalty 4705.145414 = -360357.965475 nChanged 144 SP:Iteration 8Q (396.411534 sec): 3 clusters Score: Raw -365224.575291 + Penalty 4705.145414 = -360519.429877 nChanged 86 SP:Iteration 9Q (396.471714 sec): 3 clusters Score: Raw -365321.267899 + Penalty 4705.145414 = -360616.122485 nChanged 55 SP:Iteration 10Q (396.527775 sec): 3 clusters Score: Raw -365380.120498 + Penalty 4705.145414 = -360674.975083 nChanged 43 SP:Iteration 11Q (396.583110 sec): 3 clusters Score: Raw -365419.132964 + Penalty 4705.145414 = -360713.987550 nChanged 25 SP:Iteration 12Q (396.724731 sec): 3 clusters Score: Raw -365438.174329 + Penalty 4705.145414 = -360733.028915 nChanged 20 SP:Iteration 13Q (396.860050 sec): 3 clusters Score: Raw -365456.718011 + Penalty 4705.145414 = -360751.572597 nChanged 22 SP:Iteration 14Q (396.910025 sec): 3 clusters Score: Raw -365474.390657 + Penalty 4705.145414 = -360769.245243 nChanged 24 SP:Iteration 15Q (396.998912 sec): 3 clusters Score: Raw -365498.233919 + Penalty 4705.145414 = -360793.088505 nChanged 32 SP:Iteration 16Q (397.069358 sec): 3 clusters Score: Raw -365530.154961 + Penalty 4705.145414 = -360825.009547 nChanged 21 SP:Iteration 17Q (397.119330 sec): 3 clusters Score: Raw -365554.324818 + Penalty 4705.145414 = -360849.179403 nChanged 17 SP:Iteration 18Q (397.171037 sec): 3 clusters Score: Raw -365570.375224 + Penalty 4705.145414 = -360865.229809 nChanged 14 SP:Iteration 19Q (397.234932 sec): 3 clusters Score: Raw -365585.313212 + Penalty 4705.145414 = -360880.167797 nChanged 12 SP:Iteration 20F (397.313547 sec): 3 clusters Score: Raw -365596.377940 + Penalty 4705.145414 = -360891.232526 nChanged 11 SP:Iteration 21Q (397.367927 sec): 3 clusters Score: Raw -365604.747961 + Penalty 4705.145414 = -360899.602546 nChanged 13 SP:Iteration 22Q (397.422353 sec): 3 clusters Score: Raw -365617.763201 + Penalty 4705.145414 = -360912.617787 nChanged 11 SP:Iteration 23Q (397.477544 sec): 3 clusters Score: Raw -365627.206194 + Penalty 4705.145414 = -360922.060780 nChanged 8 SP:Iteration 24Q (397.536254 sec): 3 clusters Score: Raw -365634.325479 + Penalty 4705.145414 = -360929.180064 nChanged 4 SP:Iteration 25Q (397.595661 sec): 3 clusters Score: Raw -365636.523765 + Penalty 4705.145414 = -360931.378351 nChanged 2 SP:Iteration 26Q (397.658886 sec): 3 clusters Score: Raw -365637.892795 + Penalty 4705.145414 = -360932.747380 nChanged 1 SP:Iteration 27Q (397.723617 sec): 3 clusters Score: Raw -365638.411298 + Penalty 4705.145414 = -360933.265883 nChanged 0 SP:Iteration 28F (397.788115 sec): 3 clusters Score: Raw -365638.411298 + Penalty 4705.145414 = -360933.265883 nChanged 0 Score: Raw -1019123.987410 + Penalty 13303.164455 = -1005820.822954 Splitting cluster 2 changes total score from -1005508.379601 to -1005820.822954 So it's getting split into cluster 1. Trying to split cluster 3 (4100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.094368 sec): 2 clusters Score: Raw -148377.868916 + Penalty 2196.147955 = -146181.720961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.155227 sec): 3 clusters Score: Raw -146494.122809 + Penalty 4392.295909 = -142101.826900 nChanged 1521 SP:Iteration 1F (398.215053 sec): 3 clusters Score: Raw -147499.126817 + Penalty 4392.295909 = -143106.830908 nChanged 390 SP:Iteration 2F (398.266295 sec): 3 clusters Score: Raw -147849.358294 + Penalty 4392.295909 = -143457.062384 nChanged 285 SP:Iteration 3F (398.388712 sec): 3 clusters Score: Raw -148129.243748 + Penalty 4392.295909 = -143736.947838 nChanged 242 SP:Iteration 4F (398.513133 sec): 3 clusters Score: Raw -148368.026395 + Penalty 4392.295909 = -143975.730485 nChanged 229 SP:Iteration 5F (398.635394 sec): 3 clusters Score: Raw -148577.172995 + Penalty 4392.295909 = -144184.877085 nChanged 190 SP:Iteration 6Q (398.749432 sec): 3 clusters Score: Raw -148730.243834 + Penalty 4392.295909 = -144337.947924 nChanged 143 SP:Iteration 7Q (398.806891 sec): 3 clusters Score: Raw -148841.073647 + Penalty 4392.295909 = -144448.777737 nChanged 126 SP:Iteration 8Q (398.854716 sec): 3 clusters Score: Raw -148940.124832 + Penalty 4392.295909 = -144547.828923 nChanged 91 SP:Iteration 9Q (398.901696 sec): 3 clusters Score: Raw -149001.532003 + Penalty 4392.295909 = -144609.236094 nChanged 68 SP:Iteration 10Q (398.948901 sec): 3 clusters Score: Raw -149042.575597 + Penalty 4392.295909 = -144650.279687 nChanged 55 SP:Iteration 11Q (398.996446 sec): 3 clusters Score: Raw -149080.299205 + Penalty 4392.295909 = -144688.003296 nChanged 58 SP:Iteration 12Q (399.045108 sec): 3 clusters Score: Raw -149114.897448 + Penalty 4392.295909 = -144722.601539 nChanged 42 SP:Iteration 13Q (399.093495 sec): 3 clusters Score: Raw -149141.217403 + Penalty 4392.295909 = -144748.921494 nChanged 42 SP:Iteration 14Q (399.141688 sec): 3 clusters Score: Raw -149163.903206 + Penalty 4392.295909 = -144771.607297 nChanged 30 SP:Iteration 15Q (399.189755 sec): 3 clusters Score: Raw -149177.222200 + Penalty 4392.295909 = -144784.926291 nChanged 19 SP:Iteration 16Q (399.238848 sec): 3 clusters Score: Raw -149184.425991 + Penalty 4392.295909 = -144792.130082 nChanged 20 SP:Iteration 17Q (399.287920 sec): 3 clusters Score: Raw -149194.529068 + Penalty 4392.295909 = -144802.233158 nChanged 20 SP:Iteration 18Q (399.335289 sec): 3 clusters Score: Raw -149202.067108 + Penalty 4392.295909 = -144809.771198 nChanged 14 SP:Iteration 19Q (399.382039 sec): 3 clusters Score: Raw -149207.246241 + Penalty 4392.295909 = -144814.950331 nChanged 7 SP:Iteration 20F (399.429005 sec): 3 clusters Score: Raw -149209.481641 + Penalty 4392.295909 = -144817.185731 nChanged 4 SP:Iteration 21Q (399.476099 sec): 3 clusters Score: Raw -149210.675033 + Penalty 4392.295909 = -144818.379124 nChanged 3 SP:Iteration 22Q (399.524700 sec): 3 clusters Score: Raw -149211.507877 + Penalty 4392.295909 = -144819.211968 nChanged 4 SP:Iteration 23Q (399.572729 sec): 3 clusters Score: Raw -149212.706779 + Penalty 4392.295909 = -144820.410869 nChanged 1 SP:Iteration 24Q (399.621002 sec): 3 clusters Score: Raw -149212.915867 + Penalty 4392.295909 = -144820.619958 nChanged 0 SP:Iteration 25F (399.766484 sec): 3 clusters Score: Raw -149212.915867 + Penalty 4392.295909 = -144820.619958 nChanged 0 Trying to split cluster 4 (6200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (399.845117 sec): 2 clusters Score: Raw -257641.254694 + Penalty 2305.328407 = -255335.926288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (400.005341 sec): 3 clusters Score: Raw -254616.726822 + Penalty 4610.656814 = -250006.070009 nChanged 2390 SP:Iteration 1F (400.134975 sec): 3 clusters Score: Raw -256168.653592 + Penalty 4610.656814 = -251557.996779 nChanged 586 SP:Iteration 2F (400.240872 sec): 3 clusters Score: Raw -256758.453917 + Penalty 4610.656814 = -252147.797103 nChanged 548 SP:Iteration 3F (400.315812 sec): 3 clusters Score: Raw -257449.716078 + Penalty 4610.656814 = -252839.059265 nChanged 481 SP:Iteration 4F (400.461200 sec): 3 clusters Score: Raw -258138.325980 + Penalty 4610.656814 = -253527.669166 nChanged 411 SP:Iteration 5F (400.539238 sec): 3 clusters Score: Raw -258646.056289 + Penalty 4610.656814 = -254035.399475 nChanged 330 SP:Iteration 6F (400.590975 sec): 3 clusters Score: Raw -258951.773608 + Penalty 4610.656814 = -254341.116795 nChanged 230 SP:Iteration 7Q (400.647152 sec): 3 clusters Score: Raw -259110.415851 + Penalty 4610.656814 = -254499.759038 nChanged 165 SP:Iteration 8Q (400.708603 sec): 3 clusters Score: Raw -259212.426653 + Penalty 4610.656814 = -254601.769840 nChanged 152 SP:Iteration 9Q (400.770198 sec): 3 clusters Score: Raw -259316.297593 + Penalty 4610.656814 = -254705.640779 nChanged 137 SP:Iteration 10Q (400.857700 sec): 3 clusters Score: Raw -259415.997571 + Penalty 4610.656814 = -254805.340757 nChanged 125 SP:Iteration 11Q (400.919420 sec): 3 clusters Score: Raw -259496.145257 + Penalty 4610.656814 = -254885.488443 nChanged 114 SP:Iteration 12Q (400.982783 sec): 3 clusters Score: Raw -259568.642626 + Penalty 4610.656814 = -254957.985813 nChanged 110 SP:Iteration 13Q (401.046049 sec): 3 clusters Score: Raw -259641.195744 + Penalty 4610.656814 = -255030.538930 nChanged 109 SP:Iteration 14Q (401.107088 sec): 3 clusters Score: Raw -259715.080597 + Penalty 4610.656814 = -255104.423784 nChanged 116 SP:Iteration 15Q (401.162672 sec): 3 clusters Score: Raw -259783.972280 + Penalty 4610.656814 = -255173.315467 nChanged 110 SP:Iteration 16Q (401.234388 sec): 3 clusters Score: Raw -259849.671737 + Penalty 4610.656814 = -255239.014924 nChanged 93 SP:Iteration 17Q (401.293437 sec): 3 clusters Score: Raw -259905.046387 + Penalty 4610.656814 = -255294.389573 nChanged 93 SP:Iteration 18Q (401.351892 sec): 3 clusters Score: Raw -259962.944484 + Penalty 4610.656814 = -255352.287671 nChanged 89 SP:Iteration 19Q (401.411097 sec): 3 clusters Score: Raw -260017.658422 + Penalty 4610.656814 = -255407.001608 nChanged 74 SP:Iteration 20F (401.468815 sec): 3 clusters Score: Raw -260063.279000 + Penalty 4610.656814 = -255452.622187 nChanged 63 SP:Iteration 21Q (401.529737 sec): 3 clusters Score: Raw -260097.495175 + Penalty 4610.656814 = -255486.838362 nChanged 50 SP:Iteration 22Q (401.670348 sec): 3 clusters Score: Raw -260124.285330 + Penalty 4610.656814 = -255513.628517 nChanged 55 SP:Iteration 23Q (401.790208 sec): 3 clusters Score: Raw -260154.466786 + Penalty 4610.656814 = -255543.809973 nChanged 42 SP:Iteration 24Q (401.924751 sec): 3 clusters Score: Raw -260177.593353 + Penalty 4610.656814 = -255566.936540 nChanged 45 SP:Iteration 25Q (401.977842 sec): 3 clusters Score: Raw -260196.278581 + Penalty 4610.656814 = -255585.621768 nChanged 31 SP:Iteration 26Q (402.030376 sec): 3 clusters Score: Raw -260209.686043 + Penalty 4610.656814 = -255599.029230 nChanged 24 SP:Iteration 27Q (402.083749 sec): 3 clusters Score: Raw -260217.327428 + Penalty 4610.656814 = -255606.670615 nChanged 19 SP:Iteration 28Q (402.149902 sec): 3 clusters Score: Raw -260223.058091 + Penalty 4610.656814 = -255612.401278 nChanged 14 SP:Iteration 29Q (402.215657 sec): 3 clusters Score: Raw -260227.496337 + Penalty 4610.656814 = -255616.839523 nChanged 16 SP:Iteration 30Q (402.275227 sec): 3 clusters Score: Raw -260232.576711 + Penalty 4610.656814 = -255621.919897 nChanged 22 SP:Iteration 31Q (402.326332 sec): 3 clusters Score: Raw -260240.030699 + Penalty 4610.656814 = -255629.373886 nChanged 18 SP:Iteration 32Q (402.377515 sec): 3 clusters Score: Raw -260246.644837 + Penalty 4610.656814 = -255635.988023 nChanged 17 SP:Iteration 33Q (402.437004 sec): 3 clusters Score: Raw -260252.455493 + Penalty 4610.656814 = -255641.798679 nChanged 16 SP:Iteration 34Q (402.499231 sec): 3 clusters Score: Raw -260257.904124 + Penalty 4610.656814 = -255647.247311 nChanged 11 SP:Iteration 35Q (402.561326 sec): 3 clusters Score: Raw -260261.134216 + Penalty 4610.656814 = -255650.477402 nChanged 6 SP:Iteration 36Q (402.621878 sec): 3 clusters Score: Raw -260262.496512 + Penalty 4610.656814 = -255651.839698 nChanged 5 SP:Iteration 37Q (402.676554 sec): 3 clusters Score: Raw -260264.901238 + Penalty 4610.656814 = -255654.244425 nChanged 6 SP:Iteration 38Q (402.732184 sec): 3 clusters Score: Raw -260266.976945 + Penalty 4610.656814 = -255656.320132 nChanged 7 SP:Iteration 39Q (402.788981 sec): 3 clusters Score: Raw -260269.313155 + Penalty 4610.656814 = -255658.656341 nChanged 8 SP:Iteration 40F (402.848174 sec): 3 clusters Score: Raw -260271.074653 + Penalty 4610.656814 = -255660.417840 nChanged 8 SP:Iteration 41Q (402.908012 sec): 3 clusters Score: Raw -260273.291162 + Penalty 4610.656814 = -255662.634348 nChanged 7 SP:Iteration 42Q (403.026870 sec): 3 clusters Score: Raw -260275.155137 + Penalty 4610.656814 = -255664.498324 nChanged 4 SP:Iteration 43Q (403.089230 sec): 3 clusters Score: Raw -260276.301145 + Penalty 4610.656814 = -255665.644331 nChanged 5 SP:Iteration 44Q (403.238179 sec): 3 clusters Score: Raw -260277.310010 + Penalty 4610.656814 = -255666.653197 nChanged 3 SP:Iteration 45Q (403.374514 sec): 3 clusters Score: Raw -260277.908188 + Penalty 4610.656814 = -255667.251375 nChanged 1 SP:Iteration 46Q (403.502591 sec): 3 clusters Score: Raw -260278.097536 + Penalty 4610.656814 = -255667.440722 nChanged 1 SP:Iteration 47Q (403.629926 sec): 3 clusters Score: Raw -260278.180585 + Penalty 4610.656814 = -255667.523772 nChanged 0 SP:Iteration 48F (403.706829 sec): 3 clusters Score: Raw -260278.180585 + Penalty 4610.656814 = -255667.523772 nChanged 0 Score: Raw -1021760.913300 + Penalty 15963.797346 = -1005797.115954 Splitting cluster 4 changes total score from -1005508.379601 to -1005797.115954 So it's getting split into cluster 6. Trying to split cluster 5 (6102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (404.084170 sec): 2 clusters Score: Raw -279983.440371 + Penalty 2301.122172 = -277682.318198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (404.133475 sec): 3 clusters Score: Raw -276996.070523 + Penalty 4602.244345 = -272393.826178 nChanged 2341 SP:Iteration 1F (404.189157 sec): 3 clusters Score: Raw -278349.983465 + Penalty 4602.244345 = -273747.739120 nChanged 463 SP:Iteration 2F (404.257758 sec): 3 clusters Score: Raw -278684.073721 + Penalty 4602.244345 = -274081.829376 nChanged 372 SP:Iteration 3F (404.323693 sec): 3 clusters Score: Raw -278986.926606 + Penalty 4602.244345 = -274384.682261 nChanged 303 SP:Iteration 4Q (404.390314 sec): 3 clusters Score: Raw -279220.226042 + Penalty 4602.244345 = -274617.981697 nChanged 270 SP:Iteration 5Q (404.454295 sec): 3 clusters Score: Raw -279421.326771 + Penalty 4602.244345 = -274819.082426 nChanged 254 SP:Iteration 6Q (404.507655 sec): 3 clusters Score: Raw -279609.748310 + Penalty 4602.244345 = -275007.503965 nChanged 234 SP:Iteration 7Q (404.563790 sec): 3 clusters Score: Raw -279785.240610 + Penalty 4602.244345 = -275182.996265 nChanged 234 SP:Iteration 8Q (404.622838 sec): 3 clusters Score: Raw -279932.202184 + Penalty 4602.244345 = -275329.957840 nChanged 193 SP:Iteration 9Q (404.682383 sec): 3 clusters Score: Raw -280052.894380 + Penalty 4602.244345 = -275450.650035 nChanged 171 SP:Iteration 10Q (404.744119 sec): 3 clusters Score: Raw -280145.073855 + Penalty 4602.244345 = -275542.829510 nChanged 142 SP:Iteration 11Q (404.888628 sec): 3 clusters Score: Raw -280209.925655 + Penalty 4602.244345 = -275607.681310 nChanged 116 SP:Iteration 12Q (405.025176 sec): 3 clusters Score: Raw -280268.127286 + Penalty 4602.244345 = -275665.882941 nChanged 109 SP:Iteration 13Q (405.161959 sec): 3 clusters Score: Raw -280317.225561 + Penalty 4602.244345 = -275714.981216 nChanged 84 SP:Iteration 14Q (405.325603 sec): 3 clusters Score: Raw -280350.692242 + Penalty 4602.244345 = -275748.447897 nChanged 68 SP:Iteration 15Q (405.433127 sec): 3 clusters Score: Raw -280381.056431 + Penalty 4602.244345 = -275778.812086 nChanged 79 SP:Iteration 16Q (405.488696 sec): 3 clusters Score: Raw -280413.745576 + Penalty 4602.244345 = -275811.501231 nChanged 71 SP:Iteration 17Q (405.545469 sec): 3 clusters Score: Raw -280443.589878 + Penalty 4602.244345 = -275841.345533 nChanged 66 SP:Iteration 18Q (405.602329 sec): 3 clusters Score: Raw -280472.736965 + Penalty 4602.244345 = -275870.492620 nChanged 56 SP:Iteration 19Q (405.658905 sec): 3 clusters Score: Raw -280496.651616 + Penalty 4602.244345 = -275894.407271 nChanged 45 SP:Iteration 20F (405.715234 sec): 3 clusters Score: Raw -280516.202053 + Penalty 4602.244345 = -275913.957708 nChanged 56 SP:Iteration 21Q (405.848919 sec): 3 clusters Score: Raw -280535.781725 + Penalty 4602.244345 = -275933.537380 nChanged 43 SP:Iteration 22Q (405.967336 sec): 3 clusters Score: Raw -280550.269513 + Penalty 4602.244345 = -275948.025168 nChanged 44 SP:Iteration 23Q (406.033114 sec): 3 clusters Score: Raw -280566.044014 + Penalty 4602.244345 = -275963.799669 nChanged 43 SP:Iteration 24Q (406.094562 sec): 3 clusters Score: Raw -280586.052217 + Penalty 4602.244345 = -275983.807872 nChanged 50 SP:Iteration 25Q (406.146353 sec): 3 clusters Score: Raw -280606.637294 + Penalty 4602.244345 = -276004.392949 nChanged 48 SP:Iteration 26Q (406.288743 sec): 3 clusters Score: Raw -280623.525656 + Penalty 4602.244345 = -276021.281311 nChanged 31 SP:Iteration 27Q (406.426053 sec): 3 clusters Score: Raw -280635.188945 + Penalty 4602.244345 = -276032.944600 nChanged 38 SP:Iteration 28Q (406.562321 sec): 3 clusters Score: Raw -280651.599796 + Penalty 4602.244345 = -276049.355451 nChanged 46 SP:Iteration 29Q (406.701833 sec): 3 clusters Score: Raw -280667.965155 + Penalty 4602.244345 = -276065.720810 nChanged 47 SP:Iteration 30Q (406.801135 sec): 3 clusters Score: Raw -280683.460456 + Penalty 4602.244345 = -276081.216111 nChanged 45 SP:Iteration 31Q (406.966761 sec): 3 clusters Score: Raw -280703.935751 + Penalty 4602.244345 = -276101.691406 nChanged 58 SP:Iteration 32Q (407.077135 sec): 3 clusters Score: Raw -280728.218718 + Penalty 4602.244345 = -276125.974374 nChanged 58 SP:Iteration 33Q (407.205403 sec): 3 clusters Score: Raw -280756.311092 + Penalty 4602.244345 = -276154.066747 nChanged 61 SP:Iteration 34Q (407.319657 sec): 3 clusters Score: Raw -280792.299902 + Penalty 4602.244345 = -276190.055557 nChanged 72 SP:Iteration 35Q (407.459954 sec): 3 clusters Score: Raw -280823.881116 + Penalty 4602.244345 = -276221.636771 nChanged 53 SP:Iteration 36Q (407.608011 sec): 3 clusters Score: Raw -280845.523769 + Penalty 4602.244345 = -276243.279424 nChanged 53 SP:Iteration 37Q (407.727780 sec): 3 clusters Score: Raw -280867.576296 + Penalty 4602.244345 = -276265.331951 nChanged 45 SP:Iteration 38Q (407.859486 sec): 3 clusters Score: Raw -280886.859377 + Penalty 4602.244345 = -276284.615032 nChanged 44 SP:Iteration 39Q (407.993489 sec): 3 clusters Score: Raw -280903.365619 + Penalty 4602.244345 = -276301.121274 nChanged 35 SP:Iteration 40F (408.119708 sec): 3 clusters Score: Raw -280919.254729 + Penalty 4602.244345 = -276317.010384 nChanged 34 SP:Iteration 41Q (408.254056 sec): 3 clusters Score: Raw -280934.108666 + Penalty 4602.244345 = -276331.864321 nChanged 41 SP:Iteration 42Q (408.358499 sec): 3 clusters Score: Raw -280953.352704 + Penalty 4602.244345 = -276351.108359 nChanged 41 SP:Iteration 43Q (408.475441 sec): 3 clusters Score: Raw -280968.631345 + Penalty 4602.244345 = -276366.387000 nChanged 34 SP:Iteration 44Q (408.584173 sec): 3 clusters Score: Raw -280982.952525 + Penalty 4602.244345 = -276380.708180 nChanged 30 SP:Iteration 45Q (408.641166 sec): 3 clusters Score: Raw -280996.416410 + Penalty 4602.244345 = -276394.172065 nChanged 34 SP:Iteration 46Q (408.695879 sec): 3 clusters Score: Raw -281009.604128 + Penalty 4602.244345 = -276407.359783 nChanged 34 SP:Iteration 47Q (408.751250 sec): 3 clusters Score: Raw -281021.830105 + Penalty 4602.244345 = -276419.585760 nChanged 35 SP:Iteration 48Q (408.812913 sec): 3 clusters Score: Raw -281035.081126 + Penalty 4602.244345 = -276432.836781 nChanged 37 SP:Iteration 49Q (408.876316 sec): 3 clusters Score: Raw -281046.699469 + Penalty 4602.244345 = -276444.455124 nChanged 19 SP:Iteration 50Q (409.036642 sec): 3 clusters Score: Raw -281053.769119 + Penalty 4602.244345 = -276451.524774 nChanged 17 SP:Iteration 51Q (409.140753 sec): 3 clusters Score: Raw -281058.089220 + Penalty 4602.244345 = -276455.844875 nChanged 13 SP:Iteration 52Q (409.194899 sec): 3 clusters Score: Raw -281063.035694 + Penalty 4602.244345 = -276460.791349 nChanged 16 SP:Iteration 53Q (409.299784 sec): 3 clusters Score: Raw -281067.957733 + Penalty 4602.244345 = -276465.713388 nChanged 19 SP:Iteration 54Q (409.429992 sec): 3 clusters Score: Raw -281073.160388 + Penalty 4602.244345 = -276470.916043 nChanged 14 SP:Iteration 55Q (409.569431 sec): 3 clusters Score: Raw -281077.821470 + Penalty 4602.244345 = -276475.577125 nChanged 10 SP:Iteration 56Q (409.689697 sec): 3 clusters Score: Raw -281081.465268 + Penalty 4602.244345 = -276479.220923 nChanged 13 SP:Iteration 57Q (409.819159 sec): 3 clusters Score: Raw -281084.807269 + Penalty 4602.244345 = -276482.562924 nChanged 7 SP:Iteration 58Q (409.892002 sec): 3 clusters Score: Raw -281086.761976 + Penalty 4602.244345 = -276484.517631 nChanged 12 SP:Iteration 59Q (409.970946 sec): 3 clusters Score: Raw -281090.066440 + Penalty 4602.244345 = -276487.822096 nChanged 11 SP:Iteration 60F (410.107013 sec): 3 clusters Score: Raw -281093.148817 + Penalty 4602.244345 = -276490.904472 nChanged 14 SP:Iteration 61Q (410.191854 sec): 3 clusters Score: Raw -281096.539597 + Penalty 4602.244345 = -276494.295252 nChanged 6 SP:Iteration 62Q (410.286115 sec): 3 clusters Score: Raw -281098.241730 + Penalty 4602.244345 = -276495.997385 nChanged 15 SP:Iteration 63Q (410.395475 sec): 3 clusters Score: Raw -281102.417392 + Penalty 4602.244345 = -276500.173047 nChanged 7 SP:Iteration 64Q (410.528923 sec): 3 clusters Score: Raw -281104.153817 + Penalty 4602.244345 = -276501.909472 nChanged 3 SP:Iteration 65Q (410.670910 sec): 3 clusters Score: Raw -281104.774370 + Penalty 4602.244345 = -276502.530025 nChanged 4 SP:Iteration 66Q (410.814273 sec): 3 clusters Score: Raw -281106.116023 + Penalty 4602.244345 = -276503.871678 nChanged 4 SP:Iteration 67Q (410.948022 sec): 3 clusters Score: Raw -281107.373644 + Penalty 4602.244345 = -276505.129299 nChanged 6 SP:Iteration 68Q (411.032824 sec): 3 clusters Score: Raw -281109.379416 + Penalty 4602.244345 = -276507.135071 nChanged 8 SP:Iteration 69Q (411.157068 sec): 3 clusters Score: Raw -281112.041874 + Penalty 4602.244345 = -276509.797530 nChanged 12 SP:Iteration 70Q (411.276788 sec): 3 clusters Score: Raw -281115.404439 + Penalty 4602.244345 = -276513.160094 nChanged 6 SP:Iteration 71Q (411.410175 sec): 3 clusters Score: Raw -281116.680389 + Penalty 4602.244345 = -276514.436044 nChanged 7 SP:Iteration 72Q (411.542040 sec): 3 clusters Score: Raw -281118.733783 + Penalty 4602.244345 = -276516.489438 nChanged 9 SP:Iteration 73Q (411.658768 sec): 3 clusters Score: Raw -281122.325389 + Penalty 4602.244345 = -276520.081044 nChanged 14 SP:Iteration 74Q (411.794030 sec): 3 clusters Score: Raw -281126.825467 + Penalty 4602.244345 = -276524.581122 nChanged 15 SP:Iteration 75Q (411.914680 sec): 3 clusters Score: Raw -281131.586795 + Penalty 4602.244345 = -276529.342450 nChanged 15 SP:Iteration 76Q (412.040958 sec): 3 clusters Score: Raw -281134.933938 + Penalty 4602.244345 = -276532.689593 nChanged 9 SP:Iteration 77Q (412.125786 sec): 3 clusters Score: Raw -281136.745582 + Penalty 4602.244345 = -276534.501237 nChanged 7 SP:Iteration 78Q (412.208059 sec): 3 clusters Score: Raw -281138.986837 + Penalty 4602.244345 = -276536.742492 nChanged 8 SP:Iteration 79Q (412.288602 sec): 3 clusters Score: Raw -281141.709818 + Penalty 4602.244345 = -276539.465473 nChanged 10 SP:Iteration 80F (412.342614 sec): 3 clusters Score: Raw -281145.203298 + Penalty 4602.244345 = -276542.958953 nChanged 11 SP:Iteration 81Q (412.414001 sec): 3 clusters Score: Raw -281148.889337 + Penalty 4602.244345 = -276546.644992 nChanged 16 SP:Iteration 82Q (412.500506 sec): 3 clusters Score: Raw -281154.452281 + Penalty 4602.244345 = -276552.207936 nChanged 18 SP:Iteration 83Q (412.583454 sec): 3 clusters Score: Raw -281161.405319 + Penalty 4602.244345 = -276559.160974 nChanged 21 SP:Iteration 84Q (412.638304 sec): 3 clusters Score: Raw -281170.114628 + Penalty 4602.244345 = -276567.870283 nChanged 24 SP:Iteration 85Q (412.782735 sec): 3 clusters Score: Raw -281182.747746 + Penalty 4602.244345 = -276580.503401 nChanged 24 SP:Iteration 86Q (412.929946 sec): 3 clusters Score: Raw -281193.440230 + Penalty 4602.244345 = -276591.195886 nChanged 18 SP:Iteration 87Q (413.059513 sec): 3 clusters Score: Raw -281200.389308 + Penalty 4602.244345 = -276598.144963 nChanged 15 SP:Iteration 88Q (413.211352 sec): 3 clusters Score: Raw -281204.568390 + Penalty 4602.244345 = -276602.324045 nChanged 13 SP:Iteration 89Q (413.247833 sec): 3 clusters Score: Raw -281208.713821 + Penalty 4602.244345 = -276606.469476 nChanged 14 SP:Iteration 90Q (413.379119 sec): 3 clusters Score: Raw -281212.753914 + Penalty 4602.244345 = -276610.509569 nChanged 11 SP:Iteration 91Q (413.524034 sec): 3 clusters Score: Raw -281217.447274 + Penalty 4602.244345 = -276615.202929 nChanged 18 SP:Iteration 92Q (413.596033 sec): 3 clusters Score: Raw -281223.048238 + Penalty 4602.244345 = -276620.803893 nChanged 9 SP:Iteration 93Q (413.645218 sec): 3 clusters Score: Raw -281225.434846 + Penalty 4602.244345 = -276623.190501 nChanged 6 SP:Iteration 94Q (413.694219 sec): 3 clusters Score: Raw -281227.651930 + Penalty 4602.244345 = -276625.407585 nChanged 4 SP:Iteration 95Q (413.746167 sec): 3 clusters Score: Raw -281228.326521 + Penalty 4602.244345 = -276626.082176 nChanged 5 SP:Iteration 96Q (413.809272 sec): 3 clusters Score: Raw -281230.250439 + Penalty 4602.244345 = -276628.006094 nChanged 6 SP:Iteration 97Q (413.874902 sec): 3 clusters Score: Raw -281231.918260 + Penalty 4602.244345 = -276629.673915 nChanged 3 SP:Iteration 98Q (413.938544 sec): 3 clusters Score: Raw -281232.711572 + Penalty 4602.244345 = -276630.467227 nChanged 4 SP:Iteration 99Q (413.992904 sec): 3 clusters Score: Raw -281233.488983 + Penalty 4602.244345 = -276631.244639 nChanged 4 SP:Iteration 100F (414.048319 sec): 3 clusters Score: Raw -281234.247541 + Penalty 4602.244345 = -276632.003196 nChanged 4 SP:Iteration 101Q (414.103500 sec): 3 clusters Score: Raw -281234.921567 + Penalty 4602.244345 = -276632.677223 nChanged 4 SP:Iteration 102Q (414.160155 sec): 3 clusters Score: Raw -281235.837798 + Penalty 4602.244345 = -276633.593453 nChanged 7 SP:Iteration 103Q (414.216673 sec): 3 clusters Score: Raw -281237.763984 + Penalty 4602.244345 = -276635.519639 nChanged 4 SP:Iteration 104Q (414.276744 sec): 3 clusters Score: Raw -281238.757796 + Penalty 4602.244345 = -276636.513451 nChanged 5 SP:Iteration 105Q (414.337434 sec): 3 clusters Score: Raw -281239.908805 + Penalty 4602.244345 = -276637.664460 nChanged 1 SP:Iteration 106Q (414.397768 sec): 3 clusters Score: Raw -281240.346964 + Penalty 4602.244345 = -276638.102619 nChanged 1 SP:Iteration 107Q (414.457370 sec): 3 clusters Score: Raw -281240.641879 + Penalty 4602.244345 = -276638.397534 nChanged 2 SP:Iteration 108Q (414.512178 sec): 3 clusters Score: Raw -281241.017223 + Penalty 4602.244345 = -276638.772878 nChanged 2 SP:Iteration 109Q (414.568265 sec): 3 clusters Score: Raw -281241.960479 + Penalty 4602.244345 = -276639.716134 nChanged 0 SP:Iteration 110F (414.626208 sec): 3 clusters Score: Raw -281241.960479 + Penalty 4602.244345 = -276639.716134 nChanged 0 Iteration 20F (415.205474 sec): 7 clusters Score: Raw -1022551.487021 + Penalty 15963.797346 = -1006587.689675 nChanged 1041 Iteration 21Q (415.654214 sec): 7 clusters Score: Raw -1023218.523961 + Penalty 15963.797346 = -1007254.726615 nChanged 438 Iteration 22Q (415.915112 sec): 7 clusters Score: Raw -1023486.308081 + Penalty 15963.797346 = -1007522.510734 nChanged 255 Iteration 23Q (416.146918 sec): 7 clusters Score: Raw -1023605.540247 + Penalty 15963.797346 = -1007641.742901 nChanged 144 Iteration 24Q (416.402079 sec): 7 clusters Score: Raw -1023667.701096 + Penalty 15963.797346 = -1007703.903750 nChanged 93 Iteration 25Q (416.677676 sec): 7 clusters Score: Raw -1023709.206506 + Penalty 15963.797346 = -1007745.409160 nChanged 81 Iteration 26Q (416.904147 sec): 7 clusters Score: Raw -1023740.332242 + Penalty 15963.797346 = -1007776.534895 nChanged 71 Iteration 27Q (417.123047 sec): 7 clusters Score: Raw -1023766.343449 + Penalty 15963.797346 = -1007802.546103 nChanged 62 Iteration 28Q (417.364353 sec): 7 clusters Score: Raw -1023791.651786 + Penalty 15963.797346 = -1007827.854440 nChanged 50 Iteration 29Q (417.561393 sec): 7 clusters Score: Raw -1023815.615280 + Penalty 15963.797346 = -1007851.817933 nChanged 44 Iteration 30Q (417.791759 sec): 7 clusters Score: Raw -1023830.445903 + Penalty 15963.797346 = -1007866.648557 nChanged 38 Iteration 31Q (418.022184 sec): 7 clusters Score: Raw -1023843.212319 + Penalty 15963.797346 = -1007879.414973 nChanged 24 Iteration 32Q (418.249143 sec): 7 clusters Score: Raw -1023852.482840 + Penalty 15963.797346 = -1007888.685494 nChanged 21 Iteration 33Q (418.685405 sec): 7 clusters Score: Raw -1023860.874121 + Penalty 15963.797346 = -1007897.076775 nChanged 29 Iteration 34Q (419.158258 sec): 7 clusters Score: Raw -1023870.252663 + Penalty 15963.797346 = -1007906.455317 nChanged 19 Iteration 35Q (419.555626 sec): 7 clusters Score: Raw -1023875.696563 + Penalty 15963.797346 = -1007911.899216 nChanged 16 Iteration 36Q (419.759700 sec): 7 clusters Score: Raw -1023879.931945 + Penalty 15963.797346 = -1007916.134599 nChanged 10 Iteration 37Q (419.980355 sec): 7 clusters Score: Raw -1023884.466149 + Penalty 15963.797346 = -1007920.668802 nChanged 11 Iteration 38Q (420.212539 sec): 7 clusters Score: Raw -1023889.319051 + Penalty 15963.797346 = -1007925.521704 nChanged 12 Iteration 39Q (420.443124 sec): 7 clusters Score: Raw -1023892.316277 + Penalty 15963.797346 = -1007928.518930 nChanged 8 Iteration 40F (420.727702 sec): 7 clusters Score: Raw -1023894.823050 + Penalty 15963.797346 = -1007931.025703 nChanged 9 Iteration 41Q (420.930550 sec): 7 clusters Score: Raw -1023897.808086 + Penalty 15963.797346 = -1007934.010739 nChanged 9 Iteration 42Q (421.163889 sec): 7 clusters Score: Raw -1023899.724057 + Penalty 15963.797346 = -1007935.926711 nChanged 10 Iteration 43Q (421.392648 sec): 7 clusters Score: Raw -1023902.299234 + Penalty 15963.797346 = -1007938.501888 nChanged 17 Iteration 44Q (421.625458 sec): 7 clusters Score: Raw -1023906.406996 + Penalty 15963.797346 = -1007942.609649 nChanged 19 Iteration 45Q (421.856645 sec): 7 clusters Score: Raw -1023912.437691 + Penalty 15963.797346 = -1007948.640345 nChanged 17 Iteration 46Q (422.142618 sec): 7 clusters Score: Raw -1023916.454144 + Penalty 15963.797346 = -1007952.656798 nChanged 16 Iteration 47Q (422.646826 sec): 7 clusters Score: Raw -1023919.856900 + Penalty 15963.797346 = -1007956.059553 nChanged 10 Iteration 48Q (422.847475 sec): 7 clusters Score: Raw -1023922.447625 + Penalty 15963.797346 = -1007958.650279 nChanged 5 Iteration 49Q (423.047114 sec): 7 clusters Score: Raw -1023923.103330 + Penalty 15963.797346 = -1007959.305984 nChanged 2 Iteration 50Q (423.277264 sec): 7 clusters Score: Raw -1023923.195983 + Penalty 15963.797346 = -1007959.398637 nChanged 2 Iteration 51Q (423.509893 sec): 7 clusters Score: Raw -1023923.457841 + Penalty 15963.797346 = -1007959.660495 nChanged 2 Iteration 52Q (423.994881 sec): 7 clusters Score: Raw -1023923.605606 + Penalty 15963.797346 = -1007959.808260 nChanged 1 Iteration 53Q (424.198399 sec): 7 clusters Score: Raw -1023923.702088 + Penalty 15963.797346 = -1007959.904742 nChanged 1 Iteration 54Q (424.396445 sec): 7 clusters Score: Raw -1023924.011844 + Penalty 15963.797346 = -1007960.214498 nChanged 2 Iteration 55Q (424.626574 sec): 7 clusters Score: Raw -1023924.569830 + Penalty 15963.797346 = -1007960.772484 nChanged 1 Iteration 56Q (424.855607 sec): 7 clusters Score: Raw -1023924.697908 + Penalty 15963.797346 = -1007960.900562 nChanged 1 Iteration 57Q (425.088829 sec): 7 clusters Score: Raw -1023924.904985 + Penalty 15963.797346 = -1007961.107639 nChanged 1 Iteration 58Q (425.365403 sec): 7 clusters Score: Raw -1023925.085413 + Penalty 15963.797346 = -1007961.288066 nChanged 3 Writing temp clu file Because OldScore, -1007961.107639, is greater than current (better) Score,-1007961.288066 Compute initial score before splitting: Score: Raw -1023925.085413 + Penalty 15963.797346 = -1007961.288066 Trying to split cluster 1 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.447934 sec): 2 clusters Score: Raw -55566.315850 + Penalty 1861.232345 = -53705.083505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (425.517629 sec): 3 clusters Score: Raw -55286.761594 + Penalty 3722.464691 = -51564.296903 nChanged 279 SP:Iteration 1F (425.544004 sec): 3 clusters Score: Raw -55596.003666 + Penalty 3722.464691 = -51873.538975 nChanged 61 SP:Iteration 2F (425.570079 sec): 3 clusters Score: Raw -55674.850888 + Penalty 3722.464691 = -51952.386197 nChanged 36 SP:Iteration 3Q (425.596385 sec): 3 clusters Score: Raw -55720.151770 + Penalty 3722.464691 = -51997.687080 nChanged 18 SP:Iteration 4Q (425.623743 sec): 3 clusters Score: Raw -55738.767753 + Penalty 3722.464691 = -52016.303062 nChanged 11 SP:Iteration 5Q (425.651027 sec): 3 clusters Score: Raw -55751.160717 + Penalty 3722.464691 = -52028.696027 nChanged 9 SP:Iteration 6Q (425.678135 sec): 3 clusters Score: Raw -55763.706738 + Penalty 3722.464691 = -52041.242047 nChanged 6 SP:Iteration 7Q (425.705391 sec): 3 clusters Score: Raw -55769.625814 + Penalty 3722.464691 = -52047.161123 nChanged 6 SP:Iteration 8Q (425.732858 sec): 3 clusters Score: Raw -55776.571855 + Penalty 3722.464691 = -52054.107164 nChanged 6 SP:Iteration 9Q (425.759582 sec): 3 clusters Score: Raw -55783.593011 + Penalty 3722.464691 = -52061.128321 nChanged 7 SP:Iteration 10Q (425.785884 sec): 3 clusters Score: Raw -55788.405902 + Penalty 3722.464691 = -52065.941211 nChanged 4 SP:Iteration 11Q (425.810173 sec): 3 clusters Score: Raw -55794.211180 + Penalty 3722.464691 = -52071.746489 nChanged 8 SP:Iteration 12Q (425.834538 sec): 3 clusters Score: Raw -55804.736756 + Penalty 3722.464691 = -52082.272066 nChanged 8 SP:Iteration 13Q (425.858814 sec): 3 clusters Score: Raw -55815.519595 + Penalty 3722.464691 = -52093.054904 nChanged 3 SP:Iteration 14Q (425.883027 sec): 3 clusters Score: Raw -55820.383961 + Penalty 3722.464691 = -52097.919271 nChanged 0 SP:Iteration 15F (425.907070 sec): 3 clusters Score: Raw -55820.383961 + Penalty 3722.464691 = -52097.919271 nChanged 0 Trying to split cluster 2 (6957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (425.961545 sec): 2 clusters Score: Raw -344060.536699 + Penalty 2335.740957 = -341724.795742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.015443 sec): 3 clusters Score: Raw -340552.260803 + Penalty 4671.481914 = -335880.778889 nChanged 2755 SP:Iteration 1F (426.070448 sec): 3 clusters Score: Raw -342234.571747 + Penalty 4671.481914 = -337563.089833 nChanged 529 SP:Iteration 2F (426.146092 sec): 3 clusters Score: Raw -342525.302887 + Penalty 4671.481914 = -337853.820973 nChanged 363 SP:Iteration 3F (426.230000 sec): 3 clusters Score: Raw -342724.885702 + Penalty 4671.481914 = -338053.403787 nChanged 295 SP:Iteration 4Q (426.296820 sec): 3 clusters Score: Raw -342897.071678 + Penalty 4671.481914 = -338225.589764 nChanged 279 SP:Iteration 5Q (426.352765 sec): 3 clusters Score: Raw -343074.739959 + Penalty 4671.481914 = -338403.258044 nChanged 271 SP:Iteration 6Q (426.408480 sec): 3 clusters Score: Raw -343250.566919 + Penalty 4671.481914 = -338579.085005 nChanged 252 SP:Iteration 7Q (426.465997 sec): 3 clusters Score: Raw -343393.596115 + Penalty 4671.481914 = -338722.114200 nChanged 215 SP:Iteration 8Q (426.533114 sec): 3 clusters Score: Raw -343504.754939 + Penalty 4671.481914 = -338833.273025 nChanged 178 SP:Iteration 9Q (426.607246 sec): 3 clusters Score: Raw -343585.902746 + Penalty 4671.481914 = -338914.420831 nChanged 133 SP:Iteration 10Q (426.680779 sec): 3 clusters Score: Raw -343652.762078 + Penalty 4671.481914 = -338981.280164 nChanged 136 SP:Iteration 11Q (426.845099 sec): 3 clusters Score: Raw -343714.125051 + Penalty 4671.481914 = -339042.643137 nChanged 111 SP:Iteration 12Q (426.980373 sec): 3 clusters Score: Raw -343764.508457 + Penalty 4671.481914 = -339093.026543 nChanged 113 SP:Iteration 13Q (427.121481 sec): 3 clusters Score: Raw -343816.923624 + Penalty 4671.481914 = -339145.441709 nChanged 102 SP:Iteration 14Q (427.248006 sec): 3 clusters Score: Raw -343860.403714 + Penalty 4671.481914 = -339188.921800 nChanged 103 SP:Iteration 15Q (427.309711 sec): 3 clusters Score: Raw -343906.884985 + Penalty 4671.481914 = -339235.403070 nChanged 109 SP:Iteration 16Q (427.372757 sec): 3 clusters Score: Raw -343957.517764 + Penalty 4671.481914 = -339286.035850 nChanged 87 SP:Iteration 17Q (427.436471 sec): 3 clusters Score: Raw -343992.885311 + Penalty 4671.481914 = -339321.403397 nChanged 84 SP:Iteration 18Q (427.578915 sec): 3 clusters Score: Raw -344023.422300 + Penalty 4671.481914 = -339351.940386 nChanged 63 SP:Iteration 19Q (427.641740 sec): 3 clusters Score: Raw -344046.332430 + Penalty 4671.481914 = -339374.850516 nChanged 62 SP:Iteration 20F (427.702186 sec): 3 clusters Score: Raw -344070.352203 + Penalty 4671.481914 = -339398.870289 nChanged 74 SP:Iteration 21Q (427.760138 sec): 3 clusters Score: Raw -344099.690551 + Penalty 4671.481914 = -339428.208637 nChanged 80 SP:Iteration 22Q (427.818496 sec): 3 clusters Score: Raw -344129.588712 + Penalty 4671.481914 = -339458.106798 nChanged 76 SP:Iteration 23Q (427.879729 sec): 3 clusters Score: Raw -344159.806140 + Penalty 4671.481914 = -339488.324225 nChanged 80 SP:Iteration 24Q (427.948906 sec): 3 clusters Score: Raw -344192.262438 + Penalty 4671.481914 = -339520.780523 nChanged 83 SP:Iteration 25Q (428.020479 sec): 3 clusters Score: Raw -344228.217753 + Penalty 4671.481914 = -339556.735839 nChanged 82 SP:Iteration 26Q (428.091931 sec): 3 clusters Score: Raw -344258.738014 + Penalty 4671.481914 = -339587.256100 nChanged 81 SP:Iteration 27Q (428.152715 sec): 3 clusters Score: Raw -344294.420682 + Penalty 4671.481914 = -339622.938768 nChanged 74 SP:Iteration 28Q (428.242507 sec): 3 clusters Score: Raw -344324.063404 + Penalty 4671.481914 = -339652.581489 nChanged 64 SP:Iteration 29Q (428.303614 sec): 3 clusters Score: Raw -344348.795708 + Penalty 4671.481914 = -339677.313793 nChanged 75 SP:Iteration 30Q (428.368657 sec): 3 clusters Score: Raw -344374.536695 + Penalty 4671.481914 = -339703.054780 nChanged 71 SP:Iteration 31Q (428.561336 sec): 3 clusters Score: Raw -344399.191677 + Penalty 4671.481914 = -339727.709763 nChanged 64 SP:Iteration 32Q (428.723167 sec): 3 clusters Score: Raw -344422.392566 + Penalty 4671.481914 = -339750.910651 nChanged 63 SP:Iteration 33Q (428.857335 sec): 3 clusters Score: Raw -344445.994099 + Penalty 4671.481914 = -339774.512185 nChanged 60 SP:Iteration 34Q (428.917709 sec): 3 clusters Score: Raw -344465.945330 + Penalty 4671.481914 = -339794.463415 nChanged 64 SP:Iteration 35Q (428.980526 sec): 3 clusters Score: Raw -344489.993636 + Penalty 4671.481914 = -339818.511721 nChanged 58 SP:Iteration 36Q (429.043239 sec): 3 clusters Score: Raw -344516.144883 + Penalty 4671.481914 = -339844.662968 nChanged 67 SP:Iteration 37Q (429.107770 sec): 3 clusters Score: Raw -344542.389617 + Penalty 4671.481914 = -339870.907702 nChanged 56 SP:Iteration 38Q (429.173405 sec): 3 clusters Score: Raw -344560.315633 + Penalty 4671.481914 = -339888.833719 nChanged 48 SP:Iteration 39Q (429.237476 sec): 3 clusters Score: Raw -344575.803151 + Penalty 4671.481914 = -339904.321237 nChanged 43 SP:Iteration 40F (429.299570 sec): 3 clusters Score: Raw -344590.192399 + Penalty 4671.481914 = -339918.710485 nChanged 30 SP:Iteration 41Q (429.461862 sec): 3 clusters Score: Raw -344599.582997 + Penalty 4671.481914 = -339928.101082 nChanged 27 SP:Iteration 42Q (429.624714 sec): 3 clusters Score: Raw -344607.084376 + Penalty 4671.481914 = -339935.602461 nChanged 16 SP:Iteration 43Q (429.674516 sec): 3 clusters Score: Raw -344611.520857 + Penalty 4671.481914 = -339940.038943 nChanged 19 SP:Iteration 44Q (429.731493 sec): 3 clusters Score: Raw -344616.799500 + Penalty 4671.481914 = -339945.317585 nChanged 9 SP:Iteration 45Q (429.797064 sec): 3 clusters Score: Raw -344618.576624 + Penalty 4671.481914 = -339947.094709 nChanged 5 SP:Iteration 46Q (429.863117 sec): 3 clusters Score: Raw -344619.775170 + Penalty 4671.481914 = -339948.293256 nChanged 7 SP:Iteration 47Q (429.932220 sec): 3 clusters Score: Raw -344621.419802 + Penalty 4671.481914 = -339949.937887 nChanged 5 SP:Iteration 48Q (430.001510 sec): 3 clusters Score: Raw -344622.838519 + Penalty 4671.481914 = -339951.356604 nChanged 6 SP:Iteration 49Q (430.061958 sec): 3 clusters Score: Raw -344624.836262 + Penalty 4671.481914 = -339953.354348 nChanged 5 SP:Iteration 50Q (430.130050 sec): 3 clusters Score: Raw -344625.713165 + Penalty 4671.481914 = -339954.231250 nChanged 5 SP:Iteration 51Q (430.190151 sec): 3 clusters Score: Raw -344626.665811 + Penalty 4671.481914 = -339955.183896 nChanged 5 SP:Iteration 52Q (430.251462 sec): 3 clusters Score: Raw -344627.958280 + Penalty 4671.481914 = -339956.476366 nChanged 6 SP:Iteration 53Q (430.312586 sec): 3 clusters Score: Raw -344629.650130 + Penalty 4671.481914 = -339958.168216 nChanged 6 SP:Iteration 54Q (430.374688 sec): 3 clusters Score: Raw -344631.212618 + Penalty 4671.481914 = -339959.730704 nChanged 3 SP:Iteration 55Q (430.438913 sec): 3 clusters Score: Raw -344631.798958 + Penalty 4671.481914 = -339960.317044 nChanged 4 SP:Iteration 56Q (430.506853 sec): 3 clusters Score: Raw -344632.932839 + Penalty 4671.481914 = -339961.450925 nChanged 3 SP:Iteration 57Q (430.575087 sec): 3 clusters Score: Raw -344633.604132 + Penalty 4671.481914 = -339962.122218 nChanged 4 SP:Iteration 58Q (430.725719 sec): 3 clusters Score: Raw -344634.353540 + Penalty 4671.481914 = -339962.871626 nChanged 2 SP:Iteration 59Q (430.784105 sec): 3 clusters Score: Raw -344634.850894 + Penalty 4671.481914 = -339963.368980 nChanged 1 SP:Iteration 60F (430.841646 sec): 3 clusters Score: Raw -344634.994993 + Penalty 4671.481914 = -339963.513079 nChanged 0 Trying to split cluster 3 (3590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.885590 sec): 2 clusters Score: Raw -129199.985521 + Penalty 2161.079575 = -127038.905946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.936228 sec): 3 clusters Score: Raw -127602.702058 + Penalty 4322.159150 = -123280.542908 nChanged 1309 SP:Iteration 1F (431.071781 sec): 3 clusters Score: Raw -128485.668303 + Penalty 4322.159150 = -124163.509153 nChanged 305 SP:Iteration 2F (431.199136 sec): 3 clusters Score: Raw -128771.083064 + Penalty 4322.159150 = -124448.923913 nChanged 216 SP:Iteration 3F (431.260331 sec): 3 clusters Score: Raw -128978.371105 + Penalty 4322.159150 = -124656.211955 nChanged 199 SP:Iteration 4F (431.301219 sec): 3 clusters Score: Raw -129154.333035 + Penalty 4322.159150 = -124832.173885 nChanged 151 SP:Iteration 5Q (431.417051 sec): 3 clusters Score: Raw -129291.101456 + Penalty 4322.159150 = -124968.942306 nChanged 130 SP:Iteration 6Q (431.511813 sec): 3 clusters Score: Raw -129402.128415 + Penalty 4322.159150 = -125079.969265 nChanged 110 SP:Iteration 7Q (431.558596 sec): 3 clusters Score: Raw -129489.619859 + Penalty 4322.159150 = -125167.460708 nChanged 85 SP:Iteration 8Q (431.606588 sec): 3 clusters Score: Raw -129565.189243 + Penalty 4322.159150 = -125243.030093 nChanged 66 SP:Iteration 9Q (431.651897 sec): 3 clusters Score: Raw -129632.001887 + Penalty 4322.159150 = -125309.842737 nChanged 72 SP:Iteration 10Q (431.781441 sec): 3 clusters Score: Raw -129701.402581 + Penalty 4322.159150 = -125379.243431 nChanged 65 SP:Iteration 11Q (431.884991 sec): 3 clusters Score: Raw -129749.000733 + Penalty 4322.159150 = -125426.841583 nChanged 51 SP:Iteration 12Q (431.996970 sec): 3 clusters Score: Raw -129781.214182 + Penalty 4322.159150 = -125459.055032 nChanged 40 SP:Iteration 13Q (432.058232 sec): 3 clusters Score: Raw -129801.913232 + Penalty 4322.159150 = -125479.754082 nChanged 34 SP:Iteration 14Q (432.102458 sec): 3 clusters Score: Raw -129822.915767 + Penalty 4322.159150 = -125500.756617 nChanged 24 SP:Iteration 15Q (432.145603 sec): 3 clusters Score: Raw -129834.529639 + Penalty 4322.159150 = -125512.370489 nChanged 20 SP:Iteration 16Q (432.188172 sec): 3 clusters Score: Raw -129843.516883 + Penalty 4322.159150 = -125521.357732 nChanged 14 SP:Iteration 17Q (432.230735 sec): 3 clusters Score: Raw -129849.933288 + Penalty 4322.159150 = -125527.774138 nChanged 10 SP:Iteration 18Q (432.273205 sec): 3 clusters Score: Raw -129854.714343 + Penalty 4322.159150 = -125532.555193 nChanged 10 SP:Iteration 19Q (432.315386 sec): 3 clusters Score: Raw -129861.073807 + Penalty 4322.159150 = -125538.914657 nChanged 9 SP:Iteration 20F (432.363586 sec): 3 clusters Score: Raw -129865.608925 + Penalty 4322.159150 = -125543.449775 nChanged 9 SP:Iteration 21Q (432.412270 sec): 3 clusters Score: Raw -129872.063839 + Penalty 4322.159150 = -125549.904689 nChanged 9 SP:Iteration 22Q (432.458942 sec): 3 clusters Score: Raw -129875.993133 + Penalty 4322.159150 = -125553.833983 nChanged 10 SP:Iteration 23Q (432.500993 sec): 3 clusters Score: Raw -129880.608942 + Penalty 4322.159150 = -125558.449792 nChanged 8 SP:Iteration 24Q (432.543410 sec): 3 clusters Score: Raw -129884.026487 + Penalty 4322.159150 = -125561.867337 nChanged 6 SP:Iteration 25Q (432.585548 sec): 3 clusters Score: Raw -129888.248162 + Penalty 4322.159150 = -125566.089012 nChanged 12 SP:Iteration 26Q (432.630958 sec): 3 clusters Score: Raw -129895.614113 + Penalty 4322.159150 = -125573.454962 nChanged 18 SP:Iteration 27Q (432.678382 sec): 3 clusters Score: Raw -129906.151521 + Penalty 4322.159150 = -125583.992371 nChanged 24 SP:Iteration 28Q (432.769381 sec): 3 clusters Score: Raw -129921.402018 + Penalty 4322.159150 = -125599.242867 nChanged 21 SP:Iteration 29Q (432.834409 sec): 3 clusters Score: Raw -129939.989264 + Penalty 4322.159150 = -125617.830114 nChanged 22 SP:Iteration 30Q (432.877227 sec): 3 clusters Score: Raw -129953.147622 + Penalty 4322.159150 = -125630.988472 nChanged 20 SP:Iteration 31Q (432.919925 sec): 3 clusters Score: Raw -129964.808033 + Penalty 4322.159150 = -125642.648883 nChanged 22 SP:Iteration 32Q (432.964266 sec): 3 clusters Score: Raw -129975.442803 + Penalty 4322.159150 = -125653.283653 nChanged 12 SP:Iteration 33Q (433.099200 sec): 3 clusters Score: Raw -129983.072095 + Penalty 4322.159150 = -125660.912945 nChanged 7 SP:Iteration 34Q (433.166720 sec): 3 clusters Score: Raw -129986.124411 + Penalty 4322.159150 = -125663.965261 nChanged 8 SP:Iteration 35Q (433.210297 sec): 3 clusters Score: Raw -129989.418743 + Penalty 4322.159150 = -125667.259593 nChanged 4 SP:Iteration 36Q (433.253719 sec): 3 clusters Score: Raw -129991.145288 + Penalty 4322.159150 = -125668.986137 nChanged 2 SP:Iteration 37Q (433.298835 sec): 3 clusters Score: Raw -129992.354733 + Penalty 4322.159150 = -125670.195583 nChanged 2 SP:Iteration 38Q (433.344709 sec): 3 clusters Score: Raw -129992.908518 + Penalty 4322.159150 = -125670.749368 nChanged 1 SP:Iteration 39Q (433.390449 sec): 3 clusters Score: Raw -129993.248382 + Penalty 4322.159150 = -125671.089232 nChanged 2 SP:Iteration 40F (433.436524 sec): 3 clusters Score: Raw -129993.948421 + Penalty 4322.159150 = -125671.789270 nChanged 0 Trying to split cluster 4 (4191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.494158 sec): 2 clusters Score: Raw -176717.967153 + Penalty 2201.943387 = -174516.023766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.628525 sec): 3 clusters Score: Raw -174822.742863 + Penalty 4403.886774 = -170418.856089 nChanged 1533 SP:Iteration 1F (433.694849 sec): 3 clusters Score: Raw -175835.991398 + Penalty 4403.886774 = -171432.104624 nChanged 368 SP:Iteration 2F (433.746528 sec): 3 clusters Score: Raw -176152.697975 + Penalty 4403.886774 = -171748.811201 nChanged 257 SP:Iteration 3F (433.790202 sec): 3 clusters Score: Raw -176393.604313 + Penalty 4403.886774 = -171989.717538 nChanged 231 SP:Iteration 4F (433.834508 sec): 3 clusters Score: Raw -176608.140531 + Penalty 4403.886774 = -172204.253757 nChanged 192 SP:Iteration 5Q (433.878701 sec): 3 clusters Score: Raw -176769.573413 + Penalty 4403.886774 = -172365.686639 nChanged 171 SP:Iteration 6Q (433.923918 sec): 3 clusters Score: Raw -176918.489437 + Penalty 4403.886774 = -172514.602663 nChanged 153 SP:Iteration 7Q (433.969496 sec): 3 clusters Score: Raw -177045.937806 + Penalty 4403.886774 = -172642.051032 nChanged 131 SP:Iteration 8Q (434.021480 sec): 3 clusters Score: Raw -177138.714531 + Penalty 4403.886774 = -172734.827756 nChanged 111 SP:Iteration 9Q (434.068581 sec): 3 clusters Score: Raw -177226.776913 + Penalty 4403.886774 = -172822.890139 nChanged 92 SP:Iteration 10Q (434.116257 sec): 3 clusters Score: Raw -177299.926160 + Penalty 4403.886774 = -172896.039386 nChanged 96 SP:Iteration 11Q (434.163280 sec): 3 clusters Score: Raw -177380.262816 + Penalty 4403.886774 = -172976.376042 nChanged 75 SP:Iteration 12Q (434.212135 sec): 3 clusters Score: Raw -177444.356851 + Penalty 4403.886774 = -173040.470077 nChanged 67 SP:Iteration 13Q (434.261176 sec): 3 clusters Score: Raw -177481.060811 + Penalty 4403.886774 = -173077.174037 nChanged 47 SP:Iteration 14Q (434.311124 sec): 3 clusters Score: Raw -177500.509549 + Penalty 4403.886774 = -173096.622775 nChanged 27 SP:Iteration 15Q (434.360209 sec): 3 clusters Score: Raw -177510.517632 + Penalty 4403.886774 = -173106.630858 nChanged 20 SP:Iteration 16Q (434.410122 sec): 3 clusters Score: Raw -177518.669963 + Penalty 4403.886774 = -173114.783189 nChanged 7 SP:Iteration 17Q (434.458734 sec): 3 clusters Score: Raw -177520.787526 + Penalty 4403.886774 = -173116.900752 nChanged 6 SP:Iteration 18Q (434.507920 sec): 3 clusters Score: Raw -177523.655870 + Penalty 4403.886774 = -173119.769095 nChanged 4 SP:Iteration 19Q (434.555463 sec): 3 clusters Score: Raw -177524.630858 + Penalty 4403.886774 = -173120.744084 nChanged 1 SP:Iteration 20F (434.603642 sec): 3 clusters Score: Raw -177525.661189 + Penalty 4403.886774 = -173121.774415 nChanged 4 SP:Iteration 21Q (434.651256 sec): 3 clusters Score: Raw -177527.612075 + Penalty 4403.886774 = -173123.725301 nChanged 4 SP:Iteration 22Q (434.699552 sec): 3 clusters Score: Raw -177529.017514 + Penalty 4403.886774 = -173125.130740 nChanged 4 SP:Iteration 23Q (434.747999 sec): 3 clusters Score: Raw -177530.254449 + Penalty 4403.886774 = -173126.367675 nChanged 0 SP:Iteration 24F (434.797766 sec): 3 clusters Score: Raw -177530.254449 + Penalty 4403.886774 = -173126.367675 nChanged 0 Trying to split cluster 5 (5661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (434.848366 sec): 2 clusters Score: Raw -259592.426279 + Penalty 2281.317940 = -257311.108339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (434.921646 sec): 3 clusters Score: Raw -256910.713626 + Penalty 4562.635880 = -252348.077746 nChanged 2123 SP:Iteration 1F (434.968463 sec): 3 clusters Score: Raw -258147.885865 + Penalty 4562.635880 = -253585.249984 nChanged 441 SP:Iteration 2F (435.015287 sec): 3 clusters Score: Raw -258469.011747 + Penalty 4562.635880 = -253906.375867 nChanged 316 SP:Iteration 3F (435.062080 sec): 3 clusters Score: Raw -258650.282311 + Penalty 4562.635880 = -254087.646430 nChanged 236 SP:Iteration 4Q (435.167251 sec): 3 clusters Score: Raw -258780.461516 + Penalty 4562.635880 = -254217.825635 nChanged 192 SP:Iteration 5Q (435.299730 sec): 3 clusters Score: Raw -258888.225327 + Penalty 4562.635880 = -254325.589446 nChanged 175 SP:Iteration 6Q (435.424613 sec): 3 clusters Score: Raw -258993.534146 + Penalty 4562.635880 = -254430.898266 nChanged 187 SP:Iteration 7Q (435.475868 sec): 3 clusters Score: Raw -259094.220946 + Penalty 4562.635880 = -254531.585065 nChanged 159 SP:Iteration 8Q (435.533394 sec): 3 clusters Score: Raw -259178.335057 + Penalty 4562.635880 = -254615.699177 nChanged 155 SP:Iteration 9Q (435.590374 sec): 3 clusters Score: Raw -259255.881500 + Penalty 4562.635880 = -254693.245620 nChanged 119 SP:Iteration 10Q (435.647245 sec): 3 clusters Score: Raw -259313.413295 + Penalty 4562.635880 = -254750.777415 nChanged 131 SP:Iteration 11Q (435.702317 sec): 3 clusters Score: Raw -259390.582268 + Penalty 4562.635880 = -254827.946388 nChanged 132 SP:Iteration 12Q (435.756483 sec): 3 clusters Score: Raw -259464.288749 + Penalty 4562.635880 = -254901.652869 nChanged 124 SP:Iteration 13Q (435.812464 sec): 3 clusters Score: Raw -259527.099985 + Penalty 4562.635880 = -254964.464104 nChanged 106 SP:Iteration 14Q (435.869752 sec): 3 clusters Score: Raw -259575.879305 + Penalty 4562.635880 = -255013.243425 nChanged 88 SP:Iteration 15Q (435.934804 sec): 3 clusters Score: Raw -259621.233984 + Penalty 4562.635880 = -255058.598103 nChanged 101 SP:Iteration 16Q (435.991037 sec): 3 clusters Score: Raw -259671.939451 + Penalty 4562.635880 = -255109.303571 nChanged 100 SP:Iteration 17Q (436.047055 sec): 3 clusters Score: Raw -259723.046115 + Penalty 4562.635880 = -255160.410235 nChanged 82 SP:Iteration 18Q (436.103056 sec): 3 clusters Score: Raw -259760.017461 + Penalty 4562.635880 = -255197.381581 nChanged 82 SP:Iteration 19Q (436.158582 sec): 3 clusters Score: Raw -259805.166291 + Penalty 4562.635880 = -255242.530411 nChanged 90 SP:Iteration 20F (436.225558 sec): 3 clusters Score: Raw -259854.817820 + Penalty 4562.635880 = -255292.181940 nChanged 103 SP:Iteration 21Q (436.281839 sec): 3 clusters Score: Raw -259913.178053 + Penalty 4562.635880 = -255350.542173 nChanged 118 SP:Iteration 22Q (436.338399 sec): 3 clusters Score: Raw -259971.102148 + Penalty 4562.635880 = -255408.466268 nChanged 89 SP:Iteration 23Q (436.394689 sec): 3 clusters Score: Raw -260014.307519 + Penalty 4562.635880 = -255451.671639 nChanged 84 SP:Iteration 24Q (436.450952 sec): 3 clusters Score: Raw -260054.643966 + Penalty 4562.635880 = -255492.008085 nChanged 72 SP:Iteration 25Q (436.507206 sec): 3 clusters Score: Raw -260085.826206 + Penalty 4562.635880 = -255523.190326 nChanged 65 SP:Iteration 26Q (436.563031 sec): 3 clusters Score: Raw -260114.731098 + Penalty 4562.635880 = -255552.095217 nChanged 57 SP:Iteration 27Q (436.616560 sec): 3 clusters Score: Raw -260141.476924 + Penalty 4562.635880 = -255578.841044 nChanged 62 SP:Iteration 28Q (436.670067 sec): 3 clusters Score: Raw -260171.642402 + Penalty 4562.635880 = -255609.006522 nChanged 66 SP:Iteration 29Q (436.725745 sec): 3 clusters Score: Raw -260204.328759 + Penalty 4562.635880 = -255641.692879 nChanged 63 SP:Iteration 30Q (436.783593 sec): 3 clusters Score: Raw -260237.739962 + Penalty 4562.635880 = -255675.104081 nChanged 60 SP:Iteration 31Q (436.841253 sec): 3 clusters Score: Raw -260272.728649 + Penalty 4562.635880 = -255710.092769 nChanged 68 SP:Iteration 32Q (436.897437 sec): 3 clusters Score: Raw -260311.790939 + Penalty 4562.635880 = -255749.155059 nChanged 68 SP:Iteration 33Q (436.953212 sec): 3 clusters Score: Raw -260355.778059 + Penalty 4562.635880 = -255793.142178 nChanged 76 SP:Iteration 34Q (437.008335 sec): 3 clusters Score: Raw -260405.351658 + Penalty 4562.635880 = -255842.715777 nChanged 73 SP:Iteration 35Q (437.114941 sec): 3 clusters Score: Raw -260451.024611 + Penalty 4562.635880 = -255888.388730 nChanged 83 SP:Iteration 36Q (437.240562 sec): 3 clusters Score: Raw -260499.792866 + Penalty 4562.635880 = -255937.156986 nChanged 67 SP:Iteration 37Q (437.369425 sec): 3 clusters Score: Raw -260541.684074 + Penalty 4562.635880 = -255979.048193 nChanged 58 SP:Iteration 38Q (437.421462 sec): 3 clusters Score: Raw -260569.120273 + Penalty 4562.635880 = -256006.484393 nChanged 47 SP:Iteration 39Q (437.476281 sec): 3 clusters Score: Raw -260593.342144 + Penalty 4562.635880 = -256030.706263 nChanged 28 SP:Iteration 40F (437.531851 sec): 3 clusters Score: Raw -260604.091237 + Penalty 4562.635880 = -256041.455356 nChanged 14 SP:Iteration 41Q (437.586745 sec): 3 clusters Score: Raw -260608.473223 + Penalty 4562.635880 = -256045.837343 nChanged 11 SP:Iteration 42Q (437.641615 sec): 3 clusters Score: Raw -260611.667044 + Penalty 4562.635880 = -256049.031163 nChanged 11 SP:Iteration 43Q (437.695792 sec): 3 clusters Score: Raw -260615.482957 + Penalty 4562.635880 = -256052.847077 nChanged 17 SP:Iteration 44Q (437.749937 sec): 3 clusters Score: Raw -260622.687744 + Penalty 4562.635880 = -256060.051863 nChanged 12 SP:Iteration 45Q (437.804589 sec): 3 clusters Score: Raw -260627.620586 + Penalty 4562.635880 = -256064.984706 nChanged 20 SP:Iteration 46Q (437.858857 sec): 3 clusters Score: Raw -260634.616830 + Penalty 4562.635880 = -256071.980950 nChanged 14 SP:Iteration 47Q (437.914155 sec): 3 clusters Score: Raw -260637.877465 + Penalty 4562.635880 = -256075.241585 nChanged 5 SP:Iteration 48Q (437.969659 sec): 3 clusters Score: Raw -260639.394292 + Penalty 4562.635880 = -256076.758412 nChanged 3 SP:Iteration 49Q (438.025080 sec): 3 clusters Score: Raw -260640.152705 + Penalty 4562.635880 = -256077.516825 nChanged 4 SP:Iteration 50Q (438.079967 sec): 3 clusters Score: Raw -260641.734535 + Penalty 4562.635880 = -256079.098655 nChanged 7 SP:Iteration 51Q (438.134504 sec): 3 clusters Score: Raw -260643.250849 + Penalty 4562.635880 = -256080.614969 nChanged 4 SP:Iteration 52Q (438.189210 sec): 3 clusters Score: Raw -260644.319835 + Penalty 4562.635880 = -256081.683954 nChanged 6 SP:Iteration 53Q (438.244315 sec): 3 clusters Score: Raw -260645.975379 + Penalty 4562.635880 = -256083.339499 nChanged 2 SP:Iteration 54Q (438.299350 sec): 3 clusters Score: Raw -260646.573610 + Penalty 4562.635880 = -256083.937730 nChanged 3 SP:Iteration 55Q (438.353941 sec): 3 clusters Score: Raw -260647.377733 + Penalty 4562.635880 = -256084.741853 nChanged 2 SP:Iteration 56Q (438.405826 sec): 3 clusters Score: Raw -260648.032264 + Penalty 4562.635880 = -256085.396384 nChanged 3 SP:Iteration 57Q (438.457551 sec): 3 clusters Score: Raw -260648.874222 + Penalty 4562.635880 = -256086.238342 nChanged 3 SP:Iteration 58Q (438.511216 sec): 3 clusters Score: Raw -260649.802788 + Penalty 4562.635880 = -256087.166908 nChanged 4 SP:Iteration 59Q (438.582489 sec): 3 clusters Score: Raw -260651.215740 + Penalty 4562.635880 = -256088.579860 nChanged 1 SP:Iteration 60F (438.641120 sec): 3 clusters Score: Raw -260651.355858 + Penalty 4562.635880 = -256088.719978 nChanged 0 Trying to split cluster 6 (2265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.685475 sec): 2 clusters Score: Raw -98374.278609 + Penalty 2039.487130 = -96334.791479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.725737 sec): 3 clusters Score: Raw -97564.353447 + Penalty 4078.974260 = -93485.379187 nChanged 724 SP:Iteration 1F (438.766157 sec): 3 clusters Score: Raw -98165.041855 + Penalty 4078.974260 = -94086.067595 nChanged 181 SP:Iteration 2F (438.806276 sec): 3 clusters Score: Raw -98378.434898 + Penalty 4078.974260 = -94299.460638 nChanged 128 SP:Iteration 3F (438.846324 sec): 3 clusters Score: Raw -98546.380103 + Penalty 4078.974260 = -94467.405843 nChanged 104 SP:Iteration 4Q (438.983327 sec): 3 clusters Score: Raw -98663.609697 + Penalty 4078.974260 = -94584.635437 nChanged 86 SP:Iteration 5Q (439.092491 sec): 3 clusters Score: Raw -98751.269521 + Penalty 4078.974260 = -94672.295261 nChanged 75 SP:Iteration 6Q (439.210746 sec): 3 clusters Score: Raw -98823.641112 + Penalty 4078.974260 = -94744.666852 nChanged 60 SP:Iteration 7Q (439.324086 sec): 3 clusters Score: Raw -98876.839350 + Penalty 4078.974260 = -94797.865090 nChanged 42 SP:Iteration 8Q (439.436665 sec): 3 clusters Score: Raw -98916.854845 + Penalty 4078.974260 = -94837.880585 nChanged 33 SP:Iteration 9Q (439.498382 sec): 3 clusters Score: Raw -98953.905932 + Penalty 4078.974260 = -94874.931672 nChanged 29 SP:Iteration 10Q (439.643643 sec): 3 clusters Score: Raw -98981.882484 + Penalty 4078.974260 = -94902.908224 nChanged 28 SP:Iteration 11Q (439.728654 sec): 3 clusters Score: Raw -99008.337178 + Penalty 4078.974260 = -94929.362918 nChanged 36 SP:Iteration 12Q (439.830909 sec): 3 clusters Score: Raw -99041.713897 + Penalty 4078.974260 = -94962.739637 nChanged 38 SP:Iteration 13Q (439.871648 sec): 3 clusters Score: Raw -99079.398081 + Penalty 4078.974260 = -95000.423821 nChanged 35 SP:Iteration 14Q (439.912246 sec): 3 clusters Score: Raw -99112.240420 + Penalty 4078.974260 = -95033.266160 nChanged 26 SP:Iteration 15Q (439.949598 sec): 3 clusters Score: Raw -99134.430626 + Penalty 4078.974260 = -95055.456366 nChanged 22 SP:Iteration 16Q (439.987221 sec): 3 clusters Score: Raw -99152.777039 + Penalty 4078.974260 = -95073.802779 nChanged 23 SP:Iteration 17Q (440.024767 sec): 3 clusters Score: Raw -99174.043585 + Penalty 4078.974260 = -95095.069325 nChanged 28 SP:Iteration 18Q (440.062041 sec): 3 clusters Score: Raw -99198.481477 + Penalty 4078.974260 = -95119.507217 nChanged 31 SP:Iteration 19Q (440.099081 sec): 3 clusters Score: Raw -99226.464313 + Penalty 4078.974260 = -95147.490053 nChanged 24 SP:Iteration 20F (440.203587 sec): 3 clusters Score: Raw -99245.022693 + Penalty 4078.974260 = -95166.048433 nChanged 26 SP:Iteration 21Q (440.321291 sec): 3 clusters Score: Raw -99268.578304 + Penalty 4078.974260 = -95189.604044 nChanged 33 SP:Iteration 22Q (440.434803 sec): 3 clusters Score: Raw -99302.381145 + Penalty 4078.974260 = -95223.406885 nChanged 42 SP:Iteration 23Q (440.492660 sec): 3 clusters Score: Raw -99349.472634 + Penalty 4078.974260 = -95270.498374 nChanged 47 SP:Iteration 24Q (440.529692 sec): 3 clusters Score: Raw -99405.411766 + Penalty 4078.974260 = -95326.437506 nChanged 40 SP:Iteration 25Q (440.573370 sec): 3 clusters Score: Raw -99443.041249 + Penalty 4078.974260 = -95364.066989 nChanged 38 SP:Iteration 26Q (440.662754 sec): 3 clusters Score: Raw -99489.836797 + Penalty 4078.974260 = -95410.862537 nChanged 32 SP:Iteration 27Q (440.706415 sec): 3 clusters Score: Raw -99527.134115 + Penalty 4078.974260 = -95448.159855 nChanged 28 SP:Iteration 28Q (440.753804 sec): 3 clusters Score: Raw -99562.298553 + Penalty 4078.974260 = -95483.324293 nChanged 25 SP:Iteration 29Q (440.790935 sec): 3 clusters Score: Raw -99589.681260 + Penalty 4078.974260 = -95510.707000 nChanged 19 SP:Iteration 30Q (440.828091 sec): 3 clusters Score: Raw -99612.725422 + Penalty 4078.974260 = -95533.751162 nChanged 17 SP:Iteration 31Q (440.927197 sec): 3 clusters Score: Raw -99630.429710 + Penalty 4078.974260 = -95551.455450 nChanged 14 SP:Iteration 32Q (441.043843 sec): 3 clusters Score: Raw -99641.535491 + Penalty 4078.974260 = -95562.561231 nChanged 11 SP:Iteration 33Q (441.162018 sec): 3 clusters Score: Raw -99648.221540 + Penalty 4078.974260 = -95569.247280 nChanged 4 SP:Iteration 34Q (441.276987 sec): 3 clusters Score: Raw -99650.935000 + Penalty 4078.974260 = -95571.960740 nChanged 7 SP:Iteration 35Q (441.392792 sec): 3 clusters Score: Raw -99658.009191 + Penalty 4078.974260 = -95579.034931 nChanged 10 SP:Iteration 36Q (441.499557 sec): 3 clusters Score: Raw -99666.991745 + Penalty 4078.974260 = -95588.017485 nChanged 5 SP:Iteration 37Q (441.620508 sec): 3 clusters Score: Raw -99669.799477 + Penalty 4078.974260 = -95590.825217 nChanged 3 SP:Iteration 38Q (441.744325 sec): 3 clusters Score: Raw -99671.244729 + Penalty 4078.974260 = -95592.270469 nChanged 2 SP:Iteration 39Q (441.860724 sec): 3 clusters Score: Raw -99672.424901 + Penalty 4078.974260 = -95593.450641 nChanged 1 SP:Iteration 40F (441.978150 sec): 3 clusters Score: Raw -99672.843984 + Penalty 4078.974260 = -95593.869724 nChanged 1 SP:Iteration 41Q (442.095008 sec): 3 clusters Score: Raw -99674.756865 + Penalty 4078.974260 = -95595.782605 nChanged 2 SP:Iteration 42Q (442.211710 sec): 3 clusters Score: Raw -99676.435324 + Penalty 4078.974260 = -95597.461064 nChanged 1 SP:Iteration 43Q (442.302292 sec): 3 clusters Score: Raw -99677.288341 + Penalty 4078.974260 = -95598.314081 nChanged 0 SP:Iteration 44F (442.436850 sec): 3 clusters Score: Raw -99677.288341 + Penalty 4078.974260 = -95598.314081 nChanged 0 Iteration 59Q (442.703425 sec): 7 clusters Score: Raw -1023925.816006 + Penalty 15963.797346 = -1007962.018659 nChanged 1 Iteration 60F (442.993422 sec): 7 clusters Score: Raw -1023926.130031 + Penalty 15963.797346 = -1007962.332685 nChanged 1 Iteration 61Q (443.224999 sec): 7 clusters Score: Raw -1023926.553835 + Penalty 15963.797346 = -1007962.756488 nChanged 3 Iteration 62Q (443.739829 sec): 7 clusters Score: Raw -1023927.726503 + Penalty 15963.797346 = -1007963.929157 nChanged 3 Iteration 63Q (443.999033 sec): 7 clusters Score: Raw -1023928.779011 + Penalty 15963.797346 = -1007964.981664 nChanged 0 Iteration 64F (444.284618 sec): 7 clusters Score: Raw -1023928.779011 + Penalty 15963.797346 = -1007964.981664 nChanged 0 Compute initial score before splitting: Score: Raw -1023928.779011 + Penalty 15963.797346 = -1007964.981664 Trying to split cluster 1 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.320901 sec): 2 clusters Score: Raw -55572.797303 + Penalty 1861.232345 = -53711.564957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.344875 sec): 3 clusters Score: Raw -55250.254779 + Penalty 3722.464691 = -51527.790088 nChanged 315 SP:Iteration 1F (444.367900 sec): 3 clusters Score: Raw -55578.354286 + Penalty 3722.464691 = -51855.889595 nChanged 69 SP:Iteration 2F (444.393262 sec): 3 clusters Score: Raw -55657.294433 + Penalty 3722.464691 = -51934.829742 nChanged 35 SP:Iteration 3Q (444.418914 sec): 3 clusters Score: Raw -55694.904917 + Penalty 3722.464691 = -51972.440227 nChanged 15 SP:Iteration 4Q (444.444933 sec): 3 clusters Score: Raw -55707.618811 + Penalty 3722.464691 = -51985.154120 nChanged 12 SP:Iteration 5Q (444.470900 sec): 3 clusters Score: Raw -55718.188580 + Penalty 3722.464691 = -51995.723889 nChanged 4 SP:Iteration 6Q (444.496695 sec): 3 clusters Score: Raw -55722.840857 + Penalty 3722.464691 = -52000.376166 nChanged 7 SP:Iteration 7Q (444.522488 sec): 3 clusters Score: Raw -55729.252601 + Penalty 3722.464691 = -52006.787911 nChanged 6 SP:Iteration 8Q (444.548266 sec): 3 clusters Score: Raw -55733.401754 + Penalty 3722.464691 = -52010.937063 nChanged 2 SP:Iteration 9Q (444.574051 sec): 3 clusters Score: Raw -55734.734277 + Penalty 3722.464691 = -52012.269586 nChanged 1 SP:Iteration 10Q (444.597656 sec): 3 clusters Score: Raw -55735.213970 + Penalty 3722.464691 = -52012.749280 nChanged 2 SP:Iteration 11Q (444.620832 sec): 3 clusters Score: Raw -55736.857871 + Penalty 3722.464691 = -52014.393180 nChanged 3 SP:Iteration 12Q (444.644087 sec): 3 clusters Score: Raw -55739.136676 + Penalty 3722.464691 = -52016.671986 nChanged 3 SP:Iteration 13Q (444.667141 sec): 3 clusters Score: Raw -55743.481943 + Penalty 3722.464691 = -52021.017252 nChanged 3 SP:Iteration 14Q (444.690166 sec): 3 clusters Score: Raw -55745.857805 + Penalty 3722.464691 = -52023.393114 nChanged 1 SP:Iteration 15Q (444.828427 sec): 3 clusters Score: Raw -55746.544971 + Penalty 3722.464691 = -52024.080280 nChanged 0 SP:Iteration 16F (444.841260 sec): 3 clusters Score: Raw -55746.544971 + Penalty 3722.464691 = -52024.080280 nChanged 0 Trying to split cluster 2 (6957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.898569 sec): 2 clusters Score: Raw -344060.536699 + Penalty 2335.740957 = -341724.795742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.997410 sec): 3 clusters Score: Raw -340558.021481 + Penalty 4671.481914 = -335886.539566 nChanged 2751 SP:Iteration 1F (445.091007 sec): 3 clusters Score: Raw -342136.175692 + Penalty 4671.481914 = -337464.693778 nChanged 523 SP:Iteration 2F (445.147178 sec): 3 clusters Score: Raw -342479.703724 + Penalty 4671.481914 = -337808.221809 nChanged 415 SP:Iteration 3F (445.199590 sec): 3 clusters Score: Raw -342750.806871 + Penalty 4671.481914 = -338079.324957 nChanged 351 SP:Iteration 4F (445.256731 sec): 3 clusters Score: Raw -342978.065321 + Penalty 4671.481914 = -338306.583407 nChanged 325 SP:Iteration 5Q (445.325410 sec): 3 clusters Score: Raw -343194.398660 + Penalty 4671.481914 = -338522.916745 nChanged 289 SP:Iteration 6Q (445.394279 sec): 3 clusters Score: Raw -343370.720933 + Penalty 4671.481914 = -338699.239018 nChanged 258 SP:Iteration 7Q (445.462035 sec): 3 clusters Score: Raw -343531.269987 + Penalty 4671.481914 = -338859.788072 nChanged 236 SP:Iteration 8Q (445.528872 sec): 3 clusters Score: Raw -343673.525593 + Penalty 4671.481914 = -339002.043678 nChanged 206 SP:Iteration 9Q (445.596603 sec): 3 clusters Score: Raw -343793.377925 + Penalty 4671.481914 = -339121.896011 nChanged 174 SP:Iteration 10Q (445.664344 sec): 3 clusters Score: Raw -343891.689238 + Penalty 4671.481914 = -339220.207324 nChanged 155 SP:Iteration 11Q (445.727665 sec): 3 clusters Score: Raw -343969.037155 + Penalty 4671.481914 = -339297.555241 nChanged 112 SP:Iteration 12Q (445.789511 sec): 3 clusters Score: Raw -344019.327254 + Penalty 4671.481914 = -339347.845339 nChanged 98 SP:Iteration 13Q (445.851704 sec): 3 clusters Score: Raw -344063.612109 + Penalty 4671.481914 = -339392.130194 nChanged 93 SP:Iteration 14Q (445.914559 sec): 3 clusters Score: Raw -344106.447517 + Penalty 4671.481914 = -339434.965602 nChanged 82 SP:Iteration 15Q (445.977758 sec): 3 clusters Score: Raw -344135.444875 + Penalty 4671.481914 = -339463.962961 nChanged 63 SP:Iteration 16Q (446.042207 sec): 3 clusters Score: Raw -344154.995297 + Penalty 4671.481914 = -339483.513382 nChanged 38 SP:Iteration 17Q (446.109661 sec): 3 clusters Score: Raw -344168.083131 + Penalty 4671.481914 = -339496.601216 nChanged 36 SP:Iteration 18Q (446.179650 sec): 3 clusters Score: Raw -344182.542882 + Penalty 4671.481914 = -339511.060968 nChanged 43 SP:Iteration 19Q (446.249888 sec): 3 clusters Score: Raw -344198.310789 + Penalty 4671.481914 = -339526.828875 nChanged 34 SP:Iteration 20F (446.310973 sec): 3 clusters Score: Raw -344209.655931 + Penalty 4671.481914 = -339538.174016 nChanged 40 SP:Iteration 21Q (446.371270 sec): 3 clusters Score: Raw -344224.740035 + Penalty 4671.481914 = -339553.258121 nChanged 38 SP:Iteration 22Q (446.433173 sec): 3 clusters Score: Raw -344239.699512 + Penalty 4671.481914 = -339568.217598 nChanged 37 SP:Iteration 23Q (446.495766 sec): 3 clusters Score: Raw -344252.824342 + Penalty 4671.481914 = -339581.342427 nChanged 28 SP:Iteration 24Q (446.558190 sec): 3 clusters Score: Raw -344261.372160 + Penalty 4671.481914 = -339589.890245 nChanged 28 SP:Iteration 25Q (446.622454 sec): 3 clusters Score: Raw -344270.748412 + Penalty 4671.481914 = -339599.266498 nChanged 39 SP:Iteration 26Q (446.689953 sec): 3 clusters Score: Raw -344283.300311 + Penalty 4671.481914 = -339611.818396 nChanged 40 SP:Iteration 27Q (446.760590 sec): 3 clusters Score: Raw -344295.682897 + Penalty 4671.481914 = -339624.200983 nChanged 38 SP:Iteration 28Q (446.895828 sec): 3 clusters Score: Raw -344313.464009 + Penalty 4671.481914 = -339641.982095 nChanged 45 SP:Iteration 29Q (446.966026 sec): 3 clusters Score: Raw -344337.490234 + Penalty 4671.481914 = -339666.008320 nChanged 63 SP:Iteration 30Q (447.023337 sec): 3 clusters Score: Raw -344372.246964 + Penalty 4671.481914 = -339700.765049 nChanged 59 SP:Iteration 31Q (447.080826 sec): 3 clusters Score: Raw -344405.973300 + Penalty 4671.481914 = -339734.491385 nChanged 51 SP:Iteration 32Q (447.143889 sec): 3 clusters Score: Raw -344435.088158 + Penalty 4671.481914 = -339763.606244 nChanged 47 SP:Iteration 33Q (447.210863 sec): 3 clusters Score: Raw -344459.274639 + Penalty 4671.481914 = -339787.792725 nChanged 42 SP:Iteration 34Q (447.275924 sec): 3 clusters Score: Raw -344475.444035 + Penalty 4671.481914 = -339803.962121 nChanged 37 SP:Iteration 35Q (447.425582 sec): 3 clusters Score: Raw -344493.096678 + Penalty 4671.481914 = -339821.614763 nChanged 34 SP:Iteration 36Q (447.599487 sec): 3 clusters Score: Raw -344512.146222 + Penalty 4671.481914 = -339840.664307 nChanged 48 SP:Iteration 37Q (447.748547 sec): 3 clusters Score: Raw -344531.736345 + Penalty 4671.481914 = -339860.254431 nChanged 35 SP:Iteration 38Q (447.892111 sec): 3 clusters Score: Raw -344546.030270 + Penalty 4671.481914 = -339874.548355 nChanged 28 SP:Iteration 39Q (448.038452 sec): 3 clusters Score: Raw -344555.632301 + Penalty 4671.481914 = -339884.150387 nChanged 22 SP:Iteration 40F (448.186594 sec): 3 clusters Score: Raw -344563.927456 + Penalty 4671.481914 = -339892.445541 nChanged 18 SP:Iteration 41Q (448.313440 sec): 3 clusters Score: Raw -344569.780012 + Penalty 4671.481914 = -339898.298097 nChanged 16 SP:Iteration 42Q (448.456352 sec): 3 clusters Score: Raw -344574.499550 + Penalty 4671.481914 = -339903.017636 nChanged 11 SP:Iteration 43Q (448.538782 sec): 3 clusters Score: Raw -344577.469875 + Penalty 4671.481914 = -339905.987960 nChanged 1 SP:Iteration 44Q (448.598806 sec): 3 clusters Score: Raw -344577.830950 + Penalty 4671.481914 = -339906.349035 nChanged 1 SP:Iteration 45Q (448.657943 sec): 3 clusters Score: Raw -344578.214026 + Penalty 4671.481914 = -339906.732112 nChanged 1 SP:Iteration 46Q (448.717650 sec): 3 clusters Score: Raw -344578.466042 + Penalty 4671.481914 = -339906.984127 nChanged 0 SP:Iteration 47F (448.778126 sec): 3 clusters Score: Raw -344578.466042 + Penalty 4671.481914 = -339906.984127 nChanged 0 Trying to split cluster 3 (3587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (448.824240 sec): 2 clusters Score: Raw -129094.629256 + Penalty 2160.858870 = -126933.770386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (448.955941 sec): 3 clusters Score: Raw -127533.495564 + Penalty 4321.717740 = -123211.777824 nChanged 1268 SP:Iteration 1F (449.000950 sec): 3 clusters Score: Raw -128441.285128 + Penalty 4321.717740 = -124119.567388 nChanged 343 SP:Iteration 2F (449.044514 sec): 3 clusters Score: Raw -128799.431908 + Penalty 4321.717740 = -124477.714167 nChanged 257 SP:Iteration 3F (449.088790 sec): 3 clusters Score: Raw -129073.657775 + Penalty 4321.717740 = -124751.940035 nChanged 203 SP:Iteration 4F (449.136054 sec): 3 clusters Score: Raw -129249.869420 + Penalty 4321.717740 = -124928.151680 nChanged 158 SP:Iteration 5Q (449.183354 sec): 3 clusters Score: Raw -129404.544336 + Penalty 4321.717740 = -125082.826596 nChanged 129 SP:Iteration 6Q (449.241885 sec): 3 clusters Score: Raw -129505.983733 + Penalty 4321.717740 = -125184.265993 nChanged 108 SP:Iteration 7Q (449.285817 sec): 3 clusters Score: Raw -129601.217394 + Penalty 4321.717740 = -125279.499654 nChanged 101 SP:Iteration 8Q (449.329338 sec): 3 clusters Score: Raw -129679.178035 + Penalty 4321.717740 = -125357.460295 nChanged 89 SP:Iteration 9Q (449.372961 sec): 3 clusters Score: Raw -129745.798761 + Penalty 4321.717740 = -125424.081021 nChanged 80 SP:Iteration 10Q (449.501477 sec): 3 clusters Score: Raw -129793.899559 + Penalty 4321.717740 = -125472.181819 nChanged 52 SP:Iteration 11Q (449.638008 sec): 3 clusters Score: Raw -129826.401744 + Penalty 4321.717740 = -125504.684004 nChanged 52 SP:Iteration 12Q (449.761302 sec): 3 clusters Score: Raw -129854.280070 + Penalty 4321.717740 = -125532.562330 nChanged 37 SP:Iteration 13Q (449.805132 sec): 3 clusters Score: Raw -129874.019347 + Penalty 4321.717740 = -125552.301607 nChanged 24 SP:Iteration 14Q (449.904922 sec): 3 clusters Score: Raw -129885.771600 + Penalty 4321.717740 = -125564.053860 nChanged 26 SP:Iteration 15Q (449.948720 sec): 3 clusters Score: Raw -129898.436071 + Penalty 4321.717740 = -125576.718331 nChanged 27 SP:Iteration 16Q (449.991884 sec): 3 clusters Score: Raw -129911.798334 + Penalty 4321.717740 = -125590.080594 nChanged 20 SP:Iteration 17Q (450.034677 sec): 3 clusters Score: Raw -129922.029749 + Penalty 4321.717740 = -125600.312008 nChanged 18 SP:Iteration 18Q (450.104702 sec): 3 clusters Score: Raw -129930.291263 + Penalty 4321.717740 = -125608.573523 nChanged 17 SP:Iteration 19Q (450.232832 sec): 3 clusters Score: Raw -129936.739051 + Penalty 4321.717740 = -125615.021311 nChanged 9 SP:Iteration 20F (450.350762 sec): 3 clusters Score: Raw -129938.826330 + Penalty 4321.717740 = -125617.108590 nChanged 4 SP:Iteration 21Q (450.470483 sec): 3 clusters Score: Raw -129940.502150 + Penalty 4321.717740 = -125618.784409 nChanged 4 SP:Iteration 22Q (450.583449 sec): 3 clusters Score: Raw -129942.393913 + Penalty 4321.717740 = -125620.676173 nChanged 4 SP:Iteration 23Q (450.701695 sec): 3 clusters Score: Raw -129944.497252 + Penalty 4321.717740 = -125622.779512 nChanged 5 SP:Iteration 24Q (450.786700 sec): 3 clusters Score: Raw -129946.833815 + Penalty 4321.717740 = -125625.116075 nChanged 6 SP:Iteration 25Q (450.835176 sec): 3 clusters Score: Raw -129949.840065 + Penalty 4321.717740 = -125628.122325 nChanged 9 SP:Iteration 26Q (450.883430 sec): 3 clusters Score: Raw -129953.729399 + Penalty 4321.717740 = -125632.011658 nChanged 12 SP:Iteration 27Q (450.949139 sec): 3 clusters Score: Raw -129960.160733 + Penalty 4321.717740 = -125638.442993 nChanged 14 SP:Iteration 28Q (450.995432 sec): 3 clusters Score: Raw -129964.846705 + Penalty 4321.717740 = -125643.128965 nChanged 9 SP:Iteration 29Q (451.065621 sec): 3 clusters Score: Raw -129969.857507 + Penalty 4321.717740 = -125648.139767 nChanged 10 SP:Iteration 30Q (451.108772 sec): 3 clusters Score: Raw -129973.917536 + Penalty 4321.717740 = -125652.199796 nChanged 11 SP:Iteration 31Q (451.151951 sec): 3 clusters Score: Raw -129978.828975 + Penalty 4321.717740 = -125657.111234 nChanged 11 SP:Iteration 32Q (451.260419 sec): 3 clusters Score: Raw -129984.276684 + Penalty 4321.717740 = -125662.558944 nChanged 9 SP:Iteration 33Q (451.381832 sec): 3 clusters Score: Raw -129986.575998 + Penalty 4321.717740 = -125664.858258 nChanged 4 SP:Iteration 34Q (451.492535 sec): 3 clusters Score: Raw -129988.454790 + Penalty 4321.717740 = -125666.737050 nChanged 2 SP:Iteration 35Q (451.555001 sec): 3 clusters Score: Raw -129989.121351 + Penalty 4321.717740 = -125667.403611 nChanged 2 SP:Iteration 36Q (451.694066 sec): 3 clusters Score: Raw -129989.602169 + Penalty 4321.717740 = -125667.884429 nChanged 2 SP:Iteration 37Q (451.726275 sec): 3 clusters Score: Raw -129990.567147 + Penalty 4321.717740 = -125668.849407 nChanged 1 SP:Iteration 38Q (451.769091 sec): 3 clusters Score: Raw -129990.846121 + Penalty 4321.717740 = -125669.128381 nChanged 0 SP:Iteration 39F (451.937176 sec): 3 clusters Score: Raw -129990.846121 + Penalty 4321.717740 = -125669.128381 nChanged 0 Trying to split cluster 4 (4190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (452.039593 sec): 2 clusters Score: Raw -176678.791966 + Penalty 2201.880387 = -174476.911578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (452.202234 sec): 3 clusters Score: Raw -174789.596786 + Penalty 4403.760775 = -170385.836012 nChanged 1525 SP:Iteration 1F (452.307121 sec): 3 clusters Score: Raw -175855.836530 + Penalty 4403.760775 = -171452.075755 nChanged 378 SP:Iteration 2F (452.447160 sec): 3 clusters Score: Raw -176172.997979 + Penalty 4403.760775 = -171769.237205 nChanged 261 SP:Iteration 3F (452.533817 sec): 3 clusters Score: Raw -176434.110368 + Penalty 4403.760775 = -172030.349593 nChanged 227 SP:Iteration 4F (452.680578 sec): 3 clusters Score: Raw -176680.707268 + Penalty 4403.760775 = -172276.946494 nChanged 232 SP:Iteration 5F (452.758682 sec): 3 clusters Score: Raw -176928.849699 + Penalty 4403.760775 = -172525.088924 nChanged 186 SP:Iteration 6Q (452.806255 sec): 3 clusters Score: Raw -177088.358100 + Penalty 4403.760775 = -172684.597325 nChanged 135 SP:Iteration 7Q (452.904188 sec): 3 clusters Score: Raw -177188.558207 + Penalty 4403.760775 = -172784.797433 nChanged 110 SP:Iteration 8Q (452.949832 sec): 3 clusters Score: Raw -177259.869720 + Penalty 4403.760775 = -172856.108945 nChanged 69 SP:Iteration 9Q (452.995151 sec): 3 clusters Score: Raw -177302.220843 + Penalty 4403.760775 = -172898.460068 nChanged 53 SP:Iteration 10Q (453.045988 sec): 3 clusters Score: Raw -177330.098867 + Penalty 4403.760775 = -172926.338092 nChanged 41 SP:Iteration 11Q (453.096067 sec): 3 clusters Score: Raw -177355.379708 + Penalty 4403.760775 = -172951.618933 nChanged 33 SP:Iteration 12Q (453.146708 sec): 3 clusters Score: Raw -177377.240808 + Penalty 4403.760775 = -172973.480033 nChanged 30 SP:Iteration 13Q (453.195272 sec): 3 clusters Score: Raw -177396.980742 + Penalty 4403.760775 = -172993.219968 nChanged 27 SP:Iteration 14Q (453.243220 sec): 3 clusters Score: Raw -177412.605428 + Penalty 4403.760775 = -173008.844653 nChanged 23 SP:Iteration 15Q (453.290314 sec): 3 clusters Score: Raw -177424.201030 + Penalty 4403.760775 = -173020.440256 nChanged 24 SP:Iteration 16Q (453.338198 sec): 3 clusters Score: Raw -177437.823710 + Penalty 4403.760775 = -173034.062935 nChanged 22 SP:Iteration 17Q (453.386083 sec): 3 clusters Score: Raw -177448.029455 + Penalty 4403.760775 = -173044.268680 nChanged 11 SP:Iteration 18Q (453.436208 sec): 3 clusters Score: Raw -177452.928613 + Penalty 4403.760775 = -173049.167839 nChanged 8 SP:Iteration 19Q (453.485685 sec): 3 clusters Score: Raw -177456.408418 + Penalty 4403.760775 = -173052.647644 nChanged 7 SP:Iteration 20F (453.533695 sec): 3 clusters Score: Raw -177460.304085 + Penalty 4403.760775 = -173056.543310 nChanged 10 SP:Iteration 21Q (453.580429 sec): 3 clusters Score: Raw -177466.358105 + Penalty 4403.760775 = -173062.597330 nChanged 16 SP:Iteration 22Q (453.627719 sec): 3 clusters Score: Raw -177476.380808 + Penalty 4403.760775 = -173072.620033 nChanged 16 SP:Iteration 23Q (453.675774 sec): 3 clusters Score: Raw -177486.981155 + Penalty 4403.760775 = -173083.220380 nChanged 21 SP:Iteration 24Q (453.724701 sec): 3 clusters Score: Raw -177501.473322 + Penalty 4403.760775 = -173097.712548 nChanged 24 SP:Iteration 25Q (453.772808 sec): 3 clusters Score: Raw -177514.846885 + Penalty 4403.760775 = -173111.086111 nChanged 16 SP:Iteration 26Q (453.821713 sec): 3 clusters Score: Raw -177522.245927 + Penalty 4403.760775 = -173118.485152 nChanged 10 SP:Iteration 27Q (453.870161 sec): 3 clusters Score: Raw -177527.051790 + Penalty 4403.760775 = -173123.291015 nChanged 12 SP:Iteration 28Q (453.919430 sec): 3 clusters Score: Raw -177532.263763 + Penalty 4403.760775 = -173128.502988 nChanged 13 SP:Iteration 29Q (453.968538 sec): 3 clusters Score: Raw -177536.870423 + Penalty 4403.760775 = -173133.109649 nChanged 10 SP:Iteration 30Q (454.018194 sec): 3 clusters Score: Raw -177540.682401 + Penalty 4403.760775 = -173136.921626 nChanged 9 SP:Iteration 31Q (454.067126 sec): 3 clusters Score: Raw -177545.497645 + Penalty 4403.760775 = -173141.736870 nChanged 10 SP:Iteration 32Q (454.219404 sec): 3 clusters Score: Raw -177551.075229 + Penalty 4403.760775 = -173147.314454 nChanged 7 SP:Iteration 33Q (454.255897 sec): 3 clusters Score: Raw -177554.452165 + Penalty 4403.760775 = -173150.691390 nChanged 11 SP:Iteration 34Q (454.305184 sec): 3 clusters Score: Raw -177559.928669 + Penalty 4403.760775 = -173156.167895 nChanged 14 SP:Iteration 35Q (454.350675 sec): 3 clusters Score: Raw -177566.802763 + Penalty 4403.760775 = -173163.041988 nChanged 8 SP:Iteration 36Q (454.396964 sec): 3 clusters Score: Raw -177568.731464 + Penalty 4403.760775 = -173164.970689 nChanged 4 SP:Iteration 37Q (454.442606 sec): 3 clusters Score: Raw -177569.701074 + Penalty 4403.760775 = -173165.940299 nChanged 5 SP:Iteration 38Q (454.490134 sec): 3 clusters Score: Raw -177571.855913 + Penalty 4403.760775 = -173168.095138 nChanged 2 SP:Iteration 39Q (454.623084 sec): 3 clusters Score: Raw -177572.602127 + Penalty 4403.760775 = -173168.841352 nChanged 1 SP:Iteration 40F (454.666914 sec): 3 clusters Score: Raw -177572.903551 + Penalty 4403.760775 = -173169.142776 nChanged 1 SP:Iteration 41Q (454.782864 sec): 3 clusters Score: Raw -177573.477699 + Penalty 4403.760775 = -173169.716924 nChanged 4 SP:Iteration 42Q (454.916631 sec): 3 clusters Score: Raw -177575.056963 + Penalty 4403.760775 = -173171.296188 nChanged 2 SP:Iteration 43Q (455.026029 sec): 3 clusters Score: Raw -177575.981488 + Penalty 4403.760775 = -173172.220713 nChanged 2 SP:Iteration 44Q (455.073178 sec): 3 clusters Score: Raw -177577.056240 + Penalty 4403.760775 = -173173.295465 nChanged 1 SP:Iteration 45Q (455.119641 sec): 3 clusters Score: Raw -177577.851216 + Penalty 4403.760775 = -173174.090441 nChanged 0 SP:Iteration 46F (455.167634 sec): 3 clusters Score: Raw -177577.851216 + Penalty 4403.760775 = -173174.090441 nChanged 0 Trying to split cluster 5 (5659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (455.216935 sec): 2 clusters Score: Raw -259517.861734 + Penalty 2281.224654 = -257236.637080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (455.271753 sec): 3 clusters Score: Raw -256692.254341 + Penalty 4562.449308 = -252129.805033 nChanged 2154 SP:Iteration 1F (455.364999 sec): 3 clusters Score: Raw -257932.800112 + Penalty 4562.449308 = -253370.350804 nChanged 482 SP:Iteration 2F (455.436136 sec): 3 clusters Score: Raw -258345.746336 + Penalty 4562.449308 = -253783.297028 nChanged 398 SP:Iteration 3F (455.498369 sec): 3 clusters Score: Raw -258712.828565 + Penalty 4562.449308 = -254150.379257 nChanged 355 SP:Iteration 4F (455.547088 sec): 3 clusters Score: Raw -258998.424504 + Penalty 4562.449308 = -254435.975196 nChanged 297 SP:Iteration 5F (455.595775 sec): 3 clusters Score: Raw -259239.439653 + Penalty 4562.449308 = -254676.990346 nChanged 259 SP:Iteration 6Q (455.648387 sec): 3 clusters Score: Raw -259453.753769 + Penalty 4562.449308 = -254891.304461 nChanged 225 SP:Iteration 7Q (455.704937 sec): 3 clusters Score: Raw -259625.300849 + Penalty 4562.449308 = -255062.851541 nChanged 200 SP:Iteration 8Q (455.761603 sec): 3 clusters Score: Raw -259768.940468 + Penalty 4562.449308 = -255206.491160 nChanged 173 SP:Iteration 9Q (455.819139 sec): 3 clusters Score: Raw -259895.208601 + Penalty 4562.449308 = -255332.759293 nChanged 162 SP:Iteration 10Q (455.876486 sec): 3 clusters Score: Raw -260008.843946 + Penalty 4562.449308 = -255446.394638 nChanged 148 SP:Iteration 11Q (455.933614 sec): 3 clusters Score: Raw -260104.806090 + Penalty 4562.449308 = -255542.356782 nChanged 123 SP:Iteration 12Q (455.991250 sec): 3 clusters Score: Raw -260181.298939 + Penalty 4562.449308 = -255618.849631 nChanged 101 SP:Iteration 13Q (456.116293 sec): 3 clusters Score: Raw -260240.246761 + Penalty 4562.449308 = -255677.797453 nChanged 90 SP:Iteration 14Q (456.170782 sec): 3 clusters Score: Raw -260288.157145 + Penalty 4562.449308 = -255725.707837 nChanged 84 SP:Iteration 15Q (456.319199 sec): 3 clusters Score: Raw -260331.007778 + Penalty 4562.449308 = -255768.558470 nChanged 62 SP:Iteration 16Q (456.380749 sec): 3 clusters Score: Raw -260362.227701 + Penalty 4562.449308 = -255799.778393 nChanged 53 SP:Iteration 17Q (456.439750 sec): 3 clusters Score: Raw -260387.899110 + Penalty 4562.449308 = -255825.449802 nChanged 58 SP:Iteration 18Q (456.488491 sec): 3 clusters Score: Raw -260416.407805 + Penalty 4562.449308 = -255853.958497 nChanged 50 SP:Iteration 19Q (456.540081 sec): 3 clusters Score: Raw -260440.402489 + Penalty 4562.449308 = -255877.953181 nChanged 39 SP:Iteration 20F (456.599449 sec): 3 clusters Score: Raw -260455.745564 + Penalty 4562.449308 = -255893.296256 nChanged 33 SP:Iteration 21Q (456.658298 sec): 3 clusters Score: Raw -260468.232704 + Penalty 4562.449308 = -255905.783397 nChanged 30 SP:Iteration 22Q (456.715293 sec): 3 clusters Score: Raw -260477.644624 + Penalty 4562.449308 = -255915.195316 nChanged 25 SP:Iteration 23Q (456.771327 sec): 3 clusters Score: Raw -260486.893037 + Penalty 4562.449308 = -255924.443730 nChanged 26 SP:Iteration 24Q (456.827692 sec): 3 clusters Score: Raw -260498.328459 + Penalty 4562.449308 = -255935.879151 nChanged 20 SP:Iteration 25Q (456.882797 sec): 3 clusters Score: Raw -260504.978926 + Penalty 4562.449308 = -255942.529618 nChanged 21 SP:Iteration 26Q (456.947149 sec): 3 clusters Score: Raw -260512.817482 + Penalty 4562.449308 = -255950.368174 nChanged 20 SP:Iteration 27Q (457.001465 sec): 3 clusters Score: Raw -260519.039733 + Penalty 4562.449308 = -255956.590425 nChanged 16 SP:Iteration 28Q (457.053949 sec): 3 clusters Score: Raw -260523.360209 + Penalty 4562.449308 = -255960.910901 nChanged 15 SP:Iteration 29Q (457.106332 sec): 3 clusters Score: Raw -260529.407959 + Penalty 4562.449308 = -255966.958651 nChanged 15 SP:Iteration 30Q (457.162173 sec): 3 clusters Score: Raw -260534.286629 + Penalty 4562.449308 = -255971.837321 nChanged 7 SP:Iteration 31Q (457.220307 sec): 3 clusters Score: Raw -260536.890834 + Penalty 4562.449308 = -255974.441526 nChanged 7 SP:Iteration 32Q (457.278455 sec): 3 clusters Score: Raw -260538.197391 + Penalty 4562.449308 = -255975.748083 nChanged 3 SP:Iteration 33Q (457.332690 sec): 3 clusters Score: Raw -260538.583864 + Penalty 4562.449308 = -255976.134556 nChanged 0 SP:Iteration 34F (457.387104 sec): 3 clusters Score: Raw -260538.583864 + Penalty 4562.449308 = -255976.134556 nChanged 0 Trying to split cluster 6 (2271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (457.430470 sec): 2 clusters Score: Raw -98593.676580 + Penalty 2040.185543 = -96553.491037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (457.470635 sec): 3 clusters Score: Raw -97728.887068 + Penalty 4080.371086 = -93648.515982 nChanged 740 SP:Iteration 1F (457.510270 sec): 3 clusters Score: Raw -98273.909583 + Penalty 4080.371086 = -94193.538497 nChanged 188 SP:Iteration 2F (457.549979 sec): 3 clusters Score: Raw -98441.833103 + Penalty 4080.371086 = -94361.462017 nChanged 93 SP:Iteration 3Q (457.658833 sec): 3 clusters Score: Raw -98525.296218 + Penalty 4080.371086 = -94444.925131 nChanged 71 SP:Iteration 4Q (457.783560 sec): 3 clusters Score: Raw -98589.273909 + Penalty 4080.371086 = -94508.902823 nChanged 68 SP:Iteration 5Q (457.866414 sec): 3 clusters Score: Raw -98647.967567 + Penalty 4080.371086 = -94567.596481 nChanged 63 SP:Iteration 6Q (457.969323 sec): 3 clusters Score: Raw -98706.877299 + Penalty 4080.371086 = -94626.506213 nChanged 42 SP:Iteration 7Q (458.075045 sec): 3 clusters Score: Raw -98751.629384 + Penalty 4080.371086 = -94671.258298 nChanged 43 SP:Iteration 8Q (458.214611 sec): 3 clusters Score: Raw -98792.147012 + Penalty 4080.371086 = -94711.775926 nChanged 43 SP:Iteration 9Q (458.246751 sec): 3 clusters Score: Raw -98843.299603 + Penalty 4080.371086 = -94762.928517 nChanged 39 SP:Iteration 10Q (458.349504 sec): 3 clusters Score: Raw -98886.384046 + Penalty 4080.371086 = -94806.012959 nChanged 41 SP:Iteration 11Q (458.469616 sec): 3 clusters Score: Raw -98933.868622 + Penalty 4080.371086 = -94853.497536 nChanged 46 SP:Iteration 12Q (458.505916 sec): 3 clusters Score: Raw -98987.146558 + Penalty 4080.371086 = -94906.775472 nChanged 39 SP:Iteration 13Q (458.542978 sec): 3 clusters Score: Raw -99027.602557 + Penalty 4080.371086 = -94947.231471 nChanged 36 SP:Iteration 14Q (458.580173 sec): 3 clusters Score: Raw -99062.932802 + Penalty 4080.371086 = -94982.561716 nChanged 39 SP:Iteration 15Q (458.616929 sec): 3 clusters Score: Raw -99113.516765 + Penalty 4080.371086 = -95033.145679 nChanged 47 SP:Iteration 16Q (458.653758 sec): 3 clusters Score: Raw -99157.789380 + Penalty 4080.371086 = -95077.418294 nChanged 40 SP:Iteration 17Q (458.690554 sec): 3 clusters Score: Raw -99203.584212 + Penalty 4080.371086 = -95123.213126 nChanged 48 SP:Iteration 18Q (458.727212 sec): 3 clusters Score: Raw -99250.388164 + Penalty 4080.371086 = -95170.017078 nChanged 35 SP:Iteration 19Q (458.763972 sec): 3 clusters Score: Raw -99286.441111 + Penalty 4080.371086 = -95206.070024 nChanged 43 SP:Iteration 20F (458.800537 sec): 3 clusters Score: Raw -99337.895491 + Penalty 4080.371086 = -95257.524404 nChanged 49 SP:Iteration 21Q (458.837270 sec): 3 clusters Score: Raw -99387.662668 + Penalty 4080.371086 = -95307.291582 nChanged 33 SP:Iteration 22Q (458.874200 sec): 3 clusters Score: Raw -99418.925690 + Penalty 4080.371086 = -95338.554604 nChanged 25 SP:Iteration 23Q (458.911684 sec): 3 clusters Score: Raw -99444.839445 + Penalty 4080.371086 = -95364.468359 nChanged 33 SP:Iteration 24Q (458.950379 sec): 3 clusters Score: Raw -99476.159118 + Penalty 4080.371086 = -95395.788032 nChanged 38 SP:Iteration 25Q (458.987989 sec): 3 clusters Score: Raw -99515.021949 + Penalty 4080.371086 = -95434.650863 nChanged 37 SP:Iteration 26Q (459.025416 sec): 3 clusters Score: Raw -99558.236195 + Penalty 4080.371086 = -95477.865109 nChanged 49 SP:Iteration 27Q (459.062956 sec): 3 clusters Score: Raw -99606.911635 + Penalty 4080.371086 = -95526.540548 nChanged 44 SP:Iteration 28Q (459.099595 sec): 3 clusters Score: Raw -99645.000335 + Penalty 4080.371086 = -95564.629249 nChanged 36 SP:Iteration 29Q (459.136287 sec): 3 clusters Score: Raw -99679.767394 + Penalty 4080.371086 = -95599.396308 nChanged 35 SP:Iteration 30Q (459.172716 sec): 3 clusters Score: Raw -99710.639939 + Penalty 4080.371086 = -95630.268853 nChanged 27 SP:Iteration 31Q (459.209399 sec): 3 clusters Score: Raw -99735.386495 + Penalty 4080.371086 = -95655.015409 nChanged 26 SP:Iteration 32Q (459.246011 sec): 3 clusters Score: Raw -99756.805255 + Penalty 4080.371086 = -95676.434168 nChanged 29 SP:Iteration 33Q (459.282794 sec): 3 clusters Score: Raw -99781.327040 + Penalty 4080.371086 = -95700.955953 nChanged 21 SP:Iteration 34Q (459.319551 sec): 3 clusters Score: Raw -99795.770009 + Penalty 4080.371086 = -95715.398923 nChanged 13 SP:Iteration 35Q (459.356121 sec): 3 clusters Score: Raw -99805.474495 + Penalty 4080.371086 = -95725.103409 nChanged 12 SP:Iteration 36Q (459.392685 sec): 3 clusters Score: Raw -99814.101935 + Penalty 4080.371086 = -95733.730848 nChanged 6 SP:Iteration 37Q (459.429295 sec): 3 clusters Score: Raw -99817.992096 + Penalty 4080.371086 = -95737.621009 nChanged 6 SP:Iteration 38Q (459.487498 sec): 3 clusters Score: Raw -99821.580451 + Penalty 4080.371086 = -95741.209365 nChanged 4 SP:Iteration 39Q (459.524340 sec): 3 clusters Score: Raw -99823.227197 + Penalty 4080.371086 = -95742.856111 nChanged 4 SP:Iteration 40F (459.561806 sec): 3 clusters Score: Raw -99826.281532 + Penalty 4080.371086 = -95745.910446 nChanged 4 SP:Iteration 41Q (459.598570 sec): 3 clusters Score: Raw -99829.380262 + Penalty 4080.371086 = -95749.009175 nChanged 4 SP:Iteration 42Q (459.713050 sec): 3 clusters Score: Raw -99834.199860 + Penalty 4080.371086 = -95753.828774 nChanged 4 SP:Iteration 43Q (459.861889 sec): 3 clusters Score: Raw -99838.195939 + Penalty 4080.371086 = -95757.824853 nChanged 5 SP:Iteration 44Q (459.956742 sec): 3 clusters Score: Raw -99841.430826 + Penalty 4080.371086 = -95761.059739 nChanged 6 SP:Iteration 45Q (459.994518 sec): 3 clusters Score: Raw -99846.385082 + Penalty 4080.371086 = -95766.013996 nChanged 6 SP:Iteration 46Q (460.033011 sec): 3 clusters Score: Raw -99849.795578 + Penalty 4080.371086 = -95769.424492 nChanged 4 SP:Iteration 47Q (460.071773 sec): 3 clusters Score: Raw -99852.109295 + Penalty 4080.371086 = -95771.738209 nChanged 0 SP:Iteration 48F (460.109450 sec): 3 clusters Score: Raw -99852.109295 + Penalty 4080.371086 = -95771.738209 nChanged 0 Time taken for this iteration:70.081218 seconds. 6->7 Clusters: Score -1007964.981664, best is -1009561.032527 Starting from 7 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 7 initial classes randomly. Deleting Class 6 (4159 points): Lose 837.600014 but Gain 2660.632891 Iteration 0F (460.446648 sec): 6 clusters Score: Raw -951302.442302 + Penalty 13303.164455 = -937999.277847 nChanged 18150 Iteration 1F (460.678028 sec): 6 clusters Score: Raw -978495.084855 + Penalty 13303.164455 = -965191.920400 nChanged 5825 Iteration 2F (460.900243 sec): 6 clusters Score: Raw -992903.012981 + Penalty 13303.164455 = -979599.848526 nChanged 5279 Iteration 3F (461.122992 sec): 6 clusters Score: Raw -1004081.995540 + Penalty 13303.164455 = -990778.831084 nChanged 3884 Iteration 4F (461.342854 sec): 6 clusters Score: Raw -1009724.387919 + Penalty 13303.164455 = -996421.223464 nChanged 2678 Iteration 5F (461.604509 sec): 6 clusters Score: Raw -1012664.097689 + Penalty 13303.164455 = -999360.933234 nChanged 2013 Iteration 6F (461.888429 sec): 6 clusters Score: Raw -1014598.526151 + Penalty 13303.164455 = -1001295.361695 nChanged 1559 Iteration 7F (462.128008 sec): 6 clusters Score: Raw -1016015.631997 + Penalty 13303.164455 = -1002712.467542 nChanged 1273 Iteration 8F (462.450982 sec): 6 clusters Score: Raw -1017150.090794 + Penalty 13303.164455 = -1003846.926339 nChanged 1065 Iteration 9Q (462.683711 sec): 6 clusters Score: Raw -1018086.667023 + Penalty 13303.164455 = -1004783.502568 nChanged 949 Iteration 10Q (462.908085 sec): 6 clusters Score: Raw -1018854.531906 + Penalty 13303.164455 = -1005551.367451 nChanged 791 Iteration 11Q (463.157138 sec): 6 clusters Score: Raw -1019430.901903 + Penalty 13303.164455 = -1006127.737448 nChanged 609 Iteration 12Q (463.411084 sec): 6 clusters Score: Raw -1019831.994486 + Penalty 13303.164455 = -1006528.830031 nChanged 514 Iteration 13Q (463.633359 sec): 6 clusters Score: Raw -1020136.237818 + Penalty 13303.164455 = -1006833.073363 nChanged 430 Iteration 14Q (463.835032 sec): 6 clusters Score: Raw -1020381.191411 + Penalty 13303.164455 = -1007078.026956 nChanged 347 Iteration 15Q (464.050530 sec): 6 clusters Score: Raw -1020554.202826 + Penalty 13303.164455 = -1007251.038371 nChanged 267 Iteration 16Q (464.301109 sec): 6 clusters Score: Raw -1020667.104974 + Penalty 13303.164455 = -1007363.940518 nChanged 212 Iteration 17Q (464.546365 sec): 6 clusters Score: Raw -1020742.078179 + Penalty 13303.164455 = -1007438.913723 nChanged 150 Iteration 18Q (464.793590 sec): 6 clusters Score: Raw -1020787.734250 + Penalty 13303.164455 = -1007484.569795 nChanged 120 Iteration 19Q (465.029537 sec): 6 clusters Score: Raw -1020820.484036 + Penalty 13303.164455 = -1007517.319580 nChanged 89 Writing temp clu file Because OldScore, -1007484.569795, is greater than current (better) Score,-1007517.319580 Compute initial score before splitting: Score: Raw -1020820.484036 + Penalty 13303.164455 = -1007517.319580 Trying to split cluster 1 (8207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (465.199993 sec): 2 clusters Score: Raw -400807.975705 + Penalty 2379.364080 = -398428.611625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (465.356961 sec): 3 clusters Score: Raw -396545.465316 + Penalty 4758.728160 = -391786.737156 nChanged 3293 SP:Iteration 1F (465.512824 sec): 3 clusters Score: Raw -398326.960270 + Penalty 4758.728160 = -393568.232110 nChanged 621 SP:Iteration 2F (465.607498 sec): 3 clusters Score: Raw -398705.895700 + Penalty 4758.728160 = -393947.167540 nChanged 500 SP:Iteration 3F (465.673953 sec): 3 clusters Score: Raw -398998.349836 + Penalty 4758.728160 = -394239.621676 nChanged 396 SP:Iteration 4Q (465.740281 sec): 3 clusters Score: Raw -399229.000198 + Penalty 4758.728160 = -394470.272038 nChanged 352 SP:Iteration 5Q (465.807732 sec): 3 clusters Score: Raw -399432.311613 + Penalty 4758.728160 = -394673.583453 nChanged 305 SP:Iteration 6Q (465.875236 sec): 3 clusters Score: Raw -399602.465115 + Penalty 4758.728160 = -394843.736955 nChanged 273 SP:Iteration 7Q (465.946439 sec): 3 clusters Score: Raw -399748.963105 + Penalty 4758.728160 = -394990.234945 nChanged 249 SP:Iteration 8Q (466.017218 sec): 3 clusters Score: Raw -399888.538119 + Penalty 4758.728160 = -395129.809958 nChanged 215 SP:Iteration 9Q (466.084141 sec): 3 clusters Score: Raw -400015.325198 + Penalty 4758.728160 = -395256.597038 nChanged 230 SP:Iteration 10Q (466.150890 sec): 3 clusters Score: Raw -400176.553687 + Penalty 4758.728160 = -395417.825526 nChanged 255 SP:Iteration 11Q (466.224093 sec): 3 clusters Score: Raw -400371.838865 + Penalty 4758.728160 = -395613.110704 nChanged 275 SP:Iteration 12Q (466.296121 sec): 3 clusters Score: Raw -400570.657088 + Penalty 4758.728160 = -395811.928928 nChanged 246 SP:Iteration 13Q (466.361854 sec): 3 clusters Score: Raw -400747.444827 + Penalty 4758.728160 = -395988.716667 nChanged 248 SP:Iteration 14Q (466.426977 sec): 3 clusters Score: Raw -400941.677793 + Penalty 4758.728160 = -396182.949633 nChanged 267 SP:Iteration 15Q (466.498146 sec): 3 clusters Score: Raw -401140.244322 + Penalty 4758.728160 = -396381.516162 nChanged 230 SP:Iteration 16Q (466.570017 sec): 3 clusters Score: Raw -401296.363236 + Penalty 4758.728160 = -396537.635076 nChanged 191 SP:Iteration 17Q (466.636827 sec): 3 clusters Score: Raw -401407.515218 + Penalty 4758.728160 = -396648.787058 nChanged 143 SP:Iteration 18Q (466.703164 sec): 3 clusters Score: Raw -401476.886830 + Penalty 4758.728160 = -396718.158669 nChanged 116 SP:Iteration 19Q (466.773784 sec): 3 clusters Score: Raw -401539.033995 + Penalty 4758.728160 = -396780.305835 nChanged 98 SP:Iteration 20F (466.846377 sec): 3 clusters Score: Raw -401593.017966 + Penalty 4758.728160 = -396834.289806 nChanged 99 SP:Iteration 21Q (466.916655 sec): 3 clusters Score: Raw -401652.406342 + Penalty 4758.728160 = -396893.678182 nChanged 118 SP:Iteration 22Q (466.985978 sec): 3 clusters Score: Raw -401710.185354 + Penalty 4758.728160 = -396951.457193 nChanged 75 SP:Iteration 23Q (467.055951 sec): 3 clusters Score: Raw -401747.034480 + Penalty 4758.728160 = -396988.306320 nChanged 87 SP:Iteration 24Q (467.125304 sec): 3 clusters Score: Raw -401794.023955 + Penalty 4758.728160 = -397035.295795 nChanged 81 SP:Iteration 25Q (467.194887 sec): 3 clusters Score: Raw -401834.184493 + Penalty 4758.728160 = -397075.456333 nChanged 68 SP:Iteration 26Q (467.264244 sec): 3 clusters Score: Raw -401866.589705 + Penalty 4758.728160 = -397107.861545 nChanged 62 SP:Iteration 27Q (467.333827 sec): 3 clusters Score: Raw -401892.473098 + Penalty 4758.728160 = -397133.744938 nChanged 50 SP:Iteration 28Q (467.403408 sec): 3 clusters Score: Raw -401910.793925 + Penalty 4758.728160 = -397152.065765 nChanged 31 SP:Iteration 29Q (467.472693 sec): 3 clusters Score: Raw -401921.361700 + Penalty 4758.728160 = -397162.633540 nChanged 26 SP:Iteration 30Q (467.541987 sec): 3 clusters Score: Raw -401929.721669 + Penalty 4758.728160 = -397170.993509 nChanged 31 SP:Iteration 31Q (467.689922 sec): 3 clusters Score: Raw -401939.799155 + Penalty 4758.728160 = -397181.070995 nChanged 26 SP:Iteration 32Q (467.795902 sec): 3 clusters Score: Raw -401947.016204 + Penalty 4758.728160 = -397188.288043 nChanged 13 SP:Iteration 33Q (467.853420 sec): 3 clusters Score: Raw -401950.675962 + Penalty 4758.728160 = -397191.947801 nChanged 14 SP:Iteration 34Q (467.917915 sec): 3 clusters Score: Raw -401954.719502 + Penalty 4758.728160 = -397195.991342 nChanged 10 SP:Iteration 35Q (468.011225 sec): 3 clusters Score: Raw -401957.000399 + Penalty 4758.728160 = -397198.272238 nChanged 10 SP:Iteration 36Q (468.104557 sec): 3 clusters Score: Raw -401960.321646 + Penalty 4758.728160 = -397201.593486 nChanged 7 SP:Iteration 37Q (468.173491 sec): 3 clusters Score: Raw -401962.612205 + Penalty 4758.728160 = -397203.884045 nChanged 6 SP:Iteration 38Q (468.230405 sec): 3 clusters Score: Raw -401964.118756 + Penalty 4758.728160 = -397205.390596 nChanged 2 SP:Iteration 39Q (468.287277 sec): 3 clusters Score: Raw -401964.263717 + Penalty 4758.728160 = -397205.535557 nChanged 2 SP:Iteration 40F (468.358879 sec): 3 clusters Score: Raw -401964.686047 + Penalty 4758.728160 = -397205.957886 nChanged 1 SP:Iteration 41Q (468.446310 sec): 3 clusters Score: Raw -401964.838700 + Penalty 4758.728160 = -397206.110540 nChanged 0 SP:Iteration 42F (468.534674 sec): 3 clusters Score: Raw -401964.838700 + Penalty 4758.728160 = -397206.110540 nChanged 0 Trying to split cluster 2 (4128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (468.590661 sec): 2 clusters Score: Raw -150373.100202 + Penalty 2197.944753 = -148175.155449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (468.639856 sec): 3 clusters Score: Raw -148531.570396 + Penalty 4395.889506 = -144135.680890 nChanged 1513 SP:Iteration 1F (468.702860 sec): 3 clusters Score: Raw -149559.291465 + Penalty 4395.889506 = -145163.401958 nChanged 371 SP:Iteration 2F (468.763007 sec): 3 clusters Score: Raw -149893.357698 + Penalty 4395.889506 = -145497.468192 nChanged 267 SP:Iteration 3F (468.805772 sec): 3 clusters Score: Raw -150090.436452 + Penalty 4395.889506 = -145694.546946 nChanged 196 SP:Iteration 4Q (468.849257 sec): 3 clusters Score: Raw -150244.840022 + Penalty 4395.889506 = -145848.950516 nChanged 157 SP:Iteration 5Q (468.893108 sec): 3 clusters Score: Raw -150374.725855 + Penalty 4395.889506 = -145978.836349 nChanged 154 SP:Iteration 6Q (468.940323 sec): 3 clusters Score: Raw -150511.743989 + Penalty 4395.889506 = -146115.854482 nChanged 139 SP:Iteration 7Q (468.992078 sec): 3 clusters Score: Raw -150643.441374 + Penalty 4395.889506 = -146247.551868 nChanged 138 SP:Iteration 8Q (469.043509 sec): 3 clusters Score: Raw -150773.541021 + Penalty 4395.889506 = -146377.651515 nChanged 124 SP:Iteration 9Q (469.093906 sec): 3 clusters Score: Raw -150872.575437 + Penalty 4395.889506 = -146476.685931 nChanged 105 SP:Iteration 10Q (469.141079 sec): 3 clusters Score: Raw -150945.336097 + Penalty 4395.889506 = -146549.446591 nChanged 87 SP:Iteration 11Q (469.187504 sec): 3 clusters Score: Raw -150989.128444 + Penalty 4395.889506 = -146593.238937 nChanged 71 SP:Iteration 12Q (469.234037 sec): 3 clusters Score: Raw -151032.487985 + Penalty 4395.889506 = -146636.598479 nChanged 63 SP:Iteration 13Q (469.283101 sec): 3 clusters Score: Raw -151068.392232 + Penalty 4395.889506 = -146672.502726 nChanged 64 SP:Iteration 14Q (469.332584 sec): 3 clusters Score: Raw -151107.028466 + Penalty 4395.889506 = -146711.138960 nChanged 49 SP:Iteration 15Q (469.382083 sec): 3 clusters Score: Raw -151135.460740 + Penalty 4395.889506 = -146739.571234 nChanged 38 SP:Iteration 16Q (469.430962 sec): 3 clusters Score: Raw -151156.905499 + Penalty 4395.889506 = -146761.015993 nChanged 29 SP:Iteration 17Q (469.477521 sec): 3 clusters Score: Raw -151175.089994 + Penalty 4395.889506 = -146779.200488 nChanged 31 SP:Iteration 18Q (469.603668 sec): 3 clusters Score: Raw -151191.278535 + Penalty 4395.889506 = -146795.389028 nChanged 34 SP:Iteration 19Q (469.660700 sec): 3 clusters Score: Raw -151206.792016 + Penalty 4395.889506 = -146810.902510 nChanged 29 SP:Iteration 20F (469.716939 sec): 3 clusters Score: Raw -151221.535343 + Penalty 4395.889506 = -146825.645837 nChanged 26 SP:Iteration 21Q (469.761860 sec): 3 clusters Score: Raw -151235.191834 + Penalty 4395.889506 = -146839.302328 nChanged 29 SP:Iteration 22Q (469.806607 sec): 3 clusters Score: Raw -151244.560998 + Penalty 4395.889506 = -146848.671491 nChanged 12 SP:Iteration 23Q (469.851301 sec): 3 clusters Score: Raw -151249.703329 + Penalty 4395.889506 = -146853.813823 nChanged 11 SP:Iteration 24Q (469.898154 sec): 3 clusters Score: Raw -151253.296397 + Penalty 4395.889506 = -146857.406891 nChanged 12 SP:Iteration 25Q (469.947089 sec): 3 clusters Score: Raw -151256.797897 + Penalty 4395.889506 = -146860.908391 nChanged 10 SP:Iteration 26Q (469.996007 sec): 3 clusters Score: Raw -151260.868862 + Penalty 4395.889506 = -146864.979356 nChanged 11 SP:Iteration 27Q (470.044726 sec): 3 clusters Score: Raw -151266.370803 + Penalty 4395.889506 = -146870.481297 nChanged 14 SP:Iteration 28Q (470.093682 sec): 3 clusters Score: Raw -151272.278886 + Penalty 4395.889506 = -146876.389380 nChanged 14 SP:Iteration 29Q (470.141547 sec): 3 clusters Score: Raw -151278.715037 + Penalty 4395.889506 = -146882.825531 nChanged 15 SP:Iteration 30Q (470.189940 sec): 3 clusters Score: Raw -151286.442286 + Penalty 4395.889506 = -146890.552780 nChanged 16 SP:Iteration 31Q (470.237665 sec): 3 clusters Score: Raw -151292.816786 + Penalty 4395.889506 = -146896.927280 nChanged 17 SP:Iteration 32Q (470.284962 sec): 3 clusters Score: Raw -151300.726582 + Penalty 4395.889506 = -146904.837075 nChanged 15 SP:Iteration 33Q (470.332267 sec): 3 clusters Score: Raw -151307.591537 + Penalty 4395.889506 = -146911.702031 nChanged 11 SP:Iteration 34Q (470.379664 sec): 3 clusters Score: Raw -151310.715262 + Penalty 4395.889506 = -146914.825756 nChanged 4 SP:Iteration 35Q (470.427221 sec): 3 clusters Score: Raw -151311.375848 + Penalty 4395.889506 = -146915.486342 nChanged 1 SP:Iteration 36Q (470.475452 sec): 3 clusters Score: Raw -151311.555471 + Penalty 4395.889506 = -146915.665965 nChanged 0 SP:Iteration 37F (470.522848 sec): 3 clusters Score: Raw -151311.555471 + Penalty 4395.889506 = -146915.665965 nChanged 0 Trying to split cluster 3 (4861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.571847 sec): 2 clusters Score: Raw -203153.744573 + Penalty 2241.095857 = -200912.648716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (470.624294 sec): 3 clusters Score: Raw -200874.102019 + Penalty 4482.191713 = -196391.910306 nChanged 1851 SP:Iteration 1F (470.675820 sec): 3 clusters Score: Raw -202074.521643 + Penalty 4482.191713 = -197592.329930 nChanged 412 SP:Iteration 2F (470.729376 sec): 3 clusters Score: Raw -202429.036290 + Penalty 4482.191713 = -197946.844576 nChanged 325 SP:Iteration 3F (470.791366 sec): 3 clusters Score: Raw -202725.251738 + Penalty 4482.191713 = -198243.060024 nChanged 275 SP:Iteration 4F (470.837859 sec): 3 clusters Score: Raw -202991.637918 + Penalty 4482.191713 = -198509.446205 nChanged 243 SP:Iteration 5Q (470.883594 sec): 3 clusters Score: Raw -203205.932295 + Penalty 4482.191713 = -198723.740581 nChanged 211 SP:Iteration 6Q (470.930286 sec): 3 clusters Score: Raw -203365.570716 + Penalty 4482.191713 = -198883.379003 nChanged 170 SP:Iteration 7Q (470.987048 sec): 3 clusters Score: Raw -203477.734549 + Penalty 4482.191713 = -198995.542835 nChanged 129 SP:Iteration 8Q (471.043774 sec): 3 clusters Score: Raw -203579.508299 + Penalty 4482.191713 = -199097.316586 nChanged 150 SP:Iteration 9Q (471.154924 sec): 3 clusters Score: Raw -203711.061917 + Penalty 4482.191713 = -199228.870204 nChanged 139 SP:Iteration 10Q (471.210871 sec): 3 clusters Score: Raw -203813.500738 + Penalty 4482.191713 = -199331.309025 nChanged 118 SP:Iteration 11Q (471.259491 sec): 3 clusters Score: Raw -203892.645203 + Penalty 4482.191713 = -199410.453490 nChanged 91 SP:Iteration 12Q (471.307222 sec): 3 clusters Score: Raw -203954.655366 + Penalty 4482.191713 = -199472.463653 nChanged 71 SP:Iteration 13Q (471.354779 sec): 3 clusters Score: Raw -203999.665461 + Penalty 4482.191713 = -199517.473748 nChanged 65 SP:Iteration 14Q (471.407385 sec): 3 clusters Score: Raw -204032.563676 + Penalty 4482.191713 = -199550.371962 nChanged 59 SP:Iteration 15Q (471.461210 sec): 3 clusters Score: Raw -204066.202860 + Penalty 4482.191713 = -199584.011146 nChanged 62 SP:Iteration 16Q (471.514930 sec): 3 clusters Score: Raw -204100.457444 + Penalty 4482.191713 = -199618.265730 nChanged 49 SP:Iteration 17Q (471.566841 sec): 3 clusters Score: Raw -204121.466292 + Penalty 4482.191713 = -199639.274579 nChanged 51 SP:Iteration 18Q (471.626406 sec): 3 clusters Score: Raw -204148.253746 + Penalty 4482.191713 = -199666.062032 nChanged 40 SP:Iteration 19Q (471.677828 sec): 3 clusters Score: Raw -204165.419837 + Penalty 4482.191713 = -199683.228124 nChanged 36 SP:Iteration 20F (471.729850 sec): 3 clusters Score: Raw -204181.308097 + Penalty 4482.191713 = -199699.116384 nChanged 30 SP:Iteration 21Q (471.781567 sec): 3 clusters Score: Raw -204193.412101 + Penalty 4482.191713 = -199711.220387 nChanged 26 SP:Iteration 22Q (471.833272 sec): 3 clusters Score: Raw -204206.988639 + Penalty 4482.191713 = -199724.796926 nChanged 27 SP:Iteration 23Q (471.885011 sec): 3 clusters Score: Raw -204218.206601 + Penalty 4482.191713 = -199736.014888 nChanged 20 SP:Iteration 24Q (471.936403 sec): 3 clusters Score: Raw -204224.857315 + Penalty 4482.191713 = -199742.665602 nChanged 18 SP:Iteration 25Q (472.015005 sec): 3 clusters Score: Raw -204231.990194 + Penalty 4482.191713 = -199749.798480 nChanged 11 SP:Iteration 26Q (472.067349 sec): 3 clusters Score: Raw -204235.432475 + Penalty 4482.191713 = -199753.240762 nChanged 9 SP:Iteration 27Q (472.119804 sec): 3 clusters Score: Raw -204238.227972 + Penalty 4482.191713 = -199756.036258 nChanged 8 SP:Iteration 28Q (472.171592 sec): 3 clusters Score: Raw -204239.894319 + Penalty 4482.191713 = -199757.702605 nChanged 4 SP:Iteration 29Q (472.220170 sec): 3 clusters Score: Raw -204241.060254 + Penalty 4482.191713 = -199758.868541 nChanged 4 SP:Iteration 30Q (472.268936 sec): 3 clusters Score: Raw -204241.953771 + Penalty 4482.191713 = -199759.762058 nChanged 5 SP:Iteration 31Q (472.317795 sec): 3 clusters Score: Raw -204244.549304 + Penalty 4482.191713 = -199762.357591 nChanged 11 SP:Iteration 32Q (472.366612 sec): 3 clusters Score: Raw -204249.648489 + Penalty 4482.191713 = -199767.456775 nChanged 12 SP:Iteration 33Q (472.415244 sec): 3 clusters Score: Raw -204254.504350 + Penalty 4482.191713 = -199772.312636 nChanged 13 SP:Iteration 34Q (472.463891 sec): 3 clusters Score: Raw -204260.658998 + Penalty 4482.191713 = -199778.467284 nChanged 8 SP:Iteration 35Q (472.513476 sec): 3 clusters Score: Raw -204262.991872 + Penalty 4482.191713 = -199780.800158 nChanged 5 SP:Iteration 36Q (472.566495 sec): 3 clusters Score: Raw -204264.774253 + Penalty 4482.191713 = -199782.582539 nChanged 4 SP:Iteration 37Q (472.705987 sec): 3 clusters Score: Raw -204266.283524 + Penalty 4482.191713 = -199784.091810 nChanged 6 SP:Iteration 38Q (472.780830 sec): 3 clusters Score: Raw -204268.471491 + Penalty 4482.191713 = -199786.279778 nChanged 6 SP:Iteration 39Q (472.826906 sec): 3 clusters Score: Raw -204269.842682 + Penalty 4482.191713 = -199787.650969 nChanged 5 SP:Iteration 40F (472.873111 sec): 3 clusters Score: Raw -204270.842346 + Penalty 4482.191713 = -199788.650633 nChanged 4 SP:Iteration 41Q (472.985892 sec): 3 clusters Score: Raw -204272.408808 + Penalty 4482.191713 = -199790.217095 nChanged 2 SP:Iteration 42Q (473.049159 sec): 3 clusters Score: Raw -204273.007296 + Penalty 4482.191713 = -199790.815583 nChanged 2 SP:Iteration 43Q (473.096371 sec): 3 clusters Score: Raw -204273.517021 + Penalty 4482.191713 = -199791.325308 nChanged 2 SP:Iteration 44Q (473.143571 sec): 3 clusters Score: Raw -204273.781079 + Penalty 4482.191713 = -199791.589365 nChanged 1 SP:Iteration 45Q (473.191345 sec): 3 clusters Score: Raw -204274.073606 + Penalty 4482.191713 = -199791.881892 nChanged 0 SP:Iteration 46F (473.246144 sec): 3 clusters Score: Raw -204274.073606 + Penalty 4482.191713 = -199791.881892 nChanged 0 Trying to split cluster 4 (2916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (473.292726 sec): 2 clusters Score: Raw -133305.808194 + Penalty 2106.183577 = -131199.624617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (473.340801 sec): 3 clusters Score: Raw -132074.353104 + Penalty 4212.367153 = -127861.985951 nChanged 1005 SP:Iteration 1F (473.387253 sec): 3 clusters Score: Raw -132786.651818 + Penalty 4212.367153 = -128574.284665 nChanged 261 SP:Iteration 2F (473.433961 sec): 3 clusters Score: Raw -133030.619130 + Penalty 4212.367153 = -128818.251977 nChanged 152 SP:Iteration 3F (473.480611 sec): 3 clusters Score: Raw -133191.401859 + Penalty 4212.367153 = -128979.034706 nChanged 131 SP:Iteration 4Q (473.524766 sec): 3 clusters Score: Raw -133333.867822 + Penalty 4212.367153 = -129121.500669 nChanged 123 SP:Iteration 5Q (473.564548 sec): 3 clusters Score: Raw -133432.393871 + Penalty 4212.367153 = -129220.026718 nChanged 92 SP:Iteration 6Q (473.603785 sec): 3 clusters Score: Raw -133505.561941 + Penalty 4212.367153 = -129293.194788 nChanged 60 SP:Iteration 7Q (473.643109 sec): 3 clusters Score: Raw -133554.366096 + Penalty 4212.367153 = -129341.998943 nChanged 55 SP:Iteration 8Q (473.682746 sec): 3 clusters Score: Raw -133596.041221 + Penalty 4212.367153 = -129383.674068 nChanged 54 SP:Iteration 9Q (473.722992 sec): 3 clusters Score: Raw -133633.807322 + Penalty 4212.367153 = -129421.440169 nChanged 51 SP:Iteration 10Q (473.763241 sec): 3 clusters Score: Raw -133664.864143 + Penalty 4212.367153 = -129452.496990 nChanged 40 SP:Iteration 11Q (473.803551 sec): 3 clusters Score: Raw -133688.260435 + Penalty 4212.367153 = -129475.893282 nChanged 31 SP:Iteration 12Q (473.843643 sec): 3 clusters Score: Raw -133707.079022 + Penalty 4212.367153 = -129494.711869 nChanged 24 SP:Iteration 13Q (473.883820 sec): 3 clusters Score: Raw -133723.763629 + Penalty 4212.367153 = -129511.396475 nChanged 30 SP:Iteration 14Q (473.925703 sec): 3 clusters Score: Raw -133742.268684 + Penalty 4212.367153 = -129529.901530 nChanged 25 SP:Iteration 15Q (473.968027 sec): 3 clusters Score: Raw -133760.850353 + Penalty 4212.367153 = -129548.483200 nChanged 27 SP:Iteration 16Q (474.010264 sec): 3 clusters Score: Raw -133778.564218 + Penalty 4212.367153 = -129566.197064 nChanged 26 SP:Iteration 17Q (474.051024 sec): 3 clusters Score: Raw -133792.373521 + Penalty 4212.367153 = -129580.006368 nChanged 23 SP:Iteration 18Q (474.091167 sec): 3 clusters Score: Raw -133806.142745 + Penalty 4212.367153 = -129593.775592 nChanged 19 SP:Iteration 19Q (474.141045 sec): 3 clusters Score: Raw -133816.856923 + Penalty 4212.367153 = -129604.489770 nChanged 16 SP:Iteration 20F (474.193545 sec): 3 clusters Score: Raw -133825.135206 + Penalty 4212.367153 = -129612.768053 nChanged 8 SP:Iteration 21Q (474.246794 sec): 3 clusters Score: Raw -133830.361285 + Penalty 4212.367153 = -129617.994132 nChanged 9 SP:Iteration 22Q (474.294087 sec): 3 clusters Score: Raw -133833.937154 + Penalty 4212.367153 = -129621.570001 nChanged 6 SP:Iteration 23Q (474.334910 sec): 3 clusters Score: Raw -133836.887549 + Penalty 4212.367153 = -129624.520396 nChanged 7 SP:Iteration 24Q (474.492391 sec): 3 clusters Score: Raw -133840.073095 + Penalty 4212.367153 = -129627.705942 nChanged 5 SP:Iteration 25Q (474.559652 sec): 3 clusters Score: Raw -133842.515103 + Penalty 4212.367153 = -129630.147950 nChanged 2 SP:Iteration 26Q (474.602764 sec): 3 clusters Score: Raw -133843.689780 + Penalty 4212.367153 = -129631.322627 nChanged 1 SP:Iteration 27Q (474.646345 sec): 3 clusters Score: Raw -133844.076453 + Penalty 4212.367153 = -129631.709300 nChanged 1 SP:Iteration 28Q (474.710391 sec): 3 clusters Score: Raw -133844.709910 + Penalty 4212.367153 = -129632.342757 nChanged 0 SP:Iteration 29F (474.752849 sec): 3 clusters Score: Raw -133844.709910 + Penalty 4212.367153 = -129632.342757 nChanged 0 Trying to split cluster 5 (3705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (474.794108 sec): 2 clusters Score: Raw -169915.704895 + Penalty 2169.403774 = -167746.301121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (474.837907 sec): 3 clusters Score: Raw -168244.190468 + Penalty 4338.807548 = -163905.382920 nChanged 1314 SP:Iteration 1F (474.891936 sec): 3 clusters Score: Raw -169067.264411 + Penalty 4338.807548 = -164728.456863 nChanged 312 SP:Iteration 2F (474.947790 sec): 3 clusters Score: Raw -169344.878080 + Penalty 4338.807548 = -165006.070532 nChanged 231 SP:Iteration 3F (475.001615 sec): 3 clusters Score: Raw -169547.447080 + Penalty 4338.807548 = -165208.639532 nChanged 185 SP:Iteration 4Q (475.050681 sec): 3 clusters Score: Raw -169726.541816 + Penalty 4338.807548 = -165387.734268 nChanged 181 SP:Iteration 5Q (475.140369 sec): 3 clusters Score: Raw -169891.554801 + Penalty 4338.807548 = -165552.747253 nChanged 176 SP:Iteration 6Q (475.182581 sec): 3 clusters Score: Raw -170075.999406 + Penalty 4338.807548 = -165737.191858 nChanged 172 SP:Iteration 7Q (475.228758 sec): 3 clusters Score: Raw -170255.494452 + Penalty 4338.807548 = -165916.686904 nChanged 168 SP:Iteration 8Q (475.274665 sec): 3 clusters Score: Raw -170449.181329 + Penalty 4338.807548 = -166110.373781 nChanged 155 SP:Iteration 9Q (475.319983 sec): 3 clusters Score: Raw -170610.378871 + Penalty 4338.807548 = -166271.571323 nChanged 150 SP:Iteration 10Q (475.365398 sec): 3 clusters Score: Raw -170744.108761 + Penalty 4338.807548 = -166405.301213 nChanged 106 SP:Iteration 11Q (475.409501 sec): 3 clusters Score: Raw -170834.900330 + Penalty 4338.807548 = -166496.092782 nChanged 80 SP:Iteration 12Q (475.452488 sec): 3 clusters Score: Raw -170909.844607 + Penalty 4338.807548 = -166571.037059 nChanged 82 SP:Iteration 13Q (475.509282 sec): 3 clusters Score: Raw -170989.056624 + Penalty 4338.807548 = -166650.249076 nChanged 55 SP:Iteration 14Q (475.555649 sec): 3 clusters Score: Raw -171036.361691 + Penalty 4338.807548 = -166697.554143 nChanged 48 SP:Iteration 15Q (475.601880 sec): 3 clusters Score: Raw -171069.789429 + Penalty 4338.807548 = -166730.981882 nChanged 28 SP:Iteration 16Q (475.760836 sec): 3 clusters Score: Raw -171084.406581 + Penalty 4338.807548 = -166745.599033 nChanged 15 SP:Iteration 17Q (475.835279 sec): 3 clusters Score: Raw -171091.565826 + Penalty 4338.807548 = -166752.758278 nChanged 7 SP:Iteration 18Q (475.889096 sec): 3 clusters Score: Raw -171095.125599 + Penalty 4338.807548 = -166756.318051 nChanged 8 SP:Iteration 19Q (476.001855 sec): 3 clusters Score: Raw -171100.032020 + Penalty 4338.807548 = -166761.224472 nChanged 5 SP:Iteration 20F (476.044098 sec): 3 clusters Score: Raw -171103.089574 + Penalty 4338.807548 = -166764.282027 nChanged 4 SP:Iteration 21Q (476.086237 sec): 3 clusters Score: Raw -171105.229787 + Penalty 4338.807548 = -166766.422239 nChanged 6 SP:Iteration 22Q (476.138458 sec): 3 clusters Score: Raw -171107.512396 + Penalty 4338.807548 = -166768.704849 nChanged 3 SP:Iteration 23Q (476.266501 sec): 3 clusters Score: Raw -171108.564317 + Penalty 4338.807548 = -166769.756769 nChanged 3 SP:Iteration 24Q (476.386926 sec): 3 clusters Score: Raw -171109.651392 + Penalty 4338.807548 = -166770.843844 nChanged 1 SP:Iteration 25Q (476.478214 sec): 3 clusters Score: Raw -171109.993623 + Penalty 4338.807548 = -166771.186075 nChanged 2 SP:Iteration 26Q (476.523094 sec): 3 clusters Score: Raw -171110.448330 + Penalty 4338.807548 = -166771.640783 nChanged 0 SP:Iteration 27F (476.571247 sec): 3 clusters Score: Raw -171110.448330 + Penalty 4338.807548 = -166771.640783 nChanged 0 Iteration 20F (476.821146 sec): 6 clusters Score: Raw -1020899.692142 + Penalty 13303.164455 = -1007596.527687 nChanged 112 Iteration 21Q (477.053713 sec): 6 clusters Score: Raw -1020957.666121 + Penalty 13303.164455 = -1007654.501665 nChanged 115 Iteration 22Q (477.413733 sec): 6 clusters Score: Raw -1021000.890185 + Penalty 13303.164455 = -1007697.725729 nChanged 108 Iteration 23Q (477.655836 sec): 6 clusters Score: Raw -1021037.872388 + Penalty 13303.164455 = -1007734.707933 nChanged 93 Iteration 24Q (477.927724 sec): 6 clusters Score: Raw -1021067.463613 + Penalty 13303.164455 = -1007764.299157 nChanged 78 Iteration 25Q (478.175145 sec): 6 clusters Score: Raw -1021089.351539 + Penalty 13303.164455 = -1007786.187084 nChanged 63 Iteration 26Q (478.418067 sec): 6 clusters Score: Raw -1021109.798351 + Penalty 13303.164455 = -1007806.633895 nChanged 51 Iteration 27Q (478.858401 sec): 6 clusters Score: Raw -1021126.449682 + Penalty 13303.164455 = -1007823.285226 nChanged 41 Iteration 28Q (479.171755 sec): 6 clusters Score: Raw -1021135.905554 + Penalty 13303.164455 = -1007832.741099 nChanged 31 Iteration 29Q (479.363525 sec): 6 clusters Score: Raw -1021144.881261 + Penalty 13303.164455 = -1007841.716806 nChanged 29 Iteration 30Q (479.575961 sec): 6 clusters Score: Raw -1021153.437503 + Penalty 13303.164455 = -1007850.273048 nChanged 26 Iteration 31Q (479.796317 sec): 6 clusters Score: Raw -1021160.094119 + Penalty 13303.164455 = -1007856.929664 nChanged 23 Iteration 32Q (480.228123 sec): 6 clusters Score: Raw -1021166.357933 + Penalty 13303.164455 = -1007863.193477 nChanged 19 Iteration 33Q (480.441767 sec): 6 clusters Score: Raw -1021172.350467 + Penalty 13303.164455 = -1007869.186012 nChanged 26 Iteration 34Q (480.685388 sec): 6 clusters Score: Raw -1021179.477323 + Penalty 13303.164455 = -1007876.312868 nChanged 27 Iteration 35Q (480.932407 sec): 6 clusters Score: Raw -1021185.810611 + Penalty 13303.164455 = -1007882.646155 nChanged 23 Iteration 36Q (481.177223 sec): 6 clusters Score: Raw -1021192.124281 + Penalty 13303.164455 = -1007888.959826 nChanged 29 Iteration 37Q (481.535634 sec): 6 clusters Score: Raw -1021201.697697 + Penalty 13303.164455 = -1007898.533242 nChanged 33 Iteration 38Q (481.806648 sec): 6 clusters Score: Raw -1021219.991470 + Penalty 13303.164455 = -1007916.827015 nChanged 50 Iteration 39Q (481.995832 sec): 6 clusters Score: Raw -1021241.702168 + Penalty 13303.164455 = -1007938.537713 nChanged 55 Iteration 40F (482.251071 sec): 6 clusters Score: Raw -1021269.859714 + Penalty 13303.164455 = -1007966.695258 nChanged 78 Iteration 41Q (482.470491 sec): 6 clusters Score: Raw -1021319.065574 + Penalty 13303.164455 = -1008015.901119 nChanged 88 Iteration 42Q (482.682314 sec): 6 clusters Score: Raw -1021404.442494 + Penalty 13303.164455 = -1008101.278039 nChanged 109 Iteration 43Q (483.106767 sec): 6 clusters Score: Raw -1021519.224580 + Penalty 13303.164455 = -1008216.060125 nChanged 121 Iteration 44Q (483.526538 sec): 6 clusters Score: Raw -1021613.929791 + Penalty 13303.164455 = -1008310.765336 nChanged 99 Iteration 45Q (483.710585 sec): 6 clusters Score: Raw -1021665.724483 + Penalty 13303.164455 = -1008362.560027 nChanged 73 Iteration 46Q (483.923198 sec): 6 clusters Score: Raw -1021691.069654 + Penalty 13303.164455 = -1008387.905198 nChanged 63 Iteration 47Q (484.138335 sec): 6 clusters Score: Raw -1021708.996313 + Penalty 13303.164455 = -1008405.831858 nChanged 39 Iteration 48Q (484.440313 sec): 6 clusters Score: Raw -1021717.781763 + Penalty 13303.164455 = -1008414.617308 nChanged 30 Iteration 49Q (484.658648 sec): 6 clusters Score: Raw -1021724.238134 + Penalty 13303.164455 = -1008421.073679 nChanged 16 Iteration 50Q (484.866997 sec): 6 clusters Score: Raw -1021728.328336 + Penalty 13303.164455 = -1008425.163880 nChanged 11 Iteration 51Q (485.123801 sec): 6 clusters Score: Raw -1021730.410827 + Penalty 13303.164455 = -1008427.246372 nChanged 9 Iteration 52Q (485.392661 sec): 6 clusters Score: Raw -1021731.987953 + Penalty 13303.164455 = -1008428.823497 nChanged 11 Iteration 53Q (485.605964 sec): 6 clusters Score: Raw -1021734.742225 + Penalty 13303.164455 = -1008431.577770 nChanged 17 Iteration 54Q (485.845074 sec): 6 clusters Score: Raw -1021738.354134 + Penalty 13303.164455 = -1008435.189679 nChanged 11 Iteration 55Q (486.144972 sec): 6 clusters Score: Raw -1021741.077470 + Penalty 13303.164455 = -1008437.913015 nChanged 13 Iteration 56Q (486.327555 sec): 6 clusters Score: Raw -1021743.583238 + Penalty 13303.164455 = -1008440.418782 nChanged 13 Iteration 57Q (486.656408 sec): 6 clusters Score: Raw -1021746.471032 + Penalty 13303.164455 = -1008443.306576 nChanged 10 Iteration 58Q (486.866217 sec): 6 clusters Score: Raw -1021748.609028 + Penalty 13303.164455 = -1008445.444573 nChanged 6 Writing temp clu file Because OldScore, -1008443.306576, is greater than current (better) Score,-1008445.444573 Compute initial score before splitting: Score: Raw -1021748.609028 + Penalty 13303.164455 = -1008445.444573 Trying to split cluster 1 (8556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (486.966891 sec): 2 clusters Score: Raw -416368.737519 + Penalty 2390.358451 = -413978.379069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.135036 sec): 3 clusters Score: Raw -411887.634835 + Penalty 4780.716901 = -407106.917934 nChanged 3525 SP:Iteration 1F (487.266277 sec): 3 clusters Score: Raw -413783.780435 + Penalty 4780.716901 = -409003.063533 nChanged 641 SP:Iteration 2F (487.332014 sec): 3 clusters Score: Raw -414132.333658 + Penalty 4780.716901 = -409351.616757 nChanged 492 SP:Iteration 3F (487.399187 sec): 3 clusters Score: Raw -414413.562997 + Penalty 4780.716901 = -409632.846096 nChanged 419 SP:Iteration 4Q (487.467374 sec): 3 clusters Score: Raw -414645.358282 + Penalty 4780.716901 = -409864.641381 nChanged 332 SP:Iteration 5Q (487.534995 sec): 3 clusters Score: Raw -414831.386955 + Penalty 4780.716901 = -410050.670054 nChanged 311 SP:Iteration 6Q (487.607654 sec): 3 clusters Score: Raw -415035.434965 + Penalty 4780.716901 = -410254.718064 nChanged 336 SP:Iteration 7Q (487.680177 sec): 3 clusters Score: Raw -415239.150767 + Penalty 4780.716901 = -410458.433866 nChanged 299 SP:Iteration 8Q (487.749149 sec): 3 clusters Score: Raw -415438.108613 + Penalty 4780.716901 = -410657.391712 nChanged 327 SP:Iteration 9Q (487.820066 sec): 3 clusters Score: Raw -415662.095098 + Penalty 4780.716901 = -410881.378197 nChanged 333 SP:Iteration 10Q (487.893860 sec): 3 clusters Score: Raw -415898.445855 + Penalty 4780.716901 = -411117.728954 nChanged 335 SP:Iteration 11Q (487.967159 sec): 3 clusters Score: Raw -416143.581957 + Penalty 4780.716901 = -411362.865056 nChanged 365 SP:Iteration 12Q (488.039770 sec): 3 clusters Score: Raw -416421.575348 + Penalty 4780.716901 = -411640.858447 nChanged 342 SP:Iteration 13Q (488.111542 sec): 3 clusters Score: Raw -416641.028352 + Penalty 4780.716901 = -411860.311451 nChanged 294 SP:Iteration 14Q (488.181940 sec): 3 clusters Score: Raw -416805.017587 + Penalty 4780.716901 = -412024.300686 nChanged 250 SP:Iteration 15Q (488.254256 sec): 3 clusters Score: Raw -416928.698889 + Penalty 4780.716901 = -412147.981988 nChanged 195 SP:Iteration 16Q (488.326332 sec): 3 clusters Score: Raw -417023.257731 + Penalty 4780.716901 = -412242.540830 nChanged 172 SP:Iteration 17Q (488.398962 sec): 3 clusters Score: Raw -417104.365736 + Penalty 4780.716901 = -412323.648835 nChanged 147 SP:Iteration 18Q (488.487216 sec): 3 clusters Score: Raw -417165.540219 + Penalty 4780.716901 = -412384.823318 nChanged 117 SP:Iteration 19Q (488.579256 sec): 3 clusters Score: Raw -417212.992257 + Penalty 4780.716901 = -412432.275356 nChanged 125 SP:Iteration 20F (488.650255 sec): 3 clusters Score: Raw -417258.907671 + Penalty 4780.716901 = -412478.190770 nChanged 93 SP:Iteration 21Q (488.722656 sec): 3 clusters Score: Raw -417294.155668 + Penalty 4780.716901 = -412513.438767 nChanged 96 SP:Iteration 22Q (488.793934 sec): 3 clusters Score: Raw -417323.888016 + Penalty 4780.716901 = -412543.171115 nChanged 85 SP:Iteration 23Q (488.865343 sec): 3 clusters Score: Raw -417351.488044 + Penalty 4780.716901 = -412570.771143 nChanged 77 SP:Iteration 24Q (488.933661 sec): 3 clusters Score: Raw -417375.212990 + Penalty 4780.716901 = -412594.496089 nChanged 67 SP:Iteration 25Q (488.999870 sec): 3 clusters Score: Raw -417391.077009 + Penalty 4780.716901 = -412610.360108 nChanged 39 SP:Iteration 26Q (489.067666 sec): 3 clusters Score: Raw -417401.148990 + Penalty 4780.716901 = -412620.432089 nChanged 43 SP:Iteration 27Q (489.139324 sec): 3 clusters Score: Raw -417411.674004 + Penalty 4780.716901 = -412630.957103 nChanged 32 SP:Iteration 28Q (489.211506 sec): 3 clusters Score: Raw -417420.068150 + Penalty 4780.716901 = -412639.351249 nChanged 31 SP:Iteration 29Q (489.283877 sec): 3 clusters Score: Raw -417428.841939 + Penalty 4780.716901 = -412648.125038 nChanged 29 SP:Iteration 30Q (489.355409 sec): 3 clusters Score: Raw -417437.208901 + Penalty 4780.716901 = -412656.491999 nChanged 26 SP:Iteration 31Q (489.426324 sec): 3 clusters Score: Raw -417443.569080 + Penalty 4780.716901 = -412662.852178 nChanged 27 SP:Iteration 32Q (489.496927 sec): 3 clusters Score: Raw -417449.753216 + Penalty 4780.716901 = -412669.036315 nChanged 19 SP:Iteration 33Q (489.567141 sec): 3 clusters Score: Raw -417455.124165 + Penalty 4780.716901 = -412674.407264 nChanged 22 SP:Iteration 34Q (489.637608 sec): 3 clusters Score: Raw -417459.812856 + Penalty 4780.716901 = -412679.095955 nChanged 13 SP:Iteration 35Q (489.730387 sec): 3 clusters Score: Raw -417461.934715 + Penalty 4780.716901 = -412681.217814 nChanged 12 SP:Iteration 36Q (489.799880 sec): 3 clusters Score: Raw -417464.177505 + Penalty 4780.716901 = -412683.460604 nChanged 11 SP:Iteration 37Q (489.868380 sec): 3 clusters Score: Raw -417466.667703 + Penalty 4780.716901 = -412685.950802 nChanged 15 SP:Iteration 38Q (489.935741 sec): 3 clusters Score: Raw -417470.035969 + Penalty 4780.716901 = -412689.319068 nChanged 13 SP:Iteration 39Q (490.007303 sec): 3 clusters Score: Raw -417473.695693 + Penalty 4780.716901 = -412692.978792 nChanged 27 SP:Iteration 40F (490.079842 sec): 3 clusters Score: Raw -417479.930184 + Penalty 4780.716901 = -412699.213283 nChanged 23 SP:Iteration 41Q (490.151114 sec): 3 clusters Score: Raw -417486.176571 + Penalty 4780.716901 = -412705.459670 nChanged 25 SP:Iteration 42Q (490.221555 sec): 3 clusters Score: Raw -417495.594582 + Penalty 4780.716901 = -412714.877681 nChanged 29 SP:Iteration 43Q (490.291930 sec): 3 clusters Score: Raw -417507.362249 + Penalty 4780.716901 = -412726.645348 nChanged 34 SP:Iteration 44Q (490.362102 sec): 3 clusters Score: Raw -417516.748062 + Penalty 4780.716901 = -412736.031161 nChanged 26 SP:Iteration 45Q (490.433968 sec): 3 clusters Score: Raw -417523.868181 + Penalty 4780.716901 = -412743.151280 nChanged 27 SP:Iteration 46Q (490.505896 sec): 3 clusters Score: Raw -417532.173237 + Penalty 4780.716901 = -412751.456336 nChanged 28 SP:Iteration 47Q (490.575944 sec): 3 clusters Score: Raw -417539.247899 + Penalty 4780.716901 = -412758.530998 nChanged 22 SP:Iteration 48Q (490.645392 sec): 3 clusters Score: Raw -417544.956062 + Penalty 4780.716901 = -412764.239161 nChanged 19 SP:Iteration 49Q (490.744675 sec): 3 clusters Score: Raw -417549.901415 + Penalty 4780.716901 = -412769.184514 nChanged 15 SP:Iteration 50Q (490.834562 sec): 3 clusters Score: Raw -417553.658752 + Penalty 4780.716901 = -412772.941851 nChanged 9 SP:Iteration 51Q (490.925001 sec): 3 clusters Score: Raw -417556.136429 + Penalty 4780.716901 = -412775.419528 nChanged 15 SP:Iteration 52Q (490.995077 sec): 3 clusters Score: Raw -417559.632320 + Penalty 4780.716901 = -412778.915419 nChanged 10 SP:Iteration 53Q (491.055588 sec): 3 clusters Score: Raw -417561.669316 + Penalty 4780.716901 = -412780.952415 nChanged 4 SP:Iteration 54Q (491.120341 sec): 3 clusters Score: Raw -417562.446397 + Penalty 4780.716901 = -412781.729496 nChanged 4 SP:Iteration 55Q (491.194851 sec): 3 clusters Score: Raw -417563.518091 + Penalty 4780.716901 = -412782.801190 nChanged 6 SP:Iteration 56Q (491.268312 sec): 3 clusters Score: Raw -417564.622497 + Penalty 4780.716901 = -412783.905596 nChanged 5 SP:Iteration 57Q (491.342965 sec): 3 clusters Score: Raw -417565.425002 + Penalty 4780.716901 = -412784.708101 nChanged 3 SP:Iteration 58Q (491.414065 sec): 3 clusters Score: Raw -417565.871740 + Penalty 4780.716901 = -412785.154839 nChanged 6 SP:Iteration 59Q (491.483405 sec): 3 clusters Score: Raw -417566.925664 + Penalty 4780.716901 = -412786.208763 nChanged 8 SP:Iteration 60F (491.554045 sec): 3 clusters Score: Raw -417568.626914 + Penalty 4780.716901 = -412787.910013 nChanged 9 SP:Iteration 61Q (491.624258 sec): 3 clusters Score: Raw -417569.964610 + Penalty 4780.716901 = -412789.247709 nChanged 4 SP:Iteration 62Q (491.695836 sec): 3 clusters Score: Raw -417570.422947 + Penalty 4780.716901 = -412789.706046 nChanged 2 SP:Iteration 63Q (491.842120 sec): 3 clusters Score: Raw -417570.592044 + Penalty 4780.716901 = -412789.875143 nChanged 1 SP:Iteration 64Q (491.992020 sec): 3 clusters Score: Raw -417570.674040 + Penalty 4780.716901 = -412789.957139 nChanged 0 SP:Iteration 65F (492.106715 sec): 3 clusters Score: Raw -417570.674040 + Penalty 4780.716901 = -412789.957139 nChanged 0 Trying to split cluster 2 (3817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.149085 sec): 2 clusters Score: Raw -138881.066836 + Penalty 2177.266094 = -136703.800742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.206933 sec): 3 clusters Score: Raw -137209.898779 + Penalty 4354.532188 = -132855.366591 nChanged 1330 SP:Iteration 1F (492.260381 sec): 3 clusters Score: Raw -138060.103314 + Penalty 4354.532188 = -133705.571126 nChanged 297 SP:Iteration 2F (492.302270 sec): 3 clusters Score: Raw -138270.051864 + Penalty 4354.532188 = -133915.519676 nChanged 169 SP:Iteration 3Q (492.345068 sec): 3 clusters Score: Raw -138395.655039 + Penalty 4354.532188 = -134041.122851 nChanged 168 SP:Iteration 4Q (492.388233 sec): 3 clusters Score: Raw -138512.634967 + Penalty 4354.532188 = -134158.102780 nChanged 129 SP:Iteration 5Q (492.437300 sec): 3 clusters Score: Raw -138611.508375 + Penalty 4354.532188 = -134256.976187 nChanged 119 SP:Iteration 6Q (492.486481 sec): 3 clusters Score: Raw -138688.697606 + Penalty 4354.532188 = -134334.165418 nChanged 98 SP:Iteration 7Q (492.535256 sec): 3 clusters Score: Raw -138737.163707 + Penalty 4354.532188 = -134382.631520 nChanged 59 SP:Iteration 8Q (492.665628 sec): 3 clusters Score: Raw -138773.046784 + Penalty 4354.532188 = -134418.514596 nChanged 69 SP:Iteration 9Q (492.722391 sec): 3 clusters Score: Raw -138821.081784 + Penalty 4354.532188 = -134466.549597 nChanged 70 SP:Iteration 10Q (492.769179 sec): 3 clusters Score: Raw -138867.970220 + Penalty 4354.532188 = -134513.438032 nChanged 71 SP:Iteration 11Q (492.816017 sec): 3 clusters Score: Raw -138908.106188 + Penalty 4354.532188 = -134553.574000 nChanged 53 SP:Iteration 12Q (492.862605 sec): 3 clusters Score: Raw -138940.920762 + Penalty 4354.532188 = -134586.388575 nChanged 52 SP:Iteration 13Q (493.000982 sec): 3 clusters Score: Raw -138975.224526 + Penalty 4354.532188 = -134620.692338 nChanged 51 SP:Iteration 14Q (493.136805 sec): 3 clusters Score: Raw -139002.759967 + Penalty 4354.532188 = -134648.227779 nChanged 44 SP:Iteration 15Q (493.186894 sec): 3 clusters Score: Raw -139026.454262 + Penalty 4354.532188 = -134671.922074 nChanged 36 SP:Iteration 16Q (493.234149 sec): 3 clusters Score: Raw -139049.647605 + Penalty 4354.532188 = -134695.115418 nChanged 38 SP:Iteration 17Q (493.280838 sec): 3 clusters Score: Raw -139073.626698 + Penalty 4354.532188 = -134719.094510 nChanged 43 SP:Iteration 18Q (493.326944 sec): 3 clusters Score: Raw -139093.368176 + Penalty 4354.532188 = -134738.835988 nChanged 21 SP:Iteration 19Q (493.378845 sec): 3 clusters Score: Raw -139103.238672 + Penalty 4354.532188 = -134748.706484 nChanged 23 SP:Iteration 20F (493.432311 sec): 3 clusters Score: Raw -139113.628107 + Penalty 4354.532188 = -134759.095919 nChanged 16 SP:Iteration 21Q (493.505753 sec): 3 clusters Score: Raw -139122.245352 + Penalty 4354.532188 = -134767.713164 nChanged 22 SP:Iteration 22Q (493.552848 sec): 3 clusters Score: Raw -139131.139575 + Penalty 4354.532188 = -134776.607388 nChanged 19 SP:Iteration 23Q (493.595948 sec): 3 clusters Score: Raw -139138.350190 + Penalty 4354.532188 = -134783.818002 nChanged 14 SP:Iteration 24Q (493.638995 sec): 3 clusters Score: Raw -139146.337258 + Penalty 4354.532188 = -134791.805071 nChanged 12 SP:Iteration 25Q (493.683799 sec): 3 clusters Score: Raw -139151.712262 + Penalty 4354.532188 = -134797.180074 nChanged 13 SP:Iteration 26Q (493.773088 sec): 3 clusters Score: Raw -139156.937295 + Penalty 4354.532188 = -134802.405107 nChanged 12 SP:Iteration 27Q (493.834553 sec): 3 clusters Score: Raw -139160.639976 + Penalty 4354.532188 = -134806.107788 nChanged 5 SP:Iteration 28Q (493.896310 sec): 3 clusters Score: Raw -139162.958016 + Penalty 4354.532188 = -134808.425828 nChanged 9 SP:Iteration 29Q (493.958954 sec): 3 clusters Score: Raw -139166.268189 + Penalty 4354.532188 = -134811.736001 nChanged 6 SP:Iteration 30Q (494.011108 sec): 3 clusters Score: Raw -139169.945173 + Penalty 4354.532188 = -134815.412985 nChanged 8 SP:Iteration 31Q (494.055942 sec): 3 clusters Score: Raw -139173.319419 + Penalty 4354.532188 = -134818.787232 nChanged 6 SP:Iteration 32Q (494.100322 sec): 3 clusters Score: Raw -139174.909367 + Penalty 4354.532188 = -134820.377179 nChanged 4 SP:Iteration 33Q (494.194062 sec): 3 clusters Score: Raw -139175.572002 + Penalty 4354.532188 = -134821.039814 nChanged 2 SP:Iteration 34Q (494.242689 sec): 3 clusters Score: Raw -139176.184478 + Penalty 4354.532188 = -134821.652290 nChanged 0 SP:Iteration 35F (494.291226 sec): 3 clusters Score: Raw -139176.184478 + Penalty 4354.532188 = -134821.652290 nChanged 0 Trying to split cluster 3 (4993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (494.339488 sec): 2 clusters Score: Raw -208850.229706 + Penalty 2248.169144 = -206602.060562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (494.388437 sec): 3 clusters Score: Raw -206455.489783 + Penalty 4496.338287 = -201959.151495 nChanged 1972 SP:Iteration 1F (494.436000 sec): 3 clusters Score: Raw -207885.040924 + Penalty 4496.338287 = -203388.702637 nChanged 473 SP:Iteration 2F (494.484120 sec): 3 clusters Score: Raw -208316.062308 + Penalty 4496.338287 = -203819.724021 nChanged 351 SP:Iteration 3F (494.531818 sec): 3 clusters Score: Raw -208615.018224 + Penalty 4496.338287 = -204118.679937 nChanged 287 SP:Iteration 4F (494.579240 sec): 3 clusters Score: Raw -208837.315216 + Penalty 4496.338287 = -204340.976929 nChanged 231 SP:Iteration 5Q (494.627768 sec): 3 clusters Score: Raw -208997.888285 + Penalty 4496.338287 = -204501.549998 nChanged 158 SP:Iteration 6Q (494.676630 sec): 3 clusters Score: Raw -209124.564162 + Penalty 4496.338287 = -204628.225875 nChanged 164 SP:Iteration 7Q (494.806316 sec): 3 clusters Score: Raw -209227.446853 + Penalty 4496.338287 = -204731.108566 nChanged 115 SP:Iteration 8Q (494.897480 sec): 3 clusters Score: Raw -209297.320946 + Penalty 4496.338287 = -204800.982658 nChanged 89 SP:Iteration 9Q (494.943636 sec): 3 clusters Score: Raw -209344.274378 + Penalty 4496.338287 = -204847.936091 nChanged 87 SP:Iteration 10Q (494.996371 sec): 3 clusters Score: Raw -209388.459631 + Penalty 4496.338287 = -204892.121343 nChanged 66 SP:Iteration 11Q (495.049315 sec): 3 clusters Score: Raw -209424.364263 + Penalty 4496.338287 = -204928.025975 nChanged 68 SP:Iteration 12Q (495.102303 sec): 3 clusters Score: Raw -209467.446554 + Penalty 4496.338287 = -204971.108267 nChanged 78 SP:Iteration 13Q (495.154871 sec): 3 clusters Score: Raw -209514.624943 + Penalty 4496.338287 = -205018.286655 nChanged 82 SP:Iteration 14Q (495.212428 sec): 3 clusters Score: Raw -209568.533317 + Penalty 4496.338287 = -205072.195029 nChanged 79 SP:Iteration 15Q (495.265291 sec): 3 clusters Score: Raw -209604.775528 + Penalty 4496.338287 = -205108.437241 nChanged 60 SP:Iteration 16Q (495.318102 sec): 3 clusters Score: Raw -209636.766278 + Penalty 4496.338287 = -205140.427991 nChanged 60 SP:Iteration 17Q (495.370545 sec): 3 clusters Score: Raw -209671.614927 + Penalty 4496.338287 = -205175.276640 nChanged 58 SP:Iteration 18Q (495.510026 sec): 3 clusters Score: Raw -209701.385662 + Penalty 4496.338287 = -205205.047375 nChanged 43 SP:Iteration 19Q (495.624206 sec): 3 clusters Score: Raw -209721.870464 + Penalty 4496.338287 = -205225.532177 nChanged 36 SP:Iteration 20F (495.704043 sec): 3 clusters Score: Raw -209736.261174 + Penalty 4496.338287 = -205239.922887 nChanged 39 SP:Iteration 21Q (495.755626 sec): 3 clusters Score: Raw -209752.577976 + Penalty 4496.338287 = -205256.239689 nChanged 40 SP:Iteration 22Q (495.805329 sec): 3 clusters Score: Raw -209774.072644 + Penalty 4496.338287 = -205277.734357 nChanged 42 SP:Iteration 23Q (495.855396 sec): 3 clusters Score: Raw -209794.990085 + Penalty 4496.338287 = -205298.651797 nChanged 38 SP:Iteration 24Q (495.909717 sec): 3 clusters Score: Raw -209817.718688 + Penalty 4496.338287 = -205321.380401 nChanged 36 SP:Iteration 25Q (495.963203 sec): 3 clusters Score: Raw -209836.734143 + Penalty 4496.338287 = -205340.395856 nChanged 36 SP:Iteration 26Q (496.016577 sec): 3 clusters Score: Raw -209859.897027 + Penalty 4496.338287 = -205363.558740 nChanged 41 SP:Iteration 27Q (496.069099 sec): 3 clusters Score: Raw -209885.381438 + Penalty 4496.338287 = -205389.043151 nChanged 52 SP:Iteration 28Q (496.121083 sec): 3 clusters Score: Raw -209916.497959 + Penalty 4496.338287 = -205420.159672 nChanged 39 SP:Iteration 29Q (496.172799 sec): 3 clusters Score: Raw -209934.136045 + Penalty 4496.338287 = -205437.797758 nChanged 37 SP:Iteration 30Q (496.224974 sec): 3 clusters Score: Raw -209952.505209 + Penalty 4496.338287 = -205456.166922 nChanged 27 SP:Iteration 31Q (496.276850 sec): 3 clusters Score: Raw -209964.170066 + Penalty 4496.338287 = -205467.831779 nChanged 26 SP:Iteration 32Q (496.328843 sec): 3 clusters Score: Raw -209973.588878 + Penalty 4496.338287 = -205477.250591 nChanged 21 SP:Iteration 33Q (496.380743 sec): 3 clusters Score: Raw -209982.370450 + Penalty 4496.338287 = -205486.032163 nChanged 18 SP:Iteration 34Q (496.432761 sec): 3 clusters Score: Raw -209988.215615 + Penalty 4496.338287 = -205491.877328 nChanged 16 SP:Iteration 35Q (496.484268 sec): 3 clusters Score: Raw -209993.278929 + Penalty 4496.338287 = -205496.940642 nChanged 17 SP:Iteration 36Q (496.535940 sec): 3 clusters Score: Raw -210000.468136 + Penalty 4496.338287 = -205504.129849 nChanged 24 SP:Iteration 37Q (496.587256 sec): 3 clusters Score: Raw -210012.921780 + Penalty 4496.338287 = -205516.583493 nChanged 25 SP:Iteration 38Q (496.638895 sec): 3 clusters Score: Raw -210028.342216 + Penalty 4496.338287 = -205532.003929 nChanged 22 SP:Iteration 39Q (496.787453 sec): 3 clusters Score: Raw -210040.019001 + Penalty 4496.338287 = -205543.680714 nChanged 19 SP:Iteration 40F (496.842878 sec): 3 clusters Score: Raw -210049.197417 + Penalty 4496.338287 = -205552.859130 nChanged 15 SP:Iteration 41Q (496.899775 sec): 3 clusters Score: Raw -210055.877340 + Penalty 4496.338287 = -205559.539053 nChanged 15 SP:Iteration 42Q (496.956206 sec): 3 clusters Score: Raw -210062.286415 + Penalty 4496.338287 = -205565.948127 nChanged 16 SP:Iteration 43Q (497.006981 sec): 3 clusters Score: Raw -210066.842109 + Penalty 4496.338287 = -205570.503822 nChanged 10 SP:Iteration 44Q (497.058472 sec): 3 clusters Score: Raw -210070.656424 + Penalty 4496.338287 = -205574.318137 nChanged 9 SP:Iteration 45Q (497.109498 sec): 3 clusters Score: Raw -210073.578352 + Penalty 4496.338287 = -205577.240064 nChanged 9 SP:Iteration 46Q (497.161669 sec): 3 clusters Score: Raw -210077.116264 + Penalty 4496.338287 = -205580.777977 nChanged 6 SP:Iteration 47Q (497.213764 sec): 3 clusters Score: Raw -210079.910452 + Penalty 4496.338287 = -205583.572164 nChanged 4 SP:Iteration 48Q (497.266226 sec): 3 clusters Score: Raw -210081.820197 + Penalty 4496.338287 = -205585.481910 nChanged 6 SP:Iteration 49Q (497.318003 sec): 3 clusters Score: Raw -210083.715887 + Penalty 4496.338287 = -205587.377599 nChanged 3 SP:Iteration 50Q (497.369548 sec): 3 clusters Score: Raw -210084.245308 + Penalty 4496.338287 = -205587.907021 nChanged 2 SP:Iteration 51Q (497.421036 sec): 3 clusters Score: Raw -210084.534090 + Penalty 4496.338287 = -205588.195803 nChanged 0 SP:Iteration 52F (497.473008 sec): 3 clusters Score: Raw -210084.534090 + Penalty 4496.338287 = -205588.195803 nChanged 0 Trying to split cluster 4 (2416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.515658 sec): 2 clusters Score: Raw -109275.718485 + Penalty 2056.525300 = -107219.193185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.559181 sec): 3 clusters Score: Raw -108368.556114 + Penalty 4113.050599 = -104255.505515 nChanged 820 SP:Iteration 1F (497.601341 sec): 3 clusters Score: Raw -108974.166715 + Penalty 4113.050599 = -104861.116115 nChanged 195 SP:Iteration 2F (497.643355 sec): 3 clusters Score: Raw -109212.837594 + Penalty 4113.050599 = -105099.786995 nChanged 137 SP:Iteration 3F (497.685459 sec): 3 clusters Score: Raw -109375.244697 + Penalty 4113.050599 = -105262.194097 nChanged 81 SP:Iteration 4Q (497.726851 sec): 3 clusters Score: Raw -109459.736492 + Penalty 4113.050599 = -105346.685893 nChanged 69 SP:Iteration 5Q (497.764130 sec): 3 clusters Score: Raw -109527.163449 + Penalty 4113.050599 = -105414.112850 nChanged 58 SP:Iteration 6Q (497.801623 sec): 3 clusters Score: Raw -109596.844287 + Penalty 4113.050599 = -105483.793687 nChanged 73 SP:Iteration 7Q (497.839007 sec): 3 clusters Score: Raw -109666.193271 + Penalty 4113.050599 = -105553.142672 nChanged 60 SP:Iteration 8Q (497.876224 sec): 3 clusters Score: Raw -109721.000816 + Penalty 4113.050599 = -105607.950216 nChanged 59 SP:Iteration 9Q (497.913973 sec): 3 clusters Score: Raw -109769.198397 + Penalty 4113.050599 = -105656.147798 nChanged 53 SP:Iteration 10Q (497.952143 sec): 3 clusters Score: Raw -109813.371273 + Penalty 4113.050599 = -105700.320674 nChanged 38 SP:Iteration 11Q (497.990354 sec): 3 clusters Score: Raw -109844.443613 + Penalty 4113.050599 = -105731.393013 nChanged 34 SP:Iteration 12Q (498.028549 sec): 3 clusters Score: Raw -109873.200506 + Penalty 4113.050599 = -105760.149907 nChanged 43 SP:Iteration 13Q (498.066669 sec): 3 clusters Score: Raw -109911.082244 + Penalty 4113.050599 = -105798.031645 nChanged 51 SP:Iteration 14Q (498.105038 sec): 3 clusters Score: Raw -109961.605222 + Penalty 4113.050599 = -105848.554623 nChanged 52 SP:Iteration 15Q (498.229843 sec): 3 clusters Score: Raw -110010.195032 + Penalty 4113.050599 = -105897.144432 nChanged 52 SP:Iteration 16Q (498.373224 sec): 3 clusters Score: Raw -110067.798709 + Penalty 4113.050599 = -105954.748110 nChanged 53 SP:Iteration 17Q (498.463353 sec): 3 clusters Score: Raw -110129.005654 + Penalty 4113.050599 = -106015.955054 nChanged 54 SP:Iteration 18Q (498.500693 sec): 3 clusters Score: Raw -110192.356844 + Penalty 4113.050599 = -106079.306245 nChanged 46 SP:Iteration 19Q (498.538428 sec): 3 clusters Score: Raw -110238.210850 + Penalty 4113.050599 = -106125.160250 nChanged 40 SP:Iteration 20F (498.576275 sec): 3 clusters Score: Raw -110276.138671 + Penalty 4113.050599 = -106163.088072 nChanged 34 SP:Iteration 21Q (498.614090 sec): 3 clusters Score: Raw -110311.741651 + Penalty 4113.050599 = -106198.691052 nChanged 34 SP:Iteration 22Q (498.651911 sec): 3 clusters Score: Raw -110357.257106 + Penalty 4113.050599 = -106244.206506 nChanged 35 SP:Iteration 23Q (498.689638 sec): 3 clusters Score: Raw -110393.651080 + Penalty 4113.050599 = -106280.600481 nChanged 11 SP:Iteration 24Q (498.727498 sec): 3 clusters Score: Raw -110403.008865 + Penalty 4113.050599 = -106289.958266 nChanged 13 SP:Iteration 25Q (498.765301 sec): 3 clusters Score: Raw -110413.320812 + Penalty 4113.050599 = -106300.270213 nChanged 10 SP:Iteration 26Q (498.802985 sec): 3 clusters Score: Raw -110423.184008 + Penalty 4113.050599 = -106310.133409 nChanged 6 SP:Iteration 27Q (498.840585 sec): 3 clusters Score: Raw -110426.728951 + Penalty 4113.050599 = -106313.678352 nChanged 3 SP:Iteration 28Q (498.878225 sec): 3 clusters Score: Raw -110432.648398 + Penalty 4113.050599 = -106319.597799 nChanged 4 SP:Iteration 29Q (498.915758 sec): 3 clusters Score: Raw -110440.203064 + Penalty 4113.050599 = -106327.152464 nChanged 6 SP:Iteration 30Q (498.953573 sec): 3 clusters Score: Raw -110443.811692 + Penalty 4113.050599 = -106330.761093 nChanged 4 SP:Iteration 31Q (498.991542 sec): 3 clusters Score: Raw -110446.561423 + Penalty 4113.050599 = -106333.510824 nChanged 0 SP:Iteration 32F (499.029619 sec): 3 clusters Score: Raw -110446.561423 + Penalty 4113.050599 = -106333.510824 nChanged 0 Trying to split cluster 5 (4035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (499.072999 sec): 2 clusters Score: Raw -184610.965489 + Penalty 2191.929057 = -182419.036432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (499.120472 sec): 3 clusters Score: Raw -182793.665342 + Penalty 4383.858115 = -178409.807227 nChanged 1475 SP:Iteration 1F (499.177457 sec): 3 clusters Score: Raw -183689.323736 + Penalty 4383.858115 = -179305.465622 nChanged 320 SP:Iteration 2F (499.232040 sec): 3 clusters Score: Raw -183909.409660 + Penalty 4383.858115 = -179525.551546 nChanged 205 SP:Iteration 3F (499.275764 sec): 3 clusters Score: Raw -184035.453193 + Penalty 4383.858115 = -179651.595079 nChanged 120 SP:Iteration 4Q (499.320486 sec): 3 clusters Score: Raw -184104.451737 + Penalty 4383.858115 = -179720.593623 nChanged 102 SP:Iteration 5Q (499.386001 sec): 3 clusters Score: Raw -184165.688404 + Penalty 4383.858115 = -179781.830289 nChanged 92 SP:Iteration 6Q (499.435440 sec): 3 clusters Score: Raw -184220.362708 + Penalty 4383.858115 = -179836.504593 nChanged 82 SP:Iteration 7Q (499.494985 sec): 3 clusters Score: Raw -184277.287584 + Penalty 4383.858115 = -179893.429469 nChanged 79 SP:Iteration 8Q (499.544319 sec): 3 clusters Score: Raw -184327.536306 + Penalty 4383.858115 = -179943.678192 nChanged 65 SP:Iteration 9Q (499.603481 sec): 3 clusters Score: Raw -184360.955496 + Penalty 4383.858115 = -179977.097382 nChanged 60 SP:Iteration 10Q (499.649847 sec): 3 clusters Score: Raw -184396.118238 + Penalty 4383.858115 = -180012.260123 nChanged 66 SP:Iteration 11Q (499.717945 sec): 3 clusters Score: Raw -184428.930370 + Penalty 4383.858115 = -180045.072256 nChanged 67 SP:Iteration 12Q (499.836077 sec): 3 clusters Score: Raw -184473.612092 + Penalty 4383.858115 = -180089.753978 nChanged 72 SP:Iteration 13Q (499.891802 sec): 3 clusters Score: Raw -184524.096656 + Penalty 4383.858115 = -180140.238541 nChanged 73 SP:Iteration 14Q (499.944865 sec): 3 clusters Score: Raw -184577.629447 + Penalty 4383.858115 = -180193.771333 nChanged 64 SP:Iteration 15Q (499.997857 sec): 3 clusters Score: Raw -184630.934630 + Penalty 4383.858115 = -180247.076516 nChanged 87 SP:Iteration 16Q (500.044872 sec): 3 clusters Score: Raw -184689.889427 + Penalty 4383.858115 = -180306.031313 nChanged 82 SP:Iteration 17Q (500.089574 sec): 3 clusters Score: Raw -184752.118045 + Penalty 4383.858115 = -180368.259930 nChanged 85 SP:Iteration 18Q (500.135851 sec): 3 clusters Score: Raw -184811.851147 + Penalty 4383.858115 = -180427.993033 nChanged 93 SP:Iteration 19Q (500.188433 sec): 3 clusters Score: Raw -184881.256023 + Penalty 4383.858115 = -180497.397909 nChanged 89 SP:Iteration 20F (500.236773 sec): 3 clusters Score: Raw -184938.766370 + Penalty 4383.858115 = -180554.908256 nChanged 88 SP:Iteration 21Q (500.298917 sec): 3 clusters Score: Raw -185000.081492 + Penalty 4383.858115 = -180616.223378 nChanged 90 SP:Iteration 22Q (500.347150 sec): 3 clusters Score: Raw -185056.752461 + Penalty 4383.858115 = -180672.894347 nChanged 84 SP:Iteration 23Q (500.408417 sec): 3 clusters Score: Raw -185108.655539 + Penalty 4383.858115 = -180724.797424 nChanged 75 SP:Iteration 24Q (500.455729 sec): 3 clusters Score: Raw -185154.680180 + Penalty 4383.858115 = -180770.822066 nChanged 71 SP:Iteration 25Q (500.518632 sec): 3 clusters Score: Raw -185192.632481 + Penalty 4383.858115 = -180808.774366 nChanged 63 SP:Iteration 26Q (500.565484 sec): 3 clusters Score: Raw -185232.524713 + Penalty 4383.858115 = -180848.666599 nChanged 54 SP:Iteration 27Q (500.626499 sec): 3 clusters Score: Raw -185265.535688 + Penalty 4383.858115 = -180881.677574 nChanged 45 SP:Iteration 28Q (500.672682 sec): 3 clusters Score: Raw -185297.193240 + Penalty 4383.858115 = -180913.335126 nChanged 54 SP:Iteration 29Q (500.742158 sec): 3 clusters Score: Raw -185328.568891 + Penalty 4383.858115 = -180944.710776 nChanged 51 SP:Iteration 30Q (500.791587 sec): 3 clusters Score: Raw -185361.354286 + Penalty 4383.858115 = -180977.496171 nChanged 44 SP:Iteration 31Q (500.855420 sec): 3 clusters Score: Raw -185382.001429 + Penalty 4383.858115 = -180998.143314 nChanged 35 SP:Iteration 32Q (500.899898 sec): 3 clusters Score: Raw -185402.377704 + Penalty 4383.858115 = -181018.519589 nChanged 33 SP:Iteration 33Q (500.943220 sec): 3 clusters Score: Raw -185417.892316 + Penalty 4383.858115 = -181034.034201 nChanged 21 SP:Iteration 34Q (500.987277 sec): 3 clusters Score: Raw -185428.981482 + Penalty 4383.858115 = -181045.123368 nChanged 18 SP:Iteration 35Q (501.064812 sec): 3 clusters Score: Raw -185439.573574 + Penalty 4383.858115 = -181055.715460 nChanged 22 SP:Iteration 36Q (501.116369 sec): 3 clusters Score: Raw -185448.993468 + Penalty 4383.858115 = -181065.135353 nChanged 15 SP:Iteration 37Q (501.166029 sec): 3 clusters Score: Raw -185457.281408 + Penalty 4383.858115 = -181073.423293 nChanged 13 SP:Iteration 38Q (501.216289 sec): 3 clusters Score: Raw -185462.964628 + Penalty 4383.858115 = -181079.106514 nChanged 13 SP:Iteration 39Q (501.268765 sec): 3 clusters Score: Raw -185468.998639 + Penalty 4383.858115 = -181085.140524 nChanged 8 SP:Iteration 40F (501.312183 sec): 3 clusters Score: Raw -185473.901059 + Penalty 4383.858115 = -181090.042945 nChanged 9 SP:Iteration 41Q (501.377121 sec): 3 clusters Score: Raw -185477.058910 + Penalty 4383.858115 = -181093.200795 nChanged 9 SP:Iteration 42Q (501.426051 sec): 3 clusters Score: Raw -185480.153305 + Penalty 4383.858115 = -181096.295190 nChanged 8 SP:Iteration 43Q (501.496024 sec): 3 clusters Score: Raw -185483.531845 + Penalty 4383.858115 = -181099.673730 nChanged 10 SP:Iteration 44Q (501.611535 sec): 3 clusters Score: Raw -185490.147736 + Penalty 4383.858115 = -181106.289621 nChanged 18 SP:Iteration 45Q (501.776960 sec): 3 clusters Score: Raw -185501.203794 + Penalty 4383.858115 = -181117.345679 nChanged 16 SP:Iteration 46Q (501.797789 sec): 3 clusters Score: Raw -185509.005693 + Penalty 4383.858115 = -181125.147578 nChanged 11 SP:Iteration 47Q (501.842827 sec): 3 clusters Score: Raw -185512.274466 + Penalty 4383.858115 = -181128.416352 nChanged 3 SP:Iteration 48Q (501.887365 sec): 3 clusters Score: Raw -185513.153513 + Penalty 4383.858115 = -181129.295398 nChanged 0 SP:Iteration 49F (501.946915 sec): 3 clusters Score: Raw -185513.153513 + Penalty 4383.858115 = -181129.295398 nChanged 0 Iteration 59Q (502.211444 sec): 6 clusters Score: Raw -1021749.822458 + Penalty 13303.164455 = -1008446.658003 nChanged 5 Iteration 60F (502.540627 sec): 6 clusters Score: Raw -1021750.794775 + Penalty 13303.164455 = -1008447.630320 nChanged 8 Iteration 61Q (502.724648 sec): 6 clusters Score: Raw -1021752.438210 + Penalty 13303.164455 = -1008449.273755 nChanged 7 Iteration 62Q (502.939449 sec): 6 clusters Score: Raw -1021753.783077 + Penalty 13303.164455 = -1008450.618622 nChanged 9 Iteration 63Q (503.149696 sec): 6 clusters Score: Raw -1021755.778023 + Penalty 13303.164455 = -1008452.613568 nChanged 15 Iteration 64Q (503.393482 sec): 6 clusters Score: Raw -1021758.707479 + Penalty 13303.164455 = -1008455.543024 nChanged 13 Iteration 65Q (503.633454 sec): 6 clusters Score: Raw -1021761.706566 + Penalty 13303.164455 = -1008458.542111 nChanged 19 Iteration 66Q (503.875870 sec): 6 clusters Score: Raw -1021765.479173 + Penalty 13303.164455 = -1008462.314718 nChanged 15 Iteration 67Q (504.230263 sec): 6 clusters Score: Raw -1021768.473002 + Penalty 13303.164455 = -1008465.308547 nChanged 14 Iteration 68Q (504.414031 sec): 6 clusters Score: Raw -1021770.892928 + Penalty 13303.164455 = -1008467.728473 nChanged 10 Iteration 69Q (504.621649 sec): 6 clusters Score: Raw -1021772.436950 + Penalty 13303.164455 = -1008469.272495 nChanged 10 Iteration 70Q (504.832785 sec): 6 clusters Score: Raw -1021773.822103 + Penalty 13303.164455 = -1008470.657648 nChanged 13 Iteration 71Q (505.058107 sec): 6 clusters Score: Raw -1021775.528132 + Penalty 13303.164455 = -1008472.363677 nChanged 6 Iteration 72Q (505.255742 sec): 6 clusters Score: Raw -1021776.157005 + Penalty 13303.164455 = -1008472.992550 nChanged 4 Iteration 73Q (505.484004 sec): 6 clusters Score: Raw -1021776.566432 + Penalty 13303.164455 = -1008473.401977 nChanged 1 Iteration 74Q (505.717360 sec): 6 clusters Score: Raw -1021776.672071 + Penalty 13303.164455 = -1008473.507616 nChanged 1 Iteration 75Q (505.936485 sec): 6 clusters Score: Raw -1021776.797233 + Penalty 13303.164455 = -1008473.632778 nChanged 0 Iteration 76F (506.212213 sec): 6 clusters Score: Raw -1021776.797233 + Penalty 13303.164455 = -1008473.632778 nChanged 0 Compute initial score before splitting: Score: Raw -1021776.797233 + Penalty 13303.164455 = -1008473.632778 Trying to split cluster 1 (8485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.273034 sec): 2 clusters Score: Raw -413178.375917 + Penalty 2388.158567 = -410790.217350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.441292 sec): 3 clusters Score: Raw -408766.735299 + Penalty 4776.317134 = -403990.418165 nChanged 3363 SP:Iteration 1F (506.565601 sec): 3 clusters Score: Raw -410660.468858 + Penalty 4776.317134 = -405884.151724 nChanged 661 SP:Iteration 2F (506.705822 sec): 3 clusters Score: Raw -411079.027857 + Penalty 4776.317134 = -406302.710724 nChanged 502 SP:Iteration 3F (506.821122 sec): 3 clusters Score: Raw -411444.625893 + Penalty 4776.317134 = -406668.308759 nChanged 478 SP:Iteration 4F (506.924094 sec): 3 clusters Score: Raw -411786.843823 + Penalty 4776.317134 = -407010.526689 nChanged 509 SP:Iteration 5F (507.051393 sec): 3 clusters Score: Raw -412165.184171 + Penalty 4776.317134 = -407388.867038 nChanged 495 SP:Iteration 6F (507.130971 sec): 3 clusters Score: Raw -412518.361632 + Penalty 4776.317134 = -407742.044499 nChanged 432 SP:Iteration 7F (507.201763 sec): 3 clusters Score: Raw -412840.628150 + Penalty 4776.317134 = -408064.311016 nChanged 398 SP:Iteration 8Q (507.263540 sec): 3 clusters Score: Raw -413160.932643 + Penalty 4776.317134 = -408384.615509 nChanged 341 SP:Iteration 9Q (507.326685 sec): 3 clusters Score: Raw -413422.367452 + Penalty 4776.317134 = -408646.050318 nChanged 302 SP:Iteration 10Q (507.396957 sec): 3 clusters Score: Raw -413645.542914 + Penalty 4776.317134 = -408869.225780 nChanged 267 SP:Iteration 11Q (507.502035 sec): 3 clusters Score: Raw -413842.584358 + Penalty 4776.317134 = -409066.267224 nChanged 186 SP:Iteration 12Q (507.648810 sec): 3 clusters Score: Raw -413971.022171 + Penalty 4776.317134 = -409194.705037 nChanged 157 SP:Iteration 13Q (507.802021 sec): 3 clusters Score: Raw -414076.658830 + Penalty 4776.317134 = -409300.341696 nChanged 140 SP:Iteration 14Q (507.863018 sec): 3 clusters Score: Raw -414156.413916 + Penalty 4776.317134 = -409380.096782 nChanged 107 SP:Iteration 15Q (507.927854 sec): 3 clusters Score: Raw -414204.686068 + Penalty 4776.317134 = -409428.368934 nChanged 73 SP:Iteration 16Q (507.992777 sec): 3 clusters Score: Raw -414232.737212 + Penalty 4776.317134 = -409456.420079 nChanged 41 SP:Iteration 17Q (508.066837 sec): 3 clusters Score: Raw -414247.935933 + Penalty 4776.317134 = -409471.618799 nChanged 45 SP:Iteration 18Q (508.141234 sec): 3 clusters Score: Raw -414264.343739 + Penalty 4776.317134 = -409488.026605 nChanged 38 SP:Iteration 19Q (508.209036 sec): 3 clusters Score: Raw -414277.979975 + Penalty 4776.317134 = -409501.662842 nChanged 41 SP:Iteration 20F (508.277222 sec): 3 clusters Score: Raw -414292.352146 + Penalty 4776.317134 = -409516.035012 nChanged 33 SP:Iteration 21Q (508.349444 sec): 3 clusters Score: Raw -414303.375121 + Penalty 4776.317134 = -409527.057987 nChanged 34 SP:Iteration 22Q (508.421149 sec): 3 clusters Score: Raw -414314.829904 + Penalty 4776.317134 = -409538.512770 nChanged 26 SP:Iteration 23Q (508.490242 sec): 3 clusters Score: Raw -414322.397421 + Penalty 4776.317134 = -409546.080288 nChanged 16 SP:Iteration 24Q (508.559692 sec): 3 clusters Score: Raw -414327.685680 + Penalty 4776.317134 = -409551.368546 nChanged 22 SP:Iteration 25Q (508.630599 sec): 3 clusters Score: Raw -414333.512037 + Penalty 4776.317134 = -409557.194903 nChanged 15 SP:Iteration 26Q (508.701644 sec): 3 clusters Score: Raw -414338.327301 + Penalty 4776.317134 = -409562.010167 nChanged 12 SP:Iteration 27Q (508.770790 sec): 3 clusters Score: Raw -414341.360594 + Penalty 4776.317134 = -409565.043460 nChanged 12 SP:Iteration 28Q (508.840496 sec): 3 clusters Score: Raw -414344.623649 + Penalty 4776.317134 = -409568.306515 nChanged 10 SP:Iteration 29Q (508.911526 sec): 3 clusters Score: Raw -414346.146310 + Penalty 4776.317134 = -409569.829176 nChanged 5 SP:Iteration 30Q (508.982234 sec): 3 clusters Score: Raw -414347.355163 + Penalty 4776.317134 = -409571.038029 nChanged 4 SP:Iteration 31Q (509.051564 sec): 3 clusters Score: Raw -414348.238385 + Penalty 4776.317134 = -409571.921251 nChanged 3 SP:Iteration 32Q (509.121297 sec): 3 clusters Score: Raw -414349.050295 + Penalty 4776.317134 = -409572.733162 nChanged 2 SP:Iteration 33Q (509.191820 sec): 3 clusters Score: Raw -414349.466171 + Penalty 4776.317134 = -409573.149037 nChanged 2 SP:Iteration 34Q (509.261868 sec): 3 clusters Score: Raw -414350.070713 + Penalty 4776.317134 = -409573.753580 nChanged 3 SP:Iteration 35Q (509.330849 sec): 3 clusters Score: Raw -414350.570064 + Penalty 4776.317134 = -409574.252930 nChanged 3 SP:Iteration 36Q (509.397378 sec): 3 clusters Score: Raw -414351.580696 + Penalty 4776.317134 = -409575.263562 nChanged 5 SP:Iteration 37Q (509.543992 sec): 3 clusters Score: Raw -414352.463471 + Penalty 4776.317134 = -409576.146337 nChanged 1 SP:Iteration 38Q (509.651360 sec): 3 clusters Score: Raw -414352.689146 + Penalty 4776.317134 = -409576.372012 nChanged 0 SP:Iteration 39F (509.707454 sec): 3 clusters Score: Raw -414352.689146 + Penalty 4776.317134 = -409576.372012 nChanged 0 Trying to split cluster 2 (3785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (509.749003 sec): 2 clusters Score: Raw -137619.318230 + Penalty 2175.043508 = -135444.274722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (509.790949 sec): 3 clusters Score: Raw -135955.407405 + Penalty 4350.087016 = -131605.320390 nChanged 1353 SP:Iteration 1F (509.849367 sec): 3 clusters Score: Raw -136863.106821 + Penalty 4350.087016 = -132513.019806 nChanged 309 SP:Iteration 2F (509.894612 sec): 3 clusters Score: Raw -137180.069153 + Penalty 4350.087016 = -132829.982137 nChanged 254 SP:Iteration 3F (509.935882 sec): 3 clusters Score: Raw -137448.249741 + Penalty 4350.087016 = -133098.162726 nChanged 219 SP:Iteration 4F (509.977434 sec): 3 clusters Score: Raw -137649.128478 + Penalty 4350.087016 = -133299.041462 nChanged 181 SP:Iteration 5Q (510.020840 sec): 3 clusters Score: Raw -137810.063504 + Penalty 4350.087016 = -133459.976488 nChanged 141 SP:Iteration 6Q (510.070529 sec): 3 clusters Score: Raw -137954.807377 + Penalty 4350.087016 = -133604.720361 nChanged 136 SP:Iteration 7Q (510.120286 sec): 3 clusters Score: Raw -138082.672129 + Penalty 4350.087016 = -133732.585113 nChanged 116 SP:Iteration 8Q (510.170195 sec): 3 clusters Score: Raw -138177.447850 + Penalty 4350.087016 = -133827.360835 nChanged 101 SP:Iteration 9Q (510.216917 sec): 3 clusters Score: Raw -138257.685902 + Penalty 4350.087016 = -133907.598887 nChanged 72 SP:Iteration 10Q (510.260120 sec): 3 clusters Score: Raw -138307.127202 + Penalty 4350.087016 = -133957.040186 nChanged 54 SP:Iteration 11Q (510.303229 sec): 3 clusters Score: Raw -138344.010979 + Penalty 4350.087016 = -133993.923964 nChanged 48 SP:Iteration 12Q (510.346166 sec): 3 clusters Score: Raw -138374.162360 + Penalty 4350.087016 = -134024.075344 nChanged 44 SP:Iteration 13Q (510.393259 sec): 3 clusters Score: Raw -138405.409657 + Penalty 4350.087016 = -134055.322642 nChanged 46 SP:Iteration 14Q (510.441533 sec): 3 clusters Score: Raw -138428.735786 + Penalty 4350.087016 = -134078.648770 nChanged 34 SP:Iteration 15Q (510.489767 sec): 3 clusters Score: Raw -138443.238250 + Penalty 4350.087016 = -134093.151234 nChanged 24 SP:Iteration 16Q (510.537025 sec): 3 clusters Score: Raw -138452.746400 + Penalty 4350.087016 = -134102.659384 nChanged 17 SP:Iteration 17Q (510.579954 sec): 3 clusters Score: Raw -138458.808871 + Penalty 4350.087016 = -134108.721856 nChanged 14 SP:Iteration 18Q (510.622827 sec): 3 clusters Score: Raw -138465.593888 + Penalty 4350.087016 = -134115.506873 nChanged 12 SP:Iteration 19Q (510.666102 sec): 3 clusters Score: Raw -138470.039339 + Penalty 4350.087016 = -134119.952324 nChanged 13 SP:Iteration 20F (510.710977 sec): 3 clusters Score: Raw -138476.727926 + Penalty 4350.087016 = -134126.640911 nChanged 8 SP:Iteration 21Q (510.758860 sec): 3 clusters Score: Raw -138478.660300 + Penalty 4350.087016 = -134128.573285 nChanged 2 SP:Iteration 22Q (510.807078 sec): 3 clusters Score: Raw -138479.128650 + Penalty 4350.087016 = -134129.041634 nChanged 3 SP:Iteration 23Q (510.855028 sec): 3 clusters Score: Raw -138479.970950 + Penalty 4350.087016 = -134129.883935 nChanged 5 SP:Iteration 24Q (510.900796 sec): 3 clusters Score: Raw -138481.614653 + Penalty 4350.087016 = -134131.527637 nChanged 2 SP:Iteration 25Q (510.946592 sec): 3 clusters Score: Raw -138483.449083 + Penalty 4350.087016 = -134133.362068 nChanged 6 SP:Iteration 26Q (510.992077 sec): 3 clusters Score: Raw -138486.467180 + Penalty 4350.087016 = -134136.380164 nChanged 4 SP:Iteration 27Q (511.154677 sec): 3 clusters Score: Raw -138487.994636 + Penalty 4350.087016 = -134137.907620 nChanged 3 SP:Iteration 28Q (511.193122 sec): 3 clusters Score: Raw -138488.473768 + Penalty 4350.087016 = -134138.386753 nChanged 0 SP:Iteration 29F (511.246937 sec): 3 clusters Score: Raw -138488.473768 + Penalty 4350.087016 = -134138.386753 nChanged 0 Trying to split cluster 3 (4974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (511.305106 sec): 2 clusters Score: Raw -208023.693309 + Penalty 2247.162621 = -205776.530688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.367265 sec): 3 clusters Score: Raw -205698.774556 + Penalty 4494.325242 = -201204.449315 nChanged 1841 SP:Iteration 1F (511.426012 sec): 3 clusters Score: Raw -206926.608742 + Penalty 4494.325242 = -202432.283501 nChanged 427 SP:Iteration 2F (511.476279 sec): 3 clusters Score: Raw -207310.554537 + Penalty 4494.325242 = -202816.229296 nChanged 330 SP:Iteration 3F (511.526739 sec): 3 clusters Score: Raw -207614.536867 + Penalty 4494.325242 = -203120.211625 nChanged 298 SP:Iteration 4F (511.576409 sec): 3 clusters Score: Raw -207877.313083 + Penalty 4494.325242 = -203382.987841 nChanged 256 SP:Iteration 5F (511.622861 sec): 3 clusters Score: Raw -208092.536953 + Penalty 4494.325242 = -203598.211712 nChanged 247 SP:Iteration 6Q (511.670201 sec): 3 clusters Score: Raw -208305.182804 + Penalty 4494.325242 = -203810.857563 nChanged 220 SP:Iteration 7Q (511.717264 sec): 3 clusters Score: Raw -208493.857409 + Penalty 4494.325242 = -203999.532168 nChanged 180 SP:Iteration 8Q (511.764415 sec): 3 clusters Score: Raw -208617.244209 + Penalty 4494.325242 = -204122.918968 nChanged 134 SP:Iteration 9Q (511.811548 sec): 3 clusters Score: Raw -208704.413271 + Penalty 4494.325242 = -204210.088030 nChanged 110 SP:Iteration 10Q (511.858576 sec): 3 clusters Score: Raw -208786.395250 + Penalty 4494.325242 = -204292.070008 nChanged 110 SP:Iteration 11Q (511.905584 sec): 3 clusters Score: Raw -208850.277048 + Penalty 4494.325242 = -204355.951807 nChanged 94 SP:Iteration 12Q (511.954611 sec): 3 clusters Score: Raw -208900.985308 + Penalty 4494.325242 = -204406.660066 nChanged 70 SP:Iteration 13Q (512.012256 sec): 3 clusters Score: Raw -208931.667263 + Penalty 4494.325242 = -204437.342021 nChanged 57 SP:Iteration 14Q (512.070073 sec): 3 clusters Score: Raw -208963.668199 + Penalty 4494.325242 = -204469.342958 nChanged 43 SP:Iteration 15Q (512.127981 sec): 3 clusters Score: Raw -208982.602174 + Penalty 4494.325242 = -204488.276933 nChanged 33 SP:Iteration 16Q (512.184219 sec): 3 clusters Score: Raw -209000.744067 + Penalty 4494.325242 = -204506.418826 nChanged 38 SP:Iteration 17Q (512.240913 sec): 3 clusters Score: Raw -209016.501979 + Penalty 4494.325242 = -204522.176737 nChanged 27 SP:Iteration 18Q (512.297101 sec): 3 clusters Score: Raw -209025.301927 + Penalty 4494.325242 = -204530.976685 nChanged 14 SP:Iteration 19Q (512.351605 sec): 3 clusters Score: Raw -209031.159930 + Penalty 4494.325242 = -204536.834689 nChanged 14 SP:Iteration 20F (512.400103 sec): 3 clusters Score: Raw -209036.469543 + Penalty 4494.325242 = -204542.144301 nChanged 14 SP:Iteration 21Q (512.448174 sec): 3 clusters Score: Raw -209042.336751 + Penalty 4494.325242 = -204548.011509 nChanged 12 SP:Iteration 22Q (512.496060 sec): 3 clusters Score: Raw -209048.573907 + Penalty 4494.325242 = -204554.248666 nChanged 19 SP:Iteration 23Q (512.544268 sec): 3 clusters Score: Raw -209055.368715 + Penalty 4494.325242 = -204561.043473 nChanged 12 SP:Iteration 24Q (512.592389 sec): 3 clusters Score: Raw -209058.169230 + Penalty 4494.325242 = -204563.843988 nChanged 7 SP:Iteration 25Q (512.640916 sec): 3 clusters Score: Raw -209060.135892 + Penalty 4494.325242 = -204565.810651 nChanged 4 SP:Iteration 26Q (512.689155 sec): 3 clusters Score: Raw -209061.431341 + Penalty 4494.325242 = -204567.106099 nChanged 2 SP:Iteration 27Q (512.800794 sec): 3 clusters Score: Raw -209061.724899 + Penalty 4494.325242 = -204567.399657 nChanged 3 SP:Iteration 28Q (512.875863 sec): 3 clusters Score: Raw -209062.241734 + Penalty 4494.325242 = -204567.916493 nChanged 3 SP:Iteration 29Q (512.930775 sec): 3 clusters Score: Raw -209063.423011 + Penalty 4494.325242 = -204569.097769 nChanged 2 SP:Iteration 30Q (512.979052 sec): 3 clusters Score: Raw -209064.112370 + Penalty 4494.325242 = -204569.787128 nChanged 0 SP:Iteration 31F (513.026751 sec): 3 clusters Score: Raw -209064.112370 + Penalty 4494.325242 = -204569.787128 nChanged 0 Trying to split cluster 4 (2415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.066867 sec): 2 clusters Score: Raw -109226.892638 + Penalty 2056.416005 = -107170.476633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.111021 sec): 3 clusters Score: Raw -108318.501862 + Penalty 4112.832011 = -104205.669851 nChanged 798 SP:Iteration 1F (513.153819 sec): 3 clusters Score: Raw -108903.754132 + Penalty 4112.832011 = -104790.922121 nChanged 190 SP:Iteration 2F (513.196477 sec): 3 clusters Score: Raw -109068.502400 + Penalty 4112.832011 = -104955.670389 nChanged 130 SP:Iteration 3F (513.236446 sec): 3 clusters Score: Raw -109202.684485 + Penalty 4112.832011 = -105089.852474 nChanged 97 SP:Iteration 4Q (513.274283 sec): 3 clusters Score: Raw -109296.326029 + Penalty 4112.832011 = -105183.494018 nChanged 74 SP:Iteration 5Q (513.312106 sec): 3 clusters Score: Raw -109369.825419 + Penalty 4112.832011 = -105256.993408 nChanged 69 SP:Iteration 6Q (513.349898 sec): 3 clusters Score: Raw -109428.714041 + Penalty 4112.832011 = -105315.882030 nChanged 57 SP:Iteration 7Q (513.387593 sec): 3 clusters Score: Raw -109489.312548 + Penalty 4112.832011 = -105376.480538 nChanged 61 SP:Iteration 8Q (513.426505 sec): 3 clusters Score: Raw -109550.575943 + Penalty 4112.832011 = -105437.743932 nChanged 57 SP:Iteration 9Q (513.465297 sec): 3 clusters Score: Raw -109613.198735 + Penalty 4112.832011 = -105500.366724 nChanged 50 SP:Iteration 10Q (513.503873 sec): 3 clusters Score: Raw -109670.152663 + Penalty 4112.832011 = -105557.320652 nChanged 51 SP:Iteration 11Q (513.542863 sec): 3 clusters Score: Raw -109723.785388 + Penalty 4112.832011 = -105610.953377 nChanged 39 SP:Iteration 12Q (513.581624 sec): 3 clusters Score: Raw -109759.094886 + Penalty 4112.832011 = -105646.262875 nChanged 36 SP:Iteration 13Q (513.619798 sec): 3 clusters Score: Raw -109786.697606 + Penalty 4112.832011 = -105673.865595 nChanged 26 SP:Iteration 14Q (513.740408 sec): 3 clusters Score: Raw -109805.129815 + Penalty 4112.832011 = -105692.297805 nChanged 26 SP:Iteration 15Q (513.856375 sec): 3 clusters Score: Raw -109829.320498 + Penalty 4112.832011 = -105716.488487 nChanged 29 SP:Iteration 16Q (513.895537 sec): 3 clusters Score: Raw -109856.447667 + Penalty 4112.832011 = -105743.615656 nChanged 26 SP:Iteration 17Q (513.933226 sec): 3 clusters Score: Raw -109880.402456 + Penalty 4112.832011 = -105767.570446 nChanged 30 SP:Iteration 18Q (513.970576 sec): 3 clusters Score: Raw -109903.267925 + Penalty 4112.832011 = -105790.435914 nChanged 19 SP:Iteration 19Q (514.008172 sec): 3 clusters Score: Raw -109921.551115 + Penalty 4112.832011 = -105808.719104 nChanged 17 SP:Iteration 20F (514.046094 sec): 3 clusters Score: Raw -109935.246144 + Penalty 4112.832011 = -105822.414133 nChanged 20 SP:Iteration 21Q (514.084426 sec): 3 clusters Score: Raw -109946.541304 + Penalty 4112.832011 = -105833.709293 nChanged 8 SP:Iteration 22Q (514.122978 sec): 3 clusters Score: Raw -109951.593692 + Penalty 4112.832011 = -105838.761681 nChanged 7 SP:Iteration 23Q (514.161396 sec): 3 clusters Score: Raw -109956.727074 + Penalty 4112.832011 = -105843.895063 nChanged 6 SP:Iteration 24Q (514.199827 sec): 3 clusters Score: Raw -109960.986987 + Penalty 4112.832011 = -105848.154977 nChanged 6 SP:Iteration 25Q (514.324361 sec): 3 clusters Score: Raw -109963.381030 + Penalty 4112.832011 = -105850.549019 nChanged 4 SP:Iteration 26Q (514.406560 sec): 3 clusters Score: Raw -109965.205430 + Penalty 4112.832011 = -105852.373419 nChanged 1 SP:Iteration 27Q (514.458665 sec): 3 clusters Score: Raw -109965.391413 + Penalty 4112.832011 = -105852.559402 nChanged 0 SP:Iteration 28F (514.509742 sec): 3 clusters Score: Raw -109965.391413 + Penalty 4112.832011 = -105852.559402 nChanged 0 Trying to split cluster 5 (4158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (514.554503 sec): 2 clusters Score: Raw -190018.434127 + Penalty 2199.856420 = -187818.577707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (514.600318 sec): 3 clusters Score: Raw -188037.648359 + Penalty 4399.712839 = -183637.935520 nChanged 1527 SP:Iteration 1F (514.645324 sec): 3 clusters Score: Raw -189023.847330 + Penalty 4399.712839 = -184624.134491 nChanged 347 SP:Iteration 2F (514.691165 sec): 3 clusters Score: Raw -189308.877115 + Penalty 4399.712839 = -184909.164276 nChanged 250 SP:Iteration 3F (514.749015 sec): 3 clusters Score: Raw -189544.014930 + Penalty 4399.712839 = -185144.302091 nChanged 215 SP:Iteration 4F (514.793022 sec): 3 clusters Score: Raw -189751.674405 + Penalty 4399.712839 = -185351.961566 nChanged 218 SP:Iteration 5F (514.835749 sec): 3 clusters Score: Raw -189994.829043 + Penalty 4399.712839 = -185595.116204 nChanged 213 SP:Iteration 6F (514.878587 sec): 3 clusters Score: Raw -190206.649361 + Penalty 4399.712839 = -185806.936521 nChanged 186 SP:Iteration 7Q (514.924188 sec): 3 clusters Score: Raw -190402.956203 + Penalty 4399.712839 = -186003.243364 nChanged 180 SP:Iteration 8Q (514.987008 sec): 3 clusters Score: Raw -190574.914382 + Penalty 4399.712839 = -186175.201543 nChanged 175 SP:Iteration 9Q (515.125864 sec): 3 clusters Score: Raw -190743.899902 + Penalty 4399.712839 = -186344.187063 nChanged 132 SP:Iteration 10Q (515.218318 sec): 3 clusters Score: Raw -190856.378737 + Penalty 4399.712839 = -186456.665898 nChanged 95 SP:Iteration 11Q (515.268735 sec): 3 clusters Score: Raw -190933.121726 + Penalty 4399.712839 = -186533.408886 nChanged 81 SP:Iteration 12Q (515.319586 sec): 3 clusters Score: Raw -190992.581816 + Penalty 4399.712839 = -186592.868977 nChanged 71 SP:Iteration 13Q (515.369730 sec): 3 clusters Score: Raw -191047.188650 + Penalty 4399.712839 = -186647.475811 nChanged 66 SP:Iteration 14Q (515.418465 sec): 3 clusters Score: Raw -191098.436360 + Penalty 4399.712839 = -186698.723520 nChanged 62 SP:Iteration 15Q (515.530324 sec): 3 clusters Score: Raw -191135.442693 + Penalty 4399.712839 = -186735.729854 nChanged 40 SP:Iteration 16Q (515.577784 sec): 3 clusters Score: Raw -191159.481248 + Penalty 4399.712839 = -186759.768408 nChanged 27 SP:Iteration 17Q (515.625612 sec): 3 clusters Score: Raw -191172.336885 + Penalty 4399.712839 = -186772.624046 nChanged 19 SP:Iteration 18Q (515.673649 sec): 3 clusters Score: Raw -191179.078101 + Penalty 4399.712839 = -186779.365262 nChanged 13 SP:Iteration 19Q (515.722106 sec): 3 clusters Score: Raw -191183.247430 + Penalty 4399.712839 = -186783.534590 nChanged 2 SP:Iteration 20F (515.770481 sec): 3 clusters Score: Raw -191183.753178 + Penalty 4399.712839 = -186784.040339 nChanged 1 SP:Iteration 21Q (515.818690 sec): 3 clusters Score: Raw -191184.302116 + Penalty 4399.712839 = -186784.589277 nChanged 1 SP:Iteration 22Q (515.866880 sec): 3 clusters Score: Raw -191184.558402 + Penalty 4399.712839 = -186784.845563 nChanged 0 SP:Iteration 23F (515.914444 sec): 3 clusters Score: Raw -191184.558402 + Penalty 4399.712839 = -186784.845563 nChanged 0 Time taken for this iteration:55.804889 seconds. 7->6 Clusters: Score -1008473.632778, best is -1009561.032527 Starting from 8 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 8 initial classes randomly. Deleting Class 5 (3159 points): Lose 738.119119 but Gain 2660.632891 Iteration 0F (516.284445 sec): 7 clusters Score: Raw -949198.436016 + Penalty 15963.797346 = -933234.638670 nChanged 18677 Iteration 1F (516.577766 sec): 7 clusters Score: Raw -976512.499988 + Penalty 15963.797346 = -960548.702642 nChanged 6047 Iteration 2F (516.870232 sec): 7 clusters Score: Raw -990634.281444 + Penalty 15963.797346 = -974670.484097 nChanged 6099 Iteration 3F (517.126924 sec): 7 clusters Score: Raw -1003345.569663 + Penalty 15963.797346 = -987381.772317 nChanged 4557 Iteration 4F (517.383425 sec): 7 clusters Score: Raw -1010019.956090 + Penalty 15963.797346 = -994056.158744 nChanged 2858 Iteration 5F (517.658606 sec): 7 clusters Score: Raw -1013062.399999 + Penalty 15963.797346 = -997098.602652 nChanged 1779 Iteration 6F (517.977815 sec): 7 clusters Score: Raw -1014796.887392 + Penalty 15963.797346 = -998833.090045 nChanged 1235 Iteration 7F (518.524480 sec): 7 clusters Score: Raw -1016082.216101 + Penalty 15963.797346 = -1000118.418754 nChanged 1040 Iteration 8Q (518.776864 sec): 7 clusters Score: Raw -1017067.842597 + Penalty 15963.797346 = -1001104.045251 nChanged 898 Iteration 9Q (518.999820 sec): 7 clusters Score: Raw -1017855.012695 + Penalty 15963.797346 = -1001891.215349 nChanged 735 Iteration 10Q (519.252101 sec): 7 clusters Score: Raw -1018379.124169 + Penalty 15963.797346 = -1002415.326823 nChanged 565 Iteration 11Q (519.472973 sec): 7 clusters Score: Raw -1018730.387094 + Penalty 15963.797346 = -1002766.589748 nChanged 487 Iteration 12Q (519.717574 sec): 7 clusters Score: Raw -1019000.238629 + Penalty 15963.797346 = -1003036.441282 nChanged 400 Iteration 13Q (519.959953 sec): 7 clusters Score: Raw -1019210.161014 + Penalty 15963.797346 = -1003246.363667 nChanged 349 Iteration 14Q (520.202102 sec): 7 clusters Score: Raw -1019382.492021 + Penalty 15963.797346 = -1003418.694674 nChanged 310 Iteration 15Q (520.417491 sec): 7 clusters Score: Raw -1019537.435010 + Penalty 15963.797346 = -1003573.637663 nChanged 302 Iteration 16Q (520.660538 sec): 7 clusters Score: Raw -1019686.066761 + Penalty 15963.797346 = -1003722.269415 nChanged 271 Iteration 17Q (520.955728 sec): 7 clusters Score: Raw -1019822.418656 + Penalty 15963.797346 = -1003858.621310 nChanged 269 Iteration 18Q (521.166221 sec): 7 clusters Score: Raw -1019958.052967 + Penalty 15963.797346 = -1003994.255620 nChanged 247 Iteration 19Q (521.392944 sec): 7 clusters Score: Raw -1020086.922285 + Penalty 15963.797346 = -1004123.124939 nChanged 260 Writing temp clu file Because OldScore, -1003994.255620, is greater than current (better) Score,-1004123.124939 Compute initial score before splitting: Score: Raw -1020086.922285 + Penalty 15963.797346 = -1004123.124939 Trying to split cluster 1 (3656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (521.468227 sec): 2 clusters Score: Raw -164470.360637 + Penalty 2165.888982 = -162304.471655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (521.614327 sec): 3 clusters Score: Raw -162868.602543 + Penalty 4331.777964 = -158536.824579 nChanged 1321 SP:Iteration 1F (521.720779 sec): 3 clusters Score: Raw -163748.128822 + Penalty 4331.777964 = -159416.350857 nChanged 300 SP:Iteration 2F (521.786215 sec): 3 clusters Score: Raw -163972.542978 + Penalty 4331.777964 = -159640.765013 nChanged 181 SP:Iteration 3Q (521.832817 sec): 3 clusters Score: Raw -164097.557735 + Penalty 4331.777964 = -159765.779771 nChanged 135 SP:Iteration 4Q (521.877759 sec): 3 clusters Score: Raw -164190.746191 + Penalty 4331.777964 = -159858.968227 nChanged 120 SP:Iteration 5Q (521.922932 sec): 3 clusters Score: Raw -164276.603585 + Penalty 4331.777964 = -159944.825621 nChanged 115 SP:Iteration 6Q (521.968232 sec): 3 clusters Score: Raw -164366.296771 + Penalty 4331.777964 = -160034.518807 nChanged 96 SP:Iteration 7Q (522.099948 sec): 3 clusters Score: Raw -164452.829934 + Penalty 4331.777964 = -160121.051970 nChanged 103 SP:Iteration 8Q (522.158259 sec): 3 clusters Score: Raw -164534.254913 + Penalty 4331.777964 = -160202.476949 nChanged 97 SP:Iteration 9Q (522.258636 sec): 3 clusters Score: Raw -164598.349345 + Penalty 4331.777964 = -160266.571380 nChanged 74 SP:Iteration 10Q (522.307477 sec): 3 clusters Score: Raw -164654.077713 + Penalty 4331.777964 = -160322.299749 nChanged 88 SP:Iteration 11Q (522.355691 sec): 3 clusters Score: Raw -164725.016444 + Penalty 4331.777964 = -160393.238480 nChanged 86 SP:Iteration 12Q (522.400412 sec): 3 clusters Score: Raw -164810.347660 + Penalty 4331.777964 = -160478.569695 nChanged 84 SP:Iteration 13Q (522.445059 sec): 3 clusters Score: Raw -164882.034250 + Penalty 4331.777964 = -160550.256286 nChanged 79 SP:Iteration 14Q (522.490017 sec): 3 clusters Score: Raw -164954.674480 + Penalty 4331.777964 = -160622.896515 nChanged 78 SP:Iteration 15Q (522.534755 sec): 3 clusters Score: Raw -165031.761494 + Penalty 4331.777964 = -160699.983529 nChanged 91 SP:Iteration 16Q (522.579821 sec): 3 clusters Score: Raw -165145.765958 + Penalty 4331.777964 = -160813.987994 nChanged 95 SP:Iteration 17Q (522.624812 sec): 3 clusters Score: Raw -165299.658503 + Penalty 4331.777964 = -160967.880539 nChanged 95 SP:Iteration 18Q (522.670349 sec): 3 clusters Score: Raw -165434.144133 + Penalty 4331.777964 = -161102.366168 nChanged 85 SP:Iteration 19Q (522.715878 sec): 3 clusters Score: Raw -165503.587081 + Penalty 4331.777964 = -161171.809117 nChanged 53 SP:Iteration 20F (522.761468 sec): 3 clusters Score: Raw -165545.175846 + Penalty 4331.777964 = -161213.397882 nChanged 36 SP:Iteration 21Q (522.806728 sec): 3 clusters Score: Raw -165569.785757 + Penalty 4331.777964 = -161238.007792 nChanged 27 SP:Iteration 22Q (522.851001 sec): 3 clusters Score: Raw -165584.871884 + Penalty 4331.777964 = -161253.093920 nChanged 16 SP:Iteration 23Q (522.895190 sec): 3 clusters Score: Raw -165593.285903 + Penalty 4331.777964 = -161261.507939 nChanged 13 SP:Iteration 24Q (522.939397 sec): 3 clusters Score: Raw -165601.178036 + Penalty 4331.777964 = -161269.400072 nChanged 13 SP:Iteration 25Q (522.983490 sec): 3 clusters Score: Raw -165609.640411 + Penalty 4331.777964 = -161277.862447 nChanged 11 SP:Iteration 26Q (523.026941 sec): 3 clusters Score: Raw -165613.359835 + Penalty 4331.777964 = -161281.581870 nChanged 4 SP:Iteration 27Q (523.070541 sec): 3 clusters Score: Raw -165616.419918 + Penalty 4331.777964 = -161284.641954 nChanged 8 SP:Iteration 28Q (523.114068 sec): 3 clusters Score: Raw -165620.673780 + Penalty 4331.777964 = -161288.895816 nChanged 5 SP:Iteration 29Q (523.158532 sec): 3 clusters Score: Raw -165623.413030 + Penalty 4331.777964 = -161291.635065 nChanged 3 SP:Iteration 30Q (523.204069 sec): 3 clusters Score: Raw -165624.484543 + Penalty 4331.777964 = -161292.706579 nChanged 2 SP:Iteration 31Q (523.249512 sec): 3 clusters Score: Raw -165625.586759 + Penalty 4331.777964 = -161293.808794 nChanged 4 SP:Iteration 32Q (523.294699 sec): 3 clusters Score: Raw -165627.216918 + Penalty 4331.777964 = -161295.438953 nChanged 0 SP:Iteration 33F (523.340641 sec): 3 clusters Score: Raw -165627.216918 + Penalty 4331.777964 = -161295.438953 nChanged 0 Trying to split cluster 2 (2144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (523.380480 sec): 2 clusters Score: Raw -92463.653351 + Penalty 2024.993130 = -90438.660221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (523.419139 sec): 3 clusters Score: Raw -91661.631492 + Penalty 4049.986260 = -87611.645233 nChanged 678 SP:Iteration 1F (523.457312 sec): 3 clusters Score: Raw -92173.477586 + Penalty 4049.986260 = -88123.491326 nChanged 168 SP:Iteration 2F (523.494920 sec): 3 clusters Score: Raw -92329.204114 + Penalty 4049.986260 = -88279.217855 nChanged 84 SP:Iteration 3Q (523.636043 sec): 3 clusters Score: Raw -92394.595030 + Penalty 4049.986260 = -88344.608770 nChanged 47 SP:Iteration 4Q (523.676131 sec): 3 clusters Score: Raw -92430.433183 + Penalty 4049.986260 = -88380.446923 nChanged 35 SP:Iteration 5Q (523.717731 sec): 3 clusters Score: Raw -92456.020825 + Penalty 4049.986260 = -88406.034565 nChanged 32 SP:Iteration 6Q (523.759094 sec): 3 clusters Score: Raw -92481.432243 + Penalty 4049.986260 = -88431.445983 nChanged 28 SP:Iteration 7Q (523.796050 sec): 3 clusters Score: Raw -92498.031500 + Penalty 4049.986260 = -88448.045240 nChanged 22 SP:Iteration 8Q (523.832711 sec): 3 clusters Score: Raw -92515.276801 + Penalty 4049.986260 = -88465.290542 nChanged 16 SP:Iteration 9Q (523.869053 sec): 3 clusters Score: Raw -92526.429962 + Penalty 4049.986260 = -88476.443702 nChanged 11 SP:Iteration 10Q (523.905493 sec): 3 clusters Score: Raw -92533.584599 + Penalty 4049.986260 = -88483.598340 nChanged 12 SP:Iteration 11Q (523.941868 sec): 3 clusters Score: Raw -92539.728469 + Penalty 4049.986260 = -88489.742210 nChanged 11 SP:Iteration 12Q (523.978415 sec): 3 clusters Score: Raw -92548.242718 + Penalty 4049.986260 = -88498.256459 nChanged 7 SP:Iteration 13Q (524.014880 sec): 3 clusters Score: Raw -92552.460883 + Penalty 4049.986260 = -88502.474623 nChanged 8 SP:Iteration 14Q (524.051122 sec): 3 clusters Score: Raw -92559.820265 + Penalty 4049.986260 = -88509.834005 nChanged 9 SP:Iteration 15Q (524.087526 sec): 3 clusters Score: Raw -92567.661953 + Penalty 4049.986260 = -88517.675694 nChanged 8 SP:Iteration 16Q (524.123852 sec): 3 clusters Score: Raw -92572.266207 + Penalty 4049.986260 = -88522.279947 nChanged 10 SP:Iteration 17Q (524.160236 sec): 3 clusters Score: Raw -92582.518282 + Penalty 4049.986260 = -88532.532023 nChanged 11 SP:Iteration 18Q (524.196738 sec): 3 clusters Score: Raw -92589.675092 + Penalty 4049.986260 = -88539.688832 nChanged 9 SP:Iteration 19Q (524.233081 sec): 3 clusters Score: Raw -92596.042013 + Penalty 4049.986260 = -88546.055753 nChanged 15 SP:Iteration 20F (524.268996 sec): 3 clusters Score: Raw -92606.773870 + Penalty 4049.986260 = -88556.787611 nChanged 13 SP:Iteration 21Q (524.305344 sec): 3 clusters Score: Raw -92616.568837 + Penalty 4049.986260 = -88566.582577 nChanged 7 SP:Iteration 22Q (524.341917 sec): 3 clusters Score: Raw -92622.437786 + Penalty 4049.986260 = -88572.451527 nChanged 9 SP:Iteration 23Q (524.378244 sec): 3 clusters Score: Raw -92628.531816 + Penalty 4049.986260 = -88578.545556 nChanged 5 SP:Iteration 24Q (524.414532 sec): 3 clusters Score: Raw -92631.341475 + Penalty 4049.986260 = -88581.355215 nChanged 4 SP:Iteration 25Q (524.450840 sec): 3 clusters Score: Raw -92632.865977 + Penalty 4049.986260 = -88582.879717 nChanged 2 SP:Iteration 26Q (524.487188 sec): 3 clusters Score: Raw -92634.352522 + Penalty 4049.986260 = -88584.366262 nChanged 4 SP:Iteration 27Q (524.523736 sec): 3 clusters Score: Raw -92637.182193 + Penalty 4049.986260 = -88587.195933 nChanged 3 SP:Iteration 28Q (524.560056 sec): 3 clusters Score: Raw -92638.760309 + Penalty 4049.986260 = -88588.774050 nChanged 1 SP:Iteration 29Q (524.596573 sec): 3 clusters Score: Raw -92640.263842 + Penalty 4049.986260 = -88590.277582 nChanged 3 SP:Iteration 30Q (524.632820 sec): 3 clusters Score: Raw -92641.855664 + Penalty 4049.986260 = -88591.869405 nChanged 2 SP:Iteration 31Q (524.669221 sec): 3 clusters Score: Raw -92642.510967 + Penalty 4049.986260 = -88592.524707 nChanged 0 SP:Iteration 32F (524.705226 sec): 3 clusters Score: Raw -92642.510967 + Penalty 4049.986260 = -88592.524707 nChanged 0 Trying to split cluster 3 (2290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.740595 sec): 2 clusters Score: Raw -94017.494775 + Penalty 2042.385073 = -91975.109702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.777704 sec): 3 clusters Score: Raw -93157.808238 + Penalty 4084.770147 = -89073.038091 nChanged 775 SP:Iteration 1F (524.925155 sec): 3 clusters Score: Raw -93786.338136 + Penalty 4084.770147 = -89701.567989 nChanged 192 SP:Iteration 2F (525.042298 sec): 3 clusters Score: Raw -93973.197160 + Penalty 4084.770147 = -89888.427013 nChanged 116 SP:Iteration 3F (525.080122 sec): 3 clusters Score: Raw -94075.020331 + Penalty 4084.770147 = -89990.250184 nChanged 82 SP:Iteration 4Q (525.118566 sec): 3 clusters Score: Raw -94143.336679 + Penalty 4084.770147 = -90058.566532 nChanged 49 SP:Iteration 5Q (525.157571 sec): 3 clusters Score: Raw -94176.717558 + Penalty 4084.770147 = -90091.947411 nChanged 33 SP:Iteration 6Q (525.195586 sec): 3 clusters Score: Raw -94200.307321 + Penalty 4084.770147 = -90115.537174 nChanged 33 SP:Iteration 7Q (525.261689 sec): 3 clusters Score: Raw -94220.486854 + Penalty 4084.770147 = -90135.716707 nChanged 19 SP:Iteration 8Q (525.358137 sec): 3 clusters Score: Raw -94238.291536 + Penalty 4084.770147 = -90153.521389 nChanged 23 SP:Iteration 9Q (525.478851 sec): 3 clusters Score: Raw -94260.543282 + Penalty 4084.770147 = -90175.773135 nChanged 35 SP:Iteration 10Q (525.569157 sec): 3 clusters Score: Raw -94297.833458 + Penalty 4084.770147 = -90213.063311 nChanged 30 SP:Iteration 11Q (525.606198 sec): 3 clusters Score: Raw -94320.532352 + Penalty 4084.770147 = -90235.762205 nChanged 30 SP:Iteration 12Q (525.644109 sec): 3 clusters Score: Raw -94340.599904 + Penalty 4084.770147 = -90255.829757 nChanged 28 SP:Iteration 13Q (525.682344 sec): 3 clusters Score: Raw -94361.517843 + Penalty 4084.770147 = -90276.747696 nChanged 23 SP:Iteration 14Q (525.720486 sec): 3 clusters Score: Raw -94381.182977 + Penalty 4084.770147 = -90296.412830 nChanged 24 SP:Iteration 15Q (525.758512 sec): 3 clusters Score: Raw -94400.684233 + Penalty 4084.770147 = -90315.914086 nChanged 25 SP:Iteration 16Q (525.796575 sec): 3 clusters Score: Raw -94416.138780 + Penalty 4084.770147 = -90331.368633 nChanged 23 SP:Iteration 17Q (525.834545 sec): 3 clusters Score: Raw -94432.640341 + Penalty 4084.770147 = -90347.870194 nChanged 19 SP:Iteration 18Q (525.872520 sec): 3 clusters Score: Raw -94448.944651 + Penalty 4084.770147 = -90364.174504 nChanged 27 SP:Iteration 19Q (525.920477 sec): 3 clusters Score: Raw -94472.155156 + Penalty 4084.770147 = -90387.385009 nChanged 28 SP:Iteration 20F (525.957153 sec): 3 clusters Score: Raw -94494.941627 + Penalty 4084.770147 = -90410.171480 nChanged 25 SP:Iteration 21Q (525.994164 sec): 3 clusters Score: Raw -94513.314269 + Penalty 4084.770147 = -90428.544122 nChanged 25 SP:Iteration 22Q (526.031018 sec): 3 clusters Score: Raw -94538.242152 + Penalty 4084.770147 = -90453.472005 nChanged 25 SP:Iteration 23Q (526.068502 sec): 3 clusters Score: Raw -94561.473376 + Penalty 4084.770147 = -90476.703229 nChanged 22 SP:Iteration 24Q (526.106258 sec): 3 clusters Score: Raw -94581.873080 + Penalty 4084.770147 = -90497.102933 nChanged 20 SP:Iteration 25Q (526.144034 sec): 3 clusters Score: Raw -94600.855522 + Penalty 4084.770147 = -90516.085375 nChanged 17 SP:Iteration 26Q (526.181822 sec): 3 clusters Score: Raw -94615.585422 + Penalty 4084.770147 = -90530.815275 nChanged 9 SP:Iteration 27Q (526.226655 sec): 3 clusters Score: Raw -94620.542549 + Penalty 4084.770147 = -90535.772402 nChanged 7 SP:Iteration 28Q (526.264155 sec): 3 clusters Score: Raw -94624.294421 + Penalty 4084.770147 = -90539.524274 nChanged 8 SP:Iteration 29Q (526.301202 sec): 3 clusters Score: Raw -94629.431792 + Penalty 4084.770147 = -90544.661645 nChanged 6 SP:Iteration 30Q (526.338195 sec): 3 clusters Score: Raw -94633.745248 + Penalty 4084.770147 = -90548.975101 nChanged 7 SP:Iteration 31Q (526.375265 sec): 3 clusters Score: Raw -94637.448631 + Penalty 4084.770147 = -90552.678484 nChanged 3 SP:Iteration 32Q (526.412424 sec): 3 clusters Score: Raw -94639.578876 + Penalty 4084.770147 = -90554.808730 nChanged 5 SP:Iteration 33Q (526.532325 sec): 3 clusters Score: Raw -94642.637757 + Penalty 4084.770147 = -90557.867610 nChanged 2 SP:Iteration 34Q (526.655945 sec): 3 clusters Score: Raw -94643.870386 + Penalty 4084.770147 = -90559.100239 nChanged 5 SP:Iteration 35Q (526.782678 sec): 3 clusters Score: Raw -94646.998759 + Penalty 4084.770147 = -90562.228612 nChanged 5 SP:Iteration 36Q (526.826171 sec): 3 clusters Score: Raw -94651.065640 + Penalty 4084.770147 = -90566.295493 nChanged 6 SP:Iteration 37Q (526.871219 sec): 3 clusters Score: Raw -94657.222802 + Penalty 4084.770147 = -90572.452655 nChanged 6 SP:Iteration 38Q (526.914524 sec): 3 clusters Score: Raw -94661.416247 + Penalty 4084.770147 = -90576.646100 nChanged 7 SP:Iteration 39Q (526.954076 sec): 3 clusters Score: Raw -94666.128703 + Penalty 4084.770147 = -90581.358556 nChanged 6 SP:Iteration 40F (526.993300 sec): 3 clusters Score: Raw -94670.925166 + Penalty 4084.770147 = -90586.155019 nChanged 8 SP:Iteration 41Q (527.032966 sec): 3 clusters Score: Raw -94679.244235 + Penalty 4084.770147 = -90594.474089 nChanged 12 SP:Iteration 42Q (527.072646 sec): 3 clusters Score: Raw -94688.656883 + Penalty 4084.770147 = -90603.886736 nChanged 13 SP:Iteration 43Q (527.113261 sec): 3 clusters Score: Raw -94702.855177 + Penalty 4084.770147 = -90618.085030 nChanged 13 SP:Iteration 44Q (527.152908 sec): 3 clusters Score: Raw -94715.247453 + Penalty 4084.770147 = -90630.477306 nChanged 8 SP:Iteration 45Q (527.192650 sec): 3 clusters Score: Raw -94721.187982 + Penalty 4084.770147 = -90636.417835 nChanged 8 SP:Iteration 46Q (527.232354 sec): 3 clusters Score: Raw -94727.376195 + Penalty 4084.770147 = -90642.606048 nChanged 7 SP:Iteration 47Q (527.271728 sec): 3 clusters Score: Raw -94731.321372 + Penalty 4084.770147 = -90646.551225 nChanged 1 SP:Iteration 48Q (527.308816 sec): 3 clusters Score: Raw -94731.880625 + Penalty 4084.770147 = -90647.110478 nChanged 1 SP:Iteration 49Q (527.346184 sec): 3 clusters Score: Raw -94732.168249 + Penalty 4084.770147 = -90647.398102 nChanged 2 SP:Iteration 50Q (527.383349 sec): 3 clusters Score: Raw -94732.973913 + Penalty 4084.770147 = -90648.203766 nChanged 1 SP:Iteration 51Q (527.420639 sec): 3 clusters Score: Raw -94734.047964 + Penalty 4084.770147 = -90649.277817 nChanged 1 SP:Iteration 52Q (527.457962 sec): 3 clusters Score: Raw -94734.816409 + Penalty 4084.770147 = -90650.046262 nChanged 4 SP:Iteration 53Q (527.495727 sec): 3 clusters Score: Raw -94737.880395 + Penalty 4084.770147 = -90653.110248 nChanged 5 SP:Iteration 54Q (527.533551 sec): 3 clusters Score: Raw -94740.822471 + Penalty 4084.770147 = -90656.052324 nChanged 3 SP:Iteration 55Q (527.571507 sec): 3 clusters Score: Raw -94742.657554 + Penalty 4084.770147 = -90657.887407 nChanged 3 SP:Iteration 56Q (527.609441 sec): 3 clusters Score: Raw -94745.815227 + Penalty 4084.770147 = -90661.045080 nChanged 4 SP:Iteration 57Q (527.646922 sec): 3 clusters Score: Raw -94748.538086 + Penalty 4084.770147 = -90663.767939 nChanged 2 SP:Iteration 58Q (527.683652 sec): 3 clusters Score: Raw -94749.447012 + Penalty 4084.770147 = -90664.676865 nChanged 1 SP:Iteration 59Q (527.720611 sec): 3 clusters Score: Raw -94750.200981 + Penalty 4084.770147 = -90665.430834 nChanged 1 SP:Iteration 60F (527.757316 sec): 3 clusters Score: Raw -94750.764654 + Penalty 4084.770147 = -90665.994507 nChanged 0 Trying to split cluster 4 (3476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.796960 sec): 2 clusters Score: Raw -126484.081139 + Penalty 2152.560296 = -124331.520843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (527.847042 sec): 3 clusters Score: Raw -124984.634226 + Penalty 4305.120593 = -120679.513633 nChanged 1234 SP:Iteration 1F (527.898066 sec): 3 clusters Score: Raw -125819.417341 + Penalty 4305.120593 = -121514.296748 nChanged 279 SP:Iteration 2F (527.946833 sec): 3 clusters Score: Raw -126085.382362 + Penalty 4305.120593 = -121780.261769 nChanged 184 SP:Iteration 3F (528.067589 sec): 3 clusters Score: Raw -126250.363030 + Penalty 4305.120593 = -121945.242437 nChanged 142 SP:Iteration 4Q (528.133948 sec): 3 clusters Score: Raw -126366.505807 + Penalty 4305.120593 = -122061.385214 nChanged 129 SP:Iteration 5Q (528.181795 sec): 3 clusters Score: Raw -126471.999170 + Penalty 4305.120593 = -122166.878577 nChanged 128 SP:Iteration 6Q (528.229655 sec): 3 clusters Score: Raw -126570.207514 + Penalty 4305.120593 = -122265.086921 nChanged 108 SP:Iteration 7Q (528.274291 sec): 3 clusters Score: Raw -126639.806471 + Penalty 4305.120593 = -122334.685878 nChanged 80 SP:Iteration 8Q (528.316659 sec): 3 clusters Score: Raw -126697.137271 + Penalty 4305.120593 = -122392.016678 nChanged 79 SP:Iteration 9Q (528.359480 sec): 3 clusters Score: Raw -126751.405022 + Penalty 4305.120593 = -122446.284429 nChanged 69 SP:Iteration 10Q (528.401950 sec): 3 clusters Score: Raw -126791.903781 + Penalty 4305.120593 = -122486.783188 nChanged 50 SP:Iteration 11Q (528.447517 sec): 3 clusters Score: Raw -126816.341451 + Penalty 4305.120593 = -122511.220858 nChanged 42 SP:Iteration 12Q (528.493944 sec): 3 clusters Score: Raw -126837.244264 + Penalty 4305.120593 = -122532.123671 nChanged 34 SP:Iteration 13Q (528.540396 sec): 3 clusters Score: Raw -126857.516704 + Penalty 4305.120593 = -122552.396112 nChanged 35 SP:Iteration 14Q (528.586758 sec): 3 clusters Score: Raw -126877.416717 + Penalty 4305.120593 = -122572.296124 nChanged 41 SP:Iteration 15Q (528.659624 sec): 3 clusters Score: Raw -126904.843742 + Penalty 4305.120593 = -122599.723149 nChanged 37 SP:Iteration 16Q (528.774558 sec): 3 clusters Score: Raw -126922.024451 + Penalty 4305.120593 = -122616.903859 nChanged 25 SP:Iteration 17Q (528.899990 sec): 3 clusters Score: Raw -126934.284940 + Penalty 4305.120593 = -122629.164348 nChanged 23 SP:Iteration 18Q (529.024690 sec): 3 clusters Score: Raw -126944.637514 + Penalty 4305.120593 = -122639.516921 nChanged 15 SP:Iteration 19Q (529.149061 sec): 3 clusters Score: Raw -126950.484772 + Penalty 4305.120593 = -122645.364179 nChanged 5 SP:Iteration 20F (529.267016 sec): 3 clusters Score: Raw -126953.091110 + Penalty 4305.120593 = -122647.970517 nChanged 10 SP:Iteration 21Q (529.328532 sec): 3 clusters Score: Raw -126959.050794 + Penalty 4305.120593 = -122653.930202 nChanged 11 SP:Iteration 22Q (529.370650 sec): 3 clusters Score: Raw -126962.712333 + Penalty 4305.120593 = -122657.591740 nChanged 7 SP:Iteration 23Q (529.413100 sec): 3 clusters Score: Raw -126966.042196 + Penalty 4305.120593 = -122660.921603 nChanged 11 SP:Iteration 24Q (529.455353 sec): 3 clusters Score: Raw -126971.332114 + Penalty 4305.120593 = -122666.211521 nChanged 11 SP:Iteration 25Q (529.500073 sec): 3 clusters Score: Raw -126976.376871 + Penalty 4305.120593 = -122671.256278 nChanged 6 SP:Iteration 26Q (529.544876 sec): 3 clusters Score: Raw -126979.626412 + Penalty 4305.120593 = -122674.505819 nChanged 8 SP:Iteration 27Q (529.589097 sec): 3 clusters Score: Raw -126982.529679 + Penalty 4305.120593 = -122677.409087 nChanged 9 SP:Iteration 28Q (529.631721 sec): 3 clusters Score: Raw -126987.081957 + Penalty 4305.120593 = -122681.961365 nChanged 11 SP:Iteration 29Q (529.674222 sec): 3 clusters Score: Raw -126991.623374 + Penalty 4305.120593 = -122686.502781 nChanged 12 SP:Iteration 30Q (529.717067 sec): 3 clusters Score: Raw -126997.290104 + Penalty 4305.120593 = -122692.169511 nChanged 7 SP:Iteration 31Q (529.760894 sec): 3 clusters Score: Raw -126999.074295 + Penalty 4305.120593 = -122693.953702 nChanged 5 SP:Iteration 32Q (529.806566 sec): 3 clusters Score: Raw -127000.423250 + Penalty 4305.120593 = -122695.302658 nChanged 2 SP:Iteration 33Q (529.852162 sec): 3 clusters Score: Raw -127001.046408 + Penalty 4305.120593 = -122695.925816 nChanged 3 SP:Iteration 34Q (530.007475 sec): 3 clusters Score: Raw -127001.989698 + Penalty 4305.120593 = -122696.869105 nChanged 0 SP:Iteration 35F (530.056412 sec): 3 clusters Score: Raw -127001.989698 + Penalty 4305.120593 = -122696.869105 nChanged 0 Trying to split cluster 6 (2803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (530.099514 sec): 2 clusters Score: Raw -125052.477754 + Penalty 2095.749626 = -122956.728128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (530.139852 sec): 3 clusters Score: Raw -123895.454022 + Penalty 4191.499251 = -119703.954771 nChanged 998 SP:Iteration 1F (530.186552 sec): 3 clusters Score: Raw -124576.186194 + Penalty 4191.499251 = -120384.686942 nChanged 233 SP:Iteration 2F (530.232966 sec): 3 clusters Score: Raw -124760.072488 + Penalty 4191.499251 = -120568.573237 nChanged 149 SP:Iteration 3F (530.279677 sec): 3 clusters Score: Raw -124872.612217 + Penalty 4191.499251 = -120681.112966 nChanged 90 SP:Iteration 4Q (530.326882 sec): 3 clusters Score: Raw -124950.848604 + Penalty 4191.499251 = -120759.349353 nChanged 74 SP:Iteration 5Q (530.368560 sec): 3 clusters Score: Raw -125007.545479 + Penalty 4191.499251 = -120816.046228 nChanged 68 SP:Iteration 6Q (530.407433 sec): 3 clusters Score: Raw -125056.155611 + Penalty 4191.499251 = -120864.656360 nChanged 47 SP:Iteration 7Q (530.446669 sec): 3 clusters Score: Raw -125083.786796 + Penalty 4191.499251 = -120892.287545 nChanged 32 SP:Iteration 8Q (530.485756 sec): 3 clusters Score: Raw -125107.548520 + Penalty 4191.499251 = -120916.049269 nChanged 33 SP:Iteration 9Q (530.525153 sec): 3 clusters Score: Raw -125122.802050 + Penalty 4191.499251 = -120931.302799 nChanged 18 SP:Iteration 10Q (530.565211 sec): 3 clusters Score: Raw -125132.576920 + Penalty 4191.499251 = -120941.077669 nChanged 17 SP:Iteration 11Q (530.605319 sec): 3 clusters Score: Raw -125141.695179 + Penalty 4191.499251 = -120950.195928 nChanged 15 SP:Iteration 12Q (530.645391 sec): 3 clusters Score: Raw -125149.911582 + Penalty 4191.499251 = -120958.412331 nChanged 11 SP:Iteration 13Q (530.685971 sec): 3 clusters Score: Raw -125157.929052 + Penalty 4191.499251 = -120966.429800 nChanged 14 SP:Iteration 14Q (530.728230 sec): 3 clusters Score: Raw -125165.537288 + Penalty 4191.499251 = -120974.038037 nChanged 8 SP:Iteration 15Q (530.768372 sec): 3 clusters Score: Raw -125168.937427 + Penalty 4191.499251 = -120977.438176 nChanged 5 SP:Iteration 16Q (530.810352 sec): 3 clusters Score: Raw -125171.700246 + Penalty 4191.499251 = -120980.200995 nChanged 5 SP:Iteration 17Q (530.852486 sec): 3 clusters Score: Raw -125173.704624 + Penalty 4191.499251 = -120982.205373 nChanged 5 SP:Iteration 18Q (530.893637 sec): 3 clusters Score: Raw -125176.615262 + Penalty 4191.499251 = -120985.116011 nChanged 2 SP:Iteration 19Q (530.933427 sec): 3 clusters Score: Raw -125177.169381 + Penalty 4191.499251 = -120985.670130 nChanged 1 SP:Iteration 20F (530.972812 sec): 3 clusters Score: Raw -125177.763335 + Penalty 4191.499251 = -120986.264084 nChanged 1 SP:Iteration 21Q (531.012793 sec): 3 clusters Score: Raw -125178.210044 + Penalty 4191.499251 = -120986.710793 nChanged 1 SP:Iteration 22Q (531.052641 sec): 3 clusters Score: Raw -125178.850011 + Penalty 4191.499251 = -120987.350760 nChanged 1 SP:Iteration 23Q (531.092640 sec): 3 clusters Score: Raw -125180.411794 + Penalty 4191.499251 = -120988.912543 nChanged 3 SP:Iteration 24Q (531.132506 sec): 3 clusters Score: Raw -125182.018961 + Penalty 4191.499251 = -120990.519710 nChanged 0 SP:Iteration 25F (531.172083 sec): 3 clusters Score: Raw -125182.018961 + Penalty 4191.499251 = -120990.519710 nChanged 0 Trying to split cluster 7 (9448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (531.233614 sec): 2 clusters Score: Raw -456486.408247 + Penalty 2416.539406 = -454069.868841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (531.368537 sec): 3 clusters Score: Raw -451456.450390 + Penalty 4833.078813 = -446623.371577 nChanged 3921 SP:Iteration 1F (531.451752 sec): 3 clusters Score: Raw -453836.382194 + Penalty 4833.078813 = -449003.303381 nChanged 792 SP:Iteration 2F (531.509416 sec): 3 clusters Score: Raw -454520.387881 + Penalty 4833.078813 = -449687.309068 nChanged 705 SP:Iteration 3F (531.567520 sec): 3 clusters Score: Raw -455226.939741 + Penalty 4833.078813 = -450393.860928 nChanged 663 SP:Iteration 4F (531.651198 sec): 3 clusters Score: Raw -455754.707276 + Penalty 4833.078813 = -450921.628463 nChanged 595 SP:Iteration 5F (531.724027 sec): 3 clusters Score: Raw -456205.047874 + Penalty 4833.078813 = -451371.969061 nChanged 554 SP:Iteration 6F (531.791340 sec): 3 clusters Score: Raw -456619.242787 + Penalty 4833.078813 = -451786.163974 nChanged 545 SP:Iteration 7F (531.868403 sec): 3 clusters Score: Raw -457043.695682 + Penalty 4833.078813 = -452210.616869 nChanged 511 SP:Iteration 8F (531.945265 sec): 3 clusters Score: Raw -457435.358741 + Penalty 4833.078813 = -452602.279928 nChanged 457 SP:Iteration 9Q (532.021580 sec): 3 clusters Score: Raw -457802.080189 + Penalty 4833.078813 = -452969.001376 nChanged 386 SP:Iteration 10Q (532.098414 sec): 3 clusters Score: Raw -458114.636190 + Penalty 4833.078813 = -453281.557377 nChanged 310 SP:Iteration 11Q (532.170661 sec): 3 clusters Score: Raw -458396.420899 + Penalty 4833.078813 = -453563.342086 nChanged 265 SP:Iteration 12Q (532.239827 sec): 3 clusters Score: Raw -458615.353858 + Penalty 4833.078813 = -453782.275045 nChanged 203 SP:Iteration 13Q (532.316426 sec): 3 clusters Score: Raw -458783.175245 + Penalty 4833.078813 = -453950.096432 nChanged 151 SP:Iteration 14Q (532.389031 sec): 3 clusters Score: Raw -458878.363905 + Penalty 4833.078813 = -454045.285092 nChanged 113 SP:Iteration 15Q (532.457152 sec): 3 clusters Score: Raw -458926.026537 + Penalty 4833.078813 = -454092.947724 nChanged 78 SP:Iteration 16Q (532.532270 sec): 3 clusters Score: Raw -458951.510319 + Penalty 4833.078813 = -454118.431506 nChanged 44 SP:Iteration 17Q (532.609371 sec): 3 clusters Score: Raw -458963.409161 + Penalty 4833.078813 = -454130.330348 nChanged 24 SP:Iteration 18Q (532.683446 sec): 3 clusters Score: Raw -458970.510699 + Penalty 4833.078813 = -454137.431886 nChanged 18 SP:Iteration 19Q (532.758187 sec): 3 clusters Score: Raw -458974.899815 + Penalty 4833.078813 = -454141.821002 nChanged 9 SP:Iteration 20F (532.835243 sec): 3 clusters Score: Raw -458976.463883 + Penalty 4833.078813 = -454143.385070 nChanged 5 SP:Iteration 21Q (532.911104 sec): 3 clusters Score: Raw -458977.291396 + Penalty 4833.078813 = -454144.212583 nChanged 3 SP:Iteration 22Q (532.981545 sec): 3 clusters Score: Raw -458977.725828 + Penalty 4833.078813 = -454144.647015 nChanged 4 SP:Iteration 23Q (533.128377 sec): 3 clusters Score: Raw -458978.473341 + Penalty 4833.078813 = -454145.394528 nChanged 4 SP:Iteration 24Q (533.199404 sec): 3 clusters Score: Raw -458978.996872 + Penalty 4833.078813 = -454145.918059 nChanged 3 SP:Iteration 25Q (533.258196 sec): 3 clusters Score: Raw -458979.602710 + Penalty 4833.078813 = -454146.523897 nChanged 4 SP:Iteration 26Q (533.316910 sec): 3 clusters Score: Raw -458980.140965 + Penalty 4833.078813 = -454147.062152 nChanged 2 SP:Iteration 27Q (533.402784 sec): 3 clusters Score: Raw -458980.405676 + Penalty 4833.078813 = -454147.326863 nChanged 1 SP:Iteration 28Q (533.475146 sec): 3 clusters Score: Raw -458980.628640 + Penalty 4833.078813 = -454147.549827 nChanged 1 SP:Iteration 29Q (533.542133 sec): 3 clusters Score: Raw -458980.712456 + Penalty 4833.078813 = -454147.633643 nChanged 2 SP:Iteration 30Q (533.617566 sec): 3 clusters Score: Raw -458980.980861 + Penalty 4833.078813 = -454147.902048 nChanged 1 SP:Iteration 31Q (533.693670 sec): 3 clusters Score: Raw -458981.069138 + Penalty 4833.078813 = -454147.990325 nChanged 2 SP:Iteration 32Q (533.836294 sec): 3 clusters Score: Raw -458981.302739 + Penalty 4833.078813 = -454148.223926 nChanged 1 SP:Iteration 33Q (533.945328 sec): 3 clusters Score: Raw -458981.444657 + Penalty 4833.078813 = -454148.365844 nChanged 0 SP:Iteration 34F (534.003257 sec): 3 clusters Score: Raw -458981.444657 + Penalty 4833.078813 = -454148.365844 nChanged 0 Score: Raw -1022675.245250 + Penalty 18624.430237 = -1004050.815013 Splitting cluster 7 changes total score from -1004123.124939 to -1004050.815013 So it's not getting split. Iteration 20F (534.643597 sec): 7 clusters Score: Raw -1020238.685835 + Penalty 15963.797346 = -1004274.888489 nChanged 286 Iteration 21Q (534.894452 sec): 7 clusters Score: Raw -1020411.379643 + Penalty 15963.797346 = -1004447.582296 nChanged 276 Iteration 22Q (535.140922 sec): 7 clusters Score: Raw -1020566.783508 + Penalty 15963.797346 = -1004602.986162 nChanged 275 Iteration 23Q (535.382836 sec): 7 clusters Score: Raw -1020711.791463 + Penalty 15963.797346 = -1004747.994116 nChanged 252 Iteration 24Q (535.625157 sec): 7 clusters Score: Raw -1020840.578845 + Penalty 15963.797346 = -1004876.781499 nChanged 252 Iteration 25Q (535.867096 sec): 7 clusters Score: Raw -1020962.218634 + Penalty 15963.797346 = -1004998.421288 nChanged 264 Iteration 26Q (536.110198 sec): 7 clusters Score: Raw -1021103.824914 + Penalty 15963.797346 = -1005140.027568 nChanged 270 Iteration 27Q (536.352939 sec): 7 clusters Score: Raw -1021256.552838 + Penalty 15963.797346 = -1005292.755492 nChanged 279 Iteration 28Q (536.621674 sec): 7 clusters Score: Raw -1021437.651045 + Penalty 15963.797346 = -1005473.853699 nChanged 308 Iteration 29Q (536.833304 sec): 7 clusters Score: Raw -1021631.351692 + Penalty 15963.797346 = -1005667.554346 nChanged 317 Iteration 30Q (537.073105 sec): 7 clusters Score: Raw -1021821.737208 + Penalty 15963.797346 = -1005857.939862 nChanged 345 Iteration 31Q (537.311407 sec): 7 clusters Score: Raw -1022023.989005 + Penalty 15963.797346 = -1006060.191658 nChanged 338 Iteration 32Q (537.553462 sec): 7 clusters Score: Raw -1022213.311530 + Penalty 15963.797346 = -1006249.514183 nChanged 312 Iteration 33Q (537.787016 sec): 7 clusters Score: Raw -1022372.255325 + Penalty 15963.797346 = -1006408.457978 nChanged 285 Iteration 34Q (538.244196 sec): 7 clusters Score: Raw -1022513.740584 + Penalty 15963.797346 = -1006549.943238 nChanged 240 Iteration 35Q (538.452881 sec): 7 clusters Score: Raw -1022612.910029 + Penalty 15963.797346 = -1006649.112682 nChanged 220 Iteration 36Q (538.653859 sec): 7 clusters Score: Raw -1022713.376094 + Penalty 15963.797346 = -1006749.578748 nChanged 220 Iteration 37Q (538.883978 sec): 7 clusters Score: Raw -1022818.380179 + Penalty 15963.797346 = -1006854.582833 nChanged 247 Iteration 38Q (539.128692 sec): 7 clusters Score: Raw -1022927.309438 + Penalty 15963.797346 = -1006963.512092 nChanged 217 Iteration 39Q (539.489544 sec): 7 clusters Score: Raw -1023025.878586 + Penalty 15963.797346 = -1007062.081239 nChanged 183 Iteration 40F (539.828936 sec): 7 clusters Score: Raw -1023121.537717 + Penalty 15963.797346 = -1007157.740371 nChanged 208 Iteration 41Q (540.051060 sec): 7 clusters Score: Raw -1023216.800186 + Penalty 15963.797346 = -1007253.002840 nChanged 198 Iteration 42Q (540.252886 sec): 7 clusters Score: Raw -1023313.285185 + Penalty 15963.797346 = -1007349.487839 nChanged 181 Iteration 43Q (540.499120 sec): 7 clusters Score: Raw -1023397.351675 + Penalty 15963.797346 = -1007433.554328 nChanged 159 Iteration 44Q (540.727946 sec): 7 clusters Score: Raw -1023463.152418 + Penalty 15963.797346 = -1007499.355071 nChanged 125 Iteration 45Q (540.966128 sec): 7 clusters Score: Raw -1023508.228727 + Penalty 15963.797346 = -1007544.431380 nChanged 101 Iteration 46Q (541.184290 sec): 7 clusters Score: Raw -1023544.951018 + Penalty 15963.797346 = -1007581.153672 nChanged 83 Iteration 47Q (541.405321 sec): 7 clusters Score: Raw -1023577.895214 + Penalty 15963.797346 = -1007614.097868 nChanged 72 Iteration 48Q (541.605848 sec): 7 clusters Score: Raw -1023606.675033 + Penalty 15963.797346 = -1007642.877686 nChanged 76 Iteration 49Q (541.892258 sec): 7 clusters Score: Raw -1023641.419290 + Penalty 15963.797346 = -1007677.621944 nChanged 65 Iteration 50Q (542.162322 sec): 7 clusters Score: Raw -1023674.876867 + Penalty 15963.797346 = -1007711.079521 nChanged 77 Iteration 51Q (542.384772 sec): 7 clusters Score: Raw -1023720.023792 + Penalty 15963.797346 = -1007756.226445 nChanged 83 Iteration 52Q (542.598643 sec): 7 clusters Score: Raw -1023768.768908 + Penalty 15963.797346 = -1007804.971561 nChanged 70 Iteration 53Q (542.845072 sec): 7 clusters Score: Raw -1023811.642330 + Penalty 15963.797346 = -1007847.844983 nChanged 77 Iteration 54Q (543.058061 sec): 7 clusters Score: Raw -1023866.599609 + Penalty 15963.797346 = -1007902.802263 nChanged 79 Iteration 55Q (543.306832 sec): 7 clusters Score: Raw -1023926.623466 + Penalty 15963.797346 = -1007962.826120 nChanged 79 Iteration 56Q (543.547811 sec): 7 clusters Score: Raw -1023970.037325 + Penalty 15963.797346 = -1008006.239979 nChanged 68 Iteration 57Q (543.783445 sec): 7 clusters Score: Raw -1024004.612651 + Penalty 15963.797346 = -1008040.815304 nChanged 50 Iteration 58Q (544.020034 sec): 7 clusters Score: Raw -1024028.785636 + Penalty 15963.797346 = -1008064.988290 nChanged 40 Writing temp clu file Because OldScore, -1008040.815304, is greater than current (better) Score,-1008064.988290 Compute initial score before splitting: Score: Raw -1024028.785636 + Penalty 15963.797346 = -1008064.988290 Trying to split cluster 1 (1751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (544.118758 sec): 2 clusters Score: Raw -80903.234007 + Penalty 1971.536776 = -78931.697231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (544.288788 sec): 3 clusters Score: Raw -80300.523092 + Penalty 3943.073551 = -76357.449541 nChanged 543 SP:Iteration 1F (544.323829 sec): 3 clusters Score: Raw -80783.043204 + Penalty 3943.073551 = -76839.969652 nChanged 123 SP:Iteration 2F (544.358908 sec): 3 clusters Score: Raw -80928.915883 + Penalty 3943.073551 = -76985.842332 nChanged 105 SP:Iteration 3F (544.394129 sec): 3 clusters Score: Raw -81064.580194 + Penalty 3943.073551 = -77121.506643 nChanged 97 SP:Iteration 4F (544.428765 sec): 3 clusters Score: Raw -81185.859566 + Penalty 3943.073551 = -77242.786014 nChanged 67 SP:Iteration 5Q (544.459649 sec): 3 clusters Score: Raw -81264.753189 + Penalty 3943.073551 = -77321.679638 nChanged 54 SP:Iteration 6Q (544.490116 sec): 3 clusters Score: Raw -81322.276267 + Penalty 3943.073551 = -77379.202715 nChanged 39 SP:Iteration 7Q (544.520431 sec): 3 clusters Score: Raw -81359.607322 + Penalty 3943.073551 = -77416.533770 nChanged 30 SP:Iteration 8Q (544.550720 sec): 3 clusters Score: Raw -81395.665606 + Penalty 3943.073551 = -77452.592054 nChanged 28 SP:Iteration 9Q (544.580985 sec): 3 clusters Score: Raw -81426.366716 + Penalty 3943.073551 = -77483.293164 nChanged 24 SP:Iteration 10Q (544.611764 sec): 3 clusters Score: Raw -81447.909901 + Penalty 3943.073551 = -77504.836349 nChanged 15 SP:Iteration 11Q (544.642330 sec): 3 clusters Score: Raw -81463.974027 + Penalty 3943.073551 = -77520.900475 nChanged 15 SP:Iteration 12Q (544.672798 sec): 3 clusters Score: Raw -81480.834450 + Penalty 3943.073551 = -77537.760899 nChanged 12 SP:Iteration 13Q (544.726621 sec): 3 clusters Score: Raw -81492.394603 + Penalty 3943.073551 = -77549.321051 nChanged 13 SP:Iteration 14Q (544.757478 sec): 3 clusters Score: Raw -81501.402309 + Penalty 3943.073551 = -77558.328758 nChanged 11 SP:Iteration 15Q (544.788127 sec): 3 clusters Score: Raw -81511.377593 + Penalty 3943.073551 = -77568.304042 nChanged 13 SP:Iteration 16Q (544.818990 sec): 3 clusters Score: Raw -81525.850357 + Penalty 3943.073551 = -77582.776805 nChanged 15 SP:Iteration 17Q (544.936973 sec): 3 clusters Score: Raw -81537.872535 + Penalty 3943.073551 = -77594.798984 nChanged 8 SP:Iteration 18Q (545.056426 sec): 3 clusters Score: Raw -81544.060204 + Penalty 3943.073551 = -77600.986653 nChanged 7 SP:Iteration 19Q (545.089566 sec): 3 clusters Score: Raw -81549.415631 + Penalty 3943.073551 = -77606.342080 nChanged 6 SP:Iteration 20F (545.120846 sec): 3 clusters Score: Raw -81556.558335 + Penalty 3943.073551 = -77613.484783 nChanged 5 SP:Iteration 21Q (545.151877 sec): 3 clusters Score: Raw -81560.387145 + Penalty 3943.073551 = -77617.313593 nChanged 4 SP:Iteration 22Q (545.182837 sec): 3 clusters Score: Raw -81563.786750 + Penalty 3943.073551 = -77620.713199 nChanged 1 SP:Iteration 23Q (545.213956 sec): 3 clusters Score: Raw -81564.733206 + Penalty 3943.073551 = -77621.659654 nChanged 0 SP:Iteration 24F (545.244887 sec): 3 clusters Score: Raw -81564.733206 + Penalty 3943.073551 = -77621.659654 nChanged 0 Trying to split cluster 2 (2508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.281766 sec): 2 clusters Score: Raw -116355.835838 + Penalty 2066.391598 = -114289.444239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.319516 sec): 3 clusters Score: Raw -115347.711011 + Penalty 4132.783196 = -111214.927815 nChanged 843 SP:Iteration 1F (545.360193 sec): 3 clusters Score: Raw -115943.921323 + Penalty 4132.783196 = -111811.138127 nChanged 191 SP:Iteration 2F (545.435291 sec): 3 clusters Score: Raw -116108.238766 + Penalty 4132.783196 = -111975.455569 nChanged 119 SP:Iteration 3Q (545.560844 sec): 3 clusters Score: Raw -116207.245477 + Penalty 4132.783196 = -112074.462281 nChanged 84 SP:Iteration 4Q (545.613991 sec): 3 clusters Score: Raw -116294.591413 + Penalty 4132.783196 = -112161.808217 nChanged 86 SP:Iteration 5Q (545.652891 sec): 3 clusters Score: Raw -116374.975214 + Penalty 4132.783196 = -112242.192018 nChanged 63 SP:Iteration 6Q (545.691550 sec): 3 clusters Score: Raw -116424.892098 + Penalty 4132.783196 = -112292.108902 nChanged 49 SP:Iteration 7Q (545.730041 sec): 3 clusters Score: Raw -116463.012771 + Penalty 4132.783196 = -112330.229575 nChanged 42 SP:Iteration 8Q (545.768542 sec): 3 clusters Score: Raw -116501.648796 + Penalty 4132.783196 = -112368.865600 nChanged 40 SP:Iteration 9Q (545.807448 sec): 3 clusters Score: Raw -116531.841507 + Penalty 4132.783196 = -112399.058311 nChanged 29 SP:Iteration 10Q (545.846354 sec): 3 clusters Score: Raw -116554.514857 + Penalty 4132.783196 = -112421.731660 nChanged 35 SP:Iteration 11Q (545.885174 sec): 3 clusters Score: Raw -116578.256093 + Penalty 4132.783196 = -112445.472897 nChanged 22 SP:Iteration 12Q (545.923897 sec): 3 clusters Score: Raw -116597.759012 + Penalty 4132.783196 = -112464.975816 nChanged 32 SP:Iteration 13Q (545.962672 sec): 3 clusters Score: Raw -116621.492464 + Penalty 4132.783196 = -112488.709268 nChanged 30 SP:Iteration 14Q (546.001463 sec): 3 clusters Score: Raw -116642.347831 + Penalty 4132.783196 = -112509.564635 nChanged 22 SP:Iteration 15Q (546.040140 sec): 3 clusters Score: Raw -116657.788971 + Penalty 4132.783196 = -112525.005775 nChanged 17 SP:Iteration 16Q (546.078735 sec): 3 clusters Score: Raw -116669.362217 + Penalty 4132.783196 = -112536.579021 nChanged 11 SP:Iteration 17Q (546.117575 sec): 3 clusters Score: Raw -116677.021782 + Penalty 4132.783196 = -112544.238586 nChanged 8 SP:Iteration 18Q (546.156247 sec): 3 clusters Score: Raw -116683.186683 + Penalty 4132.783196 = -112550.403487 nChanged 10 SP:Iteration 19Q (546.194957 sec): 3 clusters Score: Raw -116688.512608 + Penalty 4132.783196 = -112555.729412 nChanged 12 SP:Iteration 20F (546.319737 sec): 3 clusters Score: Raw -116694.919828 + Penalty 4132.783196 = -112562.136632 nChanged 11 SP:Iteration 21Q (546.440843 sec): 3 clusters Score: Raw -116701.483134 + Penalty 4132.783196 = -112568.699938 nChanged 12 SP:Iteration 22Q (546.565147 sec): 3 clusters Score: Raw -116708.193376 + Penalty 4132.783196 = -112575.410180 nChanged 12 SP:Iteration 23Q (546.620291 sec): 3 clusters Score: Raw -116716.127264 + Penalty 4132.783196 = -112583.344068 nChanged 12 SP:Iteration 24Q (546.659496 sec): 3 clusters Score: Raw -116723.357370 + Penalty 4132.783196 = -112590.574174 nChanged 9 SP:Iteration 25Q (546.698177 sec): 3 clusters Score: Raw -116727.955845 + Penalty 4132.783196 = -112595.172649 nChanged 9 SP:Iteration 26Q (546.736798 sec): 3 clusters Score: Raw -116734.071753 + Penalty 4132.783196 = -112601.288557 nChanged 5 SP:Iteration 27Q (546.775197 sec): 3 clusters Score: Raw -116737.151057 + Penalty 4132.783196 = -112604.367861 nChanged 3 SP:Iteration 28Q (546.813922 sec): 3 clusters Score: Raw -116738.134837 + Penalty 4132.783196 = -112605.351641 nChanged 3 SP:Iteration 29Q (546.852748 sec): 3 clusters Score: Raw -116739.630075 + Penalty 4132.783196 = -112606.846879 nChanged 1 SP:Iteration 30Q (546.891274 sec): 3 clusters Score: Raw -116739.894014 + Penalty 4132.783196 = -112607.110818 nChanged 0 SP:Iteration 31F (546.929361 sec): 3 clusters Score: Raw -116739.894014 + Penalty 4132.783196 = -112607.110818 nChanged 0 Trying to split cluster 3 (4274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (546.972640 sec): 2 clusters Score: Raw -179151.961947 + Penalty 2207.120635 = -176944.841312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.020428 sec): 3 clusters Score: Raw -177288.406524 + Penalty 4414.241270 = -172874.165254 nChanged 1586 SP:Iteration 1F (547.064268 sec): 3 clusters Score: Raw -178434.649938 + Penalty 4414.241270 = -174020.408668 nChanged 416 SP:Iteration 2F (547.112915 sec): 3 clusters Score: Raw -178799.087113 + Penalty 4414.241270 = -174384.845842 nChanged 272 SP:Iteration 3F (547.171404 sec): 3 clusters Score: Raw -179059.314319 + Penalty 4414.241270 = -174645.073049 nChanged 233 SP:Iteration 4F (547.232347 sec): 3 clusters Score: Raw -179260.485727 + Penalty 4414.241270 = -174846.244457 nChanged 199 SP:Iteration 5Q (547.275913 sec): 3 clusters Score: Raw -179425.962530 + Penalty 4414.241270 = -175011.721259 nChanged 159 SP:Iteration 6Q (547.322109 sec): 3 clusters Score: Raw -179542.164632 + Penalty 4414.241270 = -175127.923362 nChanged 116 SP:Iteration 7Q (547.365734 sec): 3 clusters Score: Raw -179619.396757 + Penalty 4414.241270 = -175205.155487 nChanged 95 SP:Iteration 8Q (547.416284 sec): 3 clusters Score: Raw -179685.557842 + Penalty 4414.241270 = -175271.316572 nChanged 85 SP:Iteration 9Q (547.468105 sec): 3 clusters Score: Raw -179739.735697 + Penalty 4414.241270 = -175325.494427 nChanged 82 SP:Iteration 10Q (547.522388 sec): 3 clusters Score: Raw -179789.599839 + Penalty 4414.241270 = -175375.358569 nChanged 65 SP:Iteration 11Q (547.657379 sec): 3 clusters Score: Raw -179825.131568 + Penalty 4414.241270 = -175410.890298 nChanged 52 SP:Iteration 12Q (547.791334 sec): 3 clusters Score: Raw -179850.166867 + Penalty 4414.241270 = -175435.925597 nChanged 44 SP:Iteration 13Q (547.921133 sec): 3 clusters Score: Raw -179873.829112 + Penalty 4414.241270 = -175459.587841 nChanged 37 SP:Iteration 14Q (547.975203 sec): 3 clusters Score: Raw -179892.298687 + Penalty 4414.241270 = -175478.057416 nChanged 41 SP:Iteration 15Q (548.021231 sec): 3 clusters Score: Raw -179912.762451 + Penalty 4414.241270 = -175498.521181 nChanged 38 SP:Iteration 16Q (548.071783 sec): 3 clusters Score: Raw -179931.807790 + Penalty 4414.241270 = -175517.566520 nChanged 37 SP:Iteration 17Q (548.131868 sec): 3 clusters Score: Raw -179951.209330 + Penalty 4414.241270 = -175536.968059 nChanged 40 SP:Iteration 18Q (548.194416 sec): 3 clusters Score: Raw -179973.013013 + Penalty 4414.241270 = -175558.771743 nChanged 31 SP:Iteration 19Q (548.252101 sec): 3 clusters Score: Raw -179989.854433 + Penalty 4414.241270 = -175575.613162 nChanged 28 SP:Iteration 20F (548.412151 sec): 3 clusters Score: Raw -180001.109454 + Penalty 4414.241270 = -175586.868184 nChanged 21 SP:Iteration 21Q (548.523251 sec): 3 clusters Score: Raw -180010.513076 + Penalty 4414.241270 = -175596.271806 nChanged 21 SP:Iteration 22Q (548.573554 sec): 3 clusters Score: Raw -180019.164386 + Penalty 4414.241270 = -175604.923116 nChanged 18 SP:Iteration 23Q (548.623128 sec): 3 clusters Score: Raw -180025.624767 + Penalty 4414.241270 = -175611.383497 nChanged 13 SP:Iteration 24Q (548.675459 sec): 3 clusters Score: Raw -180030.966237 + Penalty 4414.241270 = -175616.724966 nChanged 18 SP:Iteration 25Q (548.811562 sec): 3 clusters Score: Raw -180038.002373 + Penalty 4414.241270 = -175623.761103 nChanged 17 SP:Iteration 26Q (548.948115 sec): 3 clusters Score: Raw -180045.338280 + Penalty 4414.241270 = -175631.097010 nChanged 14 SP:Iteration 27Q (549.091377 sec): 3 clusters Score: Raw -180052.915019 + Penalty 4414.241270 = -175638.673749 nChanged 21 SP:Iteration 28Q (549.212049 sec): 3 clusters Score: Raw -180065.399796 + Penalty 4414.241270 = -175651.158525 nChanged 19 SP:Iteration 29Q (549.342290 sec): 3 clusters Score: Raw -180072.990171 + Penalty 4414.241270 = -175658.748900 nChanged 9 SP:Iteration 30Q (549.390936 sec): 3 clusters Score: Raw -180076.214370 + Penalty 4414.241270 = -175661.973099 nChanged 7 SP:Iteration 31Q (549.524714 sec): 3 clusters Score: Raw -180079.255031 + Penalty 4414.241270 = -175665.013761 nChanged 5 SP:Iteration 32Q (549.579391 sec): 3 clusters Score: Raw -180081.157037 + Penalty 4414.241270 = -175666.915767 nChanged 6 SP:Iteration 33Q (549.628738 sec): 3 clusters Score: Raw -180083.266297 + Penalty 4414.241270 = -175669.025027 nChanged 6 SP:Iteration 34Q (549.787506 sec): 3 clusters Score: Raw -180086.371324 + Penalty 4414.241270 = -175672.130054 nChanged 7 SP:Iteration 35Q (549.909484 sec): 3 clusters Score: Raw -180088.742538 + Penalty 4414.241270 = -175674.501268 nChanged 2 SP:Iteration 36Q (550.031869 sec): 3 clusters Score: Raw -180089.470351 + Penalty 4414.241270 = -175675.229080 nChanged 3 SP:Iteration 37Q (550.093846 sec): 3 clusters Score: Raw -180090.603873 + Penalty 4414.241270 = -175676.362602 nChanged 2 SP:Iteration 38Q (550.141524 sec): 3 clusters Score: Raw -180091.302488 + Penalty 4414.241270 = -175677.061218 nChanged 3 SP:Iteration 39Q (550.186999 sec): 3 clusters Score: Raw -180092.143938 + Penalty 4414.241270 = -175677.902668 nChanged 2 SP:Iteration 40F (550.237807 sec): 3 clusters Score: Raw -180093.570335 + Penalty 4414.241270 = -175679.329065 nChanged 4 SP:Iteration 41Q (550.287069 sec): 3 clusters Score: Raw -180095.143671 + Penalty 4414.241270 = -175680.902401 nChanged 4 SP:Iteration 42Q (550.338421 sec): 3 clusters Score: Raw -180096.672046 + Penalty 4414.241270 = -175682.430776 nChanged 3 SP:Iteration 43Q (550.387253 sec): 3 clusters Score: Raw -180097.727099 + Penalty 4414.241270 = -175683.485829 nChanged 1 SP:Iteration 44Q (550.438037 sec): 3 clusters Score: Raw -180097.834671 + Penalty 4414.241270 = -175683.593401 nChanged 0 SP:Iteration 45F (550.514450 sec): 3 clusters Score: Raw -180097.834671 + Penalty 4414.241270 = -175683.593401 nChanged 0 Trying to split cluster 4 (3585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.588890 sec): 2 clusters Score: Raw -129763.216305 + Penalty 2160.711631 = -127602.504674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.709537 sec): 3 clusters Score: Raw -128239.087608 + Penalty 4321.423262 = -123917.664347 nChanged 1323 SP:Iteration 1F (550.843087 sec): 3 clusters Score: Raw -129137.869287 + Penalty 4321.423262 = -124816.446025 nChanged 307 SP:Iteration 2F (550.965216 sec): 3 clusters Score: Raw -129412.283519 + Penalty 4321.423262 = -125090.860258 nChanged 223 SP:Iteration 3F (551.027862 sec): 3 clusters Score: Raw -129629.686032 + Penalty 4321.423262 = -125308.262771 nChanged 161 SP:Iteration 4Q (551.164695 sec): 3 clusters Score: Raw -129820.827355 + Penalty 4321.423262 = -125499.404094 nChanged 173 SP:Iteration 5Q (551.276740 sec): 3 clusters Score: Raw -130000.606872 + Penalty 4321.423262 = -125679.183611 nChanged 167 SP:Iteration 6Q (551.319399 sec): 3 clusters Score: Raw -130156.509193 + Penalty 4321.423262 = -125835.085931 nChanged 133 SP:Iteration 7Q (551.361784 sec): 3 clusters Score: Raw -130269.177436 + Penalty 4321.423262 = -125947.754174 nChanged 101 SP:Iteration 8Q (551.405293 sec): 3 clusters Score: Raw -130344.841965 + Penalty 4321.423262 = -126023.418704 nChanged 80 SP:Iteration 9Q (551.453520 sec): 3 clusters Score: Raw -130394.557974 + Penalty 4321.423262 = -126073.134712 nChanged 62 SP:Iteration 10Q (551.502354 sec): 3 clusters Score: Raw -130438.289873 + Penalty 4321.423262 = -126116.866611 nChanged 50 SP:Iteration 11Q (551.550837 sec): 3 clusters Score: Raw -130467.302590 + Penalty 4321.423262 = -126145.879328 nChanged 36 SP:Iteration 12Q (551.598504 sec): 3 clusters Score: Raw -130485.176306 + Penalty 4321.423262 = -126163.753044 nChanged 22 SP:Iteration 13Q (551.641259 sec): 3 clusters Score: Raw -130496.464421 + Penalty 4321.423262 = -126175.041159 nChanged 24 SP:Iteration 14Q (551.683925 sec): 3 clusters Score: Raw -130504.785233 + Penalty 4321.423262 = -126183.361972 nChanged 11 SP:Iteration 15Q (551.726632 sec): 3 clusters Score: Raw -130509.215835 + Penalty 4321.423262 = -126187.792574 nChanged 9 SP:Iteration 16Q (551.773968 sec): 3 clusters Score: Raw -130511.554145 + Penalty 4321.423262 = -126190.130883 nChanged 4 SP:Iteration 17Q (551.820528 sec): 3 clusters Score: Raw -130513.068558 + Penalty 4321.423262 = -126191.645297 nChanged 3 SP:Iteration 18Q (551.867200 sec): 3 clusters Score: Raw -130514.499421 + Penalty 4321.423262 = -126193.076159 nChanged 4 SP:Iteration 19Q (551.913599 sec): 3 clusters Score: Raw -130515.642805 + Penalty 4321.423262 = -126194.219544 nChanged 0 SP:Iteration 20F (551.959416 sec): 3 clusters Score: Raw -130515.642805 + Penalty 4321.423262 = -126194.219544 nChanged 0 Trying to split cluster 6 (3165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (552.001047 sec): 2 clusters Score: Raw -141984.786438 + Penalty 2127.815800 = -139856.970637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (552.045521 sec): 3 clusters Score: Raw -140659.901974 + Penalty 4255.631601 = -136404.270373 nChanged 1085 SP:Iteration 1F (552.093671 sec): 3 clusters Score: Raw -141378.844055 + Penalty 4255.631601 = -137123.212455 nChanged 273 SP:Iteration 2F (552.142323 sec): 3 clusters Score: Raw -141606.343595 + Penalty 4255.631601 = -137350.711994 nChanged 181 SP:Iteration 3F (552.190638 sec): 3 clusters Score: Raw -141745.195006 + Penalty 4255.631601 = -137489.563405 nChanged 130 SP:Iteration 4Q (552.239220 sec): 3 clusters Score: Raw -141842.333402 + Penalty 4255.631601 = -137586.701801 nChanged 111 SP:Iteration 5Q (552.279081 sec): 3 clusters Score: Raw -141920.407222 + Penalty 4255.631601 = -137664.775621 nChanged 87 SP:Iteration 6Q (552.402393 sec): 3 clusters Score: Raw -141991.619753 + Penalty 4255.631601 = -137735.988152 nChanged 74 SP:Iteration 7Q (552.524469 sec): 3 clusters Score: Raw -142042.000356 + Penalty 4255.631601 = -137786.368755 nChanged 56 SP:Iteration 8Q (552.632769 sec): 3 clusters Score: Raw -142082.193677 + Penalty 4255.631601 = -137826.562077 nChanged 46 SP:Iteration 9Q (552.757056 sec): 3 clusters Score: Raw -142116.060712 + Penalty 4255.631601 = -137860.429111 nChanged 43 SP:Iteration 10Q (552.878840 sec): 3 clusters Score: Raw -142145.299728 + Penalty 4255.631601 = -137889.668127 nChanged 34 SP:Iteration 11Q (553.005250 sec): 3 clusters Score: Raw -142164.596701 + Penalty 4255.631601 = -137908.965100 nChanged 37 SP:Iteration 12Q (553.127401 sec): 3 clusters Score: Raw -142187.473356 + Penalty 4255.631601 = -137931.841755 nChanged 36 SP:Iteration 13Q (553.256215 sec): 3 clusters Score: Raw -142212.922182 + Penalty 4255.631601 = -137957.290581 nChanged 35 SP:Iteration 14Q (553.315059 sec): 3 clusters Score: Raw -142239.982316 + Penalty 4255.631601 = -137984.350715 nChanged 34 SP:Iteration 15Q (553.367015 sec): 3 clusters Score: Raw -142270.275628 + Penalty 4255.631601 = -138014.644027 nChanged 37 SP:Iteration 16Q (553.409523 sec): 3 clusters Score: Raw -142299.487166 + Penalty 4255.631601 = -138043.855565 nChanged 47 SP:Iteration 17Q (553.449781 sec): 3 clusters Score: Raw -142334.394972 + Penalty 4255.631601 = -138078.763371 nChanged 48 SP:Iteration 18Q (553.511912 sec): 3 clusters Score: Raw -142380.955188 + Penalty 4255.631601 = -138125.323588 nChanged 55 SP:Iteration 19Q (553.552400 sec): 3 clusters Score: Raw -142439.816295 + Penalty 4255.631601 = -138184.184694 nChanged 65 SP:Iteration 20F (553.592866 sec): 3 clusters Score: Raw -142502.318937 + Penalty 4255.631601 = -138246.687336 nChanged 62 SP:Iteration 21Q (553.636785 sec): 3 clusters Score: Raw -142560.799060 + Penalty 4255.631601 = -138305.167459 nChanged 54 SP:Iteration 22Q (553.681017 sec): 3 clusters Score: Raw -142607.672661 + Penalty 4255.631601 = -138352.041061 nChanged 45 SP:Iteration 23Q (553.725035 sec): 3 clusters Score: Raw -142641.520649 + Penalty 4255.631601 = -138385.889049 nChanged 33 SP:Iteration 24Q (553.766607 sec): 3 clusters Score: Raw -142662.626728 + Penalty 4255.631601 = -138406.995127 nChanged 24 SP:Iteration 25Q (553.808331 sec): 3 clusters Score: Raw -142678.459709 + Penalty 4255.631601 = -138422.828108 nChanged 19 SP:Iteration 26Q (553.849803 sec): 3 clusters Score: Raw -142690.360194 + Penalty 4255.631601 = -138434.728594 nChanged 12 SP:Iteration 27Q (553.891261 sec): 3 clusters Score: Raw -142699.182470 + Penalty 4255.631601 = -138443.550869 nChanged 21 SP:Iteration 28Q (553.934208 sec): 3 clusters Score: Raw -142710.087375 + Penalty 4255.631601 = -138454.455775 nChanged 17 SP:Iteration 29Q (553.977350 sec): 3 clusters Score: Raw -142718.653924 + Penalty 4255.631601 = -138463.022324 nChanged 13 SP:Iteration 30Q (554.020492 sec): 3 clusters Score: Raw -142724.632969 + Penalty 4255.631601 = -138469.001369 nChanged 10 SP:Iteration 31Q (554.063708 sec): 3 clusters Score: Raw -142729.419010 + Penalty 4255.631601 = -138473.787409 nChanged 13 SP:Iteration 32Q (554.105530 sec): 3 clusters Score: Raw -142736.396443 + Penalty 4255.631601 = -138480.764842 nChanged 12 SP:Iteration 33Q (554.147190 sec): 3 clusters Score: Raw -142745.768254 + Penalty 4255.631601 = -138490.136654 nChanged 15 SP:Iteration 34Q (554.188952 sec): 3 clusters Score: Raw -142756.340492 + Penalty 4255.631601 = -138500.708892 nChanged 15 SP:Iteration 35Q (554.230662 sec): 3 clusters Score: Raw -142765.467811 + Penalty 4255.631601 = -138509.836211 nChanged 17 SP:Iteration 36Q (554.356959 sec): 3 clusters Score: Raw -142775.667204 + Penalty 4255.631601 = -138520.035604 nChanged 21 SP:Iteration 37Q (554.482017 sec): 3 clusters Score: Raw -142787.466433 + Penalty 4255.631601 = -138531.834833 nChanged 18 SP:Iteration 38Q (554.608833 sec): 3 clusters Score: Raw -142799.315794 + Penalty 4255.631601 = -138543.684193 nChanged 27 SP:Iteration 39Q (554.675076 sec): 3 clusters Score: Raw -142814.778585 + Penalty 4255.631601 = -138559.146985 nChanged 22 SP:Iteration 40F (554.715200 sec): 3 clusters Score: Raw -142826.253970 + Penalty 4255.631601 = -138570.622369 nChanged 17 SP:Iteration 41Q (554.760100 sec): 3 clusters Score: Raw -142833.600893 + Penalty 4255.631601 = -138577.969292 nChanged 12 SP:Iteration 42Q (554.807210 sec): 3 clusters Score: Raw -142839.717689 + Penalty 4255.631601 = -138584.086088 nChanged 12 SP:Iteration 43Q (554.873789 sec): 3 clusters Score: Raw -142846.363319 + Penalty 4255.631601 = -138590.731718 nChanged 12 SP:Iteration 44Q (554.913288 sec): 3 clusters Score: Raw -142852.592216 + Penalty 4255.631601 = -138596.960616 nChanged 21 SP:Iteration 45Q (555.057331 sec): 3 clusters Score: Raw -142863.543617 + Penalty 4255.631601 = -138607.912016 nChanged 21 SP:Iteration 46Q (555.181367 sec): 3 clusters Score: Raw -142875.838007 + Penalty 4255.631601 = -138620.206407 nChanged 15 SP:Iteration 47Q (555.225798 sec): 3 clusters Score: Raw -142883.145931 + Penalty 4255.631601 = -138627.514330 nChanged 12 SP:Iteration 48Q (555.270900 sec): 3 clusters Score: Raw -142890.390631 + Penalty 4255.631601 = -138634.759030 nChanged 12 SP:Iteration 49Q (555.314701 sec): 3 clusters Score: Raw -142897.152595 + Penalty 4255.631601 = -138641.520995 nChanged 15 SP:Iteration 50Q (555.355193 sec): 3 clusters Score: Raw -142907.433013 + Penalty 4255.631601 = -138651.801412 nChanged 15 SP:Iteration 51Q (555.395590 sec): 3 clusters Score: Raw -142918.455208 + Penalty 4255.631601 = -138662.823607 nChanged 14 SP:Iteration 52Q (555.436071 sec): 3 clusters Score: Raw -142930.228648 + Penalty 4255.631601 = -138674.597048 nChanged 15 SP:Iteration 53Q (555.477202 sec): 3 clusters Score: Raw -142940.287547 + Penalty 4255.631601 = -138684.655946 nChanged 15 SP:Iteration 54Q (555.521498 sec): 3 clusters Score: Raw -142951.978497 + Penalty 4255.631601 = -138696.346896 nChanged 13 SP:Iteration 55Q (555.565650 sec): 3 clusters Score: Raw -142958.899237 + Penalty 4255.631601 = -138703.267637 nChanged 9 SP:Iteration 56Q (555.609850 sec): 3 clusters Score: Raw -142964.085007 + Penalty 4255.631601 = -138708.453406 nChanged 5 SP:Iteration 57Q (555.653186 sec): 3 clusters Score: Raw -142969.477633 + Penalty 4255.631601 = -138713.846033 nChanged 10 SP:Iteration 58Q (555.693940 sec): 3 clusters Score: Raw -142974.144174 + Penalty 4255.631601 = -138718.512573 nChanged 3 SP:Iteration 59Q (555.734788 sec): 3 clusters Score: Raw -142977.667862 + Penalty 4255.631601 = -138722.036261 nChanged 4 SP:Iteration 60F (555.775937 sec): 3 clusters Score: Raw -142979.001135 + Penalty 4255.631601 = -138723.369534 nChanged 2 SP:Iteration 61Q (555.816930 sec): 3 clusters Score: Raw -142979.925595 + Penalty 4255.631601 = -138724.293994 nChanged 5 SP:Iteration 62Q (555.865351 sec): 3 clusters Score: Raw -142981.884465 + Penalty 4255.631601 = -138726.252864 nChanged 7 SP:Iteration 63Q (555.908129 sec): 3 clusters Score: Raw -142984.401546 + Penalty 4255.631601 = -138728.769945 nChanged 0 SP:Iteration 64F (555.951664 sec): 3 clusters Score: Raw -142984.401546 + Penalty 4255.631601 = -138728.769945 nChanged 0 Trying to split cluster 7 (8534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (556.012775 sec): 2 clusters Score: Raw -415371.282771 + Penalty 2389.678754 = -412981.604017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (556.221930 sec): 3 clusters Score: Raw -410919.887186 + Penalty 4779.357509 = -406140.529677 nChanged 3460 SP:Iteration 1F (556.372862 sec): 3 clusters Score: Raw -412831.552540 + Penalty 4779.357509 = -408052.195031 nChanged 611 SP:Iteration 2F (556.508365 sec): 3 clusters Score: Raw -413219.279193 + Penalty 4779.357509 = -408439.921684 nChanged 525 SP:Iteration 3F (556.659743 sec): 3 clusters Score: Raw -413577.351159 + Penalty 4779.357509 = -408797.993650 nChanged 493 SP:Iteration 4F (556.722582 sec): 3 clusters Score: Raw -413927.952535 + Penalty 4779.357509 = -409148.595026 nChanged 450 SP:Iteration 5F (556.885586 sec): 3 clusters Score: Raw -414257.651035 + Penalty 4779.357509 = -409478.293526 nChanged 426 SP:Iteration 6Q (557.026729 sec): 3 clusters Score: Raw -414558.633390 + Penalty 4779.357509 = -409779.275881 nChanged 399 SP:Iteration 7Q (557.201985 sec): 3 clusters Score: Raw -414835.165200 + Penalty 4779.357509 = -410055.807691 nChanged 392 SP:Iteration 8Q (557.307666 sec): 3 clusters Score: Raw -415085.744579 + Penalty 4779.357509 = -410306.387070 nChanged 358 SP:Iteration 9Q (557.433965 sec): 3 clusters Score: Raw -415336.739636 + Penalty 4779.357509 = -410557.382127 nChanged 302 SP:Iteration 10Q (557.564232 sec): 3 clusters Score: Raw -415531.466067 + Penalty 4779.357509 = -410752.108558 nChanged 277 SP:Iteration 11Q (557.699382 sec): 3 clusters Score: Raw -415677.637018 + Penalty 4779.357509 = -410898.279509 nChanged 231 SP:Iteration 12Q (557.848030 sec): 3 clusters Score: Raw -415798.598501 + Penalty 4779.357509 = -411019.240992 nChanged 203 SP:Iteration 13Q (557.988562 sec): 3 clusters Score: Raw -415903.876657 + Penalty 4779.357509 = -411124.519148 nChanged 184 SP:Iteration 14Q (558.143143 sec): 3 clusters Score: Raw -415994.751861 + Penalty 4779.357509 = -411215.394353 nChanged 157 SP:Iteration 15Q (558.314085 sec): 3 clusters Score: Raw -416065.709248 + Penalty 4779.357509 = -411286.351739 nChanged 134 SP:Iteration 16Q (558.372804 sec): 3 clusters Score: Raw -416129.166759 + Penalty 4779.357509 = -411349.809250 nChanged 123 SP:Iteration 17Q (558.434617 sec): 3 clusters Score: Raw -416183.860667 + Penalty 4779.357509 = -411404.503158 nChanged 103 SP:Iteration 18Q (558.501295 sec): 3 clusters Score: Raw -416229.133276 + Penalty 4779.357509 = -411449.775767 nChanged 58 SP:Iteration 19Q (558.575373 sec): 3 clusters Score: Raw -416254.272523 + Penalty 4779.357509 = -411474.915014 nChanged 59 SP:Iteration 20F (558.664155 sec): 3 clusters Score: Raw -416278.128046 + Penalty 4779.357509 = -411498.770537 nChanged 57 SP:Iteration 21Q (558.733057 sec): 3 clusters Score: Raw -416301.039182 + Penalty 4779.357509 = -411521.681673 nChanged 61 SP:Iteration 22Q (558.800715 sec): 3 clusters Score: Raw -416330.113937 + Penalty 4779.357509 = -411550.756428 nChanged 69 SP:Iteration 23Q (558.873124 sec): 3 clusters Score: Raw -416358.644319 + Penalty 4779.357509 = -411579.286810 nChanged 53 SP:Iteration 24Q (558.945326 sec): 3 clusters Score: Raw -416379.499985 + Penalty 4779.357509 = -411600.142476 nChanged 57 SP:Iteration 25Q (559.016056 sec): 3 clusters Score: Raw -416401.695458 + Penalty 4779.357509 = -411622.337949 nChanged 49 SP:Iteration 26Q (559.086962 sec): 3 clusters Score: Raw -416422.549053 + Penalty 4779.357509 = -411643.191545 nChanged 56 SP:Iteration 27Q (559.159172 sec): 3 clusters Score: Raw -416444.505430 + Penalty 4779.357509 = -411665.147921 nChanged 46 SP:Iteration 28Q (559.321774 sec): 3 clusters Score: Raw -416458.413423 + Penalty 4779.357509 = -411679.055914 nChanged 34 SP:Iteration 29Q (559.390769 sec): 3 clusters Score: Raw -416466.470382 + Penalty 4779.357509 = -411687.112873 nChanged 17 SP:Iteration 30Q (559.453648 sec): 3 clusters Score: Raw -416470.981272 + Penalty 4779.357509 = -411691.623763 nChanged 15 SP:Iteration 31Q (559.527797 sec): 3 clusters Score: Raw -416475.178865 + Penalty 4779.357509 = -411695.821356 nChanged 15 SP:Iteration 32Q (559.636249 sec): 3 clusters Score: Raw -416477.783045 + Penalty 4779.357509 = -411698.425536 nChanged 9 SP:Iteration 33Q (559.723398 sec): 3 clusters Score: Raw -416480.170731 + Penalty 4779.357509 = -411700.813223 nChanged 15 SP:Iteration 34Q (559.785100 sec): 3 clusters Score: Raw -416483.035184 + Penalty 4779.357509 = -411703.677675 nChanged 7 SP:Iteration 35Q (559.846396 sec): 3 clusters Score: Raw -416484.774194 + Penalty 4779.357509 = -411705.416685 nChanged 8 SP:Iteration 36Q (559.916736 sec): 3 clusters Score: Raw -416486.796327 + Penalty 4779.357509 = -411707.438819 nChanged 9 SP:Iteration 37Q (559.993036 sec): 3 clusters Score: Raw -416488.229879 + Penalty 4779.357509 = -411708.872370 nChanged 7 SP:Iteration 38Q (560.064161 sec): 3 clusters Score: Raw -416489.585633 + Penalty 4779.357509 = -411710.228124 nChanged 8 SP:Iteration 39Q (560.136140 sec): 3 clusters Score: Raw -416490.955302 + Penalty 4779.357509 = -411711.597793 nChanged 6 SP:Iteration 40F (560.208105 sec): 3 clusters Score: Raw -416491.893673 + Penalty 4779.357509 = -411712.536164 nChanged 5 SP:Iteration 41Q (560.395107 sec): 3 clusters Score: Raw -416492.780444 + Penalty 4779.357509 = -411713.422935 nChanged 3 SP:Iteration 42Q (560.460155 sec): 3 clusters Score: Raw -416493.354632 + Penalty 4779.357509 = -411713.997123 nChanged 2 SP:Iteration 43Q (560.533692 sec): 3 clusters Score: Raw -416493.633613 + Penalty 4779.357509 = -411714.276105 nChanged 1 SP:Iteration 44Q (560.597183 sec): 3 clusters Score: Raw -416493.915784 + Penalty 4779.357509 = -411714.558276 nChanged 1 SP:Iteration 45Q (560.745261 sec): 3 clusters Score: Raw -416494.062762 + Penalty 4779.357509 = -411714.705253 nChanged 1 SP:Iteration 46Q (560.820001 sec): 3 clusters Score: Raw -416494.177125 + Penalty 4779.357509 = -411714.819616 nChanged 0 SP:Iteration 47F (560.882384 sec): 3 clusters Score: Raw -416494.177125 + Penalty 4779.357509 = -411714.819616 nChanged 0 Iteration 59Q (561.373400 sec): 7 clusters Score: Raw -1024045.775122 + Penalty 15963.797346 = -1008081.977776 nChanged 27 Iteration 60F (561.693232 sec): 7 clusters Score: Raw -1024054.424793 + Penalty 15963.797346 = -1008090.627446 nChanged 15 Iteration 61Q (561.899926 sec): 7 clusters Score: Raw -1024058.310636 + Penalty 15963.797346 = -1008094.513290 nChanged 7 Iteration 62Q (562.124667 sec): 7 clusters Score: Raw -1024060.505481 + Penalty 15963.797346 = -1008096.708134 nChanged 4 Iteration 63Q (562.325943 sec): 7 clusters Score: Raw -1024061.295272 + Penalty 15963.797346 = -1008097.497925 nChanged 3 Iteration 64Q (562.560215 sec): 7 clusters Score: Raw -1024061.952077 + Penalty 15963.797346 = -1008098.154730 nChanged 1 Iteration 65Q (562.790410 sec): 7 clusters Score: Raw -1024062.134476 + Penalty 15963.797346 = -1008098.337130 nChanged 1 Iteration 66Q (563.022594 sec): 7 clusters Score: Raw -1024062.375566 + Penalty 15963.797346 = -1008098.578220 nChanged 1 Iteration 67Q (563.253172 sec): 7 clusters Score: Raw -1024062.442158 + Penalty 15963.797346 = -1008098.644811 nChanged 0 Iteration 68F (563.572468 sec): 7 clusters Score: Raw -1024062.442158 + Penalty 15963.797346 = -1008098.644811 nChanged 0 Compute initial score before splitting: Score: Raw -1024062.442158 + Penalty 15963.797346 = -1008098.644811 Trying to split cluster 1 (1721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (563.613604 sec): 2 clusters Score: Raw -79596.204978 + Penalty 1966.974450 = -77629.230528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (563.644952 sec): 3 clusters Score: Raw -78997.549825 + Penalty 3933.948900 = -75063.600924 nChanged 530 SP:Iteration 1F (563.737612 sec): 3 clusters Score: Raw -79474.566433 + Penalty 3933.948900 = -75540.617532 nChanged 145 SP:Iteration 2F (563.768959 sec): 3 clusters Score: Raw -79631.920761 + Penalty 3933.948900 = -75697.971860 nChanged 91 SP:Iteration 3F (563.803819 sec): 3 clusters Score: Raw -79718.536198 + Penalty 3933.948900 = -75784.587298 nChanged 63 SP:Iteration 4Q (563.839156 sec): 3 clusters Score: Raw -79774.757921 + Penalty 3933.948900 = -75840.809020 nChanged 31 SP:Iteration 5Q (563.874342 sec): 3 clusters Score: Raw -79806.066571 + Penalty 3933.948900 = -75872.117671 nChanged 29 SP:Iteration 6Q (563.910342 sec): 3 clusters Score: Raw -79833.974877 + Penalty 3933.948900 = -75900.025977 nChanged 17 SP:Iteration 7Q (563.945577 sec): 3 clusters Score: Raw -79851.385264 + Penalty 3933.948900 = -75917.436363 nChanged 14 SP:Iteration 8Q (563.978669 sec): 3 clusters Score: Raw -79860.391317 + Penalty 3933.948900 = -75926.442416 nChanged 7 SP:Iteration 9Q (564.009329 sec): 3 clusters Score: Raw -79868.089178 + Penalty 3933.948900 = -75934.140277 nChanged 9 SP:Iteration 10Q (564.040056 sec): 3 clusters Score: Raw -79874.174242 + Penalty 3933.948900 = -75940.225342 nChanged 7 SP:Iteration 11Q (564.070645 sec): 3 clusters Score: Raw -79878.178219 + Penalty 3933.948900 = -75944.229318 nChanged 1 SP:Iteration 12Q (564.101389 sec): 3 clusters Score: Raw -79878.858604 + Penalty 3933.948900 = -75944.909703 nChanged 1 SP:Iteration 13Q (564.205369 sec): 3 clusters Score: Raw -79879.695461 + Penalty 3933.948900 = -75945.746561 nChanged 2 SP:Iteration 14Q (564.321471 sec): 3 clusters Score: Raw -79882.047731 + Penalty 3933.948900 = -75948.098830 nChanged 2 SP:Iteration 15Q (564.352499 sec): 3 clusters Score: Raw -79883.453576 + Penalty 3933.948900 = -75949.504675 nChanged 1 SP:Iteration 16Q (564.383400 sec): 3 clusters Score: Raw -79883.690652 + Penalty 3933.948900 = -75949.741751 nChanged 2 SP:Iteration 17Q (564.414117 sec): 3 clusters Score: Raw -79884.185468 + Penalty 3933.948900 = -75950.236567 nChanged 0 SP:Iteration 18F (564.444764 sec): 3 clusters Score: Raw -79884.185468 + Penalty 3933.948900 = -75950.236567 nChanged 0 Trying to split cluster 2 (2500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (564.481535 sec): 2 clusters Score: Raw -116035.962125 + Penalty 2065.548147 = -113970.413978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (564.522489 sec): 3 clusters Score: Raw -115038.980031 + Penalty 4131.096294 = -110907.883737 nChanged 816 SP:Iteration 1F (564.564035 sec): 3 clusters Score: Raw -115629.888464 + Penalty 4131.096294 = -111498.792171 nChanged 208 SP:Iteration 2F (564.605563 sec): 3 clusters Score: Raw -115782.133065 + Penalty 4131.096294 = -111651.036771 nChanged 103 SP:Iteration 3Q (564.646137 sec): 3 clusters Score: Raw -115857.846629 + Penalty 4131.096294 = -111726.750335 nChanged 73 SP:Iteration 4Q (564.684297 sec): 3 clusters Score: Raw -115903.491036 + Penalty 4131.096294 = -111772.394742 nChanged 45 SP:Iteration 5Q (564.722365 sec): 3 clusters Score: Raw -115936.383753 + Penalty 4131.096294 = -111805.287460 nChanged 36 SP:Iteration 6Q (564.760629 sec): 3 clusters Score: Raw -115960.866489 + Penalty 4131.096294 = -111829.770195 nChanged 32 SP:Iteration 7Q (564.798588 sec): 3 clusters Score: Raw -115979.955869 + Penalty 4131.096294 = -111848.859575 nChanged 21 SP:Iteration 8Q (564.837575 sec): 3 clusters Score: Raw -115991.599320 + Penalty 4131.096294 = -111860.503026 nChanged 17 SP:Iteration 9Q (564.876503 sec): 3 clusters Score: Raw -116003.477084 + Penalty 4131.096294 = -111872.380790 nChanged 23 SP:Iteration 10Q (564.915289 sec): 3 clusters Score: Raw -116015.757646 + Penalty 4131.096294 = -111884.661352 nChanged 12 SP:Iteration 11Q (564.954226 sec): 3 clusters Score: Raw -116022.743657 + Penalty 4131.096294 = -111891.647363 nChanged 13 SP:Iteration 12Q (564.993063 sec): 3 clusters Score: Raw -116030.053286 + Penalty 4131.096294 = -111898.956992 nChanged 13 SP:Iteration 13Q (565.032065 sec): 3 clusters Score: Raw -116036.762696 + Penalty 4131.096294 = -111905.666402 nChanged 6 SP:Iteration 14Q (565.070898 sec): 3 clusters Score: Raw -116040.084109 + Penalty 4131.096294 = -111908.987815 nChanged 6 SP:Iteration 15Q (565.110535 sec): 3 clusters Score: Raw -116042.500645 + Penalty 4131.096294 = -111911.404351 nChanged 2 SP:Iteration 16Q (565.247247 sec): 3 clusters Score: Raw -116042.980970 + Penalty 4131.096294 = -111911.884676 nChanged 1 SP:Iteration 17Q (565.340907 sec): 3 clusters Score: Raw -116043.517811 + Penalty 4131.096294 = -111912.421517 nChanged 1 SP:Iteration 18Q (565.463712 sec): 3 clusters Score: Raw -116043.992526 + Penalty 4131.096294 = -111912.896232 nChanged 1 SP:Iteration 19Q (565.502216 sec): 3 clusters Score: Raw -116044.190338 + Penalty 4131.096294 = -111913.094044 nChanged 0 SP:Iteration 20F (565.539954 sec): 3 clusters Score: Raw -116044.190338 + Penalty 4131.096294 = -111913.094044 nChanged 0 Trying to split cluster 3 (4292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (565.583478 sec): 2 clusters Score: Raw -179933.467079 + Penalty 2208.230139 = -177725.236939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (565.652463 sec): 3 clusters Score: Raw -177940.692324 + Penalty 4416.460279 = -173524.232045 nChanged 1616 SP:Iteration 1F (565.821847 sec): 3 clusters Score: Raw -178983.959420 + Penalty 4416.460279 = -174567.499141 nChanged 363 SP:Iteration 2F (565.896469 sec): 3 clusters Score: Raw -179265.346835 + Penalty 4416.460279 = -174848.886556 nChanged 256 SP:Iteration 3F (565.940734 sec): 3 clusters Score: Raw -179486.492146 + Penalty 4416.460279 = -175070.031867 nChanged 226 SP:Iteration 4F (565.987218 sec): 3 clusters Score: Raw -179707.215570 + Penalty 4416.460279 = -175290.755291 nChanged 190 SP:Iteration 5Q (566.031882 sec): 3 clusters Score: Raw -179878.295418 + Penalty 4416.460279 = -175461.835140 nChanged 164 SP:Iteration 6Q (566.082460 sec): 3 clusters Score: Raw -180014.794344 + Penalty 4416.460279 = -175598.334065 nChanged 137 SP:Iteration 7Q (566.134517 sec): 3 clusters Score: Raw -180095.904829 + Penalty 4416.460279 = -175679.444550 nChanged 95 SP:Iteration 8Q (566.188403 sec): 3 clusters Score: Raw -180148.589572 + Penalty 4416.460279 = -175732.129293 nChanged 96 SP:Iteration 9Q (566.238878 sec): 3 clusters Score: Raw -180211.742379 + Penalty 4416.460279 = -175795.282101 nChanged 109 SP:Iteration 10Q (566.289332 sec): 3 clusters Score: Raw -180281.526870 + Penalty 4416.460279 = -175865.066591 nChanged 89 SP:Iteration 11Q (566.336710 sec): 3 clusters Score: Raw -180332.410220 + Penalty 4416.460279 = -175915.949942 nChanged 84 SP:Iteration 12Q (566.386355 sec): 3 clusters Score: Raw -180380.772212 + Penalty 4416.460279 = -175964.311933 nChanged 55 SP:Iteration 13Q (566.434209 sec): 3 clusters Score: Raw -180409.207513 + Penalty 4416.460279 = -175992.747234 nChanged 47 SP:Iteration 14Q (566.487343 sec): 3 clusters Score: Raw -180436.887851 + Penalty 4416.460279 = -176020.427572 nChanged 50 SP:Iteration 15Q (566.538099 sec): 3 clusters Score: Raw -180458.736418 + Penalty 4416.460279 = -176042.276139 nChanged 43 SP:Iteration 16Q (566.588281 sec): 3 clusters Score: Raw -180481.761827 + Penalty 4416.460279 = -176065.301548 nChanged 41 SP:Iteration 17Q (566.636066 sec): 3 clusters Score: Raw -180499.940839 + Penalty 4416.460279 = -176083.480561 nChanged 27 SP:Iteration 18Q (566.685634 sec): 3 clusters Score: Raw -180511.570463 + Penalty 4416.460279 = -176095.110185 nChanged 25 SP:Iteration 19Q (566.734520 sec): 3 clusters Score: Raw -180521.452317 + Penalty 4416.460279 = -176104.992038 nChanged 23 SP:Iteration 20F (566.786730 sec): 3 clusters Score: Raw -180532.084895 + Penalty 4416.460279 = -176115.624616 nChanged 30 SP:Iteration 21Q (566.836301 sec): 3 clusters Score: Raw -180545.099397 + Penalty 4416.460279 = -176128.639119 nChanged 23 SP:Iteration 22Q (566.887889 sec): 3 clusters Score: Raw -180552.239141 + Penalty 4416.460279 = -176135.778862 nChanged 15 SP:Iteration 23Q (566.936668 sec): 3 clusters Score: Raw -180558.962313 + Penalty 4416.460279 = -176142.502034 nChanged 17 SP:Iteration 24Q (566.987493 sec): 3 clusters Score: Raw -180567.893646 + Penalty 4416.460279 = -176151.433367 nChanged 17 SP:Iteration 25Q (567.036028 sec): 3 clusters Score: Raw -180573.280601 + Penalty 4416.460279 = -176156.820322 nChanged 7 SP:Iteration 26Q (567.086946 sec): 3 clusters Score: Raw -180575.821511 + Penalty 4416.460279 = -176159.361232 nChanged 11 SP:Iteration 27Q (567.155178 sec): 3 clusters Score: Raw -180578.449874 + Penalty 4416.460279 = -176161.989595 nChanged 8 SP:Iteration 28Q (567.207022 sec): 3 clusters Score: Raw -180581.208808 + Penalty 4416.460279 = -176164.748529 nChanged 8 SP:Iteration 29Q (567.257009 sec): 3 clusters Score: Raw -180583.808908 + Penalty 4416.460279 = -176167.348629 nChanged 8 SP:Iteration 30Q (567.309685 sec): 3 clusters Score: Raw -180585.791893 + Penalty 4416.460279 = -176169.331614 nChanged 5 SP:Iteration 31Q (567.358072 sec): 3 clusters Score: Raw -180586.938600 + Penalty 4416.460279 = -176170.478321 nChanged 3 SP:Iteration 32Q (567.409026 sec): 3 clusters Score: Raw -180587.456913 + Penalty 4416.460279 = -176170.996635 nChanged 2 SP:Iteration 33Q (567.567115 sec): 3 clusters Score: Raw -180587.751648 + Penalty 4416.460279 = -176171.291369 nChanged 1 SP:Iteration 34Q (567.634295 sec): 3 clusters Score: Raw -180589.003093 + Penalty 4416.460279 = -176172.542814 nChanged 1 SP:Iteration 35Q (567.678003 sec): 3 clusters Score: Raw -180589.162641 + Penalty 4416.460279 = -176172.702362 nChanged 0 SP:Iteration 36F (567.724726 sec): 3 clusters Score: Raw -180589.162641 + Penalty 4416.460279 = -176172.702362 nChanged 0 Trying to split cluster 4 (3588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (567.765029 sec): 2 clusters Score: Raw -129862.197902 + Penalty 2160.932459 = -127701.265443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.821084 sec): 3 clusters Score: Raw -128281.414296 + Penalty 4321.864918 = -123959.549379 nChanged 1295 SP:Iteration 1F (567.874501 sec): 3 clusters Score: Raw -129136.887613 + Penalty 4321.864918 = -124815.022695 nChanged 285 SP:Iteration 2F (567.923737 sec): 3 clusters Score: Raw -129365.509970 + Penalty 4321.864918 = -125043.645052 nChanged 178 SP:Iteration 3Q (567.965168 sec): 3 clusters Score: Raw -129508.588479 + Penalty 4321.864918 = -125186.723561 nChanged 138 SP:Iteration 4Q (568.006991 sec): 3 clusters Score: Raw -129615.899458 + Penalty 4321.864918 = -125294.034540 nChanged 126 SP:Iteration 5Q (568.048518 sec): 3 clusters Score: Raw -129717.997322 + Penalty 4321.864918 = -125396.132404 nChanged 128 SP:Iteration 6Q (568.094357 sec): 3 clusters Score: Raw -129830.057873 + Penalty 4321.864918 = -125508.192955 nChanged 120 SP:Iteration 7Q (568.142191 sec): 3 clusters Score: Raw -129930.675904 + Penalty 4321.864918 = -125608.810986 nChanged 112 SP:Iteration 8Q (568.189630 sec): 3 clusters Score: Raw -130041.697351 + Penalty 4321.864918 = -125719.832433 nChanged 120 SP:Iteration 9Q (568.237280 sec): 3 clusters Score: Raw -130164.811938 + Penalty 4321.864918 = -125842.947020 nChanged 130 SP:Iteration 10Q (568.281865 sec): 3 clusters Score: Raw -130322.471916 + Penalty 4321.864918 = -126000.606998 nChanged 139 SP:Iteration 11Q (568.326189 sec): 3 clusters Score: Raw -130447.884325 + Penalty 4321.864918 = -126126.019407 nChanged 114 SP:Iteration 12Q (568.370373 sec): 3 clusters Score: Raw -130537.630917 + Penalty 4321.864918 = -126215.765999 nChanged 86 SP:Iteration 13Q (568.414448 sec): 3 clusters Score: Raw -130598.849588 + Penalty 4321.864918 = -126276.984671 nChanged 73 SP:Iteration 14Q (568.458713 sec): 3 clusters Score: Raw -130644.091631 + Penalty 4321.864918 = -126322.226713 nChanged 49 SP:Iteration 15Q (568.504542 sec): 3 clusters Score: Raw -130669.458342 + Penalty 4321.864918 = -126347.593424 nChanged 41 SP:Iteration 16Q (568.550620 sec): 3 clusters Score: Raw -130691.770863 + Penalty 4321.864918 = -126369.905945 nChanged 36 SP:Iteration 17Q (568.596195 sec): 3 clusters Score: Raw -130709.425488 + Penalty 4321.864918 = -126387.560570 nChanged 35 SP:Iteration 18Q (568.641032 sec): 3 clusters Score: Raw -130735.235187 + Penalty 4321.864918 = -126413.370270 nChanged 29 SP:Iteration 19Q (568.686019 sec): 3 clusters Score: Raw -130753.251993 + Penalty 4321.864918 = -126431.387075 nChanged 23 SP:Iteration 20F (568.730489 sec): 3 clusters Score: Raw -130766.466440 + Penalty 4321.864918 = -126444.601522 nChanged 14 SP:Iteration 21Q (568.775638 sec): 3 clusters Score: Raw -130772.831462 + Penalty 4321.864918 = -126450.966544 nChanged 10 SP:Iteration 22Q (568.851054 sec): 3 clusters Score: Raw -130778.890599 + Penalty 4321.864918 = -126457.025681 nChanged 12 SP:Iteration 23Q (568.995375 sec): 3 clusters Score: Raw -130782.273240 + Penalty 4321.864918 = -126460.408322 nChanged 8 SP:Iteration 24Q (569.019089 sec): 3 clusters Score: Raw -130784.918667 + Penalty 4321.864918 = -126463.053749 nChanged 4 SP:Iteration 25Q (569.063283 sec): 3 clusters Score: Raw -130786.805073 + Penalty 4321.864918 = -126464.940155 nChanged 1 SP:Iteration 26Q (569.213988 sec): 3 clusters Score: Raw -130786.987484 + Penalty 4321.864918 = -126465.122566 nChanged 2 SP:Iteration 27Q (569.228662 sec): 3 clusters Score: Raw -130787.775069 + Penalty 4321.864918 = -126465.910151 nChanged 4 SP:Iteration 28Q (569.269835 sec): 3 clusters Score: Raw -130789.575687 + Penalty 4321.864918 = -126467.710769 nChanged 0 SP:Iteration 29F (569.310620 sec): 3 clusters Score: Raw -130789.575687 + Penalty 4321.864918 = -126467.710769 nChanged 0 Trying to split cluster 6 (3169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (569.348542 sec): 2 clusters Score: Raw -142142.372217 + Penalty 2128.149239 = -140014.222978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (569.398635 sec): 3 clusters Score: Raw -140811.688453 + Penalty 4256.298478 = -136555.389975 nChanged 1090 SP:Iteration 1F (569.444671 sec): 3 clusters Score: Raw -141488.942445 + Penalty 4256.298478 = -137232.643967 nChanged 262 SP:Iteration 2F (569.484350 sec): 3 clusters Score: Raw -141706.040635 + Penalty 4256.298478 = -137449.742157 nChanged 182 SP:Iteration 3F (569.523796 sec): 3 clusters Score: Raw -141868.178948 + Penalty 4256.298478 = -137611.880470 nChanged 159 SP:Iteration 4F (569.563497 sec): 3 clusters Score: Raw -142007.989869 + Penalty 4256.298478 = -137751.691391 nChanged 138 SP:Iteration 5Q (569.603865 sec): 3 clusters Score: Raw -142131.735084 + Penalty 4256.298478 = -137875.436606 nChanged 113 SP:Iteration 6Q (569.644048 sec): 3 clusters Score: Raw -142239.099309 + Penalty 4256.298478 = -137982.800832 nChanged 90 SP:Iteration 7Q (569.688093 sec): 3 clusters Score: Raw -142311.298183 + Penalty 4256.298478 = -138054.999705 nChanged 72 SP:Iteration 8Q (569.732825 sec): 3 clusters Score: Raw -142373.574312 + Penalty 4256.298478 = -138117.275834 nChanged 71 SP:Iteration 9Q (569.777316 sec): 3 clusters Score: Raw -142433.923905 + Penalty 4256.298478 = -138177.625427 nChanged 76 SP:Iteration 10Q (569.818389 sec): 3 clusters Score: Raw -142492.634235 + Penalty 4256.298478 = -138236.335757 nChanged 48 SP:Iteration 11Q (569.859650 sec): 3 clusters Score: Raw -142532.373397 + Penalty 4256.298478 = -138276.074919 nChanged 47 SP:Iteration 12Q (569.900943 sec): 3 clusters Score: Raw -142569.970499 + Penalty 4256.298478 = -138313.672021 nChanged 43 SP:Iteration 13Q (569.942460 sec): 3 clusters Score: Raw -142606.301976 + Penalty 4256.298478 = -138350.003498 nChanged 30 SP:Iteration 14Q (569.987009 sec): 3 clusters Score: Raw -142632.222385 + Penalty 4256.298478 = -138375.923907 nChanged 29 SP:Iteration 15Q (570.031583 sec): 3 clusters Score: Raw -142651.859425 + Penalty 4256.298478 = -138395.560947 nChanged 25 SP:Iteration 16Q (570.075794 sec): 3 clusters Score: Raw -142670.252906 + Penalty 4256.298478 = -138413.954428 nChanged 23 SP:Iteration 17Q (570.120330 sec): 3 clusters Score: Raw -142688.821869 + Penalty 4256.298478 = -138432.523391 nChanged 21 SP:Iteration 18Q (570.161637 sec): 3 clusters Score: Raw -142702.758988 + Penalty 4256.298478 = -138446.460510 nChanged 20 SP:Iteration 19Q (570.202528 sec): 3 clusters Score: Raw -142715.209337 + Penalty 4256.298478 = -138458.910859 nChanged 17 SP:Iteration 20F (570.243524 sec): 3 clusters Score: Raw -142726.546062 + Penalty 4256.298478 = -138470.247584 nChanged 13 SP:Iteration 21Q (570.284542 sec): 3 clusters Score: Raw -142737.625810 + Penalty 4256.298478 = -138481.327333 nChanged 15 SP:Iteration 22Q (570.328271 sec): 3 clusters Score: Raw -142749.480704 + Penalty 4256.298478 = -138493.182226 nChanged 19 SP:Iteration 23Q (570.372073 sec): 3 clusters Score: Raw -142760.335193 + Penalty 4256.298478 = -138504.036715 nChanged 10 SP:Iteration 24Q (570.447453 sec): 3 clusters Score: Raw -142766.783042 + Penalty 4256.298478 = -138510.484564 nChanged 6 SP:Iteration 25Q (570.609112 sec): 3 clusters Score: Raw -142769.571390 + Penalty 4256.298478 = -138513.272912 nChanged 3 SP:Iteration 26Q (570.656780 sec): 3 clusters Score: Raw -142770.387934 + Penalty 4256.298478 = -138514.089456 nChanged 1 SP:Iteration 27Q (570.822880 sec): 3 clusters Score: Raw -142771.024011 + Penalty 4256.298478 = -138514.725533 nChanged 1 SP:Iteration 28Q (570.863857 sec): 3 clusters Score: Raw -142771.484742 + Penalty 4256.298478 = -138515.186264 nChanged 2 SP:Iteration 29Q (570.906467 sec): 3 clusters Score: Raw -142772.111236 + Penalty 4256.298478 = -138515.812758 nChanged 1 SP:Iteration 30Q (571.030658 sec): 3 clusters Score: Raw -142772.618631 + Penalty 4256.298478 = -138516.320153 nChanged 0 SP:Iteration 31F (571.156135 sec): 3 clusters Score: Raw -142772.618631 + Penalty 4256.298478 = -138516.320153 nChanged 0 Trying to split cluster 7 (8547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (571.242086 sec): 2 clusters Score: Raw -415941.734573 + Penalty 2390.080605 = -413551.653969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (571.439237 sec): 3 clusters Score: Raw -411447.989548 + Penalty 4780.161209 = -406667.828339 nChanged 3527 SP:Iteration 1F (571.544302 sec): 3 clusters Score: Raw -413578.405940 + Penalty 4780.161209 = -408798.244731 nChanged 676 SP:Iteration 2F (571.697585 sec): 3 clusters Score: Raw -413985.827894 + Penalty 4780.161209 = -409205.666685 nChanged 531 SP:Iteration 3F (571.830942 sec): 3 clusters Score: Raw -414313.524547 + Penalty 4780.161209 = -409533.363338 nChanged 452 SP:Iteration 4F (571.989824 sec): 3 clusters Score: Raw -414574.066434 + Penalty 4780.161209 = -409793.905225 nChanged 367 SP:Iteration 5Q (572.154281 sec): 3 clusters Score: Raw -414764.553203 + Penalty 4780.161209 = -409984.391994 nChanged 281 SP:Iteration 6Q (572.213678 sec): 3 clusters Score: Raw -414907.163724 + Penalty 4780.161209 = -410127.002515 nChanged 250 SP:Iteration 7Q (572.279351 sec): 3 clusters Score: Raw -415044.696195 + Penalty 4780.161209 = -410264.534986 nChanged 263 SP:Iteration 8Q (572.346627 sec): 3 clusters Score: Raw -415177.933192 + Penalty 4780.161209 = -410397.771983 nChanged 233 SP:Iteration 9Q (572.422860 sec): 3 clusters Score: Raw -415291.237995 + Penalty 4780.161209 = -410511.076786 nChanged 210 SP:Iteration 10Q (572.498358 sec): 3 clusters Score: Raw -415389.363074 + Penalty 4780.161209 = -410609.201865 nChanged 197 SP:Iteration 11Q (572.567187 sec): 3 clusters Score: Raw -415503.861225 + Penalty 4780.161209 = -410723.700016 nChanged 184 SP:Iteration 12Q (572.637839 sec): 3 clusters Score: Raw -415617.518826 + Penalty 4780.161209 = -410837.357617 nChanged 181 SP:Iteration 13Q (572.710667 sec): 3 clusters Score: Raw -415736.909704 + Penalty 4780.161209 = -410956.748495 nChanged 198 SP:Iteration 14Q (572.783928 sec): 3 clusters Score: Raw -415878.896768 + Penalty 4780.161209 = -411098.735559 nChanged 227 SP:Iteration 15Q (572.853806 sec): 3 clusters Score: Raw -416029.867238 + Penalty 4780.161209 = -411249.706029 nChanged 209 SP:Iteration 16Q (572.920203 sec): 3 clusters Score: Raw -416166.402891 + Penalty 4780.161209 = -411386.241682 nChanged 205 SP:Iteration 17Q (572.988907 sec): 3 clusters Score: Raw -416302.825966 + Penalty 4780.161209 = -411522.664757 nChanged 190 SP:Iteration 18Q (573.062017 sec): 3 clusters Score: Raw -416409.344780 + Penalty 4780.161209 = -411629.183571 nChanged 162 SP:Iteration 19Q (573.134769 sec): 3 clusters Score: Raw -416495.945484 + Penalty 4780.161209 = -411715.784275 nChanged 151 SP:Iteration 20F (573.206855 sec): 3 clusters Score: Raw -416569.861477 + Penalty 4780.161209 = -411789.700268 nChanged 130 SP:Iteration 21Q (573.278158 sec): 3 clusters Score: Raw -416635.912564 + Penalty 4780.161209 = -411855.751354 nChanged 105 SP:Iteration 22Q (573.348950 sec): 3 clusters Score: Raw -416686.359763 + Penalty 4780.161209 = -411906.198554 nChanged 97 SP:Iteration 23Q (573.529592 sec): 3 clusters Score: Raw -416738.203623 + Penalty 4780.161209 = -411958.042414 nChanged 99 SP:Iteration 24Q (573.615639 sec): 3 clusters Score: Raw -416795.831184 + Penalty 4780.161209 = -412015.669975 nChanged 90 SP:Iteration 25Q (573.755944 sec): 3 clusters Score: Raw -416847.904475 + Penalty 4780.161209 = -412067.743266 nChanged 93 SP:Iteration 26Q (573.877495 sec): 3 clusters Score: Raw -416892.626506 + Penalty 4780.161209 = -412112.465297 nChanged 71 SP:Iteration 27Q (573.938085 sec): 3 clusters Score: Raw -416920.247649 + Penalty 4780.161209 = -412140.086440 nChanged 54 SP:Iteration 28Q (574.000690 sec): 3 clusters Score: Raw -416944.018550 + Penalty 4780.161209 = -412163.857341 nChanged 63 SP:Iteration 29Q (574.064582 sec): 3 clusters Score: Raw -416965.355468 + Penalty 4780.161209 = -412185.194258 nChanged 41 SP:Iteration 30Q (574.138440 sec): 3 clusters Score: Raw -416977.532513 + Penalty 4780.161209 = -412197.371304 nChanged 41 SP:Iteration 31Q (574.211177 sec): 3 clusters Score: Raw -416990.769906 + Penalty 4780.161209 = -412210.608697 nChanged 34 SP:Iteration 32Q (574.280607 sec): 3 clusters Score: Raw -417000.683273 + Penalty 4780.161209 = -412220.522064 nChanged 21 SP:Iteration 33Q (574.350471 sec): 3 clusters Score: Raw -417006.683656 + Penalty 4780.161209 = -412226.522447 nChanged 15 SP:Iteration 34Q (574.421491 sec): 3 clusters Score: Raw -417011.273787 + Penalty 4780.161209 = -412231.112578 nChanged 15 SP:Iteration 35Q (574.492643 sec): 3 clusters Score: Raw -417015.381625 + Penalty 4780.161209 = -412235.220416 nChanged 16 SP:Iteration 36Q (574.665305 sec): 3 clusters Score: Raw -417019.910152 + Penalty 4780.161209 = -412239.748943 nChanged 15 SP:Iteration 37Q (574.783177 sec): 3 clusters Score: Raw -417022.910126 + Penalty 4780.161209 = -412242.748917 nChanged 9 SP:Iteration 38Q (574.842577 sec): 3 clusters Score: Raw -417025.022639 + Penalty 4780.161209 = -412244.861430 nChanged 6 SP:Iteration 39Q (574.901242 sec): 3 clusters Score: Raw -417026.346754 + Penalty 4780.161209 = -412246.185544 nChanged 3 SP:Iteration 40F (574.969724 sec): 3 clusters Score: Raw -417026.866281 + Penalty 4780.161209 = -412246.705072 nChanged 0 Time taken for this iteration:59.025723 seconds. 8->7 Clusters: Score -1008098.644811, best is -1009561.032527 Starting from 9 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 2 (2642 points): Lose 664.600833 but Gain 2660.632891 Iteration 0F (575.412894 sec): 8 clusters Score: Raw -947423.467915 + Penalty 18624.430237 = -928799.037678 nChanged 19158 Iteration 1F (575.779509 sec): 8 clusters Score: Raw -975209.497397 + Penalty 18624.430237 = -956585.067160 nChanged 6000 Iteration 2F (576.112928 sec): 8 clusters Score: Raw -986464.207312 + Penalty 18624.430237 = -967839.777075 nChanged 5164 Iteration 3F (576.404381 sec): 8 clusters Score: Raw -994979.339497 + Penalty 18624.430237 = -976354.909260 nChanged 4154 Iteration 4F (576.693374 sec): 8 clusters Score: Raw -1001111.011385 + Penalty 18624.430237 = -982486.581147 nChanged 3616 Iteration 5F (577.042206 sec): 8 clusters Score: Raw -1006200.172079 + Penalty 18624.430237 = -987575.741842 nChanged 3162 Iteration 6F (577.333220 sec): 8 clusters Score: Raw -1010665.313904 + Penalty 18624.430237 = -992040.883667 nChanged 2744 Iteration 7F (577.666285 sec): 8 clusters Score: Raw -1014513.930232 + Penalty 18624.430237 = -995889.499995 nChanged 2402 Iteration 8F (577.955071 sec): 8 clusters Score: Raw -1017600.701011 + Penalty 18624.430237 = -998976.270774 nChanged 1880 Iteration 9F (578.336618 sec): 8 clusters Score: Raw -1019933.926960 + Penalty 18624.430237 = -1001309.496723 nChanged 1497 Iteration 10F (578.692616 sec): 8 clusters Score: Raw -1021781.147100 + Penalty 18624.430237 = -1003156.716862 nChanged 1213 Iteration 11F (579.018591 sec): 8 clusters Score: Raw -1022943.533038 + Penalty 18624.430237 = -1004319.102800 nChanged 907 Iteration 12Q (579.304203 sec): 8 clusters Score: Raw -1023668.385813 + Penalty 18624.430237 = -1005043.955576 nChanged 710 Iteration 13Q (579.701457 sec): 8 clusters Score: Raw -1024230.505958 + Penalty 18624.430237 = -1005606.075720 nChanged 570 Iteration 14Q (579.965492 sec): 8 clusters Score: Raw -1024654.412512 + Penalty 18624.430237 = -1006029.982275 nChanged 473 Iteration 15Q (580.196857 sec): 8 clusters Score: Raw -1024937.866223 + Penalty 18624.430237 = -1006313.435985 nChanged 364 Iteration 16Q (580.459971 sec): 8 clusters Score: Raw -1025109.363119 + Penalty 18624.430237 = -1006484.932881 nChanged 274 Iteration 17Q (580.690249 sec): 8 clusters Score: Raw -1025229.449684 + Penalty 18624.430237 = -1006605.019446 nChanged 202 Iteration 18Q (580.915559 sec): 8 clusters Score: Raw -1025308.131954 + Penalty 18624.430237 = -1006683.701716 nChanged 150 Iteration 19Q (581.174550 sec): 8 clusters Score: Raw -1025365.730835 + Penalty 18624.430237 = -1006741.300598 nChanged 135 Writing temp clu file Because OldScore, -1006683.701716, is greater than current (better) Score,-1006741.300598 Compute initial score before splitting: Score: Raw -1025365.730835 + Penalty 18624.430237 = -1006741.300598 Trying to split cluster 1 (1921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.276666 sec): 2 clusters Score: Raw -88656.682255 + Penalty 1995.998707 = -86660.683548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.393126 sec): 3 clusters Score: Raw -87971.069443 + Penalty 3991.997414 = -83979.072029 nChanged 601 SP:Iteration 1F (581.426740 sec): 3 clusters Score: Raw -88451.176370 + Penalty 3991.997414 = -84459.178956 nChanged 154 SP:Iteration 2F (581.460951 sec): 3 clusters Score: Raw -88580.599508 + Penalty 3991.997414 = -84588.602094 nChanged 74 SP:Iteration 3Q (581.499371 sec): 3 clusters Score: Raw -88651.178482 + Penalty 3991.997414 = -84659.181068 nChanged 53 SP:Iteration 4Q (581.619778 sec): 3 clusters Score: Raw -88697.879957 + Penalty 3991.997414 = -84705.882543 nChanged 47 SP:Iteration 5Q (581.653518 sec): 3 clusters Score: Raw -88741.178502 + Penalty 3991.997414 = -84749.181088 nChanged 43 SP:Iteration 6Q (581.687203 sec): 3 clusters Score: Raw -88780.467165 + Penalty 3991.997414 = -84788.469751 nChanged 44 SP:Iteration 7Q (581.721049 sec): 3 clusters Score: Raw -88828.147441 + Penalty 3991.997414 = -84836.150027 nChanged 37 SP:Iteration 8Q (581.754844 sec): 3 clusters Score: Raw -88869.170524 + Penalty 3991.997414 = -84877.173110 nChanged 30 SP:Iteration 9Q (581.788395 sec): 3 clusters Score: Raw -88898.434550 + Penalty 3991.997414 = -84906.437136 nChanged 29 SP:Iteration 10Q (581.821855 sec): 3 clusters Score: Raw -88923.041775 + Penalty 3991.997414 = -84931.044361 nChanged 21 SP:Iteration 11Q (581.855210 sec): 3 clusters Score: Raw -88947.913305 + Penalty 3991.997414 = -84955.915891 nChanged 27 SP:Iteration 12Q (581.888653 sec): 3 clusters Score: Raw -88979.651872 + Penalty 3991.997414 = -84987.654458 nChanged 28 SP:Iteration 13Q (581.921991 sec): 3 clusters Score: Raw -89010.790815 + Penalty 3991.997414 = -85018.793401 nChanged 22 SP:Iteration 14Q (581.955352 sec): 3 clusters Score: Raw -89031.892757 + Penalty 3991.997414 = -85039.895343 nChanged 26 SP:Iteration 15Q (581.988642 sec): 3 clusters Score: Raw -89061.754820 + Penalty 3991.997414 = -85069.757406 nChanged 30 SP:Iteration 16Q (582.022029 sec): 3 clusters Score: Raw -89096.353433 + Penalty 3991.997414 = -85104.356019 nChanged 31 SP:Iteration 17Q (582.055105 sec): 3 clusters Score: Raw -89123.071106 + Penalty 3991.997414 = -85131.073692 nChanged 23 SP:Iteration 18Q (582.088391 sec): 3 clusters Score: Raw -89141.403092 + Penalty 3991.997414 = -85149.405678 nChanged 15 SP:Iteration 19Q (582.121511 sec): 3 clusters Score: Raw -89153.792371 + Penalty 3991.997414 = -85161.794957 nChanged 11 SP:Iteration 20F (582.240344 sec): 3 clusters Score: Raw -89163.400292 + Penalty 3991.997414 = -85171.402878 nChanged 8 SP:Iteration 21Q (582.372462 sec): 3 clusters Score: Raw -89170.879454 + Penalty 3991.997414 = -85178.882040 nChanged 11 SP:Iteration 22Q (582.397317 sec): 3 clusters Score: Raw -89185.383287 + Penalty 3991.997414 = -85193.385873 nChanged 10 SP:Iteration 23Q (582.430932 sec): 3 clusters Score: Raw -89193.196976 + Penalty 3991.997414 = -85201.199562 nChanged 7 SP:Iteration 24Q (582.464611 sec): 3 clusters Score: Raw -89197.347353 + Penalty 3991.997414 = -85205.349939 nChanged 1 SP:Iteration 25Q (582.497839 sec): 3 clusters Score: Raw -89197.848406 + Penalty 3991.997414 = -85205.850992 nChanged 1 SP:Iteration 26Q (582.531080 sec): 3 clusters Score: Raw -89198.855533 + Penalty 3991.997414 = -85206.858119 nChanged 0 SP:Iteration 27F (582.563226 sec): 3 clusters Score: Raw -89198.855533 + Penalty 3991.997414 = -85206.858119 nChanged 0 Trying to split cluster 3 (2062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (582.599366 sec): 2 clusters Score: Raw -93409.755673 + Penalty 2014.697959 = -91395.057714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (582.636753 sec): 3 clusters Score: Raw -92683.708435 + Penalty 4029.395919 = -88654.312516 nChanged 621 SP:Iteration 1F (582.672755 sec): 3 clusters Score: Raw -93214.850571 + Penalty 4029.395919 = -89185.454652 nChanged 146 SP:Iteration 2F (582.708596 sec): 3 clusters Score: Raw -93366.613388 + Penalty 4029.395919 = -89337.217469 nChanged 103 SP:Iteration 3Q (582.744930 sec): 3 clusters Score: Raw -93476.268067 + Penalty 4029.395919 = -89446.872148 nChanged 74 SP:Iteration 4Q (582.780800 sec): 3 clusters Score: Raw -93543.661733 + Penalty 4029.395919 = -89514.265814 nChanged 53 SP:Iteration 5Q (582.816507 sec): 3 clusters Score: Raw -93603.473524 + Penalty 4029.395919 = -89574.077605 nChanged 39 SP:Iteration 6Q (582.851894 sec): 3 clusters Score: Raw -93638.293139 + Penalty 4029.395919 = -89608.897220 nChanged 31 SP:Iteration 7Q (582.887391 sec): 3 clusters Score: Raw -93666.692487 + Penalty 4029.395919 = -89637.296568 nChanged 23 SP:Iteration 8Q (582.922738 sec): 3 clusters Score: Raw -93680.063150 + Penalty 4029.395919 = -89650.667231 nChanged 14 SP:Iteration 9Q (582.958289 sec): 3 clusters Score: Raw -93688.617571 + Penalty 4029.395919 = -89659.221652 nChanged 14 SP:Iteration 10Q (582.993634 sec): 3 clusters Score: Raw -93696.708997 + Penalty 4029.395919 = -89667.313078 nChanged 9 SP:Iteration 11Q (583.039135 sec): 3 clusters Score: Raw -93700.897557 + Penalty 4029.395919 = -89671.501638 nChanged 3 SP:Iteration 12Q (583.073761 sec): 3 clusters Score: Raw -93703.777997 + Penalty 4029.395919 = -89674.382078 nChanged 6 SP:Iteration 13Q (583.109194 sec): 3 clusters Score: Raw -93707.884676 + Penalty 4029.395919 = -89678.488757 nChanged 4 SP:Iteration 14Q (583.144567 sec): 3 clusters Score: Raw -93710.108700 + Penalty 4029.395919 = -89680.712782 nChanged 3 SP:Iteration 15Q (583.179937 sec): 3 clusters Score: Raw -93711.060594 + Penalty 4029.395919 = -89681.664675 nChanged 2 SP:Iteration 16Q (583.215253 sec): 3 clusters Score: Raw -93711.530084 + Penalty 4029.395919 = -89682.134165 nChanged 0 SP:Iteration 17F (583.250235 sec): 3 clusters Score: Raw -93711.530084 + Penalty 4029.395919 = -89682.134165 nChanged 0 Trying to split cluster 4 (5784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.298633 sec): 2 clusters Score: Raw -265403.549669 + Penalty 2286.992602 = -263116.557068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (583.381079 sec): 3 clusters Score: Raw -262613.947010 + Penalty 4573.985203 = -258039.961807 nChanged 2235 SP:Iteration 1F (583.448552 sec): 3 clusters Score: Raw -263966.486564 + Penalty 4573.985203 = -259392.501360 nChanged 415 SP:Iteration 2F (583.495874 sec): 3 clusters Score: Raw -264235.636307 + Penalty 4573.985203 = -259661.651103 nChanged 304 SP:Iteration 3F (583.602091 sec): 3 clusters Score: Raw -264422.598013 + Penalty 4573.985203 = -259848.612809 nChanged 234 SP:Iteration 4Q (583.674952 sec): 3 clusters Score: Raw -264571.396436 + Penalty 4573.985203 = -259997.411232 nChanged 217 SP:Iteration 5Q (583.734694 sec): 3 clusters Score: Raw -264713.070141 + Penalty 4573.985203 = -260139.084938 nChanged 192 SP:Iteration 6Q (583.784807 sec): 3 clusters Score: Raw -264855.119269 + Penalty 4573.985203 = -260281.134066 nChanged 186 SP:Iteration 7Q (583.834920 sec): 3 clusters Score: Raw -264983.361564 + Penalty 4573.985203 = -260409.376361 nChanged 160 SP:Iteration 8Q (583.893165 sec): 3 clusters Score: Raw -265097.590246 + Penalty 4573.985203 = -260523.605043 nChanged 173 SP:Iteration 9Q (583.956536 sec): 3 clusters Score: Raw -265226.062702 + Penalty 4573.985203 = -260652.077499 nChanged 155 SP:Iteration 10Q (584.019754 sec): 3 clusters Score: Raw -265333.936047 + Penalty 4573.985203 = -260759.950844 nChanged 156 SP:Iteration 11Q (584.082004 sec): 3 clusters Score: Raw -265437.481446 + Penalty 4573.985203 = -260863.496242 nChanged 131 SP:Iteration 12Q (584.140132 sec): 3 clusters Score: Raw -265517.926204 + Penalty 4573.985203 = -260943.941000 nChanged 122 SP:Iteration 13Q (584.193651 sec): 3 clusters Score: Raw -265586.373547 + Penalty 4573.985203 = -261012.388343 nChanged 94 SP:Iteration 14Q (584.248177 sec): 3 clusters Score: Raw -265644.848328 + Penalty 4573.985203 = -261070.863124 nChanged 80 SP:Iteration 15Q (584.302967 sec): 3 clusters Score: Raw -265683.757553 + Penalty 4573.985203 = -261109.772350 nChanged 68 SP:Iteration 16Q (584.360748 sec): 3 clusters Score: Raw -265721.366251 + Penalty 4573.985203 = -261147.381048 nChanged 56 SP:Iteration 17Q (584.419906 sec): 3 clusters Score: Raw -265747.056531 + Penalty 4573.985203 = -261173.071328 nChanged 46 SP:Iteration 18Q (584.478550 sec): 3 clusters Score: Raw -265768.478863 + Penalty 4573.985203 = -261194.493660 nChanged 39 SP:Iteration 19Q (584.534349 sec): 3 clusters Score: Raw -265787.801266 + Penalty 4573.985203 = -261213.816063 nChanged 48 SP:Iteration 20F (584.590879 sec): 3 clusters Score: Raw -265809.388541 + Penalty 4573.985203 = -261235.403338 nChanged 44 SP:Iteration 21Q (584.645727 sec): 3 clusters Score: Raw -265827.762287 + Penalty 4573.985203 = -261253.777084 nChanged 43 SP:Iteration 22Q (584.699451 sec): 3 clusters Score: Raw -265846.278412 + Penalty 4573.985203 = -261272.293208 nChanged 42 SP:Iteration 23Q (584.752692 sec): 3 clusters Score: Raw -265866.009960 + Penalty 4573.985203 = -261292.024757 nChanged 37 SP:Iteration 24Q (584.808793 sec): 3 clusters Score: Raw -265884.723960 + Penalty 4573.985203 = -261310.738757 nChanged 33 SP:Iteration 25Q (584.867073 sec): 3 clusters Score: Raw -265897.177686 + Penalty 4573.985203 = -261323.192483 nChanged 28 SP:Iteration 26Q (584.925614 sec): 3 clusters Score: Raw -265908.059322 + Penalty 4573.985203 = -261334.074119 nChanged 20 SP:Iteration 27Q (584.981449 sec): 3 clusters Score: Raw -265913.629853 + Penalty 4573.985203 = -261339.644649 nChanged 15 SP:Iteration 28Q (585.037404 sec): 3 clusters Score: Raw -265919.531277 + Penalty 4573.985203 = -261345.546074 nChanged 13 SP:Iteration 29Q (585.092963 sec): 3 clusters Score: Raw -265924.335788 + Penalty 4573.985203 = -261350.350584 nChanged 16 SP:Iteration 30Q (585.148697 sec): 3 clusters Score: Raw -265930.854244 + Penalty 4573.985203 = -261356.869040 nChanged 16 SP:Iteration 31Q (585.204318 sec): 3 clusters Score: Raw -265936.632816 + Penalty 4573.985203 = -261362.647613 nChanged 13 SP:Iteration 32Q (585.259127 sec): 3 clusters Score: Raw -265942.611319 + Penalty 4573.985203 = -261368.626116 nChanged 13 SP:Iteration 33Q (585.314834 sec): 3 clusters Score: Raw -265946.577811 + Penalty 4573.985203 = -261372.592608 nChanged 9 SP:Iteration 34Q (585.500064 sec): 3 clusters Score: Raw -265949.348704 + Penalty 4573.985203 = -261375.363501 nChanged 6 SP:Iteration 35Q (585.545750 sec): 3 clusters Score: Raw -265951.504108 + Penalty 4573.985203 = -261377.518905 nChanged 4 SP:Iteration 36Q (585.592913 sec): 3 clusters Score: Raw -265952.969765 + Penalty 4573.985203 = -261378.984562 nChanged 1 SP:Iteration 37Q (585.640080 sec): 3 clusters Score: Raw -265953.045742 + Penalty 4573.985203 = -261379.060538 nChanged 0 SP:Iteration 38F (585.687881 sec): 3 clusters Score: Raw -265953.045742 + Penalty 4573.985203 = -261379.060538 nChanged 0 Trying to split cluster 5 (6067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (585.733146 sec): 2 clusters Score: Raw -303729.385052 + Penalty 2299.603555 = -301429.781497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (585.804361 sec): 3 clusters Score: Raw -300740.688381 + Penalty 4599.207111 = -296141.481270 nChanged 2375 SP:Iteration 1F (585.877404 sec): 3 clusters Score: Raw -302133.556308 + Penalty 4599.207111 = -297534.349197 nChanged 421 SP:Iteration 2F (585.926991 sec): 3 clusters Score: Raw -302376.087918 + Penalty 4599.207111 = -297776.880807 nChanged 323 SP:Iteration 3F (585.977289 sec): 3 clusters Score: Raw -302533.189705 + Penalty 4599.207111 = -297933.982594 nChanged 228 SP:Iteration 4Q (586.030359 sec): 3 clusters Score: Raw -302637.150938 + Penalty 4599.207111 = -298037.943827 nChanged 176 SP:Iteration 5Q (586.088721 sec): 3 clusters Score: Raw -302716.226058 + Penalty 4599.207111 = -298117.018947 nChanged 160 SP:Iteration 6Q (586.147434 sec): 3 clusters Score: Raw -302780.758014 + Penalty 4599.207111 = -298181.550903 nChanged 120 SP:Iteration 7Q (586.249218 sec): 3 clusters Score: Raw -302853.128050 + Penalty 4599.207111 = -298253.920939 nChanged 145 SP:Iteration 8Q (586.399497 sec): 3 clusters Score: Raw -302925.740954 + Penalty 4599.207111 = -298326.533844 nChanged 144 SP:Iteration 9Q (586.526770 sec): 3 clusters Score: Raw -302993.492637 + Penalty 4599.207111 = -298394.285526 nChanged 126 SP:Iteration 10Q (586.656738 sec): 3 clusters Score: Raw -303054.793954 + Penalty 4599.207111 = -298455.586843 nChanged 135 SP:Iteration 11Q (586.821897 sec): 3 clusters Score: Raw -303125.497010 + Penalty 4599.207111 = -298526.289900 nChanged 154 SP:Iteration 12Q (586.912155 sec): 3 clusters Score: Raw -303213.507969 + Penalty 4599.207111 = -298614.300859 nChanged 152 SP:Iteration 13Q (586.969469 sec): 3 clusters Score: Raw -303318.544232 + Penalty 4599.207111 = -298719.337121 nChanged 151 SP:Iteration 14Q (587.025977 sec): 3 clusters Score: Raw -303418.776675 + Penalty 4599.207111 = -298819.569564 nChanged 143 SP:Iteration 15Q (587.082425 sec): 3 clusters Score: Raw -303504.900641 + Penalty 4599.207111 = -298905.693530 nChanged 142 SP:Iteration 16Q (587.139038 sec): 3 clusters Score: Raw -303591.071997 + Penalty 4599.207111 = -298991.864886 nChanged 145 SP:Iteration 17Q (587.196049 sec): 3 clusters Score: Raw -303675.622366 + Penalty 4599.207111 = -299076.415255 nChanged 137 SP:Iteration 18Q (587.255766 sec): 3 clusters Score: Raw -303754.397207 + Penalty 4599.207111 = -299155.190096 nChanged 104 SP:Iteration 19Q (587.315907 sec): 3 clusters Score: Raw -303801.934821 + Penalty 4599.207111 = -299202.727711 nChanged 85 SP:Iteration 20F (587.375042 sec): 3 clusters Score: Raw -303841.593824 + Penalty 4599.207111 = -299242.386714 nChanged 84 SP:Iteration 21Q (587.433595 sec): 3 clusters Score: Raw -303883.197407 + Penalty 4599.207111 = -299283.990296 nChanged 82 SP:Iteration 22Q (587.488900 sec): 3 clusters Score: Raw -303923.600840 + Penalty 4599.207111 = -299324.393729 nChanged 71 SP:Iteration 23Q (587.547311 sec): 3 clusters Score: Raw -303950.171452 + Penalty 4599.207111 = -299350.964341 nChanged 57 SP:Iteration 24Q (587.609444 sec): 3 clusters Score: Raw -303969.985879 + Penalty 4599.207111 = -299370.778768 nChanged 40 SP:Iteration 25Q (587.768320 sec): 3 clusters Score: Raw -303986.197060 + Penalty 4599.207111 = -299386.989949 nChanged 53 SP:Iteration 26Q (587.901398 sec): 3 clusters Score: Raw -304004.524113 + Penalty 4599.207111 = -299405.317002 nChanged 50 SP:Iteration 27Q (587.953754 sec): 3 clusters Score: Raw -304025.842779 + Penalty 4599.207111 = -299426.635668 nChanged 57 SP:Iteration 28Q (588.010037 sec): 3 clusters Score: Raw -304048.971349 + Penalty 4599.207111 = -299449.764239 nChanged 42 SP:Iteration 29Q (588.067620 sec): 3 clusters Score: Raw -304065.004098 + Penalty 4599.207111 = -299465.796987 nChanged 42 SP:Iteration 30Q (588.131579 sec): 3 clusters Score: Raw -304079.042817 + Penalty 4599.207111 = -299479.835706 nChanged 27 SP:Iteration 31Q (588.195366 sec): 3 clusters Score: Raw -304087.088826 + Penalty 4599.207111 = -299487.881716 nChanged 23 SP:Iteration 32Q (588.253494 sec): 3 clusters Score: Raw -304093.723983 + Penalty 4599.207111 = -299494.516872 nChanged 20 SP:Iteration 33Q (588.306254 sec): 3 clusters Score: Raw -304100.693211 + Penalty 4599.207111 = -299501.486100 nChanged 26 SP:Iteration 34Q (588.397081 sec): 3 clusters Score: Raw -304108.692329 + Penalty 4599.207111 = -299509.485218 nChanged 16 SP:Iteration 35Q (588.460286 sec): 3 clusters Score: Raw -304113.670906 + Penalty 4599.207111 = -299514.463796 nChanged 18 SP:Iteration 36Q (588.523675 sec): 3 clusters Score: Raw -304118.599960 + Penalty 4599.207111 = -299519.392849 nChanged 20 SP:Iteration 37Q (588.587487 sec): 3 clusters Score: Raw -304124.351658 + Penalty 4599.207111 = -299525.144547 nChanged 14 SP:Iteration 38Q (588.647305 sec): 3 clusters Score: Raw -304128.387056 + Penalty 4599.207111 = -299529.179945 nChanged 15 SP:Iteration 39Q (588.710790 sec): 3 clusters Score: Raw -304133.762610 + Penalty 4599.207111 = -299534.555499 nChanged 15 SP:Iteration 40F (588.776895 sec): 3 clusters Score: Raw -304137.542583 + Penalty 4599.207111 = -299538.335472 nChanged 14 SP:Iteration 41Q (588.839881 sec): 3 clusters Score: Raw -304140.629508 + Penalty 4599.207111 = -299541.422397 nChanged 11 SP:Iteration 42Q (588.894791 sec): 3 clusters Score: Raw -304144.015347 + Penalty 4599.207111 = -299544.808236 nChanged 9 SP:Iteration 43Q (588.948085 sec): 3 clusters Score: Raw -304146.653290 + Penalty 4599.207111 = -299547.446179 nChanged 7 SP:Iteration 44Q (589.005217 sec): 3 clusters Score: Raw -304148.686630 + Penalty 4599.207111 = -299549.479519 nChanged 3 SP:Iteration 45Q (589.065795 sec): 3 clusters Score: Raw -304149.346574 + Penalty 4599.207111 = -299550.139464 nChanged 6 SP:Iteration 46Q (589.126704 sec): 3 clusters Score: Raw -304150.343703 + Penalty 4599.207111 = -299551.136592 nChanged 8 SP:Iteration 47Q (589.184363 sec): 3 clusters Score: Raw -304152.462866 + Penalty 4599.207111 = -299553.255755 nChanged 5 SP:Iteration 48Q (589.242113 sec): 3 clusters Score: Raw -304153.106572 + Penalty 4599.207111 = -299553.899462 nChanged 2 SP:Iteration 49Q (589.321751 sec): 3 clusters Score: Raw -304153.538425 + Penalty 4599.207111 = -299554.331314 nChanged 4 SP:Iteration 50Q (589.393111 sec): 3 clusters Score: Raw -304154.861761 + Penalty 4599.207111 = -299555.654650 nChanged 6 SP:Iteration 51Q (589.448479 sec): 3 clusters Score: Raw -304156.523206 + Penalty 4599.207111 = -299557.316095 nChanged 2 SP:Iteration 52Q (589.505208 sec): 3 clusters Score: Raw -304157.529941 + Penalty 4599.207111 = -299558.322830 nChanged 3 SP:Iteration 53Q (589.560765 sec): 3 clusters Score: Raw -304158.377789 + Penalty 4599.207111 = -299559.170678 nChanged 2 SP:Iteration 54Q (589.703985 sec): 3 clusters Score: Raw -304159.022294 + Penalty 4599.207111 = -299559.815184 nChanged 2 SP:Iteration 55Q (589.777151 sec): 3 clusters Score: Raw -304159.361936 + Penalty 4599.207111 = -299560.154826 nChanged 0 SP:Iteration 56F (589.829288 sec): 3 clusters Score: Raw -304159.361936 + Penalty 4599.207111 = -299560.154826 nChanged 0 Trying to split cluster 6 (4063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (589.897706 sec): 2 clusters Score: Raw -172079.145358 + Penalty 2193.754701 = -169885.390658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (590.100274 sec): 3 clusters Score: Raw -170271.435466 + Penalty 4387.509401 = -165883.926065 nChanged 1489 SP:Iteration 1F (590.144208 sec): 3 clusters Score: Raw -171312.392871 + Penalty 4387.509401 = -166924.883470 nChanged 363 SP:Iteration 2F (590.189486 sec): 3 clusters Score: Raw -171636.612857 + Penalty 4387.509401 = -167249.103456 nChanged 242 SP:Iteration 3F (590.262168 sec): 3 clusters Score: Raw -171833.248251 + Penalty 4387.509401 = -167445.738850 nChanged 187 SP:Iteration 4Q (590.317301 sec): 3 clusters Score: Raw -171982.909334 + Penalty 4387.509401 = -167595.399933 nChanged 173 SP:Iteration 5Q (590.428484 sec): 3 clusters Score: Raw -172131.904896 + Penalty 4387.509401 = -167744.395495 nChanged 145 SP:Iteration 6Q (590.539643 sec): 3 clusters Score: Raw -172252.195635 + Penalty 4387.509401 = -167864.686234 nChanged 136 SP:Iteration 7Q (590.654363 sec): 3 clusters Score: Raw -172370.567551 + Penalty 4387.509401 = -167983.058150 nChanged 110 SP:Iteration 8Q (590.700544 sec): 3 clusters Score: Raw -172455.143820 + Penalty 4387.509401 = -168067.634419 nChanged 82 SP:Iteration 9Q (590.748400 sec): 3 clusters Score: Raw -172515.525903 + Penalty 4387.509401 = -168128.016502 nChanged 90 SP:Iteration 10Q (590.817225 sec): 3 clusters Score: Raw -172579.021098 + Penalty 4387.509401 = -168191.511697 nChanged 79 SP:Iteration 11Q (590.865402 sec): 3 clusters Score: Raw -172637.765269 + Penalty 4387.509401 = -168250.255868 nChanged 80 SP:Iteration 12Q (590.924657 sec): 3 clusters Score: Raw -172705.942176 + Penalty 4387.509401 = -168318.432775 nChanged 74 SP:Iteration 13Q (590.971563 sec): 3 clusters Score: Raw -172763.506320 + Penalty 4387.509401 = -168375.996919 nChanged 71 SP:Iteration 14Q (591.038405 sec): 3 clusters Score: Raw -172817.612178 + Penalty 4387.509401 = -168430.102777 nChanged 79 SP:Iteration 15Q (591.085762 sec): 3 clusters Score: Raw -172882.740869 + Penalty 4387.509401 = -168495.231468 nChanged 74 SP:Iteration 16Q (591.195505 sec): 3 clusters Score: Raw -172938.946883 + Penalty 4387.509401 = -168551.437482 nChanged 67 SP:Iteration 17Q (591.257084 sec): 3 clusters Score: Raw -172985.642474 + Penalty 4387.509401 = -168598.133073 nChanged 64 SP:Iteration 18Q (591.301522 sec): 3 clusters Score: Raw -173023.165418 + Penalty 4387.509401 = -168635.656017 nChanged 40 SP:Iteration 19Q (591.345600 sec): 3 clusters Score: Raw -173054.314095 + Penalty 4387.509401 = -168666.804694 nChanged 48 SP:Iteration 20F (591.392246 sec): 3 clusters Score: Raw -173089.034723 + Penalty 4387.509401 = -168701.525322 nChanged 51 SP:Iteration 21Q (591.521478 sec): 3 clusters Score: Raw -173124.963220 + Penalty 4387.509401 = -168737.453819 nChanged 49 SP:Iteration 22Q (591.575571 sec): 3 clusters Score: Raw -173164.399225 + Penalty 4387.509401 = -168776.889824 nChanged 47 SP:Iteration 23Q (591.619423 sec): 3 clusters Score: Raw -173202.611435 + Penalty 4387.509401 = -168815.102034 nChanged 46 SP:Iteration 24Q (591.662670 sec): 3 clusters Score: Raw -173230.610360 + Penalty 4387.509401 = -168843.100959 nChanged 33 SP:Iteration 25Q (591.709778 sec): 3 clusters Score: Raw -173251.124301 + Penalty 4387.509401 = -168863.614900 nChanged 22 SP:Iteration 26Q (591.774226 sec): 3 clusters Score: Raw -173268.173035 + Penalty 4387.509401 = -168880.663634 nChanged 24 SP:Iteration 27Q (591.836475 sec): 3 clusters Score: Raw -173280.492180 + Penalty 4387.509401 = -168892.982779 nChanged 23 SP:Iteration 28Q (591.898863 sec): 3 clusters Score: Raw -173291.793787 + Penalty 4387.509401 = -168904.284386 nChanged 18 SP:Iteration 29Q (591.942981 sec): 3 clusters Score: Raw -173301.864101 + Penalty 4387.509401 = -168914.354700 nChanged 19 SP:Iteration 30Q (592.071057 sec): 3 clusters Score: Raw -173309.504880 + Penalty 4387.509401 = -168921.995478 nChanged 9 SP:Iteration 31Q (592.233974 sec): 3 clusters Score: Raw -173312.726854 + Penalty 4387.509401 = -168925.217453 nChanged 7 SP:Iteration 32Q (592.297640 sec): 3 clusters Score: Raw -173314.284638 + Penalty 4387.509401 = -168926.775237 nChanged 6 SP:Iteration 33Q (592.341123 sec): 3 clusters Score: Raw -173316.396607 + Penalty 4387.509401 = -168928.887206 nChanged 3 SP:Iteration 34Q (592.389026 sec): 3 clusters Score: Raw -173316.912691 + Penalty 4387.509401 = -168929.403289 nChanged 2 SP:Iteration 35Q (592.436763 sec): 3 clusters Score: Raw -173317.580804 + Penalty 4387.509401 = -168930.071403 nChanged 0 SP:Iteration 36F (592.484977 sec): 3 clusters Score: Raw -173317.580804 + Penalty 4387.509401 = -168930.071403 nChanged 0 Trying to split cluster 7 (1475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (592.523883 sec): 2 clusters Score: Raw -58258.077963 + Penalty 1926.253103 = -56331.824860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (592.553301 sec): 3 clusters Score: Raw -57807.685822 + Penalty 3852.506206 = -53955.179616 nChanged 431 SP:Iteration 1F (592.680739 sec): 3 clusters Score: Raw -58169.635662 + Penalty 3852.506206 = -54317.129456 nChanged 89 SP:Iteration 2F (592.711241 sec): 3 clusters Score: Raw -58270.065309 + Penalty 3852.506206 = -54417.559103 nChanged 48 SP:Iteration 3Q (592.740525 sec): 3 clusters Score: Raw -58324.971054 + Penalty 3852.506206 = -54472.464848 nChanged 23 SP:Iteration 4Q (592.861798 sec): 3 clusters Score: Raw -58349.677285 + Penalty 3852.506206 = -54497.171079 nChanged 21 SP:Iteration 5Q (592.976478 sec): 3 clusters Score: Raw -58372.431884 + Penalty 3852.506206 = -54519.925678 nChanged 17 SP:Iteration 6Q (593.090688 sec): 3 clusters Score: Raw -58387.836430 + Penalty 3852.506206 = -54535.330224 nChanged 6 SP:Iteration 7Q (593.212663 sec): 3 clusters Score: Raw -58394.971722 + Penalty 3852.506206 = -54542.465516 nChanged 8 SP:Iteration 8Q (593.299971 sec): 3 clusters Score: Raw -58401.954494 + Penalty 3852.506206 = -54549.448288 nChanged 2 SP:Iteration 9Q (593.328187 sec): 3 clusters Score: Raw -58403.638580 + Penalty 3852.506206 = -54551.132374 nChanged 1 SP:Iteration 10Q (593.356681 sec): 3 clusters Score: Raw -58406.306994 + Penalty 3852.506206 = -54553.800788 nChanged 3 SP:Iteration 11Q (593.384210 sec): 3 clusters Score: Raw -58408.729519 + Penalty 3852.506206 = -54556.223313 nChanged 5 SP:Iteration 12Q (593.411750 sec): 3 clusters Score: Raw -58413.693924 + Penalty 3852.506206 = -54561.187718 nChanged 3 SP:Iteration 13Q (593.446017 sec): 3 clusters Score: Raw -58417.055435 + Penalty 3852.506206 = -54564.549229 nChanged 5 SP:Iteration 14Q (593.474356 sec): 3 clusters Score: Raw -58420.250182 + Penalty 3852.506206 = -54567.743976 nChanged 3 SP:Iteration 15Q (593.502141 sec): 3 clusters Score: Raw -58421.842447 + Penalty 3852.506206 = -54569.336241 nChanged 3 SP:Iteration 16Q (593.529725 sec): 3 clusters Score: Raw -58425.079914 + Penalty 3852.506206 = -54572.573708 nChanged 3 SP:Iteration 17Q (593.557247 sec): 3 clusters Score: Raw -58429.228206 + Penalty 3852.506206 = -54576.722000 nChanged 6 SP:Iteration 18Q (593.584791 sec): 3 clusters Score: Raw -58434.873945 + Penalty 3852.506206 = -54582.367739 nChanged 6 SP:Iteration 19Q (593.612386 sec): 3 clusters Score: Raw -58438.915757 + Penalty 3852.506206 = -54586.409551 nChanged 2 SP:Iteration 20F (593.639516 sec): 3 clusters Score: Raw -58439.870841 + Penalty 3852.506206 = -54587.364635 nChanged 2 SP:Iteration 21Q (593.667167 sec): 3 clusters Score: Raw -58442.176046 + Penalty 3852.506206 = -54589.669840 nChanged 2 SP:Iteration 22Q (593.694565 sec): 3 clusters Score: Raw -58444.224549 + Penalty 3852.506206 = -54591.718343 nChanged 2 SP:Iteration 23Q (593.812363 sec): 3 clusters Score: Raw -58445.224809 + Penalty 3852.506206 = -54592.718603 nChanged 2 SP:Iteration 24Q (593.949613 sec): 3 clusters Score: Raw -58445.799210 + Penalty 3852.506206 = -54593.293004 nChanged 0 SP:Iteration 25F (593.979751 sec): 3 clusters Score: Raw -58445.799210 + Penalty 3852.506206 = -54593.293004 nChanged 0 Trying to split cluster 8 (2445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (594.025392 sec): 2 clusters Score: Raw -87084.000701 + Penalty 2059.675306 = -85024.325395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (594.064299 sec): 3 clusters Score: Raw -86115.780333 + Penalty 4119.350612 = -81996.429721 nChanged 802 SP:Iteration 1F (594.102719 sec): 3 clusters Score: Raw -86775.387833 + Penalty 4119.350612 = -82656.037221 nChanged 205 SP:Iteration 2F (594.158098 sec): 3 clusters Score: Raw -87000.639968 + Penalty 4119.350612 = -82881.289356 nChanged 130 SP:Iteration 3F (594.198908 sec): 3 clusters Score: Raw -87136.664939 + Penalty 4119.350612 = -83017.314326 nChanged 102 SP:Iteration 4Q (594.241371 sec): 3 clusters Score: Raw -87232.053808 + Penalty 4119.350612 = -83112.703196 nChanged 72 SP:Iteration 5Q (594.283794 sec): 3 clusters Score: Raw -87289.925875 + Penalty 4119.350612 = -83170.575263 nChanged 64 SP:Iteration 6Q (594.339748 sec): 3 clusters Score: Raw -87338.524491 + Penalty 4119.350612 = -83219.173878 nChanged 42 SP:Iteration 7Q (594.377289 sec): 3 clusters Score: Raw -87364.322030 + Penalty 4119.350612 = -83244.971418 nChanged 25 SP:Iteration 8Q (594.435091 sec): 3 clusters Score: Raw -87382.025094 + Penalty 4119.350612 = -83262.674482 nChanged 30 SP:Iteration 9Q (594.472893 sec): 3 clusters Score: Raw -87406.766705 + Penalty 4119.350612 = -83287.416093 nChanged 27 SP:Iteration 10Q (594.510814 sec): 3 clusters Score: Raw -87425.967352 + Penalty 4119.350612 = -83306.616740 nChanged 30 SP:Iteration 11Q (594.548302 sec): 3 clusters Score: Raw -87445.868222 + Penalty 4119.350612 = -83326.517610 nChanged 25 SP:Iteration 12Q (594.586426 sec): 3 clusters Score: Raw -87462.497927 + Penalty 4119.350612 = -83343.147314 nChanged 12 SP:Iteration 13Q (594.624913 sec): 3 clusters Score: Raw -87468.098838 + Penalty 4119.350612 = -83348.748226 nChanged 10 SP:Iteration 14Q (594.667878 sec): 3 clusters Score: Raw -87473.312493 + Penalty 4119.350612 = -83353.961881 nChanged 11 SP:Iteration 15Q (594.706136 sec): 3 clusters Score: Raw -87480.552599 + Penalty 4119.350612 = -83361.201987 nChanged 14 SP:Iteration 16Q (594.744534 sec): 3 clusters Score: Raw -87488.837989 + Penalty 4119.350612 = -83369.487377 nChanged 12 SP:Iteration 17Q (594.786490 sec): 3 clusters Score: Raw -87496.305346 + Penalty 4119.350612 = -83376.954734 nChanged 11 SP:Iteration 18Q (594.824656 sec): 3 clusters Score: Raw -87502.153543 + Penalty 4119.350612 = -83382.802931 nChanged 11 SP:Iteration 19Q (594.862889 sec): 3 clusters Score: Raw -87509.540386 + Penalty 4119.350612 = -83390.189774 nChanged 16 SP:Iteration 20F (594.983695 sec): 3 clusters Score: Raw -87518.414358 + Penalty 4119.350612 = -83399.063746 nChanged 6 SP:Iteration 21Q (595.102657 sec): 3 clusters Score: Raw -87521.912552 + Penalty 4119.350612 = -83402.561940 nChanged 5 SP:Iteration 22Q (595.220036 sec): 3 clusters Score: Raw -87525.857997 + Penalty 4119.350612 = -83406.507385 nChanged 3 SP:Iteration 23Q (595.330717 sec): 3 clusters Score: Raw -87526.855822 + Penalty 4119.350612 = -83407.505209 nChanged 2 SP:Iteration 24Q (595.458191 sec): 3 clusters Score: Raw -87527.686301 + Penalty 4119.350612 = -83408.335689 nChanged 1 SP:Iteration 25Q (595.575927 sec): 3 clusters Score: Raw -87528.034151 + Penalty 4119.350612 = -83408.683539 nChanged 0 SP:Iteration 26F (595.612327 sec): 3 clusters Score: Raw -87528.034151 + Penalty 4119.350612 = -83408.683539 nChanged 0 Iteration 20F (595.921825 sec): 8 clusters Score: Raw -1025425.168222 + Penalty 18624.430237 = -1006800.737984 nChanged 128 Iteration 21Q (596.347623 sec): 8 clusters Score: Raw -1025477.886700 + Penalty 18624.430237 = -1006853.456462 nChanged 118 Iteration 22Q (596.577704 sec): 8 clusters Score: Raw -1025519.650462 + Penalty 18624.430237 = -1006895.220224 nChanged 108 Iteration 23Q (596.803605 sec): 8 clusters Score: Raw -1025558.027561 + Penalty 18624.430237 = -1006933.597324 nChanged 95 Iteration 24Q (597.062968 sec): 8 clusters Score: Raw -1025590.536244 + Penalty 18624.430237 = -1006966.106007 nChanged 92 Iteration 25Q (597.287152 sec): 8 clusters Score: Raw -1025618.299982 + Penalty 18624.430237 = -1006993.869744 nChanged 79 Iteration 26Q (597.516041 sec): 8 clusters Score: Raw -1025643.489398 + Penalty 18624.430237 = -1007019.059160 nChanged 81 Iteration 27Q (597.775138 sec): 8 clusters Score: Raw -1025667.208864 + Penalty 18624.430237 = -1007042.778627 nChanged 75 Iteration 28Q (598.001722 sec): 8 clusters Score: Raw -1025686.467647 + Penalty 18624.430237 = -1007062.037409 nChanged 64 Iteration 29Q (598.257731 sec): 8 clusters Score: Raw -1025702.798411 + Penalty 18624.430237 = -1007078.368174 nChanged 60 Iteration 30Q (598.486787 sec): 8 clusters Score: Raw -1025717.820325 + Penalty 18624.430237 = -1007093.390087 nChanged 53 Iteration 31Q (598.713683 sec): 8 clusters Score: Raw -1025732.241837 + Penalty 18624.430237 = -1007107.811600 nChanged 53 Iteration 32Q (598.968363 sec): 8 clusters Score: Raw -1025746.618773 + Penalty 18624.430237 = -1007122.188535 nChanged 52 Iteration 33Q (599.193749 sec): 8 clusters Score: Raw -1025760.027493 + Penalty 18624.430237 = -1007135.597256 nChanged 57 Iteration 34Q (599.449864 sec): 8 clusters Score: Raw -1025774.315236 + Penalty 18624.430237 = -1007149.884998 nChanged 57 Iteration 35Q (599.696037 sec): 8 clusters Score: Raw -1025791.396592 + Penalty 18624.430237 = -1007166.966355 nChanged 63 Iteration 36Q (599.922302 sec): 8 clusters Score: Raw -1025809.683802 + Penalty 18624.430237 = -1007185.253564 nChanged 55 Iteration 37Q (600.280539 sec): 8 clusters Score: Raw -1025827.435083 + Penalty 18624.430237 = -1007203.004845 nChanged 62 Iteration 38Q (600.542606 sec): 8 clusters Score: Raw -1025844.711472 + Penalty 18624.430237 = -1007220.281234 nChanged 56 Iteration 39Q (600.810036 sec): 8 clusters Score: Raw -1025861.266155 + Penalty 18624.430237 = -1007236.835918 nChanged 52 Iteration 40F (601.102216 sec): 8 clusters Score: Raw -1025874.860486 + Penalty 18624.430237 = -1007250.430248 nChanged 60 Iteration 41Q (601.344709 sec): 8 clusters Score: Raw -1025889.781874 + Penalty 18624.430237 = -1007265.351636 nChanged 47 Iteration 42Q (601.639968 sec): 8 clusters Score: Raw -1025900.248735 + Penalty 18624.430237 = -1007275.818498 nChanged 40 Iteration 43Q (601.898305 sec): 8 clusters Score: Raw -1025910.283943 + Penalty 18624.430237 = -1007285.853705 nChanged 41 Iteration 44Q (602.155996 sec): 8 clusters Score: Raw -1025920.739345 + Penalty 18624.430237 = -1007296.309107 nChanged 35 Iteration 45Q (602.403097 sec): 8 clusters Score: Raw -1025927.860730 + Penalty 18624.430237 = -1007303.430493 nChanged 28 Iteration 46Q (602.669035 sec): 8 clusters Score: Raw -1025934.524604 + Penalty 18624.430237 = -1007310.094366 nChanged 23 Iteration 47Q (602.925629 sec): 8 clusters Score: Raw -1025939.750302 + Penalty 18624.430237 = -1007315.320065 nChanged 24 Iteration 48Q (603.246340 sec): 8 clusters Score: Raw -1025947.077765 + Penalty 18624.430237 = -1007322.647528 nChanged 22 Iteration 49Q (603.529327 sec): 8 clusters Score: Raw -1025952.977879 + Penalty 18624.430237 = -1007328.547642 nChanged 17 Iteration 50Q (603.791293 sec): 8 clusters Score: Raw -1025956.805650 + Penalty 18624.430237 = -1007332.375413 nChanged 10 Iteration 51Q (604.049201 sec): 8 clusters Score: Raw -1025959.368954 + Penalty 18624.430237 = -1007334.938716 nChanged 11 Iteration 52Q (604.277233 sec): 8 clusters Score: Raw -1025962.190234 + Penalty 18624.430237 = -1007337.759996 nChanged 9 Iteration 53Q (604.509946 sec): 8 clusters Score: Raw -1025964.896604 + Penalty 18624.430237 = -1007340.466367 nChanged 9 Iteration 54Q (604.737432 sec): 8 clusters Score: Raw -1025967.901782 + Penalty 18624.430237 = -1007343.471544 nChanged 8 Iteration 55Q (604.963396 sec): 8 clusters Score: Raw -1025969.788638 + Penalty 18624.430237 = -1007345.358400 nChanged 5 Iteration 56Q (605.190988 sec): 8 clusters Score: Raw -1025970.858309 + Penalty 18624.430237 = -1007346.428072 nChanged 2 Iteration 57Q (605.417124 sec): 8 clusters Score: Raw -1025971.200885 + Penalty 18624.430237 = -1007346.770648 nChanged 1 Iteration 58Q (605.642662 sec): 8 clusters Score: Raw -1025971.314749 + Penalty 18624.430237 = -1007346.884511 nChanged 1 Writing temp clu file Because OldScore, -1007346.770648, is greater than current (better) Score,-1007346.884511 Compute initial score before splitting: Score: Raw -1025971.314749 + Penalty 18624.430237 = -1007346.884511 Trying to split cluster 1 (1939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (605.684005 sec): 2 clusters Score: Raw -89308.467734 + Penalty 1998.460901 = -87310.006833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (605.724804 sec): 3 clusters Score: Raw -88672.625912 + Penalty 3996.921802 = -84675.704110 nChanged 605 SP:Iteration 1F (605.763857 sec): 3 clusters Score: Raw -89153.612082 + Penalty 3996.921802 = -85156.690280 nChanged 139 SP:Iteration 2F (605.802578 sec): 3 clusters Score: Raw -89275.004312 + Penalty 3996.921802 = -85278.082510 nChanged 82 SP:Iteration 3Q (605.842353 sec): 3 clusters Score: Raw -89346.914273 + Penalty 3996.921802 = -85349.992471 nChanged 48 SP:Iteration 4Q (605.881732 sec): 3 clusters Score: Raw -89399.783225 + Penalty 3996.921802 = -85402.861423 nChanged 42 SP:Iteration 5Q (605.916148 sec): 3 clusters Score: Raw -89440.241069 + Penalty 3996.921802 = -85443.319267 nChanged 40 SP:Iteration 6Q (605.950591 sec): 3 clusters Score: Raw -89480.154408 + Penalty 3996.921802 = -85483.232606 nChanged 33 SP:Iteration 7Q (605.985186 sec): 3 clusters Score: Raw -89504.842329 + Penalty 3996.921802 = -85507.920527 nChanged 26 SP:Iteration 8Q (606.019659 sec): 3 clusters Score: Raw -89529.846514 + Penalty 3996.921802 = -85532.924712 nChanged 25 SP:Iteration 9Q (606.053655 sec): 3 clusters Score: Raw -89552.086582 + Penalty 3996.921802 = -85555.164780 nChanged 20 SP:Iteration 10Q (606.087731 sec): 3 clusters Score: Raw -89568.207820 + Penalty 3996.921802 = -85571.286018 nChanged 18 SP:Iteration 11Q (606.121684 sec): 3 clusters Score: Raw -89582.434092 + Penalty 3996.921802 = -85585.512290 nChanged 15 SP:Iteration 12Q (606.155796 sec): 3 clusters Score: Raw -89599.406408 + Penalty 3996.921802 = -85602.484606 nChanged 11 SP:Iteration 13Q (606.189784 sec): 3 clusters Score: Raw -89607.054827 + Penalty 3996.921802 = -85610.133025 nChanged 13 SP:Iteration 14Q (606.223626 sec): 3 clusters Score: Raw -89615.000777 + Penalty 3996.921802 = -85618.078975 nChanged 6 SP:Iteration 15Q (606.257274 sec): 3 clusters Score: Raw -89618.408446 + Penalty 3996.921802 = -85621.486644 nChanged 3 SP:Iteration 16Q (606.291029 sec): 3 clusters Score: Raw -89620.864087 + Penalty 3996.921802 = -85623.942285 nChanged 2 SP:Iteration 17Q (606.324805 sec): 3 clusters Score: Raw -89622.689467 + Penalty 3996.921802 = -85625.767665 nChanged 2 SP:Iteration 18Q (606.358482 sec): 3 clusters Score: Raw -89624.843830 + Penalty 3996.921802 = -85627.922028 nChanged 4 SP:Iteration 19Q (606.392425 sec): 3 clusters Score: Raw -89626.796287 + Penalty 3996.921802 = -85629.874485 nChanged 0 SP:Iteration 20F (606.425680 sec): 3 clusters Score: Raw -89626.796287 + Penalty 3996.921802 = -85629.874485 nChanged 0 Trying to split cluster 3 (1959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (606.461738 sec): 2 clusters Score: Raw -88230.326810 + Penalty 2001.170006 = -86229.156804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (606.568310 sec): 3 clusters Score: Raw -87525.446217 + Penalty 4002.340013 = -83523.106204 nChanged 589 SP:Iteration 1F (606.687343 sec): 3 clusters Score: Raw -88066.830974 + Penalty 4002.340013 = -84064.490962 nChanged 164 SP:Iteration 2F (606.721862 sec): 3 clusters Score: Raw -88239.363437 + Penalty 4002.340013 = -84237.023424 nChanged 86 SP:Iteration 3Q (606.758221 sec): 3 clusters Score: Raw -88324.028067 + Penalty 4002.340013 = -84321.688054 nChanged 52 SP:Iteration 4Q (606.794328 sec): 3 clusters Score: Raw -88366.854175 + Penalty 4002.340013 = -84364.514162 nChanged 35 SP:Iteration 5Q (606.829674 sec): 3 clusters Score: Raw -88392.462751 + Penalty 4002.340013 = -84390.122738 nChanged 22 SP:Iteration 6Q (606.864785 sec): 3 clusters Score: Raw -88410.836621 + Penalty 4002.340013 = -84408.496608 nChanged 21 SP:Iteration 7Q (606.899946 sec): 3 clusters Score: Raw -88428.478304 + Penalty 4002.340013 = -84426.138292 nChanged 19 SP:Iteration 8Q (606.935268 sec): 3 clusters Score: Raw -88445.285777 + Penalty 4002.340013 = -84442.945764 nChanged 16 SP:Iteration 9Q (606.970589 sec): 3 clusters Score: Raw -88454.834117 + Penalty 4002.340013 = -84452.494104 nChanged 9 SP:Iteration 10Q (607.006156 sec): 3 clusters Score: Raw -88462.777471 + Penalty 4002.340013 = -84460.437458 nChanged 12 SP:Iteration 11Q (607.041530 sec): 3 clusters Score: Raw -88472.927666 + Penalty 4002.340013 = -84470.587654 nChanged 11 SP:Iteration 12Q (607.076552 sec): 3 clusters Score: Raw -88480.408415 + Penalty 4002.340013 = -84478.068402 nChanged 4 SP:Iteration 13Q (607.111884 sec): 3 clusters Score: Raw -88482.605853 + Penalty 4002.340013 = -84480.265840 nChanged 6 SP:Iteration 14Q (607.147076 sec): 3 clusters Score: Raw -88485.158013 + Penalty 4002.340013 = -84482.818000 nChanged 6 SP:Iteration 15Q (607.182146 sec): 3 clusters Score: Raw -88488.913729 + Penalty 4002.340013 = -84486.573716 nChanged 6 SP:Iteration 16Q (607.217284 sec): 3 clusters Score: Raw -88493.024873 + Penalty 4002.340013 = -84490.684860 nChanged 5 SP:Iteration 17Q (607.252403 sec): 3 clusters Score: Raw -88496.698032 + Penalty 4002.340013 = -84494.358019 nChanged 7 SP:Iteration 18Q (607.287887 sec): 3 clusters Score: Raw -88502.316778 + Penalty 4002.340013 = -84499.976766 nChanged 10 SP:Iteration 19Q (607.323054 sec): 3 clusters Score: Raw -88514.250170 + Penalty 4002.340013 = -84511.910157 nChanged 13 SP:Iteration 20F (607.358109 sec): 3 clusters Score: Raw -88526.409673 + Penalty 4002.340013 = -84524.069660 nChanged 8 SP:Iteration 21Q (607.394033 sec): 3 clusters Score: Raw -88531.540791 + Penalty 4002.340013 = -84529.200778 nChanged 4 SP:Iteration 22Q (607.429153 sec): 3 clusters Score: Raw -88535.035039 + Penalty 4002.340013 = -84532.695027 nChanged 5 SP:Iteration 23Q (607.464215 sec): 3 clusters Score: Raw -88537.817596 + Penalty 4002.340013 = -84535.477583 nChanged 5 SP:Iteration 24Q (607.499687 sec): 3 clusters Score: Raw -88541.562297 + Penalty 4002.340013 = -84539.222284 nChanged 5 SP:Iteration 25Q (607.534812 sec): 3 clusters Score: Raw -88545.329397 + Penalty 4002.340013 = -84542.989384 nChanged 2 SP:Iteration 26Q (607.570303 sec): 3 clusters Score: Raw -88546.717182 + Penalty 4002.340013 = -84544.377169 nChanged 3 SP:Iteration 27Q (607.605365 sec): 3 clusters Score: Raw -88548.747831 + Penalty 4002.340013 = -84546.407818 nChanged 4 SP:Iteration 28Q (607.640414 sec): 3 clusters Score: Raw -88551.475461 + Penalty 4002.340013 = -84549.135449 nChanged 4 SP:Iteration 29Q (607.675641 sec): 3 clusters Score: Raw -88554.235317 + Penalty 4002.340013 = -84551.895304 nChanged 4 SP:Iteration 30Q (607.710931 sec): 3 clusters Score: Raw -88556.006686 + Penalty 4002.340013 = -84553.666673 nChanged 1 SP:Iteration 31Q (607.746156 sec): 3 clusters Score: Raw -88556.762433 + Penalty 4002.340013 = -84554.422420 nChanged 3 SP:Iteration 32Q (607.868944 sec): 3 clusters Score: Raw -88558.223017 + Penalty 4002.340013 = -84555.883004 nChanged 3 SP:Iteration 33Q (607.992468 sec): 3 clusters Score: Raw -88560.510416 + Penalty 4002.340013 = -84558.170404 nChanged 3 SP:Iteration 34Q (608.034089 sec): 3 clusters Score: Raw -88562.147112 + Penalty 4002.340013 = -84559.807099 nChanged 1 SP:Iteration 35Q (608.074184 sec): 3 clusters Score: Raw -88563.055771 + Penalty 4002.340013 = -84560.715759 nChanged 0 SP:Iteration 36F (608.109247 sec): 3 clusters Score: Raw -88563.055771 + Penalty 4002.340013 = -84560.715759 nChanged 0 Trying to split cluster 4 (5066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.155417 sec): 2 clusters Score: Raw -234080.826685 + Penalty 2252.001003 = -231828.825682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.211252 sec): 3 clusters Score: Raw -231697.155167 + Penalty 4504.002007 = -227193.153160 nChanged 1898 SP:Iteration 1F (608.279644 sec): 3 clusters Score: Raw -232783.976497 + Penalty 4504.002007 = -228279.974490 nChanged 391 SP:Iteration 2F (608.336893 sec): 3 clusters Score: Raw -233043.293621 + Penalty 4504.002007 = -228539.291614 nChanged 257 SP:Iteration 3F (608.387262 sec): 3 clusters Score: Raw -233191.170564 + Penalty 4504.002007 = -228687.168558 nChanged 196 SP:Iteration 4Q (608.438481 sec): 3 clusters Score: Raw -233307.463778 + Penalty 4504.002007 = -228803.461771 nChanged 160 SP:Iteration 5Q (608.491494 sec): 3 clusters Score: Raw -233395.941965 + Penalty 4504.002007 = -228891.939959 nChanged 130 SP:Iteration 6Q (608.545073 sec): 3 clusters Score: Raw -233465.256000 + Penalty 4504.002007 = -228961.253993 nChanged 121 SP:Iteration 7Q (608.598800 sec): 3 clusters Score: Raw -233530.816063 + Penalty 4504.002007 = -229026.814057 nChanged 110 SP:Iteration 8Q (608.653127 sec): 3 clusters Score: Raw -233591.555360 + Penalty 4504.002007 = -229087.553354 nChanged 125 SP:Iteration 9Q (608.707581 sec): 3 clusters Score: Raw -233660.696185 + Penalty 4504.002007 = -229156.694179 nChanged 112 SP:Iteration 10Q (608.762093 sec): 3 clusters Score: Raw -233723.946973 + Penalty 4504.002007 = -229219.944966 nChanged 103 SP:Iteration 11Q (608.815407 sec): 3 clusters Score: Raw -233776.051742 + Penalty 4504.002007 = -229272.049736 nChanged 88 SP:Iteration 12Q (608.868527 sec): 3 clusters Score: Raw -233823.808006 + Penalty 4504.002007 = -229319.805999 nChanged 84 SP:Iteration 13Q (608.921710 sec): 3 clusters Score: Raw -233868.175194 + Penalty 4504.002007 = -229364.173187 nChanged 76 SP:Iteration 14Q (608.976594 sec): 3 clusters Score: Raw -233909.687670 + Penalty 4504.002007 = -229405.685664 nChanged 90 SP:Iteration 15Q (609.031613 sec): 3 clusters Score: Raw -233979.497168 + Penalty 4504.002007 = -229475.495162 nChanged 118 SP:Iteration 16Q (609.086381 sec): 3 clusters Score: Raw -234073.713236 + Penalty 4504.002007 = -229569.711229 nChanged 135 SP:Iteration 17Q (609.139184 sec): 3 clusters Score: Raw -234185.780007 + Penalty 4504.002007 = -229681.778001 nChanged 123 SP:Iteration 18Q (609.192453 sec): 3 clusters Score: Raw -234281.857091 + Penalty 4504.002007 = -229777.855084 nChanged 141 SP:Iteration 19Q (609.245785 sec): 3 clusters Score: Raw -234401.865342 + Penalty 4504.002007 = -229897.863335 nChanged 136 SP:Iteration 20F (609.298592 sec): 3 clusters Score: Raw -234493.367913 + Penalty 4504.002007 = -229989.365906 nChanged 119 SP:Iteration 21Q (609.353015 sec): 3 clusters Score: Raw -234570.474181 + Penalty 4504.002007 = -230066.472175 nChanged 93 SP:Iteration 22Q (609.405955 sec): 3 clusters Score: Raw -234630.332870 + Penalty 4504.002007 = -230126.330864 nChanged 84 SP:Iteration 23Q (609.469325 sec): 3 clusters Score: Raw -234683.038904 + Penalty 4504.002007 = -230179.036898 nChanged 79 SP:Iteration 24Q (609.521851 sec): 3 clusters Score: Raw -234726.899157 + Penalty 4504.002007 = -230222.897150 nChanged 58 SP:Iteration 25Q (609.661578 sec): 3 clusters Score: Raw -234755.371726 + Penalty 4504.002007 = -230251.369720 nChanged 50 SP:Iteration 26Q (609.796467 sec): 3 clusters Score: Raw -234779.480761 + Penalty 4504.002007 = -230275.478754 nChanged 36 SP:Iteration 27Q (609.911743 sec): 3 clusters Score: Raw -234796.291882 + Penalty 4504.002007 = -230292.289875 nChanged 30 SP:Iteration 28Q (609.961340 sec): 3 clusters Score: Raw -234811.103554 + Penalty 4504.002007 = -230307.101547 nChanged 30 SP:Iteration 29Q (610.011903 sec): 3 clusters Score: Raw -234823.538801 + Penalty 4504.002007 = -230319.536794 nChanged 20 SP:Iteration 30Q (610.062759 sec): 3 clusters Score: Raw -234832.749298 + Penalty 4504.002007 = -230328.747291 nChanged 15 SP:Iteration 31Q (610.113966 sec): 3 clusters Score: Raw -234841.038371 + Penalty 4504.002007 = -230337.036364 nChanged 22 SP:Iteration 32Q (610.165357 sec): 3 clusters Score: Raw -234852.080592 + Penalty 4504.002007 = -230348.078586 nChanged 26 SP:Iteration 33Q (610.218347 sec): 3 clusters Score: Raw -234862.093408 + Penalty 4504.002007 = -230358.091401 nChanged 23 SP:Iteration 34Q (610.271266 sec): 3 clusters Score: Raw -234873.306246 + Penalty 4504.002007 = -230369.304239 nChanged 29 SP:Iteration 35Q (610.324374 sec): 3 clusters Score: Raw -234888.991841 + Penalty 4504.002007 = -230384.989835 nChanged 22 SP:Iteration 36Q (610.376449 sec): 3 clusters Score: Raw -234898.358775 + Penalty 4504.002007 = -230394.356769 nChanged 22 SP:Iteration 37Q (610.428683 sec): 3 clusters Score: Raw -234907.432654 + Penalty 4504.002007 = -230403.430647 nChanged 20 SP:Iteration 38Q (610.481017 sec): 3 clusters Score: Raw -234915.264086 + Penalty 4504.002007 = -230411.262080 nChanged 11 SP:Iteration 39Q (610.533840 sec): 3 clusters Score: Raw -234917.699845 + Penalty 4504.002007 = -230413.697838 nChanged 3 SP:Iteration 40F (610.587006 sec): 3 clusters Score: Raw -234918.267385 + Penalty 4504.002007 = -230414.265378 nChanged 1 SP:Iteration 41Q (610.639771 sec): 3 clusters Score: Raw -234918.540210 + Penalty 4504.002007 = -230414.538203 nChanged 2 SP:Iteration 42Q (610.772383 sec): 3 clusters Score: Raw -234919.112489 + Penalty 4504.002007 = -230415.110482 nChanged 1 SP:Iteration 43Q (610.822173 sec): 3 clusters Score: Raw -234919.480937 + Penalty 4504.002007 = -230415.478931 nChanged 1 SP:Iteration 44Q (610.868449 sec): 3 clusters Score: Raw -234920.507944 + Penalty 4504.002007 = -230416.505938 nChanged 7 SP:Iteration 45Q (610.915037 sec): 3 clusters Score: Raw -234923.252560 + Penalty 4504.002007 = -230419.250553 nChanged 3 SP:Iteration 46Q (610.961525 sec): 3 clusters Score: Raw -234924.699191 + Penalty 4504.002007 = -230420.697185 nChanged 4 SP:Iteration 47Q (611.008913 sec): 3 clusters Score: Raw -234925.949389 + Penalty 4504.002007 = -230421.947383 nChanged 1 SP:Iteration 48Q (611.055959 sec): 3 clusters Score: Raw -234926.196939 + Penalty 4504.002007 = -230422.194932 nChanged 2 SP:Iteration 49Q (611.103118 sec): 3 clusters Score: Raw -234926.465162 + Penalty 4504.002007 = -230422.463155 nChanged 0 SP:Iteration 50F (611.150807 sec): 3 clusters Score: Raw -234926.465162 + Penalty 4504.002007 = -230422.463155 nChanged 0 Trying to split cluster 5 (6712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (611.201152 sec): 2 clusters Score: Raw -333082.594322 + Penalty 2326.276194 = -330756.318128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (611.255883 sec): 3 clusters Score: Raw -329779.011423 + Penalty 4652.552387 = -325126.459036 nChanged 2631 SP:Iteration 1F (611.317424 sec): 3 clusters Score: Raw -331218.086750 + Penalty 4652.552387 = -326565.534363 nChanged 453 SP:Iteration 2F (611.390457 sec): 3 clusters Score: Raw -331472.716575 + Penalty 4652.552387 = -326820.164188 nChanged 341 SP:Iteration 3F (611.460163 sec): 3 clusters Score: Raw -331662.790794 + Penalty 4652.552387 = -327010.238406 nChanged 283 SP:Iteration 4Q (611.607140 sec): 3 clusters Score: Raw -331813.872604 + Penalty 4652.552387 = -327161.320217 nChanged 236 SP:Iteration 5Q (611.695280 sec): 3 clusters Score: Raw -331940.938639 + Penalty 4652.552387 = -327288.386252 nChanged 219 SP:Iteration 6Q (611.754904 sec): 3 clusters Score: Raw -332047.403074 + Penalty 4652.552387 = -327394.850687 nChanged 194 SP:Iteration 7Q (611.807408 sec): 3 clusters Score: Raw -332149.852976 + Penalty 4652.552387 = -327497.300589 nChanged 186 SP:Iteration 8Q (611.864038 sec): 3 clusters Score: Raw -332256.808650 + Penalty 4652.552387 = -327604.256263 nChanged 177 SP:Iteration 9Q (611.934641 sec): 3 clusters Score: Raw -332350.821769 + Penalty 4652.552387 = -327698.269382 nChanged 179 SP:Iteration 10Q (612.005001 sec): 3 clusters Score: Raw -332445.393641 + Penalty 4652.552387 = -327792.841254 nChanged 165 SP:Iteration 11Q (612.063638 sec): 3 clusters Score: Raw -332533.024855 + Penalty 4652.552387 = -327880.472468 nChanged 152 SP:Iteration 12Q (612.120862 sec): 3 clusters Score: Raw -332619.507201 + Penalty 4652.552387 = -327966.954814 nChanged 152 SP:Iteration 13Q (612.177478 sec): 3 clusters Score: Raw -332702.141017 + Penalty 4652.552387 = -328049.588630 nChanged 130 SP:Iteration 14Q (612.238441 sec): 3 clusters Score: Raw -332781.334286 + Penalty 4652.552387 = -328128.781899 nChanged 131 SP:Iteration 15Q (612.306184 sec): 3 clusters Score: Raw -332870.429389 + Penalty 4652.552387 = -328217.877002 nChanged 118 SP:Iteration 16Q (612.373575 sec): 3 clusters Score: Raw -332948.715351 + Penalty 4652.552387 = -328296.162964 nChanged 108 SP:Iteration 17Q (612.456067 sec): 3 clusters Score: Raw -333020.277662 + Penalty 4652.552387 = -328367.725275 nChanged 93 SP:Iteration 18Q (612.550814 sec): 3 clusters Score: Raw -333080.778077 + Penalty 4652.552387 = -328428.225690 nChanged 71 SP:Iteration 19Q (612.642654 sec): 3 clusters Score: Raw -333133.121427 + Penalty 4652.552387 = -328480.569040 nChanged 65 SP:Iteration 20F (612.695364 sec): 3 clusters Score: Raw -333184.772881 + Penalty 4652.552387 = -328532.220494 nChanged 72 SP:Iteration 21Q (612.747991 sec): 3 clusters Score: Raw -333237.936692 + Penalty 4652.552387 = -328585.384305 nChanged 72 SP:Iteration 22Q (612.804980 sec): 3 clusters Score: Raw -333296.769738 + Penalty 4652.552387 = -328644.217351 nChanged 70 SP:Iteration 23Q (612.872041 sec): 3 clusters Score: Raw -333350.404420 + Penalty 4652.552387 = -328697.852032 nChanged 72 SP:Iteration 24Q (612.938274 sec): 3 clusters Score: Raw -333412.982161 + Penalty 4652.552387 = -328760.429774 nChanged 65 SP:Iteration 25Q (613.001505 sec): 3 clusters Score: Raw -333460.607986 + Penalty 4652.552387 = -328808.055599 nChanged 44 SP:Iteration 26Q (613.060682 sec): 3 clusters Score: Raw -333494.038825 + Penalty 4652.552387 = -328841.486438 nChanged 40 SP:Iteration 27Q (613.216829 sec): 3 clusters Score: Raw -333517.347882 + Penalty 4652.552387 = -328864.795495 nChanged 28 SP:Iteration 28Q (613.350539 sec): 3 clusters Score: Raw -333532.769688 + Penalty 4652.552387 = -328880.217301 nChanged 17 SP:Iteration 29Q (613.425874 sec): 3 clusters Score: Raw -333541.869970 + Penalty 4652.552387 = -328889.317583 nChanged 18 SP:Iteration 30Q (613.547522 sec): 3 clusters Score: Raw -333549.772178 + Penalty 4652.552387 = -328897.219791 nChanged 12 SP:Iteration 31Q (613.671432 sec): 3 clusters Score: Raw -333556.506387 + Penalty 4652.552387 = -328903.954000 nChanged 14 SP:Iteration 32Q (613.723730 sec): 3 clusters Score: Raw -333567.374864 + Penalty 4652.552387 = -328914.822476 nChanged 16 SP:Iteration 33Q (613.775265 sec): 3 clusters Score: Raw -333574.311014 + Penalty 4652.552387 = -328921.758627 nChanged 11 SP:Iteration 34Q (613.826118 sec): 3 clusters Score: Raw -333580.174549 + Penalty 4652.552387 = -328927.622162 nChanged 8 SP:Iteration 35Q (614.008209 sec): 3 clusters Score: Raw -333584.260120 + Penalty 4652.552387 = -328931.707733 nChanged 11 SP:Iteration 36Q (614.096816 sec): 3 clusters Score: Raw -333591.225261 + Penalty 4652.552387 = -328938.672874 nChanged 8 SP:Iteration 37Q (614.145709 sec): 3 clusters Score: Raw -333595.173285 + Penalty 4652.552387 = -328942.620898 nChanged 11 SP:Iteration 38Q (614.194968 sec): 3 clusters Score: Raw -333602.029101 + Penalty 4652.552387 = -328949.476714 nChanged 12 SP:Iteration 39Q (614.246930 sec): 3 clusters Score: Raw -333609.921475 + Penalty 4652.552387 = -328957.369088 nChanged 11 SP:Iteration 40F (614.311731 sec): 3 clusters Score: Raw -333615.421085 + Penalty 4652.552387 = -328962.868698 nChanged 7 SP:Iteration 41Q (614.373849 sec): 3 clusters Score: Raw -333617.897003 + Penalty 4652.552387 = -328965.344616 nChanged 6 SP:Iteration 42Q (614.435085 sec): 3 clusters Score: Raw -333621.643240 + Penalty 4652.552387 = -328969.090853 nChanged 10 SP:Iteration 43Q (614.493075 sec): 3 clusters Score: Raw -333627.383193 + Penalty 4652.552387 = -328974.830806 nChanged 7 SP:Iteration 44Q (614.552793 sec): 3 clusters Score: Raw -333631.176830 + Penalty 4652.552387 = -328978.624443 nChanged 8 SP:Iteration 45Q (614.614425 sec): 3 clusters Score: Raw -333635.037449 + Penalty 4652.552387 = -328982.485062 nChanged 3 SP:Iteration 46Q (614.675717 sec): 3 clusters Score: Raw -333636.098446 + Penalty 4652.552387 = -328983.546059 nChanged 1 SP:Iteration 47Q (614.736129 sec): 3 clusters Score: Raw -333636.552072 + Penalty 4652.552387 = -328983.999684 nChanged 0 SP:Iteration 48F (614.795946 sec): 3 clusters Score: Raw -333636.552072 + Penalty 4652.552387 = -328983.999684 nChanged 0 Trying to split cluster 6 (4105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (614.847080 sec): 2 clusters Score: Raw -173588.195653 + Penalty 2196.469710 = -171391.725943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (614.903926 sec): 3 clusters Score: Raw -171742.601535 + Penalty 4392.939420 = -167349.662116 nChanged 1515 SP:Iteration 1F (614.964413 sec): 3 clusters Score: Raw -172807.081367 + Penalty 4392.939420 = -168414.141947 nChanged 359 SP:Iteration 2F (615.025024 sec): 3 clusters Score: Raw -173100.078296 + Penalty 4392.939420 = -168707.138876 nChanged 242 SP:Iteration 3F (615.084548 sec): 3 clusters Score: Raw -173276.435871 + Penalty 4392.939420 = -168883.496451 nChanged 162 SP:Iteration 4Q (615.127652 sec): 3 clusters Score: Raw -173395.991073 + Penalty 4392.939420 = -169003.051654 nChanged 140 SP:Iteration 5Q (615.170719 sec): 3 clusters Score: Raw -173490.161611 + Penalty 4392.939420 = -169097.222191 nChanged 123 SP:Iteration 6Q (615.213952 sec): 3 clusters Score: Raw -173562.824357 + Penalty 4392.939420 = -169169.884937 nChanged 106 SP:Iteration 7Q (615.258735 sec): 3 clusters Score: Raw -173622.919158 + Penalty 4392.939420 = -169229.979739 nChanged 88 SP:Iteration 8Q (615.309960 sec): 3 clusters Score: Raw -173676.173382 + Penalty 4392.939420 = -169283.233963 nChanged 85 SP:Iteration 9Q (615.361236 sec): 3 clusters Score: Raw -173726.992034 + Penalty 4392.939420 = -169334.052615 nChanged 73 SP:Iteration 10Q (615.412397 sec): 3 clusters Score: Raw -173773.829484 + Penalty 4392.939420 = -169380.890064 nChanged 73 SP:Iteration 11Q (615.460610 sec): 3 clusters Score: Raw -173818.060431 + Penalty 4392.939420 = -169425.121012 nChanged 69 SP:Iteration 12Q (615.508980 sec): 3 clusters Score: Raw -173856.420865 + Penalty 4392.939420 = -169463.481446 nChanged 55 SP:Iteration 13Q (615.557556 sec): 3 clusters Score: Raw -173884.304347 + Penalty 4392.939420 = -169491.364927 nChanged 41 SP:Iteration 14Q (615.605623 sec): 3 clusters Score: Raw -173903.122167 + Penalty 4392.939420 = -169510.182748 nChanged 35 SP:Iteration 15Q (615.652483 sec): 3 clusters Score: Raw -173917.624743 + Penalty 4392.939420 = -169524.685323 nChanged 37 SP:Iteration 16Q (615.797952 sec): 3 clusters Score: Raw -173939.326735 + Penalty 4392.939420 = -169546.387315 nChanged 47 SP:Iteration 17Q (615.903623 sec): 3 clusters Score: Raw -173961.795947 + Penalty 4392.939420 = -169568.856527 nChanged 54 SP:Iteration 18Q (615.954713 sec): 3 clusters Score: Raw -173990.190079 + Penalty 4392.939420 = -169597.250659 nChanged 53 SP:Iteration 19Q (616.005762 sec): 3 clusters Score: Raw -174017.834278 + Penalty 4392.939420 = -169624.894858 nChanged 47 SP:Iteration 20F (616.051912 sec): 3 clusters Score: Raw -174046.014646 + Penalty 4392.939420 = -169653.075227 nChanged 49 SP:Iteration 21Q (616.097301 sec): 3 clusters Score: Raw -174074.947330 + Penalty 4392.939420 = -169682.007911 nChanged 43 SP:Iteration 22Q (616.142814 sec): 3 clusters Score: Raw -174098.659281 + Penalty 4392.939420 = -169705.719861 nChanged 50 SP:Iteration 23Q (616.195359 sec): 3 clusters Score: Raw -174126.978029 + Penalty 4392.939420 = -169734.038610 nChanged 49 SP:Iteration 24Q (616.251688 sec): 3 clusters Score: Raw -174153.484600 + Penalty 4392.939420 = -169760.545181 nChanged 51 SP:Iteration 25Q (616.308047 sec): 3 clusters Score: Raw -174181.817373 + Penalty 4392.939420 = -169788.877953 nChanged 37 SP:Iteration 26Q (616.359974 sec): 3 clusters Score: Raw -174205.048532 + Penalty 4392.939420 = -169812.109112 nChanged 35 SP:Iteration 27Q (616.404025 sec): 3 clusters Score: Raw -174226.266164 + Penalty 4392.939420 = -169833.326744 nChanged 40 SP:Iteration 28Q (616.447830 sec): 3 clusters Score: Raw -174248.813903 + Penalty 4392.939420 = -169855.874483 nChanged 33 SP:Iteration 29Q (616.492050 sec): 3 clusters Score: Raw -174266.666912 + Penalty 4392.939420 = -169873.727493 nChanged 34 SP:Iteration 30Q (616.542734 sec): 3 clusters Score: Raw -174284.975523 + Penalty 4392.939420 = -169892.036104 nChanged 33 SP:Iteration 31Q (616.593867 sec): 3 clusters Score: Raw -174303.273281 + Penalty 4392.939420 = -169910.333862 nChanged 39 SP:Iteration 32Q (616.644879 sec): 3 clusters Score: Raw -174320.179309 + Penalty 4392.939420 = -169927.239890 nChanged 32 SP:Iteration 33Q (616.692027 sec): 3 clusters Score: Raw -174336.131557 + Penalty 4392.939420 = -169943.192138 nChanged 24 SP:Iteration 34Q (616.735986 sec): 3 clusters Score: Raw -174345.338003 + Penalty 4392.939420 = -169952.398583 nChanged 21 SP:Iteration 35Q (616.780197 sec): 3 clusters Score: Raw -174352.119120 + Penalty 4392.939420 = -169959.179700 nChanged 22 SP:Iteration 36Q (616.824432 sec): 3 clusters Score: Raw -174360.464041 + Penalty 4392.939420 = -169967.524621 nChanged 10 SP:Iteration 37Q (616.869864 sec): 3 clusters Score: Raw -174363.186472 + Penalty 4392.939420 = -169970.247052 nChanged 5 SP:Iteration 38Q (616.920590 sec): 3 clusters Score: Raw -174365.424422 + Penalty 4392.939420 = -169972.485003 nChanged 6 SP:Iteration 39Q (616.971356 sec): 3 clusters Score: Raw -174368.577414 + Penalty 4392.939420 = -169975.637995 nChanged 9 SP:Iteration 40F (617.017982 sec): 3 clusters Score: Raw -174371.335149 + Penalty 4392.939420 = -169978.395729 nChanged 4 SP:Iteration 41Q (617.062101 sec): 3 clusters Score: Raw -174372.604952 + Penalty 4392.939420 = -169979.665532 nChanged 2 SP:Iteration 42Q (617.105974 sec): 3 clusters Score: Raw -174373.602851 + Penalty 4392.939420 = -169980.663432 nChanged 4 SP:Iteration 43Q (617.149969 sec): 3 clusters Score: Raw -174375.464861 + Penalty 4392.939420 = -169982.525441 nChanged 2 SP:Iteration 44Q (617.194919 sec): 3 clusters Score: Raw -174376.633415 + Penalty 4392.939420 = -169983.693996 nChanged 3 SP:Iteration 45Q (617.245693 sec): 3 clusters Score: Raw -174377.334360 + Penalty 4392.939420 = -169984.394941 nChanged 5 SP:Iteration 46Q (617.296896 sec): 3 clusters Score: Raw -174379.086879 + Penalty 4392.939420 = -169986.147459 nChanged 4 SP:Iteration 47Q (617.342494 sec): 3 clusters Score: Raw -174380.741943 + Penalty 4392.939420 = -169987.802523 nChanged 5 SP:Iteration 48Q (617.475375 sec): 3 clusters Score: Raw -174382.494687 + Penalty 4392.939420 = -169989.555268 nChanged 2 SP:Iteration 49Q (617.586809 sec): 3 clusters Score: Raw -174382.998929 + Penalty 4392.939420 = -169990.059509 nChanged 2 SP:Iteration 50Q (617.635106 sec): 3 clusters Score: Raw -174383.321599 + Penalty 4392.939420 = -169990.382179 nChanged 2 SP:Iteration 51Q (617.679102 sec): 3 clusters Score: Raw -174383.651911 + Penalty 4392.939420 = -169990.712491 nChanged 0 SP:Iteration 52F (617.722598 sec): 3 clusters Score: Raw -174383.651911 + Penalty 4392.939420 = -169990.712491 nChanged 0 Trying to split cluster 7 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.757926 sec): 2 clusters Score: Raw -54823.677785 + Penalty 1907.719179 = -52915.958607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (617.785690 sec): 3 clusters Score: Raw -54438.276264 + Penalty 3815.438357 = -50622.837906 nChanged 397 SP:Iteration 1F (617.812598 sec): 3 clusters Score: Raw -54791.043218 + Penalty 3815.438357 = -50975.604861 nChanged 93 SP:Iteration 2F (617.839436 sec): 3 clusters Score: Raw -54886.876544 + Penalty 3815.438357 = -51071.438186 nChanged 38 SP:Iteration 3Q (617.866452 sec): 3 clusters Score: Raw -54923.520808 + Penalty 3815.438357 = -51108.082451 nChanged 22 SP:Iteration 4Q (617.893449 sec): 3 clusters Score: Raw -54953.502208 + Penalty 3815.438357 = -51138.063851 nChanged 23 SP:Iteration 5Q (617.919603 sec): 3 clusters Score: Raw -54973.559130 + Penalty 3815.438357 = -51158.120773 nChanged 10 SP:Iteration 6Q (617.945612 sec): 3 clusters Score: Raw -54983.217837 + Penalty 3815.438357 = -51167.779480 nChanged 11 SP:Iteration 7Q (617.971911 sec): 3 clusters Score: Raw -54992.857887 + Penalty 3815.438357 = -51177.419530 nChanged 9 SP:Iteration 8Q (617.997987 sec): 3 clusters Score: Raw -55002.033773 + Penalty 3815.438357 = -51186.595415 nChanged 4 SP:Iteration 9Q (618.023917 sec): 3 clusters Score: Raw -55004.597754 + Penalty 3815.438357 = -51189.159396 nChanged 1 SP:Iteration 10Q (618.049914 sec): 3 clusters Score: Raw -55004.911669 + Penalty 3815.438357 = -51189.473312 nChanged 1 SP:Iteration 11Q (618.075906 sec): 3 clusters Score: Raw -55006.341090 + Penalty 3815.438357 = -51190.902732 nChanged 2 SP:Iteration 12Q (618.102263 sec): 3 clusters Score: Raw -55008.134986 + Penalty 3815.438357 = -51192.696628 nChanged 2 SP:Iteration 13Q (618.128358 sec): 3 clusters Score: Raw -55009.065315 + Penalty 3815.438357 = -51193.626958 nChanged 0 SP:Iteration 14F (618.154175 sec): 3 clusters Score: Raw -55009.065315 + Penalty 3815.438357 = -51193.626958 nChanged 0 Trying to split cluster 8 (2661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.191965 sec): 2 clusters Score: Raw -95921.370838 + Penalty 2082.024720 = -93839.346119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.232322 sec): 3 clusters Score: Raw -94870.827984 + Penalty 4164.049439 = -90706.778545 nChanged 893 SP:Iteration 1F (618.275818 sec): 3 clusters Score: Raw -95597.842359 + Penalty 4164.049439 = -91433.792920 nChanged 234 SP:Iteration 2F (618.319645 sec): 3 clusters Score: Raw -95817.787789 + Penalty 4164.049439 = -91653.738350 nChanged 130 SP:Iteration 3Q (618.363865 sec): 3 clusters Score: Raw -95938.612405 + Penalty 4164.049439 = -91774.562965 nChanged 83 SP:Iteration 4Q (618.408045 sec): 3 clusters Score: Raw -95998.500636 + Penalty 4164.049439 = -91834.451197 nChanged 62 SP:Iteration 5Q (618.447696 sec): 3 clusters Score: Raw -96044.589601 + Penalty 4164.049439 = -91880.540162 nChanged 39 SP:Iteration 6Q (618.486189 sec): 3 clusters Score: Raw -96067.758715 + Penalty 4164.049439 = -91903.709276 nChanged 23 SP:Iteration 7Q (618.524593 sec): 3 clusters Score: Raw -96085.853472 + Penalty 4164.049439 = -91921.804033 nChanged 28 SP:Iteration 8Q (618.563239 sec): 3 clusters Score: Raw -96101.401902 + Penalty 4164.049439 = -91937.352463 nChanged 20 SP:Iteration 9Q (618.687492 sec): 3 clusters Score: Raw -96113.412671 + Penalty 4164.049439 = -91949.363232 nChanged 14 SP:Iteration 10Q (618.805946 sec): 3 clusters Score: Raw -96119.621759 + Penalty 4164.049439 = -91955.572320 nChanged 5 SP:Iteration 11Q (618.848267 sec): 3 clusters Score: Raw -96122.440618 + Penalty 4164.049439 = -91958.391179 nChanged 5 SP:Iteration 12Q (618.890789 sec): 3 clusters Score: Raw -96125.154564 + Penalty 4164.049439 = -91961.105124 nChanged 8 SP:Iteration 13Q (618.932755 sec): 3 clusters Score: Raw -96129.276913 + Penalty 4164.049439 = -91965.227474 nChanged 6 SP:Iteration 14Q (618.971334 sec): 3 clusters Score: Raw -96132.477897 + Penalty 4164.049439 = -91968.428458 nChanged 6 SP:Iteration 15Q (619.009910 sec): 3 clusters Score: Raw -96136.414665 + Penalty 4164.049439 = -91972.365226 nChanged 6 SP:Iteration 16Q (619.048533 sec): 3 clusters Score: Raw -96141.048282 + Penalty 4164.049439 = -91976.998843 nChanged 8 SP:Iteration 17Q (619.087124 sec): 3 clusters Score: Raw -96146.233745 + Penalty 4164.049439 = -91982.184306 nChanged 6 SP:Iteration 18Q (619.127428 sec): 3 clusters Score: Raw -96149.633696 + Penalty 4164.049439 = -91985.584257 nChanged 7 SP:Iteration 19Q (619.168130 sec): 3 clusters Score: Raw -96152.001005 + Penalty 4164.049439 = -91987.951566 nChanged 2 SP:Iteration 20F (619.208446 sec): 3 clusters Score: Raw -96152.562649 + Penalty 4164.049439 = -91988.513210 nChanged 1 SP:Iteration 21Q (619.249318 sec): 3 clusters Score: Raw -96153.096618 + Penalty 4164.049439 = -91989.047179 nChanged 1 SP:Iteration 22Q (619.289993 sec): 3 clusters Score: Raw -96153.429562 + Penalty 4164.049439 = -91989.380122 nChanged 0 SP:Iteration 23F (619.328312 sec): 3 clusters Score: Raw -96153.429562 + Penalty 4164.049439 = -91989.380122 nChanged 0 Iteration 59Q (619.605054 sec): 8 clusters Score: Raw -1025971.408733 + Penalty 18624.430237 = -1007346.978496 nChanged 0 Iteration 60F (619.929388 sec): 8 clusters Score: Raw -1025971.408733 + Penalty 18624.430237 = -1007346.978496 nChanged 0 Compute initial score before splitting: Score: Raw -1025971.408733 + Penalty 18624.430237 = -1007346.978496 Trying to split cluster 1 (1939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (619.966010 sec): 2 clusters Score: Raw -89308.467734 + Penalty 1998.460901 = -87310.006833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.002073 sec): 3 clusters Score: Raw -88594.900857 + Penalty 3996.921802 = -84597.979055 nChanged 609 SP:Iteration 1F (620.042078 sec): 3 clusters Score: Raw -89057.899830 + Penalty 3996.921802 = -85060.978028 nChanged 150 SP:Iteration 2F (620.082002 sec): 3 clusters Score: Raw -89206.621875 + Penalty 3996.921802 = -85209.700073 nChanged 76 SP:Iteration 3Q (620.121756 sec): 3 clusters Score: Raw -89284.888609 + Penalty 3996.921802 = -85287.966807 nChanged 53 SP:Iteration 4Q (620.156946 sec): 3 clusters Score: Raw -89328.015669 + Penalty 3996.921802 = -85331.093867 nChanged 37 SP:Iteration 5Q (620.191897 sec): 3 clusters Score: Raw -89359.683419 + Penalty 3996.921802 = -85362.761617 nChanged 27 SP:Iteration 6Q (620.226708 sec): 3 clusters Score: Raw -89378.621535 + Penalty 3996.921802 = -85381.699733 nChanged 24 SP:Iteration 7Q (620.261721 sec): 3 clusters Score: Raw -89399.584953 + Penalty 3996.921802 = -85402.663151 nChanged 17 SP:Iteration 8Q (620.296636 sec): 3 clusters Score: Raw -89414.015501 + Penalty 3996.921802 = -85417.093699 nChanged 26 SP:Iteration 9Q (620.331538 sec): 3 clusters Score: Raw -89432.764789 + Penalty 3996.921802 = -85435.842987 nChanged 14 SP:Iteration 10Q (620.441550 sec): 3 clusters Score: Raw -89440.865666 + Penalty 3996.921802 = -85443.943864 nChanged 18 SP:Iteration 11Q (620.533604 sec): 3 clusters Score: Raw -89450.527845 + Penalty 3996.921802 = -85453.606043 nChanged 14 SP:Iteration 12Q (620.645859 sec): 3 clusters Score: Raw -89459.933591 + Penalty 3996.921802 = -85463.011789 nChanged 7 SP:Iteration 13Q (620.764236 sec): 3 clusters Score: Raw -89464.191566 + Penalty 3996.921802 = -85467.269764 nChanged 4 SP:Iteration 14Q (620.877301 sec): 3 clusters Score: Raw -89467.540716 + Penalty 3996.921802 = -85470.618914 nChanged 7 SP:Iteration 15Q (620.936559 sec): 3 clusters Score: Raw -89471.882495 + Penalty 3996.921802 = -85474.960693 nChanged 3 SP:Iteration 16Q (620.972179 sec): 3 clusters Score: Raw -89473.558853 + Penalty 3996.921802 = -85476.637051 nChanged 2 SP:Iteration 17Q (621.011867 sec): 3 clusters Score: Raw -89474.713347 + Penalty 3996.921802 = -85477.791545 nChanged 1 SP:Iteration 18Q (621.052343 sec): 3 clusters Score: Raw -89476.194071 + Penalty 3996.921802 = -85479.272269 nChanged 0 SP:Iteration 19F (621.092702 sec): 3 clusters Score: Raw -89476.194071 + Penalty 3996.921802 = -85479.272269 nChanged 0 Trying to split cluster 3 (1959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (621.130841 sec): 2 clusters Score: Raw -88230.326810 + Penalty 2001.170006 = -86229.156804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (621.167786 sec): 3 clusters Score: Raw -87591.615681 + Penalty 4002.340013 = -83589.275668 nChanged 572 SP:Iteration 1F (621.202487 sec): 3 clusters Score: Raw -88010.781790 + Penalty 4002.340013 = -84008.441777 nChanged 134 SP:Iteration 2F (621.237099 sec): 3 clusters Score: Raw -88128.778639 + Penalty 4002.340013 = -84126.438626 nChanged 81 SP:Iteration 3Q (621.287180 sec): 3 clusters Score: Raw -88192.324365 + Penalty 4002.340013 = -84189.984352 nChanged 56 SP:Iteration 4Q (621.321968 sec): 3 clusters Score: Raw -88239.835204 + Penalty 4002.340013 = -84237.495191 nChanged 32 SP:Iteration 5Q (621.356077 sec): 3 clusters Score: Raw -88267.044148 + Penalty 4002.340013 = -84264.704135 nChanged 24 SP:Iteration 6Q (621.390210 sec): 3 clusters Score: Raw -88282.915607 + Penalty 4002.340013 = -84280.575595 nChanged 13 SP:Iteration 7Q (621.424311 sec): 3 clusters Score: Raw -88290.554581 + Penalty 4002.340013 = -84288.214569 nChanged 8 SP:Iteration 8Q (621.458522 sec): 3 clusters Score: Raw -88296.136451 + Penalty 4002.340013 = -84293.796438 nChanged 9 SP:Iteration 9Q (621.492574 sec): 3 clusters Score: Raw -88304.921136 + Penalty 4002.340013 = -84302.581123 nChanged 12 SP:Iteration 10Q (621.526736 sec): 3 clusters Score: Raw -88314.331769 + Penalty 4002.340013 = -84311.991756 nChanged 13 SP:Iteration 11Q (621.560765 sec): 3 clusters Score: Raw -88327.492884 + Penalty 4002.340013 = -84325.152872 nChanged 14 SP:Iteration 12Q (621.595005 sec): 3 clusters Score: Raw -88339.448951 + Penalty 4002.340013 = -84337.108938 nChanged 5 SP:Iteration 13Q (621.629189 sec): 3 clusters Score: Raw -88343.180830 + Penalty 4002.340013 = -84340.840817 nChanged 6 SP:Iteration 14Q (621.663297 sec): 3 clusters Score: Raw -88349.137303 + Penalty 4002.340013 = -84346.797291 nChanged 7 SP:Iteration 15Q (621.697271 sec): 3 clusters Score: Raw -88352.608774 + Penalty 4002.340013 = -84350.268761 nChanged 2 SP:Iteration 16Q (621.731315 sec): 3 clusters Score: Raw -88353.812114 + Penalty 4002.340013 = -84351.472101 nChanged 4 SP:Iteration 17Q (621.765367 sec): 3 clusters Score: Raw -88356.740646 + Penalty 4002.340013 = -84354.400634 nChanged 3 SP:Iteration 18Q (621.799533 sec): 3 clusters Score: Raw -88361.126157 + Penalty 4002.340013 = -84358.786145 nChanged 5 SP:Iteration 19Q (621.833466 sec): 3 clusters Score: Raw -88363.596138 + Penalty 4002.340013 = -84361.256125 nChanged 5 SP:Iteration 20F (621.867145 sec): 3 clusters Score: Raw -88367.099447 + Penalty 4002.340013 = -84364.759434 nChanged 6 SP:Iteration 21Q (621.901241 sec): 3 clusters Score: Raw -88374.652980 + Penalty 4002.340013 = -84372.312968 nChanged 9 SP:Iteration 22Q (621.935476 sec): 3 clusters Score: Raw -88379.041217 + Penalty 4002.340013 = -84376.701205 nChanged 6 SP:Iteration 23Q (622.048723 sec): 3 clusters Score: Raw -88383.053389 + Penalty 4002.340013 = -84380.713376 nChanged 5 SP:Iteration 24Q (622.168675 sec): 3 clusters Score: Raw -88386.183825 + Penalty 4002.340013 = -84383.843812 nChanged 4 SP:Iteration 25Q (622.274250 sec): 3 clusters Score: Raw -88388.026508 + Penalty 4002.340013 = -84385.686496 nChanged 2 SP:Iteration 26Q (622.386138 sec): 3 clusters Score: Raw -88390.200654 + Penalty 4002.340013 = -84387.860641 nChanged 2 SP:Iteration 27Q (622.497709 sec): 3 clusters Score: Raw -88391.860628 + Penalty 4002.340013 = -84389.520615 nChanged 2 SP:Iteration 28Q (622.590863 sec): 3 clusters Score: Raw -88392.692830 + Penalty 4002.340013 = -84390.352817 nChanged 2 SP:Iteration 29Q (622.706531 sec): 3 clusters Score: Raw -88393.453187 + Penalty 4002.340013 = -84391.113174 nChanged 1 SP:Iteration 30Q (622.822579 sec): 3 clusters Score: Raw -88393.975602 + Penalty 4002.340013 = -84391.635589 nChanged 2 SP:Iteration 31Q (622.859479 sec): 3 clusters Score: Raw -88395.556001 + Penalty 4002.340013 = -84393.215989 nChanged 3 SP:Iteration 32Q (622.910489 sec): 3 clusters Score: Raw -88397.522625 + Penalty 4002.340013 = -84395.182612 nChanged 4 SP:Iteration 33Q (622.945552 sec): 3 clusters Score: Raw -88399.012594 + Penalty 4002.340013 = -84396.672582 nChanged 2 SP:Iteration 34Q (622.980376 sec): 3 clusters Score: Raw -88399.824055 + Penalty 4002.340013 = -84397.484042 nChanged 0 SP:Iteration 35F (623.014845 sec): 3 clusters Score: Raw -88399.824055 + Penalty 4002.340013 = -84397.484042 nChanged 0 Trying to split cluster 4 (5066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (623.060472 sec): 2 clusters Score: Raw -234080.826685 + Penalty 2252.001003 = -231828.825682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.106089 sec): 3 clusters Score: Raw -231622.561514 + Penalty 4504.002007 = -227118.559508 nChanged 1926 SP:Iteration 1F (623.151085 sec): 3 clusters Score: Raw -232751.084704 + Penalty 4504.002007 = -228247.082698 nChanged 383 SP:Iteration 2F (623.196107 sec): 3 clusters Score: Raw -232981.578255 + Penalty 4504.002007 = -228477.576248 nChanged 257 SP:Iteration 3F (623.244975 sec): 3 clusters Score: Raw -233122.390673 + Penalty 4504.002007 = -228618.388666 nChanged 199 SP:Iteration 4Q (623.308046 sec): 3 clusters Score: Raw -233226.323697 + Penalty 4504.002007 = -228722.321690 nChanged 150 SP:Iteration 5Q (623.354297 sec): 3 clusters Score: Raw -233299.015000 + Penalty 4504.002007 = -228795.012993 nChanged 122 SP:Iteration 6Q (623.400296 sec): 3 clusters Score: Raw -233346.769267 + Penalty 4504.002007 = -228842.767260 nChanged 82 SP:Iteration 7Q (623.446546 sec): 3 clusters Score: Raw -233380.390317 + Penalty 4504.002007 = -228876.388311 nChanged 72 SP:Iteration 8Q (623.492509 sec): 3 clusters Score: Raw -233407.870172 + Penalty 4504.002007 = -228903.868166 nChanged 59 SP:Iteration 9Q (623.538108 sec): 3 clusters Score: Raw -233430.240193 + Penalty 4504.002007 = -228926.238186 nChanged 50 SP:Iteration 10Q (623.584019 sec): 3 clusters Score: Raw -233448.126721 + Penalty 4504.002007 = -228944.124714 nChanged 49 SP:Iteration 11Q (623.630040 sec): 3 clusters Score: Raw -233469.846178 + Penalty 4504.002007 = -228965.844171 nChanged 47 SP:Iteration 12Q (623.676559 sec): 3 clusters Score: Raw -233489.073739 + Penalty 4504.002007 = -228985.071732 nChanged 52 SP:Iteration 13Q (623.722425 sec): 3 clusters Score: Raw -233507.796697 + Penalty 4504.002007 = -229003.794691 nChanged 39 SP:Iteration 14Q (623.856058 sec): 3 clusters Score: Raw -233522.386646 + Penalty 4504.002007 = -229018.384639 nChanged 36 SP:Iteration 15Q (623.986448 sec): 3 clusters Score: Raw -233534.812147 + Penalty 4504.002007 = -229030.810140 nChanged 31 SP:Iteration 16Q (624.114048 sec): 3 clusters Score: Raw -233544.224852 + Penalty 4504.002007 = -229040.222845 nChanged 23 SP:Iteration 17Q (624.235659 sec): 3 clusters Score: Raw -233551.045046 + Penalty 4504.002007 = -229047.043039 nChanged 15 SP:Iteration 18Q (624.351811 sec): 3 clusters Score: Raw -233555.820494 + Penalty 4504.002007 = -229051.818488 nChanged 22 SP:Iteration 19Q (624.406150 sec): 3 clusters Score: Raw -233562.356120 + Penalty 4504.002007 = -229058.354113 nChanged 22 SP:Iteration 20F (624.463054 sec): 3 clusters Score: Raw -233568.467473 + Penalty 4504.002007 = -229064.465466 nChanged 14 SP:Iteration 21Q (624.677187 sec): 3 clusters Score: Raw -233574.465811 + Penalty 4504.002007 = -229070.463804 nChanged 18 SP:Iteration 22Q (624.831514 sec): 3 clusters Score: Raw -233579.167632 + Penalty 4504.002007 = -229075.165626 nChanged 10 SP:Iteration 23Q (624.957447 sec): 3 clusters Score: Raw -233582.224098 + Penalty 4504.002007 = -229078.222092 nChanged 10 SP:Iteration 24Q (625.090233 sec): 3 clusters Score: Raw -233583.945633 + Penalty 4504.002007 = -229079.943627 nChanged 15 SP:Iteration 25Q (625.210763 sec): 3 clusters Score: Raw -233587.944832 + Penalty 4504.002007 = -229083.942825 nChanged 12 SP:Iteration 26Q (625.344850 sec): 3 clusters Score: Raw -233591.075592 + Penalty 4504.002007 = -229087.073586 nChanged 13 SP:Iteration 27Q (625.471458 sec): 3 clusters Score: Raw -233593.695794 + Penalty 4504.002007 = -229089.693788 nChanged 8 SP:Iteration 28Q (625.519410 sec): 3 clusters Score: Raw -233596.030379 + Penalty 4504.002007 = -229092.028372 nChanged 9 SP:Iteration 29Q (625.573355 sec): 3 clusters Score: Raw -233598.049212 + Penalty 4504.002007 = -229094.047206 nChanged 4 SP:Iteration 30Q (625.627755 sec): 3 clusters Score: Raw -233598.855301 + Penalty 4504.002007 = -229094.853295 nChanged 4 SP:Iteration 31Q (625.681736 sec): 3 clusters Score: Raw -233600.651453 + Penalty 4504.002007 = -229096.649446 nChanged 11 SP:Iteration 32Q (625.735553 sec): 3 clusters Score: Raw -233602.986947 + Penalty 4504.002007 = -229098.984940 nChanged 5 SP:Iteration 33Q (625.789421 sec): 3 clusters Score: Raw -233604.430282 + Penalty 4504.002007 = -229100.428275 nChanged 2 SP:Iteration 34Q (625.843279 sec): 3 clusters Score: Raw -233604.905171 + Penalty 4504.002007 = -229100.903164 nChanged 1 SP:Iteration 35Q (625.897021 sec): 3 clusters Score: Raw -233605.435984 + Penalty 4504.002007 = -229101.433977 nChanged 0 SP:Iteration 36F (625.949992 sec): 3 clusters Score: Raw -233605.435984 + Penalty 4504.002007 = -229101.433977 nChanged 0 Trying to split cluster 5 (6712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.010791 sec): 2 clusters Score: Raw -333082.594322 + Penalty 2326.276194 = -330756.318128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.070385 sec): 3 clusters Score: Raw -329759.570805 + Penalty 4652.552387 = -325107.018418 nChanged 2653 SP:Iteration 1F (626.138363 sec): 3 clusters Score: Raw -331313.452602 + Penalty 4652.552387 = -326660.900215 nChanged 520 SP:Iteration 2F (626.212063 sec): 3 clusters Score: Raw -331619.126857 + Penalty 4652.552387 = -326966.574470 nChanged 379 SP:Iteration 3F (626.269771 sec): 3 clusters Score: Raw -331829.873581 + Penalty 4652.552387 = -327177.321194 nChanged 304 SP:Iteration 4Q (626.440854 sec): 3 clusters Score: Raw -331990.706733 + Penalty 4652.552387 = -327338.154346 nChanged 257 SP:Iteration 5Q (626.599450 sec): 3 clusters Score: Raw -332140.819782 + Penalty 4652.552387 = -327488.267395 nChanged 238 SP:Iteration 6Q (626.719703 sec): 3 clusters Score: Raw -332277.780327 + Penalty 4652.552387 = -327625.227940 nChanged 231 SP:Iteration 7Q (626.772732 sec): 3 clusters Score: Raw -332417.822183 + Penalty 4652.552387 = -327765.269796 nChanged 228 SP:Iteration 8Q (626.823716 sec): 3 clusters Score: Raw -332529.084312 + Penalty 4652.552387 = -327876.531925 nChanged 190 SP:Iteration 9Q (626.875063 sec): 3 clusters Score: Raw -332640.125625 + Penalty 4652.552387 = -327987.573238 nChanged 180 SP:Iteration 10Q (627.034710 sec): 3 clusters Score: Raw -332744.532748 + Penalty 4652.552387 = -328091.980361 nChanged 173 SP:Iteration 11Q (627.185264 sec): 3 clusters Score: Raw -332846.326955 + Penalty 4652.552387 = -328193.774568 nChanged 149 SP:Iteration 12Q (627.241149 sec): 3 clusters Score: Raw -332934.774318 + Penalty 4652.552387 = -328282.221931 nChanged 144 SP:Iteration 13Q (627.296569 sec): 3 clusters Score: Raw -333015.489714 + Penalty 4652.552387 = -328362.937327 nChanged 124 SP:Iteration 14Q (627.371656 sec): 3 clusters Score: Raw -333080.028886 + Penalty 4652.552387 = -328427.476499 nChanged 91 SP:Iteration 15Q (627.431014 sec): 3 clusters Score: Raw -333134.649114 + Penalty 4652.552387 = -328482.096727 nChanged 94 SP:Iteration 16Q (627.557232 sec): 3 clusters Score: Raw -333189.648173 + Penalty 4652.552387 = -328537.095786 nChanged 92 SP:Iteration 17Q (627.666459 sec): 3 clusters Score: Raw -333244.117715 + Penalty 4652.552387 = -328591.565328 nChanged 76 SP:Iteration 18Q (627.725276 sec): 3 clusters Score: Raw -333282.634384 + Penalty 4652.552387 = -328630.081997 nChanged 42 SP:Iteration 19Q (627.783749 sec): 3 clusters Score: Raw -333305.151578 + Penalty 4652.552387 = -328652.599191 nChanged 42 SP:Iteration 20F (627.921622 sec): 3 clusters Score: Raw -333326.333645 + Penalty 4652.552387 = -328673.781258 nChanged 31 SP:Iteration 21Q (628.064552 sec): 3 clusters Score: Raw -333344.343191 + Penalty 4652.552387 = -328691.790804 nChanged 27 SP:Iteration 22Q (628.194284 sec): 3 clusters Score: Raw -333355.039000 + Penalty 4652.552387 = -328702.486613 nChanged 16 SP:Iteration 23Q (628.330307 sec): 3 clusters Score: Raw -333363.067885 + Penalty 4652.552387 = -328710.515498 nChanged 23 SP:Iteration 24Q (628.399342 sec): 3 clusters Score: Raw -333374.234728 + Penalty 4652.552387 = -328721.682341 nChanged 14 SP:Iteration 25Q (628.455815 sec): 3 clusters Score: Raw -333381.427514 + Penalty 4652.552387 = -328728.875127 nChanged 11 SP:Iteration 26Q (628.511676 sec): 3 clusters Score: Raw -333386.076656 + Penalty 4652.552387 = -328733.524269 nChanged 11 SP:Iteration 27Q (628.633594 sec): 3 clusters Score: Raw -333390.820403 + Penalty 4652.552387 = -328738.268016 nChanged 9 SP:Iteration 28Q (628.698698 sec): 3 clusters Score: Raw -333394.962860 + Penalty 4652.552387 = -328742.410473 nChanged 9 SP:Iteration 29Q (628.754617 sec): 3 clusters Score: Raw -333398.748324 + Penalty 4652.552387 = -328746.195937 nChanged 8 SP:Iteration 30Q (628.808401 sec): 3 clusters Score: Raw -333402.223390 + Penalty 4652.552387 = -328749.671003 nChanged 7 SP:Iteration 31Q (628.934974 sec): 3 clusters Score: Raw -333406.175674 + Penalty 4652.552387 = -328753.623287 nChanged 6 SP:Iteration 32Q (629.048369 sec): 3 clusters Score: Raw -333408.843924 + Penalty 4652.552387 = -328756.291537 nChanged 12 SP:Iteration 33Q (629.104033 sec): 3 clusters Score: Raw -333415.053356 + Penalty 4652.552387 = -328762.500969 nChanged 9 SP:Iteration 34Q (629.159824 sec): 3 clusters Score: Raw -333419.599038 + Penalty 4652.552387 = -328767.046651 nChanged 12 SP:Iteration 35Q (629.235973 sec): 3 clusters Score: Raw -333425.587537 + Penalty 4652.552387 = -328773.035150 nChanged 10 SP:Iteration 36Q (629.295961 sec): 3 clusters Score: Raw -333430.836928 + Penalty 4652.552387 = -328778.284541 nChanged 14 SP:Iteration 37Q (629.364495 sec): 3 clusters Score: Raw -333436.250561 + Penalty 4652.552387 = -328783.698174 nChanged 9 SP:Iteration 38Q (629.456089 sec): 3 clusters Score: Raw -333439.606126 + Penalty 4652.552387 = -328787.053739 nChanged 6 SP:Iteration 39Q (629.510908 sec): 3 clusters Score: Raw -333441.301901 + Penalty 4652.552387 = -328788.749514 nChanged 4 SP:Iteration 40F (629.566205 sec): 3 clusters Score: Raw -333442.698420 + Penalty 4652.552387 = -328790.146033 nChanged 3 SP:Iteration 41Q (629.716819 sec): 3 clusters Score: Raw -333443.762680 + Penalty 4652.552387 = -328791.210292 nChanged 3 SP:Iteration 42Q (629.839795 sec): 3 clusters Score: Raw -333444.889170 + Penalty 4652.552387 = -328792.336783 nChanged 4 SP:Iteration 43Q (629.896252 sec): 3 clusters Score: Raw -333447.142823 + Penalty 4652.552387 = -328794.590436 nChanged 5 SP:Iteration 44Q (629.952126 sec): 3 clusters Score: Raw -333449.815321 + Penalty 4652.552387 = -328797.262934 nChanged 7 SP:Iteration 45Q (630.009123 sec): 3 clusters Score: Raw -333452.874230 + Penalty 4652.552387 = -328800.321843 nChanged 4 SP:Iteration 46Q (630.067797 sec): 3 clusters Score: Raw -333454.434334 + Penalty 4652.552387 = -328801.881947 nChanged 2 SP:Iteration 47Q (630.142025 sec): 3 clusters Score: Raw -333454.771939 + Penalty 4652.552387 = -328802.219552 nChanged 0 SP:Iteration 48F (630.207815 sec): 3 clusters Score: Raw -333454.771939 + Penalty 4652.552387 = -328802.219552 nChanged 0 Trying to split cluster 6 (4105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (630.286292 sec): 2 clusters Score: Raw -173588.195653 + Penalty 2196.469710 = -171391.725943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (630.344563 sec): 3 clusters Score: Raw -171750.862736 + Penalty 4392.939420 = -167357.923317 nChanged 1489 SP:Iteration 1F (630.432538 sec): 3 clusters Score: Raw -172679.797534 + Penalty 4392.939420 = -168286.858115 nChanged 336 SP:Iteration 2F (630.475550 sec): 3 clusters Score: Raw -172933.277522 + Penalty 4392.939420 = -168540.338102 nChanged 241 SP:Iteration 3F (630.589614 sec): 3 clusters Score: Raw -173102.433385 + Penalty 4392.939420 = -168709.493965 nChanged 201 SP:Iteration 4Q (630.720761 sec): 3 clusters Score: Raw -173259.446176 + Penalty 4392.939420 = -168866.506757 nChanged 162 SP:Iteration 5Q (630.850240 sec): 3 clusters Score: Raw -173396.214288 + Penalty 4392.939420 = -169003.274868 nChanged 168 SP:Iteration 6Q (630.897399 sec): 3 clusters Score: Raw -173532.666997 + Penalty 4392.939420 = -169139.727578 nChanged 146 SP:Iteration 7Q (630.941376 sec): 3 clusters Score: Raw -173638.482793 + Penalty 4392.939420 = -169245.543373 nChanged 126 SP:Iteration 8Q (630.987022 sec): 3 clusters Score: Raw -173732.668836 + Penalty 4392.939420 = -169339.729417 nChanged 107 SP:Iteration 9Q (631.056783 sec): 3 clusters Score: Raw -173824.884704 + Penalty 4392.939420 = -169431.945285 nChanged 109 SP:Iteration 10Q (631.109526 sec): 3 clusters Score: Raw -173903.737012 + Penalty 4392.939420 = -169510.797593 nChanged 83 SP:Iteration 11Q (631.161834 sec): 3 clusters Score: Raw -173963.961622 + Penalty 4392.939420 = -169571.022202 nChanged 76 SP:Iteration 12Q (631.227367 sec): 3 clusters Score: Raw -174019.075939 + Penalty 4392.939420 = -169626.136520 nChanged 67 SP:Iteration 13Q (631.274109 sec): 3 clusters Score: Raw -174071.846709 + Penalty 4392.939420 = -169678.907289 nChanged 60 SP:Iteration 14Q (631.386246 sec): 3 clusters Score: Raw -174117.567939 + Penalty 4392.939420 = -169724.628519 nChanged 63 SP:Iteration 15Q (631.522001 sec): 3 clusters Score: Raw -174159.389219 + Penalty 4392.939420 = -169766.449800 nChanged 45 SP:Iteration 16Q (631.619233 sec): 3 clusters Score: Raw -174184.025933 + Penalty 4392.939420 = -169791.086514 nChanged 34 SP:Iteration 17Q (631.663906 sec): 3 clusters Score: Raw -174206.109195 + Penalty 4392.939420 = -169813.169776 nChanged 39 SP:Iteration 18Q (631.709175 sec): 3 clusters Score: Raw -174230.134124 + Penalty 4392.939420 = -169837.194705 nChanged 35 SP:Iteration 19Q (631.841613 sec): 3 clusters Score: Raw -174249.958134 + Penalty 4392.939420 = -169857.018715 nChanged 33 SP:Iteration 20F (631.943538 sec): 3 clusters Score: Raw -174270.403794 + Penalty 4392.939420 = -169877.464374 nChanged 21 SP:Iteration 21Q (632.080586 sec): 3 clusters Score: Raw -174281.700293 + Penalty 4392.939420 = -169888.760873 nChanged 28 SP:Iteration 22Q (632.257000 sec): 3 clusters Score: Raw -174295.571591 + Penalty 4392.939420 = -169902.632172 nChanged 17 SP:Iteration 23Q (632.323329 sec): 3 clusters Score: Raw -174302.612505 + Penalty 4392.939420 = -169909.673086 nChanged 13 SP:Iteration 24Q (632.366819 sec): 3 clusters Score: Raw -174309.587237 + Penalty 4392.939420 = -169916.647817 nChanged 16 SP:Iteration 25Q (632.416020 sec): 3 clusters Score: Raw -174315.122234 + Penalty 4392.939420 = -169922.182814 nChanged 15 SP:Iteration 26Q (632.473032 sec): 3 clusters Score: Raw -174321.687230 + Penalty 4392.939420 = -169928.747811 nChanged 14 SP:Iteration 27Q (632.610082 sec): 3 clusters Score: Raw -174329.548982 + Penalty 4392.939420 = -169936.609562 nChanged 13 SP:Iteration 28Q (632.657229 sec): 3 clusters Score: Raw -174335.577001 + Penalty 4392.939420 = -169942.637581 nChanged 10 SP:Iteration 29Q (632.704995 sec): 3 clusters Score: Raw -174339.953813 + Penalty 4392.939420 = -169947.014393 nChanged 6 SP:Iteration 30Q (632.757445 sec): 3 clusters Score: Raw -174342.435009 + Penalty 4392.939420 = -169949.495589 nChanged 7 SP:Iteration 31Q (632.808796 sec): 3 clusters Score: Raw -174346.790452 + Penalty 4392.939420 = -169953.851032 nChanged 8 SP:Iteration 32Q (632.859450 sec): 3 clusters Score: Raw -174350.556148 + Penalty 4392.939420 = -169957.616728 nChanged 9 SP:Iteration 33Q (632.916981 sec): 3 clusters Score: Raw -174355.545453 + Penalty 4392.939420 = -169962.606033 nChanged 12 SP:Iteration 34Q (632.967310 sec): 3 clusters Score: Raw -174361.743142 + Penalty 4392.939420 = -169968.803723 nChanged 14 SP:Iteration 35Q (633.016213 sec): 3 clusters Score: Raw -174367.557245 + Penalty 4392.939420 = -169974.617825 nChanged 17 SP:Iteration 36Q (633.066440 sec): 3 clusters Score: Raw -174375.508728 + Penalty 4392.939420 = -169982.569309 nChanged 18 SP:Iteration 37Q (633.129222 sec): 3 clusters Score: Raw -174384.795414 + Penalty 4392.939420 = -169991.855995 nChanged 14 SP:Iteration 38Q (633.178329 sec): 3 clusters Score: Raw -174393.233408 + Penalty 4392.939420 = -170000.293989 nChanged 18 SP:Iteration 39Q (633.240261 sec): 3 clusters Score: Raw -174402.401510 + Penalty 4392.939420 = -170009.462091 nChanged 20 SP:Iteration 40F (633.288668 sec): 3 clusters Score: Raw -174415.948350 + Penalty 4392.939420 = -170023.008931 nChanged 18 SP:Iteration 41Q (633.336488 sec): 3 clusters Score: Raw -174425.353987 + Penalty 4392.939420 = -170032.414568 nChanged 15 SP:Iteration 42Q (633.408940 sec): 3 clusters Score: Raw -174435.437952 + Penalty 4392.939420 = -170042.498532 nChanged 24 SP:Iteration 43Q (633.456012 sec): 3 clusters Score: Raw -174453.177797 + Penalty 4392.939420 = -170060.238378 nChanged 42 SP:Iteration 44Q (633.503503 sec): 3 clusters Score: Raw -174489.083277 + Penalty 4392.939420 = -170096.143857 nChanged 39 SP:Iteration 45Q (633.550809 sec): 3 clusters Score: Raw -174517.438000 + Penalty 4392.939420 = -170124.498581 nChanged 37 SP:Iteration 46Q (633.598383 sec): 3 clusters Score: Raw -174539.944895 + Penalty 4392.939420 = -170147.005475 nChanged 30 SP:Iteration 47Q (633.645568 sec): 3 clusters Score: Raw -174559.058288 + Penalty 4392.939420 = -170166.118869 nChanged 32 SP:Iteration 48Q (633.692948 sec): 3 clusters Score: Raw -174579.121426 + Penalty 4392.939420 = -170186.182007 nChanged 32 SP:Iteration 49Q (633.740053 sec): 3 clusters Score: Raw -174598.431169 + Penalty 4392.939420 = -170205.491750 nChanged 24 SP:Iteration 50Q (633.787499 sec): 3 clusters Score: Raw -174609.640170 + Penalty 4392.939420 = -170216.700750 nChanged 18 SP:Iteration 51Q (633.834376 sec): 3 clusters Score: Raw -174617.962616 + Penalty 4392.939420 = -170225.023197 nChanged 20 SP:Iteration 52Q (633.939464 sec): 3 clusters Score: Raw -174627.079468 + Penalty 4392.939420 = -170234.140049 nChanged 8 SP:Iteration 53Q (634.048746 sec): 3 clusters Score: Raw -174630.786232 + Penalty 4392.939420 = -170237.846812 nChanged 4 SP:Iteration 54Q (634.165398 sec): 3 clusters Score: Raw -174632.818030 + Penalty 4392.939420 = -170239.878610 nChanged 6 SP:Iteration 55Q (634.271268 sec): 3 clusters Score: Raw -174635.448219 + Penalty 4392.939420 = -170242.508800 nChanged 7 SP:Iteration 56Q (634.338929 sec): 3 clusters Score: Raw -174638.499836 + Penalty 4392.939420 = -170245.560416 nChanged 6 SP:Iteration 57Q (634.385207 sec): 3 clusters Score: Raw -174641.327122 + Penalty 4392.939420 = -170248.387702 nChanged 9 SP:Iteration 58Q (634.432873 sec): 3 clusters Score: Raw -174644.819080 + Penalty 4392.939420 = -170251.879660 nChanged 2 SP:Iteration 59Q (634.565365 sec): 3 clusters Score: Raw -174645.970562 + Penalty 4392.939420 = -170253.031143 nChanged 1 SP:Iteration 60F (634.611441 sec): 3 clusters Score: Raw -174646.153142 + Penalty 4392.939420 = -170253.213722 nChanged 0 Trying to split cluster 7 (1375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (634.679138 sec): 2 clusters Score: Raw -54823.677785 + Penalty 1907.719179 = -52915.958607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (634.798889 sec): 3 clusters Score: Raw -54420.823767 + Penalty 3815.438357 = -50605.385409 nChanged 355 SP:Iteration 1F (634.826170 sec): 3 clusters Score: Raw -54767.969864 + Penalty 3815.438357 = -50952.531507 nChanged 98 SP:Iteration 2F (634.853116 sec): 3 clusters Score: Raw -54868.541030 + Penalty 3815.438357 = -51053.102673 nChanged 33 SP:Iteration 3Q (634.895474 sec): 3 clusters Score: Raw -54902.585251 + Penalty 3815.438357 = -51087.146894 nChanged 21 SP:Iteration 4Q (634.922561 sec): 3 clusters Score: Raw -54926.164018 + Penalty 3815.438357 = -51110.725660 nChanged 11 SP:Iteration 5Q (634.949699 sec): 3 clusters Score: Raw -54938.030593 + Penalty 3815.438357 = -51122.592236 nChanged 10 SP:Iteration 6Q (634.976286 sec): 3 clusters Score: Raw -54947.219748 + Penalty 3815.438357 = -51131.781391 nChanged 9 SP:Iteration 7Q (635.018242 sec): 3 clusters Score: Raw -54957.048971 + Penalty 3815.438357 = -51141.610613 nChanged 9 SP:Iteration 8Q (635.045013 sec): 3 clusters Score: Raw -54966.694370 + Penalty 3815.438357 = -51151.256013 nChanged 5 SP:Iteration 9Q (635.071680 sec): 3 clusters Score: Raw -54970.564001 + Penalty 3815.438357 = -51155.125644 nChanged 3 SP:Iteration 10Q (635.098422 sec): 3 clusters Score: Raw -54972.955489 + Penalty 3815.438357 = -51157.517131 nChanged 2 SP:Iteration 11Q (635.145335 sec): 3 clusters Score: Raw -54973.957954 + Penalty 3815.438357 = -51158.519597 nChanged 2 SP:Iteration 12Q (635.171486 sec): 3 clusters Score: Raw -54976.212064 + Penalty 3815.438357 = -51160.773707 nChanged 0 SP:Iteration 13F (635.197170 sec): 3 clusters Score: Raw -54976.212064 + Penalty 3815.438357 = -51160.773707 nChanged 0 Trying to split cluster 8 (2661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (635.262546 sec): 2 clusters Score: Raw -95921.370838 + Penalty 2082.024720 = -93839.346119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (635.362662 sec): 3 clusters Score: Raw -94848.833973 + Penalty 4164.049439 = -90684.784534 nChanged 911 SP:Iteration 1F (635.430671 sec): 3 clusters Score: Raw -95506.825669 + Penalty 4164.049439 = -91342.776230 nChanged 191 SP:Iteration 2F (635.469534 sec): 3 clusters Score: Raw -95684.518589 + Penalty 4164.049439 = -91520.469150 nChanged 152 SP:Iteration 3F (635.508595 sec): 3 clusters Score: Raw -95821.702360 + Penalty 4164.049439 = -91657.652921 nChanged 128 SP:Iteration 4Q (635.597828 sec): 3 clusters Score: Raw -95928.962553 + Penalty 4164.049439 = -91764.913114 nChanged 87 SP:Iteration 5Q (635.656161 sec): 3 clusters Score: Raw -96016.880484 + Penalty 4164.049439 = -91852.831045 nChanged 74 SP:Iteration 6Q (635.696240 sec): 3 clusters Score: Raw -96067.807578 + Penalty 4164.049439 = -91903.758139 nChanged 49 SP:Iteration 7Q (635.808108 sec): 3 clusters Score: Raw -96107.155986 + Penalty 4164.049439 = -91943.106547 nChanged 43 SP:Iteration 8Q (635.916724 sec): 3 clusters Score: Raw -96152.885784 + Penalty 4164.049439 = -91988.836345 nChanged 54 SP:Iteration 9Q (635.979971 sec): 3 clusters Score: Raw -96197.875907 + Penalty 4164.049439 = -92033.826467 nChanged 37 SP:Iteration 10Q (636.020704 sec): 3 clusters Score: Raw -96234.103184 + Penalty 4164.049439 = -92070.053745 nChanged 36 SP:Iteration 11Q (636.060077 sec): 3 clusters Score: Raw -96267.282173 + Penalty 4164.049439 = -92103.232734 nChanged 40 SP:Iteration 12Q (636.129150 sec): 3 clusters Score: Raw -96298.029685 + Penalty 4164.049439 = -92133.980246 nChanged 24 SP:Iteration 13Q (636.179331 sec): 3 clusters Score: Raw -96314.719281 + Penalty 4164.049439 = -92150.669842 nChanged 23 SP:Iteration 14Q (636.229621 sec): 3 clusters Score: Raw -96329.233065 + Penalty 4164.049439 = -92165.183626 nChanged 17 SP:Iteration 15Q (636.280836 sec): 3 clusters Score: Raw -96345.921485 + Penalty 4164.049439 = -92181.872046 nChanged 25 SP:Iteration 16Q (636.325211 sec): 3 clusters Score: Raw -96361.032337 + Penalty 4164.049439 = -92196.982898 nChanged 12 SP:Iteration 17Q (636.365387 sec): 3 clusters Score: Raw -96370.197363 + Penalty 4164.049439 = -92206.147924 nChanged 10 SP:Iteration 18Q (636.405347 sec): 3 clusters Score: Raw -96374.759394 + Penalty 4164.049439 = -92210.709955 nChanged 5 SP:Iteration 19Q (636.445659 sec): 3 clusters Score: Raw -96377.160879 + Penalty 4164.049439 = -92213.111440 nChanged 2 SP:Iteration 20F (636.485341 sec): 3 clusters Score: Raw -96378.128188 + Penalty 4164.049439 = -92214.078749 nChanged 3 SP:Iteration 21Q (636.525858 sec): 3 clusters Score: Raw -96379.233009 + Penalty 4164.049439 = -92215.183570 nChanged 3 SP:Iteration 22Q (636.566547 sec): 3 clusters Score: Raw -96380.625523 + Penalty 4164.049439 = -92216.576084 nChanged 1 SP:Iteration 23Q (636.607034 sec): 3 clusters Score: Raw -96381.109937 + Penalty 4164.049439 = -92217.060498 nChanged 1 SP:Iteration 24Q (636.647763 sec): 3 clusters Score: Raw -96381.746551 + Penalty 4164.049439 = -92217.697112 nChanged 2 SP:Iteration 25Q (636.690015 sec): 3 clusters Score: Raw -96382.755649 + Penalty 4164.049439 = -92218.706210 nChanged 4 SP:Iteration 26Q (636.732499 sec): 3 clusters Score: Raw -96385.556099 + Penalty 4164.049439 = -92221.506660 nChanged 5 SP:Iteration 27Q (636.852830 sec): 3 clusters Score: Raw -96388.901067 + Penalty 4164.049439 = -92224.851628 nChanged 9 SP:Iteration 28Q (636.973264 sec): 3 clusters Score: Raw -96394.831484 + Penalty 4164.049439 = -92230.782045 nChanged 11 SP:Iteration 29Q (637.092201 sec): 3 clusters Score: Raw -96399.565507 + Penalty 4164.049439 = -92235.516068 nChanged 5 SP:Iteration 30Q (637.212177 sec): 3 clusters Score: Raw -96402.174326 + Penalty 4164.049439 = -92238.124887 nChanged 3 SP:Iteration 31Q (637.324138 sec): 3 clusters Score: Raw -96404.017296 + Penalty 4164.049439 = -92239.967857 nChanged 9 SP:Iteration 32Q (637.428281 sec): 3 clusters Score: Raw -96410.381694 + Penalty 4164.049439 = -92246.332255 nChanged 7 SP:Iteration 33Q (637.555973 sec): 3 clusters Score: Raw -96414.577755 + Penalty 4164.049439 = -92250.528316 nChanged 7 SP:Iteration 34Q (637.641478 sec): 3 clusters Score: Raw -96418.424116 + Penalty 4164.049439 = -92254.374677 nChanged 5 SP:Iteration 35Q (637.778974 sec): 3 clusters Score: Raw -96420.360824 + Penalty 4164.049439 = -92256.311385 nChanged 1 SP:Iteration 36Q (637.882462 sec): 3 clusters Score: Raw -96420.654643 + Penalty 4164.049439 = -92256.605204 nChanged 0 SP:Iteration 37F (637.923721 sec): 3 clusters Score: Raw -96420.654643 + Penalty 4164.049439 = -92256.605204 nChanged 0 Time taken for this iteration:62.953543 seconds. 9->8 Clusters: Score -1007346.978496, best is -1009561.032527 Starting from 10 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 3 (2225 points): Lose 589.918938 but Gain 2660.632891 Iteration 0F (638.367754 sec): 9 clusters Score: Raw -946304.689179 + Penalty 21285.063129 = -925019.626050 nChanged 19430 Iteration 1F (638.719494 sec): 9 clusters Score: Raw -980954.078869 + Penalty 21285.063129 = -959669.015741 nChanged 7296 Deleting Class 5 (1988 points): Lose 2590.636772 but Gain 2660.632891 Iteration 2F (639.096757 sec): 8 clusters Score: Raw -995046.180195 + Penalty 18624.430237 = -976421.749957 nChanged 6943 Iteration 3F (639.456259 sec): 8 clusters Score: Raw -1006929.178727 + Penalty 18624.430237 = -988304.748490 nChanged 3573 Iteration 4F (639.767082 sec): 8 clusters Score: Raw -1012216.506617 + Penalty 18624.430237 = -993592.076379 nChanged 2629 Iteration 5F (640.131050 sec): 8 clusters Score: Raw -1015934.495376 + Penalty 18624.430237 = -997310.065138 nChanged 1964 Iteration 6F (640.433685 sec): 8 clusters Score: Raw -1018376.939924 + Penalty 18624.430237 = -999752.509687 nChanged 1452 Iteration 7F (640.821583 sec): 8 clusters Score: Raw -1019848.826540 + Penalty 18624.430237 = -1001224.396303 nChanged 1059 Iteration 8Q (641.106365 sec): 8 clusters Score: Raw -1020793.645439 + Penalty 18624.430237 = -1002169.215202 nChanged 858 Iteration 9Q (641.458379 sec): 8 clusters Score: Raw -1021493.906479 + Penalty 18624.430237 = -1002869.476242 nChanged 701 Iteration 10Q (641.714932 sec): 8 clusters Score: Raw -1021995.211577 + Penalty 18624.430237 = -1003370.781339 nChanged 600 Iteration 11Q (642.019186 sec): 8 clusters Score: Raw -1022396.300309 + Penalty 18624.430237 = -1003771.870071 nChanged 451 Iteration 12Q (642.279408 sec): 8 clusters Score: Raw -1022679.147896 + Penalty 18624.430237 = -1004054.717659 nChanged 375 Iteration 13Q (642.564267 sec): 8 clusters Score: Raw -1022878.397829 + Penalty 18624.430237 = -1004253.967592 nChanged 320 Iteration 14Q (642.794431 sec): 8 clusters Score: Raw -1023023.610858 + Penalty 18624.430237 = -1004399.180620 nChanged 255 Iteration 15Q (643.028257 sec): 8 clusters Score: Raw -1023136.798831 + Penalty 18624.430237 = -1004512.368594 nChanged 224 Iteration 16Q (643.381443 sec): 8 clusters Score: Raw -1023242.651068 + Penalty 18624.430237 = -1004618.220831 nChanged 219 Iteration 17Q (643.640844 sec): 8 clusters Score: Raw -1023344.578097 + Penalty 18624.430237 = -1004720.147859 nChanged 196 Iteration 18Q (643.899006 sec): 8 clusters Score: Raw -1023435.337489 + Penalty 18624.430237 = -1004810.907251 nChanged 176 Iteration 19Q (644.128684 sec): 8 clusters Score: Raw -1023502.100301 + Penalty 18624.430237 = -1004877.670063 nChanged 139 Writing temp clu file Because OldScore, -1004810.907251, is greater than current (better) Score,-1004877.670063 Compute initial score before splitting: Score: Raw -1023502.100301 + Penalty 18624.430237 = -1004877.670063 Trying to split cluster 1 (3643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.190919 sec): 2 clusters Score: Raw -156500.464384 + Penalty 2164.948578 = -154335.515806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (644.365769 sec): 3 clusters Score: Raw -154880.305747 + Penalty 4329.897157 = -150550.408590 nChanged 1296 SP:Iteration 1F (644.428583 sec): 3 clusters Score: Raw -155727.009636 + Penalty 4329.897157 = -151397.112479 nChanged 290 SP:Iteration 2F (644.470381 sec): 3 clusters Score: Raw -155949.590564 + Penalty 4329.897157 = -151619.693407 nChanged 186 SP:Iteration 3F (644.511787 sec): 3 clusters Score: Raw -156093.907080 + Penalty 4329.897157 = -151764.009923 nChanged 136 SP:Iteration 4Q (644.562980 sec): 3 clusters Score: Raw -156192.272112 + Penalty 4329.897157 = -151862.374955 nChanged 128 SP:Iteration 5Q (644.615088 sec): 3 clusters Score: Raw -156301.179817 + Penalty 4329.897157 = -151971.282660 nChanged 126 SP:Iteration 6Q (644.667315 sec): 3 clusters Score: Raw -156422.736140 + Penalty 4329.897157 = -152092.838983 nChanged 148 SP:Iteration 7Q (644.799713 sec): 3 clusters Score: Raw -156555.620100 + Penalty 4329.897157 = -152225.722944 nChanged 139 SP:Iteration 8Q (644.920898 sec): 3 clusters Score: Raw -156688.303356 + Penalty 4329.897157 = -152358.406199 nChanged 117 SP:Iteration 9Q (644.968365 sec): 3 clusters Score: Raw -156784.216390 + Penalty 4329.897157 = -152454.319234 nChanged 102 SP:Iteration 10Q (645.093539 sec): 3 clusters Score: Raw -156874.863739 + Penalty 4329.897157 = -152544.966582 nChanged 98 SP:Iteration 11Q (645.154252 sec): 3 clusters Score: Raw -156952.181110 + Penalty 4329.897157 = -152622.283953 nChanged 90 SP:Iteration 12Q (645.308467 sec): 3 clusters Score: Raw -157020.592553 + Penalty 4329.897157 = -152690.695396 nChanged 70 SP:Iteration 13Q (645.410539 sec): 3 clusters Score: Raw -157081.472085 + Penalty 4329.897157 = -152751.574928 nChanged 58 SP:Iteration 14Q (645.522736 sec): 3 clusters Score: Raw -157130.205354 + Penalty 4329.897157 = -152800.308197 nChanged 44 SP:Iteration 15Q (645.563119 sec): 3 clusters Score: Raw -157156.057538 + Penalty 4329.897157 = -152826.160381 nChanged 24 SP:Iteration 16Q (645.612065 sec): 3 clusters Score: Raw -157169.878572 + Penalty 4329.897157 = -152839.981416 nChanged 23 SP:Iteration 17Q (645.654621 sec): 3 clusters Score: Raw -157183.279420 + Penalty 4329.897157 = -152853.382263 nChanged 21 SP:Iteration 18Q (645.702027 sec): 3 clusters Score: Raw -157196.225118 + Penalty 4329.897157 = -152866.327961 nChanged 20 SP:Iteration 19Q (645.749381 sec): 3 clusters Score: Raw -157205.583056 + Penalty 4329.897157 = -152875.685900 nChanged 20 SP:Iteration 20F (645.796487 sec): 3 clusters Score: Raw -157216.537382 + Penalty 4329.897157 = -152886.640225 nChanged 21 SP:Iteration 21Q (645.842902 sec): 3 clusters Score: Raw -157228.877376 + Penalty 4329.897157 = -152898.980219 nChanged 23 SP:Iteration 22Q (645.885665 sec): 3 clusters Score: Raw -157239.809745 + Penalty 4329.897157 = -152909.912589 nChanged 19 SP:Iteration 23Q (645.928511 sec): 3 clusters Score: Raw -157251.013887 + Penalty 4329.897157 = -152921.116730 nChanged 23 SP:Iteration 24Q (645.971089 sec): 3 clusters Score: Raw -157264.218880 + Penalty 4329.897157 = -152934.321724 nChanged 14 SP:Iteration 25Q (646.032924 sec): 3 clusters Score: Raw -157270.248093 + Penalty 4329.897157 = -152940.350936 nChanged 8 SP:Iteration 26Q (646.089419 sec): 3 clusters Score: Raw -157273.533739 + Penalty 4329.897157 = -152943.636583 nChanged 9 SP:Iteration 27Q (646.146499 sec): 3 clusters Score: Raw -157277.701007 + Penalty 4329.897157 = -152947.803851 nChanged 8 SP:Iteration 28Q (646.189908 sec): 3 clusters Score: Raw -157281.142985 + Penalty 4329.897157 = -152951.245828 nChanged 7 SP:Iteration 29Q (646.237903 sec): 3 clusters Score: Raw -157284.762379 + Penalty 4329.897157 = -152954.865222 nChanged 7 SP:Iteration 30Q (646.281261 sec): 3 clusters Score: Raw -157287.766174 + Penalty 4329.897157 = -152957.869017 nChanged 5 SP:Iteration 31Q (646.326910 sec): 3 clusters Score: Raw -157290.045545 + Penalty 4329.897157 = -152960.148388 nChanged 5 SP:Iteration 32Q (646.374528 sec): 3 clusters Score: Raw -157291.708148 + Penalty 4329.897157 = -152961.810991 nChanged 6 SP:Iteration 33Q (646.421988 sec): 3 clusters Score: Raw -157294.108033 + Penalty 4329.897157 = -152964.210876 nChanged 4 SP:Iteration 34Q (646.552270 sec): 3 clusters Score: Raw -157295.643612 + Penalty 4329.897157 = -152965.746455 nChanged 1 SP:Iteration 35Q (646.663791 sec): 3 clusters Score: Raw -157296.043072 + Penalty 4329.897157 = -152966.145915 nChanged 2 SP:Iteration 36Q (646.706888 sec): 3 clusters Score: Raw -157296.419308 + Penalty 4329.897157 = -152966.522151 nChanged 1 SP:Iteration 37Q (646.749326 sec): 3 clusters Score: Raw -157296.690801 + Penalty 4329.897157 = -152966.793644 nChanged 2 SP:Iteration 38Q (646.791898 sec): 3 clusters Score: Raw -157297.288402 + Penalty 4329.897157 = -152967.391245 nChanged 1 SP:Iteration 39Q (646.924916 sec): 3 clusters Score: Raw -157297.596776 + Penalty 4329.897157 = -152967.699619 nChanged 1 SP:Iteration 40F (647.085792 sec): 3 clusters Score: Raw -157297.985719 + Penalty 4329.897157 = -152968.088562 nChanged 1 SP:Iteration 41Q (647.142462 sec): 3 clusters Score: Raw -157298.300791 + Penalty 4329.897157 = -152968.403634 nChanged 1 SP:Iteration 42Q (647.183751 sec): 3 clusters Score: Raw -157298.559800 + Penalty 4329.897157 = -152968.662644 nChanged 0 SP:Iteration 43F (647.225428 sec): 3 clusters Score: Raw -157298.559800 + Penalty 4329.897157 = -152968.662644 nChanged 0 Trying to split cluster 2 (2851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (647.265586 sec): 2 clusters Score: Raw -111847.984693 + Penalty 2100.232223 = -109747.752469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (647.310436 sec): 3 clusters Score: Raw -110676.474575 + Penalty 4200.464447 = -106476.010128 nChanged 993 SP:Iteration 1F (647.354744 sec): 3 clusters Score: Raw -111362.206152 + Penalty 4200.464447 = -107161.741705 nChanged 239 SP:Iteration 2F (647.400727 sec): 3 clusters Score: Raw -111544.316876 + Penalty 4200.464447 = -107343.852429 nChanged 135 SP:Iteration 3Q (647.447376 sec): 3 clusters Score: Raw -111637.002115 + Penalty 4200.464447 = -107436.537668 nChanged 77 SP:Iteration 4Q (647.492000 sec): 3 clusters Score: Raw -111684.885537 + Penalty 4200.464447 = -107484.421090 nChanged 52 SP:Iteration 5Q (647.538413 sec): 3 clusters Score: Raw -111717.927192 + Penalty 4200.464447 = -107517.462745 nChanged 39 SP:Iteration 6Q (647.582628 sec): 3 clusters Score: Raw -111746.449329 + Penalty 4200.464447 = -107545.984882 nChanged 34 SP:Iteration 7Q (647.625237 sec): 3 clusters Score: Raw -111768.891544 + Penalty 4200.464447 = -107568.427097 nChanged 41 SP:Iteration 8Q (647.664848 sec): 3 clusters Score: Raw -111793.601224 + Penalty 4200.464447 = -107593.136777 nChanged 32 SP:Iteration 9Q (647.704247 sec): 3 clusters Score: Raw -111811.631318 + Penalty 4200.464447 = -107611.166871 nChanged 20 SP:Iteration 10Q (647.752028 sec): 3 clusters Score: Raw -111824.418383 + Penalty 4200.464447 = -107623.953936 nChanged 20 SP:Iteration 11Q (647.791678 sec): 3 clusters Score: Raw -111834.894181 + Penalty 4200.464447 = -107634.429734 nChanged 18 SP:Iteration 12Q (647.832634 sec): 3 clusters Score: Raw -111843.512950 + Penalty 4200.464447 = -107643.048503 nChanged 16 SP:Iteration 13Q (647.874486 sec): 3 clusters Score: Raw -111855.999392 + Penalty 4200.464447 = -107655.534945 nChanged 13 SP:Iteration 14Q (647.916234 sec): 3 clusters Score: Raw -111865.982429 + Penalty 4200.464447 = -107665.517982 nChanged 13 SP:Iteration 15Q (647.957107 sec): 3 clusters Score: Raw -111872.308505 + Penalty 4200.464447 = -107671.844058 nChanged 11 SP:Iteration 16Q (647.998344 sec): 3 clusters Score: Raw -111879.554376 + Penalty 4200.464447 = -107679.089929 nChanged 14 SP:Iteration 17Q (648.059248 sec): 3 clusters Score: Raw -111885.985296 + Penalty 4200.464447 = -107685.520849 nChanged 11 SP:Iteration 18Q (648.099978 sec): 3 clusters Score: Raw -111894.488103 + Penalty 4200.464447 = -107694.023656 nChanged 18 SP:Iteration 19Q (648.140644 sec): 3 clusters Score: Raw -111905.662361 + Penalty 4200.464447 = -107705.197914 nChanged 17 SP:Iteration 20F (648.180100 sec): 3 clusters Score: Raw -111912.905587 + Penalty 4200.464447 = -107712.441140 nChanged 12 SP:Iteration 21Q (648.220805 sec): 3 clusters Score: Raw -111924.718030 + Penalty 4200.464447 = -107724.253583 nChanged 20 SP:Iteration 22Q (648.261027 sec): 3 clusters Score: Raw -111937.336981 + Penalty 4200.464447 = -107736.872534 nChanged 14 SP:Iteration 23Q (648.303379 sec): 3 clusters Score: Raw -111945.957621 + Penalty 4200.464447 = -107745.493174 nChanged 12 SP:Iteration 24Q (648.345655 sec): 3 clusters Score: Raw -111952.925153 + Penalty 4200.464447 = -107752.460706 nChanged 11 SP:Iteration 25Q (648.492516 sec): 3 clusters Score: Raw -111958.774133 + Penalty 4200.464447 = -107758.309686 nChanged 8 SP:Iteration 26Q (648.617206 sec): 3 clusters Score: Raw -111963.300208 + Penalty 4200.464447 = -107762.835761 nChanged 8 SP:Iteration 27Q (648.678732 sec): 3 clusters Score: Raw -111967.598227 + Penalty 4200.464447 = -107767.133780 nChanged 8 SP:Iteration 28Q (648.719344 sec): 3 clusters Score: Raw -111973.705399 + Penalty 4200.464447 = -107773.240952 nChanged 10 SP:Iteration 29Q (648.758750 sec): 3 clusters Score: Raw -111983.165929 + Penalty 4200.464447 = -107782.701482 nChanged 8 SP:Iteration 30Q (648.799099 sec): 3 clusters Score: Raw -111989.263822 + Penalty 4200.464447 = -107788.799375 nChanged 4 SP:Iteration 31Q (648.839602 sec): 3 clusters Score: Raw -111992.877629 + Penalty 4200.464447 = -107792.413182 nChanged 3 SP:Iteration 32Q (648.879332 sec): 3 clusters Score: Raw -111994.766786 + Penalty 4200.464447 = -107794.302339 nChanged 4 SP:Iteration 33Q (648.921343 sec): 3 clusters Score: Raw -111996.044701 + Penalty 4200.464447 = -107795.580254 nChanged 3 SP:Iteration 34Q (649.074002 sec): 3 clusters Score: Raw -111996.892425 + Penalty 4200.464447 = -107796.427978 nChanged 2 SP:Iteration 35Q (649.169399 sec): 3 clusters Score: Raw -111997.346002 + Penalty 4200.464447 = -107796.881555 nChanged 1 SP:Iteration 36Q (649.259275 sec): 3 clusters Score: Raw -111998.521283 + Penalty 4200.464447 = -107798.056836 nChanged 3 SP:Iteration 37Q (649.357039 sec): 3 clusters Score: Raw -111999.754630 + Penalty 4200.464447 = -107799.290183 nChanged 2 SP:Iteration 38Q (649.468152 sec): 3 clusters Score: Raw -112003.097017 + Penalty 4200.464447 = -107802.632570 nChanged 6 SP:Iteration 39Q (649.509245 sec): 3 clusters Score: Raw -112007.373879 + Penalty 4200.464447 = -107806.909432 nChanged 7 SP:Iteration 40F (649.550680 sec): 3 clusters Score: Raw -112011.959137 + Penalty 4200.464447 = -107811.494690 nChanged 7 SP:Iteration 41Q (649.591277 sec): 3 clusters Score: Raw -112015.737650 + Penalty 4200.464447 = -107815.273203 nChanged 10 SP:Iteration 42Q (649.631150 sec): 3 clusters Score: Raw -112022.641642 + Penalty 4200.464447 = -107822.177195 nChanged 9 SP:Iteration 43Q (649.671622 sec): 3 clusters Score: Raw -112028.169767 + Penalty 4200.464447 = -107827.705320 nChanged 5 SP:Iteration 44Q (649.732549 sec): 3 clusters Score: Raw -112029.714465 + Penalty 4200.464447 = -107829.250018 nChanged 1 SP:Iteration 45Q (649.773364 sec): 3 clusters Score: Raw -112030.035433 + Penalty 4200.464447 = -107829.570986 nChanged 1 SP:Iteration 46Q (649.814830 sec): 3 clusters Score: Raw -112030.633125 + Penalty 4200.464447 = -107830.168678 nChanged 1 SP:Iteration 47Q (649.855306 sec): 3 clusters Score: Raw -112030.991524 + Penalty 4200.464447 = -107830.527077 nChanged 0 SP:Iteration 48F (649.896418 sec): 3 clusters Score: Raw -112030.991524 + Penalty 4200.464447 = -107830.527077 nChanged 0 Trying to split cluster 4 (3205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (649.935833 sec): 2 clusters Score: Raw -148284.530966 + Penalty 2131.131386 = -146153.399581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.977957 sec): 3 clusters Score: Raw -146901.510538 + Penalty 4262.262771 = -142639.247767 nChanged 1128 SP:Iteration 1F (650.112011 sec): 3 clusters Score: Raw -147589.303296 + Penalty 4262.262771 = -143327.040525 nChanged 252 SP:Iteration 2F (650.159507 sec): 3 clusters Score: Raw -147771.218595 + Penalty 4262.262771 = -143508.955824 nChanged 144 SP:Iteration 3Q (650.206917 sec): 3 clusters Score: Raw -147867.072870 + Penalty 4262.262771 = -143604.810099 nChanged 113 SP:Iteration 4Q (650.329288 sec): 3 clusters Score: Raw -147935.600537 + Penalty 4262.262771 = -143673.337766 nChanged 85 SP:Iteration 5Q (650.454326 sec): 3 clusters Score: Raw -147973.908723 + Penalty 4262.262771 = -143711.645952 nChanged 45 SP:Iteration 6Q (650.587236 sec): 3 clusters Score: Raw -147999.242586 + Penalty 4262.262771 = -143736.979815 nChanged 37 SP:Iteration 7Q (650.726520 sec): 3 clusters Score: Raw -148020.659376 + Penalty 4262.262771 = -143758.396605 nChanged 36 SP:Iteration 8Q (650.844159 sec): 3 clusters Score: Raw -148040.370305 + Penalty 4262.262771 = -143778.107534 nChanged 31 SP:Iteration 9Q (650.886769 sec): 3 clusters Score: Raw -148052.832196 + Penalty 4262.262771 = -143790.569425 nChanged 12 SP:Iteration 10Q (650.929014 sec): 3 clusters Score: Raw -148059.053773 + Penalty 4262.262771 = -143796.791002 nChanged 20 SP:Iteration 11Q (650.970372 sec): 3 clusters Score: Raw -148067.745755 + Penalty 4262.262771 = -143805.482984 nChanged 15 SP:Iteration 12Q (651.011373 sec): 3 clusters Score: Raw -148076.190654 + Penalty 4262.262771 = -143813.927883 nChanged 15 SP:Iteration 13Q (651.069078 sec): 3 clusters Score: Raw -148083.420334 + Penalty 4262.262771 = -143821.157563 nChanged 23 SP:Iteration 14Q (651.112371 sec): 3 clusters Score: Raw -148096.290158 + Penalty 4262.262771 = -143834.027387 nChanged 24 SP:Iteration 15Q (651.156433 sec): 3 clusters Score: Raw -148107.104993 + Penalty 4262.262771 = -143844.842222 nChanged 24 SP:Iteration 16Q (651.198197 sec): 3 clusters Score: Raw -148120.241920 + Penalty 4262.262771 = -143857.979149 nChanged 28 SP:Iteration 17Q (651.240376 sec): 3 clusters Score: Raw -148133.484191 + Penalty 4262.262771 = -143871.221420 nChanged 18 SP:Iteration 18Q (651.296493 sec): 3 clusters Score: Raw -148141.470651 + Penalty 4262.262771 = -143879.207880 nChanged 12 SP:Iteration 19Q (651.340176 sec): 3 clusters Score: Raw -148145.833088 + Penalty 4262.262771 = -143883.570317 nChanged 8 SP:Iteration 20F (651.383249 sec): 3 clusters Score: Raw -148150.512804 + Penalty 4262.262771 = -143888.250033 nChanged 8 SP:Iteration 21Q (651.426038 sec): 3 clusters Score: Raw -148152.884127 + Penalty 4262.262771 = -143890.621356 nChanged 8 SP:Iteration 22Q (651.469445 sec): 3 clusters Score: Raw -148157.734120 + Penalty 4262.262771 = -143895.471349 nChanged 9 SP:Iteration 23Q (651.511160 sec): 3 clusters Score: Raw -148162.155820 + Penalty 4262.262771 = -143899.893049 nChanged 16 SP:Iteration 24Q (651.553120 sec): 3 clusters Score: Raw -148168.714559 + Penalty 4262.262771 = -143906.451788 nChanged 10 SP:Iteration 25Q (651.594801 sec): 3 clusters Score: Raw -148172.447720 + Penalty 4262.262771 = -143910.184949 nChanged 9 SP:Iteration 26Q (651.636134 sec): 3 clusters Score: Raw -148175.907357 + Penalty 4262.262771 = -143913.644586 nChanged 8 SP:Iteration 27Q (651.679922 sec): 3 clusters Score: Raw -148179.277043 + Penalty 4262.262771 = -143917.014272 nChanged 7 SP:Iteration 28Q (651.813212 sec): 3 clusters Score: Raw -148181.477899 + Penalty 4262.262771 = -143919.215128 nChanged 2 SP:Iteration 29Q (651.956725 sec): 3 clusters Score: Raw -148182.357584 + Penalty 4262.262771 = -143920.094813 nChanged 2 SP:Iteration 30Q (651.970685 sec): 3 clusters Score: Raw -148182.760487 + Penalty 4262.262771 = -143920.497716 nChanged 0 SP:Iteration 31F (652.016426 sec): 3 clusters Score: Raw -148182.760487 + Penalty 4262.262771 = -143920.497716 nChanged 0 Trying to split cluster 6 (1887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.057107 sec): 2 clusters Score: Raw -67830.835497 + Penalty 1991.284296 = -65839.551201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (652.091467 sec): 3 clusters Score: Raw -67151.610634 + Penalty 3982.568592 = -63169.042042 nChanged 559 SP:Iteration 1F (652.146028 sec): 3 clusters Score: Raw -67594.650926 + Penalty 3982.568592 = -63612.082334 nChanged 134 SP:Iteration 2F (652.179864 sec): 3 clusters Score: Raw -67732.027635 + Penalty 3982.568592 = -63749.459043 nChanged 81 SP:Iteration 3Q (652.213807 sec): 3 clusters Score: Raw -67809.252217 + Penalty 3982.568592 = -63826.683625 nChanged 53 SP:Iteration 4Q (652.335553 sec): 3 clusters Score: Raw -67852.486565 + Penalty 3982.568592 = -63869.917973 nChanged 31 SP:Iteration 5Q (652.452890 sec): 3 clusters Score: Raw -67886.364773 + Penalty 3982.568592 = -63903.796181 nChanged 41 SP:Iteration 6Q (652.568156 sec): 3 clusters Score: Raw -67920.359079 + Penalty 3982.568592 = -63937.790487 nChanged 33 SP:Iteration 7Q (652.657746 sec): 3 clusters Score: Raw -67947.371628 + Penalty 3982.568592 = -63964.803036 nChanged 22 SP:Iteration 8Q (652.773785 sec): 3 clusters Score: Raw -67965.305633 + Penalty 3982.568592 = -63982.737041 nChanged 15 SP:Iteration 9Q (652.890704 sec): 3 clusters Score: Raw -67977.387903 + Penalty 3982.568592 = -63994.819311 nChanged 12 SP:Iteration 10Q (653.006634 sec): 3 clusters Score: Raw -67990.210593 + Penalty 3982.568592 = -64007.642001 nChanged 15 SP:Iteration 11Q (653.115083 sec): 3 clusters Score: Raw -68000.918703 + Penalty 3982.568592 = -64018.350111 nChanged 10 SP:Iteration 12Q (653.225854 sec): 3 clusters Score: Raw -68011.441786 + Penalty 3982.568592 = -64028.873194 nChanged 11 SP:Iteration 13Q (653.291327 sec): 3 clusters Score: Raw -68021.941982 + Penalty 3982.568592 = -64039.373390 nChanged 18 SP:Iteration 14Q (653.324733 sec): 3 clusters Score: Raw -68036.977298 + Penalty 3982.568592 = -64054.408706 nChanged 17 SP:Iteration 15Q (653.357990 sec): 3 clusters Score: Raw -68052.033657 + Penalty 3982.568592 = -64069.465065 nChanged 15 SP:Iteration 16Q (653.391260 sec): 3 clusters Score: Raw -68062.407146 + Penalty 3982.568592 = -64079.838554 nChanged 7 SP:Iteration 17Q (653.424209 sec): 3 clusters Score: Raw -68068.271443 + Penalty 3982.568592 = -64085.702852 nChanged 8 SP:Iteration 18Q (653.457444 sec): 3 clusters Score: Raw -68074.864602 + Penalty 3982.568592 = -64092.296010 nChanged 12 SP:Iteration 19Q (653.490409 sec): 3 clusters Score: Raw -68084.639997 + Penalty 3982.568592 = -64102.071405 nChanged 12 SP:Iteration 20F (653.522064 sec): 3 clusters Score: Raw -68093.165900 + Penalty 3982.568592 = -64110.597308 nChanged 7 SP:Iteration 21Q (653.555262 sec): 3 clusters Score: Raw -68097.809438 + Penalty 3982.568592 = -64115.240846 nChanged 2 SP:Iteration 22Q (653.588257 sec): 3 clusters Score: Raw -68099.604228 + Penalty 3982.568592 = -64117.035636 nChanged 4 SP:Iteration 23Q (653.621165 sec): 3 clusters Score: Raw -68102.740600 + Penalty 3982.568592 = -64120.172008 nChanged 4 SP:Iteration 24Q (653.653145 sec): 3 clusters Score: Raw -68104.215070 + Penalty 3982.568592 = -64121.646478 nChanged 5 SP:Iteration 25Q (653.685921 sec): 3 clusters Score: Raw -68110.760044 + Penalty 3982.568592 = -64128.191452 nChanged 8 SP:Iteration 26Q (653.719096 sec): 3 clusters Score: Raw -68121.736781 + Penalty 3982.568592 = -64139.168189 nChanged 9 SP:Iteration 27Q (653.772695 sec): 3 clusters Score: Raw -68128.528365 + Penalty 3982.568592 = -64145.959773 nChanged 6 SP:Iteration 28Q (653.805493 sec): 3 clusters Score: Raw -68134.558651 + Penalty 3982.568592 = -64151.990059 nChanged 10 SP:Iteration 29Q (653.838438 sec): 3 clusters Score: Raw -68142.560329 + Penalty 3982.568592 = -64159.991737 nChanged 10 SP:Iteration 30Q (653.870560 sec): 3 clusters Score: Raw -68149.838657 + Penalty 3982.568592 = -64167.270065 nChanged 9 SP:Iteration 31Q (653.903649 sec): 3 clusters Score: Raw -68156.218101 + Penalty 3982.568592 = -64173.649509 nChanged 9 SP:Iteration 32Q (653.936797 sec): 3 clusters Score: Raw -68163.665515 + Penalty 3982.568592 = -64181.096923 nChanged 9 SP:Iteration 33Q (653.969885 sec): 3 clusters Score: Raw -68170.777698 + Penalty 3982.568592 = -64188.209106 nChanged 6 SP:Iteration 34Q (654.001643 sec): 3 clusters Score: Raw -68174.236282 + Penalty 3982.568592 = -64191.667690 nChanged 2 SP:Iteration 35Q (654.034773 sec): 3 clusters Score: Raw -68176.350992 + Penalty 3982.568592 = -64193.782400 nChanged 2 SP:Iteration 36Q (654.152002 sec): 3 clusters Score: Raw -68177.310073 + Penalty 3982.568592 = -64194.741481 nChanged 4 SP:Iteration 37Q (654.269618 sec): 3 clusters Score: Raw -68180.549232 + Penalty 3982.568592 = -64197.980640 nChanged 5 SP:Iteration 38Q (654.304152 sec): 3 clusters Score: Raw -68184.133518 + Penalty 3982.568592 = -64201.564926 nChanged 6 SP:Iteration 39Q (654.337001 sec): 3 clusters Score: Raw -68188.058257 + Penalty 3982.568592 = -64205.489665 nChanged 5 SP:Iteration 40F (654.369871 sec): 3 clusters Score: Raw -68191.750401 + Penalty 3982.568592 = -64209.181809 nChanged 7 SP:Iteration 41Q (654.403117 sec): 3 clusters Score: Raw -68199.504489 + Penalty 3982.568592 = -64216.935897 nChanged 7 SP:Iteration 42Q (654.434896 sec): 3 clusters Score: Raw -68204.239675 + Penalty 3982.568592 = -64221.671083 nChanged 4 SP:Iteration 43Q (654.467815 sec): 3 clusters Score: Raw -68206.551455 + Penalty 3982.568592 = -64223.982863 nChanged 1 SP:Iteration 44Q (654.500818 sec): 3 clusters Score: Raw -68207.520230 + Penalty 3982.568592 = -64224.951638 nChanged 2 SP:Iteration 45Q (654.550784 sec): 3 clusters Score: Raw -68209.095747 + Penalty 3982.568592 = -64226.527155 nChanged 1 SP:Iteration 46Q (654.585985 sec): 3 clusters Score: Raw -68209.534224 + Penalty 3982.568592 = -64226.965632 nChanged 1 SP:Iteration 47Q (654.619134 sec): 3 clusters Score: Raw -68210.268537 + Penalty 3982.568592 = -64227.699945 nChanged 3 SP:Iteration 48Q (654.652351 sec): 3 clusters Score: Raw -68212.715054 + Penalty 3982.568592 = -64230.146462 nChanged 3 SP:Iteration 49Q (654.685327 sec): 3 clusters Score: Raw -68214.929736 + Penalty 3982.568592 = -64232.361144 nChanged 6 SP:Iteration 50Q (654.718427 sec): 3 clusters Score: Raw -68220.436928 + Penalty 3982.568592 = -64237.868336 nChanged 10 SP:Iteration 51Q (654.751503 sec): 3 clusters Score: Raw -68228.436301 + Penalty 3982.568592 = -64245.867709 nChanged 8 SP:Iteration 52Q (654.785958 sec): 3 clusters Score: Raw -68235.562490 + Penalty 3982.568592 = -64252.993898 nChanged 7 SP:Iteration 53Q (654.818853 sec): 3 clusters Score: Raw -68242.529962 + Penalty 3982.568592 = -64259.961371 nChanged 11 SP:Iteration 54Q (654.851822 sec): 3 clusters Score: Raw -68250.301846 + Penalty 3982.568592 = -64267.733254 nChanged 6 SP:Iteration 55Q (654.884368 sec): 3 clusters Score: Raw -68253.210017 + Penalty 3982.568592 = -64270.641425 nChanged 1 SP:Iteration 56Q (654.917315 sec): 3 clusters Score: Raw -68253.731723 + Penalty 3982.568592 = -64271.163131 nChanged 0 SP:Iteration 57F (654.948833 sec): 3 clusters Score: Raw -68253.731723 + Penalty 3982.568592 = -64271.163131 nChanged 0 Trying to split cluster 7 (7683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (655.004020 sec): 2 clusters Score: Raw -377816.141559 + Penalty 2361.946059 = -375454.195500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (655.089736 sec): 3 clusters Score: Raw -373952.202571 + Penalty 4723.892118 = -369228.310453 nChanged 3055 SP:Iteration 1F (655.166071 sec): 3 clusters Score: Raw -375747.958138 + Penalty 4723.892118 = -371024.066021 nChanged 584 SP:Iteration 2F (655.225373 sec): 3 clusters Score: Raw -376093.002894 + Penalty 4723.892118 = -371369.110776 nChanged 412 SP:Iteration 3F (655.286606 sec): 3 clusters Score: Raw -376342.072385 + Penalty 4723.892118 = -371618.180267 nChanged 360 SP:Iteration 4Q (655.350603 sec): 3 clusters Score: Raw -376566.179798 + Penalty 4723.892118 = -371842.287680 nChanged 349 SP:Iteration 5Q (655.479472 sec): 3 clusters Score: Raw -376795.580580 + Penalty 4723.892118 = -372071.688462 nChanged 353 SP:Iteration 6Q (655.585492 sec): 3 clusters Score: Raw -377043.626049 + Penalty 4723.892118 = -372319.733931 nChanged 345 SP:Iteration 7Q (655.656061 sec): 3 clusters Score: Raw -377279.999875 + Penalty 4723.892118 = -372556.107757 nChanged 263 SP:Iteration 8Q (655.734383 sec): 3 clusters Score: Raw -377448.905962 + Penalty 4723.892118 = -372725.013844 nChanged 243 SP:Iteration 9Q (655.875625 sec): 3 clusters Score: Raw -377573.873783 + Penalty 4723.892118 = -372849.981665 nChanged 206 SP:Iteration 10Q (655.972800 sec): 3 clusters Score: Raw -377679.255112 + Penalty 4723.892118 = -372955.362994 nChanged 177 SP:Iteration 11Q (656.051807 sec): 3 clusters Score: Raw -377763.797133 + Penalty 4723.892118 = -373039.905015 nChanged 144 SP:Iteration 12Q (656.113472 sec): 3 clusters Score: Raw -377823.638910 + Penalty 4723.892118 = -373099.746792 nChanged 116 SP:Iteration 13Q (656.211467 sec): 3 clusters Score: Raw -377882.096514 + Penalty 4723.892118 = -373158.204396 nChanged 117 SP:Iteration 14Q (656.309812 sec): 3 clusters Score: Raw -377934.792095 + Penalty 4723.892118 = -373210.899977 nChanged 118 SP:Iteration 15Q (656.378348 sec): 3 clusters Score: Raw -377996.102171 + Penalty 4723.892118 = -373272.210054 nChanged 113 SP:Iteration 16Q (656.443378 sec): 3 clusters Score: Raw -378066.902437 + Penalty 4723.892118 = -373343.010319 nChanged 118 SP:Iteration 17Q (656.526512 sec): 3 clusters Score: Raw -378135.596786 + Penalty 4723.892118 = -373411.704668 nChanged 103 SP:Iteration 18Q (656.600940 sec): 3 clusters Score: Raw -378201.245358 + Penalty 4723.892118 = -373477.353240 nChanged 94 SP:Iteration 19Q (656.750014 sec): 3 clusters Score: Raw -378254.582587 + Penalty 4723.892118 = -373530.690469 nChanged 80 SP:Iteration 20F (656.812608 sec): 3 clusters Score: Raw -378295.658660 + Penalty 4723.892118 = -373571.766542 nChanged 71 SP:Iteration 21Q (656.889261 sec): 3 clusters Score: Raw -378332.829734 + Penalty 4723.892118 = -373608.937616 nChanged 59 SP:Iteration 22Q (656.951776 sec): 3 clusters Score: Raw -378361.863616 + Penalty 4723.892118 = -373637.971498 nChanged 51 SP:Iteration 23Q (657.014027 sec): 3 clusters Score: Raw -378375.614789 + Penalty 4723.892118 = -373651.722671 nChanged 27 SP:Iteration 24Q (657.078802 sec): 3 clusters Score: Raw -378383.779589 + Penalty 4723.892118 = -373659.887471 nChanged 26 SP:Iteration 25Q (657.153209 sec): 3 clusters Score: Raw -378391.418534 + Penalty 4723.892118 = -373667.526416 nChanged 27 SP:Iteration 26Q (657.227224 sec): 3 clusters Score: Raw -378399.770179 + Penalty 4723.892118 = -373675.878061 nChanged 18 SP:Iteration 27Q (657.288304 sec): 3 clusters Score: Raw -378404.570203 + Penalty 4723.892118 = -373680.678085 nChanged 12 SP:Iteration 28Q (657.359012 sec): 3 clusters Score: Raw -378406.593501 + Penalty 4723.892118 = -373682.701383 nChanged 5 SP:Iteration 29Q (657.426647 sec): 3 clusters Score: Raw -378407.625523 + Penalty 4723.892118 = -373683.733405 nChanged 7 SP:Iteration 30Q (657.561069 sec): 3 clusters Score: Raw -378409.528727 + Penalty 4723.892118 = -373685.636609 nChanged 10 SP:Iteration 31Q (657.685660 sec): 3 clusters Score: Raw -378411.470262 + Penalty 4723.892118 = -373687.578144 nChanged 5 SP:Iteration 32Q (657.833734 sec): 3 clusters Score: Raw -378412.844546 + Penalty 4723.892118 = -373688.952428 nChanged 5 SP:Iteration 33Q (657.897586 sec): 3 clusters Score: Raw -378413.838950 + Penalty 4723.892118 = -373689.946832 nChanged 5 SP:Iteration 34Q (657.963778 sec): 3 clusters Score: Raw -378415.438613 + Penalty 4723.892118 = -373691.546495 nChanged 2 SP:Iteration 35Q (658.026365 sec): 3 clusters Score: Raw -378415.786567 + Penalty 4723.892118 = -373691.894449 nChanged 2 SP:Iteration 36Q (658.116680 sec): 3 clusters Score: Raw -378416.362402 + Penalty 4723.892118 = -373692.470284 nChanged 1 SP:Iteration 37Q (658.195905 sec): 3 clusters Score: Raw -378416.479837 + Penalty 4723.892118 = -373692.587719 nChanged 0 SP:Iteration 38F (658.276441 sec): 3 clusters Score: Raw -378416.479837 + Penalty 4723.892118 = -373692.587719 nChanged 0 Trying to split cluster 8 (2843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (658.353366 sec): 2 clusters Score: Raw -129969.044989 + Penalty 2099.490389 = -127869.554600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (658.542708 sec): 3 clusters Score: Raw -128805.454864 + Penalty 4198.980779 = -124606.474085 nChanged 966 SP:Iteration 1F (658.676026 sec): 3 clusters Score: Raw -129471.528146 + Penalty 4198.980779 = -125272.547367 nChanged 207 SP:Iteration 2F (658.775052 sec): 3 clusters Score: Raw -129644.551180 + Penalty 4198.980779 = -125445.570401 nChanged 142 SP:Iteration 3Q (658.901724 sec): 3 clusters Score: Raw -129757.856299 + Penalty 4198.980779 = -125558.875520 nChanged 94 SP:Iteration 4Q (659.026603 sec): 3 clusters Score: Raw -129831.495591 + Penalty 4198.980779 = -125632.514812 nChanged 85 SP:Iteration 5Q (659.119779 sec): 3 clusters Score: Raw -129894.697495 + Penalty 4198.980779 = -125695.716716 nChanged 64 SP:Iteration 6Q (659.240281 sec): 3 clusters Score: Raw -129949.492584 + Penalty 4198.980779 = -125750.511805 nChanged 69 SP:Iteration 7Q (659.352327 sec): 3 clusters Score: Raw -130002.209560 + Penalty 4198.980779 = -125803.228781 nChanged 61 SP:Iteration 8Q (659.458136 sec): 3 clusters Score: Raw -130044.823375 + Penalty 4198.980779 = -125845.842596 nChanged 57 SP:Iteration 9Q (659.568951 sec): 3 clusters Score: Raw -130087.953767 + Penalty 4198.980779 = -125888.972988 nChanged 61 SP:Iteration 10Q (659.681308 sec): 3 clusters Score: Raw -130127.268573 + Penalty 4198.980779 = -125928.287794 nChanged 47 SP:Iteration 11Q (659.774867 sec): 3 clusters Score: Raw -130159.486220 + Penalty 4198.980779 = -125960.505441 nChanged 45 SP:Iteration 12Q (659.893987 sec): 3 clusters Score: Raw -130190.447055 + Penalty 4198.980779 = -125991.466276 nChanged 41 SP:Iteration 13Q (659.959410 sec): 3 clusters Score: Raw -130225.635251 + Penalty 4198.980779 = -126026.654472 nChanged 55 SP:Iteration 14Q (660.000339 sec): 3 clusters Score: Raw -130281.847689 + Penalty 4198.980779 = -126082.866910 nChanged 58 SP:Iteration 15Q (660.043584 sec): 3 clusters Score: Raw -130337.150227 + Penalty 4198.980779 = -126138.169448 nChanged 53 SP:Iteration 16Q (660.090243 sec): 3 clusters Score: Raw -130391.958561 + Penalty 4198.980779 = -126192.977782 nChanged 50 SP:Iteration 17Q (660.136806 sec): 3 clusters Score: Raw -130427.881466 + Penalty 4198.980779 = -126228.900687 nChanged 48 SP:Iteration 18Q (660.183337 sec): 3 clusters Score: Raw -130461.673835 + Penalty 4198.980779 = -126262.693056 nChanged 41 SP:Iteration 19Q (660.228482 sec): 3 clusters Score: Raw -130502.755684 + Penalty 4198.980779 = -126303.774906 nChanged 55 SP:Iteration 20F (660.268620 sec): 3 clusters Score: Raw -130548.434426 + Penalty 4198.980779 = -126349.453647 nChanged 45 SP:Iteration 21Q (660.308981 sec): 3 clusters Score: Raw -130582.444589 + Penalty 4198.980779 = -126383.463810 nChanged 42 SP:Iteration 22Q (660.349292 sec): 3 clusters Score: Raw -130619.940718 + Penalty 4198.980779 = -126420.959939 nChanged 42 SP:Iteration 23Q (660.389858 sec): 3 clusters Score: Raw -130648.980766 + Penalty 4198.980779 = -126449.999987 nChanged 35 SP:Iteration 24Q (660.432022 sec): 3 clusters Score: Raw -130675.992168 + Penalty 4198.980779 = -126477.011389 nChanged 30 SP:Iteration 25Q (660.474355 sec): 3 clusters Score: Raw -130700.438764 + Penalty 4198.980779 = -126501.457985 nChanged 37 SP:Iteration 26Q (660.516381 sec): 3 clusters Score: Raw -130730.039364 + Penalty 4198.980779 = -126531.058585 nChanged 30 SP:Iteration 27Q (660.558433 sec): 3 clusters Score: Raw -130757.842881 + Penalty 4198.980779 = -126558.862103 nChanged 27 SP:Iteration 28Q (660.599272 sec): 3 clusters Score: Raw -130781.098855 + Penalty 4198.980779 = -126582.118076 nChanged 22 SP:Iteration 29Q (660.639477 sec): 3 clusters Score: Raw -130803.057633 + Penalty 4198.980779 = -126604.076854 nChanged 25 SP:Iteration 30Q (660.679809 sec): 3 clusters Score: Raw -130824.958345 + Penalty 4198.980779 = -126625.977566 nChanged 27 SP:Iteration 31Q (660.812574 sec): 3 clusters Score: Raw -130845.150999 + Penalty 4198.980779 = -126646.170220 nChanged 25 SP:Iteration 32Q (660.896732 sec): 3 clusters Score: Raw -130867.595051 + Penalty 4198.980779 = -126668.614272 nChanged 27 SP:Iteration 33Q (660.941617 sec): 3 clusters Score: Raw -130891.346490 + Penalty 4198.980779 = -126692.365711 nChanged 29 SP:Iteration 34Q (660.986388 sec): 3 clusters Score: Raw -130921.847585 + Penalty 4198.980779 = -126722.866806 nChanged 26 SP:Iteration 35Q (661.030771 sec): 3 clusters Score: Raw -130946.677213 + Penalty 4198.980779 = -126747.696434 nChanged 24 SP:Iteration 36Q (661.069719 sec): 3 clusters Score: Raw -130977.403911 + Penalty 4198.980779 = -126778.423133 nChanged 24 SP:Iteration 37Q (661.108472 sec): 3 clusters Score: Raw -131002.617055 + Penalty 4198.980779 = -126803.636276 nChanged 21 SP:Iteration 38Q (661.147055 sec): 3 clusters Score: Raw -131019.604475 + Penalty 4198.980779 = -126820.623696 nChanged 14 SP:Iteration 39Q (661.185590 sec): 3 clusters Score: Raw -131032.225614 + Penalty 4198.980779 = -126833.244835 nChanged 14 SP:Iteration 40F (661.253024 sec): 3 clusters Score: Raw -131040.881262 + Penalty 4198.980779 = -126841.900483 nChanged 5 SP:Iteration 41Q (661.310960 sec): 3 clusters Score: Raw -131043.752560 + Penalty 4198.980779 = -126844.771781 nChanged 3 SP:Iteration 42Q (661.353462 sec): 3 clusters Score: Raw -131046.098124 + Penalty 4198.980779 = -126847.117345 nChanged 3 SP:Iteration 43Q (661.394819 sec): 3 clusters Score: Raw -131047.598935 + Penalty 4198.980779 = -126848.618157 nChanged 1 SP:Iteration 44Q (661.434064 sec): 3 clusters Score: Raw -131048.069874 + Penalty 4198.980779 = -126849.089095 nChanged 0 SP:Iteration 45F (661.472730 sec): 3 clusters Score: Raw -131048.069874 + Penalty 4198.980779 = -126849.089095 nChanged 0 Trying to split cluster 9 (1705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.508093 sec): 2 clusters Score: Raw -74625.020997 + Penalty 1964.508583 = -72660.512414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.555419 sec): 3 clusters Score: Raw -74082.958274 + Penalty 3929.017166 = -70153.941108 nChanged 510 SP:Iteration 1F (661.588208 sec): 3 clusters Score: Raw -74577.188236 + Penalty 3929.017166 = -70648.171070 nChanged 161 SP:Iteration 2F (661.621017 sec): 3 clusters Score: Raw -74787.690960 + Penalty 3929.017166 = -70858.673794 nChanged 89 SP:Iteration 3F (661.676779 sec): 3 clusters Score: Raw -74927.320405 + Penalty 3929.017166 = -70998.303239 nChanged 78 SP:Iteration 4Q (661.708568 sec): 3 clusters Score: Raw -75057.700955 + Penalty 3929.017166 = -71128.683790 nChanged 62 SP:Iteration 5Q (661.740611 sec): 3 clusters Score: Raw -75171.963146 + Penalty 3929.017166 = -71242.945980 nChanged 46 SP:Iteration 6Q (661.791331 sec): 3 clusters Score: Raw -75249.322798 + Penalty 3929.017166 = -71320.305632 nChanged 33 SP:Iteration 7Q (661.822844 sec): 3 clusters Score: Raw -75295.279794 + Penalty 3929.017166 = -71366.262628 nChanged 22 SP:Iteration 8Q (661.853946 sec): 3 clusters Score: Raw -75323.944734 + Penalty 3929.017166 = -71394.927568 nChanged 21 SP:Iteration 9Q (661.885145 sec): 3 clusters Score: Raw -75346.023001 + Penalty 3929.017166 = -71417.005836 nChanged 15 SP:Iteration 10Q (661.916651 sec): 3 clusters Score: Raw -75360.198036 + Penalty 3929.017166 = -71431.180871 nChanged 17 SP:Iteration 11Q (661.948194 sec): 3 clusters Score: Raw -75372.871401 + Penalty 3929.017166 = -71443.854235 nChanged 9 SP:Iteration 12Q (661.979722 sec): 3 clusters Score: Raw -75381.452993 + Penalty 3929.017166 = -71452.435827 nChanged 9 SP:Iteration 13Q (662.010955 sec): 3 clusters Score: Raw -75388.745566 + Penalty 3929.017166 = -71459.728400 nChanged 6 SP:Iteration 14Q (662.049195 sec): 3 clusters Score: Raw -75393.063939 + Penalty 3929.017166 = -71464.046773 nChanged 2 SP:Iteration 15Q (662.165718 sec): 3 clusters Score: Raw -75394.289606 + Penalty 3929.017166 = -71465.272440 nChanged 0 SP:Iteration 16F (662.267963 sec): 3 clusters Score: Raw -75394.289606 + Penalty 3929.017166 = -71465.272440 nChanged 0 Iteration 20F (662.717551 sec): 8 clusters Score: Raw -1023571.633591 + Penalty 18624.430237 = -1004947.203353 nChanged 137 Iteration 21Q (662.978958 sec): 8 clusters Score: Raw -1023632.583953 + Penalty 18624.430237 = -1005008.153716 nChanged 112 Iteration 22Q (663.211375 sec): 8 clusters Score: Raw -1023676.049716 + Penalty 18624.430237 = -1005051.619479 nChanged 104 Iteration 23Q (663.472725 sec): 8 clusters Score: Raw -1023715.969667 + Penalty 18624.430237 = -1005091.539430 nChanged 99 Iteration 24Q (663.703774 sec): 8 clusters Score: Raw -1023760.228538 + Penalty 18624.430237 = -1005135.798301 nChanged 95 Iteration 25Q (663.935962 sec): 8 clusters Score: Raw -1023810.716625 + Penalty 18624.430237 = -1005186.286387 nChanged 106 Iteration 26Q (664.166316 sec): 8 clusters Score: Raw -1023858.451789 + Penalty 18624.430237 = -1005234.021552 nChanged 98 Iteration 27Q (664.403342 sec): 8 clusters Score: Raw -1023901.415396 + Penalty 18624.430237 = -1005276.985158 nChanged 81 Iteration 28Q (664.644099 sec): 8 clusters Score: Raw -1023932.501574 + Penalty 18624.430237 = -1005308.071336 nChanged 74 Iteration 29Q (664.895046 sec): 8 clusters Score: Raw -1023957.304153 + Penalty 18624.430237 = -1005332.873915 nChanged 67 Iteration 30Q (665.125346 sec): 8 clusters Score: Raw -1023979.279576 + Penalty 18624.430237 = -1005354.849339 nChanged 57 Iteration 31Q (665.353716 sec): 8 clusters Score: Raw -1023998.916573 + Penalty 18624.430237 = -1005374.486336 nChanged 53 Iteration 32Q (665.589814 sec): 8 clusters Score: Raw -1024014.797237 + Penalty 18624.430237 = -1005390.366999 nChanged 38 Iteration 33Q (665.815419 sec): 8 clusters Score: Raw -1024027.448450 + Penalty 18624.430237 = -1005403.018213 nChanged 35 Iteration 34Q (666.045290 sec): 8 clusters Score: Raw -1024038.881358 + Penalty 18624.430237 = -1005414.451121 nChanged 29 Iteration 35Q (666.273210 sec): 8 clusters Score: Raw -1024045.787881 + Penalty 18624.430237 = -1005421.357644 nChanged 25 Iteration 36Q (666.504998 sec): 8 clusters Score: Raw -1024052.646405 + Penalty 18624.430237 = -1005428.216167 nChanged 19 Iteration 37Q (666.733025 sec): 8 clusters Score: Raw -1024057.928214 + Penalty 18624.430237 = -1005433.497976 nChanged 20 Iteration 38Q (667.012822 sec): 8 clusters Score: Raw -1024062.736656 + Penalty 18624.430237 = -1005438.306419 nChanged 15 Iteration 39Q (667.238275 sec): 8 clusters Score: Raw -1024066.400616 + Penalty 18624.430237 = -1005441.970378 nChanged 14 Iteration 40F (667.527204 sec): 8 clusters Score: Raw -1024071.686271 + Penalty 18624.430237 = -1005447.256033 nChanged 14 Iteration 41Q (667.770814 sec): 8 clusters Score: Raw -1024075.354407 + Penalty 18624.430237 = -1005450.924169 nChanged 13 Iteration 42Q (668.084569 sec): 8 clusters Score: Raw -1024078.197478 + Penalty 18624.430237 = -1005453.767241 nChanged 10 Iteration 43Q (668.342433 sec): 8 clusters Score: Raw -1024080.066591 + Penalty 18624.430237 = -1005455.636353 nChanged 7 Iteration 44Q (668.603770 sec): 8 clusters Score: Raw -1024081.527307 + Penalty 18624.430237 = -1005457.097069 nChanged 7 Iteration 45Q (668.869445 sec): 8 clusters Score: Raw -1024083.389700 + Penalty 18624.430237 = -1005458.959462 nChanged 7 Iteration 46Q (669.138847 sec): 8 clusters Score: Raw -1024085.338445 + Penalty 18624.430237 = -1005460.908208 nChanged 4 Iteration 47Q (669.385004 sec): 8 clusters Score: Raw -1024086.398887 + Penalty 18624.430237 = -1005461.968649 nChanged 4 Iteration 48Q (669.681372 sec): 8 clusters Score: Raw -1024087.101189 + Penalty 18624.430237 = -1005462.670951 nChanged 6 Iteration 49Q (669.943653 sec): 8 clusters Score: Raw -1024088.397554 + Penalty 18624.430237 = -1005463.967317 nChanged 6 Iteration 50Q (670.232695 sec): 8 clusters Score: Raw -1024089.615941 + Penalty 18624.430237 = -1005465.185704 nChanged 9 Iteration 51Q (670.594419 sec): 8 clusters Score: Raw -1024092.045116 + Penalty 18624.430237 = -1005467.614879 nChanged 10 Iteration 52Q (670.853302 sec): 8 clusters Score: Raw -1024094.983125 + Penalty 18624.430237 = -1005470.552888 nChanged 13 Iteration 53Q (671.105073 sec): 8 clusters Score: Raw -1024098.757150 + Penalty 18624.430237 = -1005474.326912 nChanged 20 Iteration 54Q (671.357503 sec): 8 clusters Score: Raw -1024106.552180 + Penalty 18624.430237 = -1005482.121943 nChanged 32 Iteration 55Q (671.719502 sec): 8 clusters Score: Raw -1024116.836617 + Penalty 18624.430237 = -1005492.406380 nChanged 29 Iteration 56Q (671.964998 sec): 8 clusters Score: Raw -1024130.101538 + Penalty 18624.430237 = -1005505.671301 nChanged 29 Iteration 57Q (672.193490 sec): 8 clusters Score: Raw -1024145.446229 + Penalty 18624.430237 = -1005521.015991 nChanged 42 Iteration 58Q (672.434605 sec): 8 clusters Score: Raw -1024163.831170 + Penalty 18624.430237 = -1005539.400933 nChanged 55 Writing temp clu file Because OldScore, -1005521.015991, is greater than current (better) Score,-1005539.400933 Compute initial score before splitting: Score: Raw -1024163.831170 + Penalty 18624.430237 = -1005539.400933 Trying to split cluster 1 (3675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (672.500829 sec): 2 clusters Score: Raw -157330.120768 + Penalty 2167.257421 = -155162.863347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (672.556461 sec): 3 clusters Score: Raw -155742.338967 + Penalty 4334.514841 = -151407.824126 nChanged 1339 SP:Iteration 1F (672.614436 sec): 3 clusters Score: Raw -156770.614974 + Penalty 4334.514841 = -152436.100133 nChanged 351 SP:Iteration 2F (672.672638 sec): 3 clusters Score: Raw -157087.360639 + Penalty 4334.514841 = -152752.845798 nChanged 214 SP:Iteration 3F (672.716837 sec): 3 clusters Score: Raw -157259.289276 + Penalty 4334.514841 = -152924.774435 nChanged 167 SP:Iteration 4Q (672.757551 sec): 3 clusters Score: Raw -157386.205722 + Penalty 4334.514841 = -153051.690880 nChanged 115 SP:Iteration 5Q (672.798300 sec): 3 clusters Score: Raw -157468.167452 + Penalty 4334.514841 = -153133.652611 nChanged 90 SP:Iteration 6Q (672.838891 sec): 3 clusters Score: Raw -157529.096203 + Penalty 4334.514841 = -153194.581361 nChanged 80 SP:Iteration 7Q (672.887266 sec): 3 clusters Score: Raw -157578.343698 + Penalty 4334.514841 = -153243.828856 nChanged 56 SP:Iteration 8Q (672.935834 sec): 3 clusters Score: Raw -157608.347137 + Penalty 4334.514841 = -153273.832295 nChanged 44 SP:Iteration 9Q (672.984353 sec): 3 clusters Score: Raw -157638.603260 + Penalty 4334.514841 = -153304.088419 nChanged 61 SP:Iteration 10Q (673.030626 sec): 3 clusters Score: Raw -157677.259457 + Penalty 4334.514841 = -153342.744615 nChanged 55 SP:Iteration 11Q (673.071726 sec): 3 clusters Score: Raw -157711.506576 + Penalty 4334.514841 = -153376.991734 nChanged 33 SP:Iteration 12Q (673.112945 sec): 3 clusters Score: Raw -157731.862217 + Penalty 4334.514841 = -153397.347375 nChanged 33 SP:Iteration 13Q (673.154192 sec): 3 clusters Score: Raw -157752.895892 + Penalty 4334.514841 = -153418.381051 nChanged 33 SP:Iteration 14Q (673.197274 sec): 3 clusters Score: Raw -157775.731706 + Penalty 4334.514841 = -153441.216865 nChanged 28 SP:Iteration 15Q (673.245018 sec): 3 clusters Score: Raw -157791.886114 + Penalty 4334.514841 = -153457.371272 nChanged 23 SP:Iteration 16Q (673.292683 sec): 3 clusters Score: Raw -157806.906914 + Penalty 4334.514841 = -153472.392073 nChanged 18 SP:Iteration 17Q (673.340418 sec): 3 clusters Score: Raw -157819.301557 + Penalty 4334.514841 = -153484.786715 nChanged 20 SP:Iteration 18Q (673.385381 sec): 3 clusters Score: Raw -157832.522061 + Penalty 4334.514841 = -153498.007220 nChanged 21 SP:Iteration 19Q (673.429598 sec): 3 clusters Score: Raw -157844.392425 + Penalty 4334.514841 = -153509.877583 nChanged 23 SP:Iteration 20F (673.572923 sec): 3 clusters Score: Raw -157856.043671 + Penalty 4334.514841 = -153521.528829 nChanged 21 SP:Iteration 21Q (673.685070 sec): 3 clusters Score: Raw -157867.405355 + Penalty 4334.514841 = -153532.890514 nChanged 23 SP:Iteration 22Q (673.707410 sec): 3 clusters Score: Raw -157880.951254 + Penalty 4334.514841 = -153546.436413 nChanged 22 SP:Iteration 23Q (673.755096 sec): 3 clusters Score: Raw -157897.455711 + Penalty 4334.514841 = -153562.940869 nChanged 25 SP:Iteration 24Q (673.802386 sec): 3 clusters Score: Raw -157910.513896 + Penalty 4334.514841 = -153575.999055 nChanged 26 SP:Iteration 25Q (673.846980 sec): 3 clusters Score: Raw -157926.806891 + Penalty 4334.514841 = -153592.292049 nChanged 26 SP:Iteration 26Q (673.891480 sec): 3 clusters Score: Raw -157944.291401 + Penalty 4334.514841 = -153609.776559 nChanged 28 SP:Iteration 27Q (673.936410 sec): 3 clusters Score: Raw -157960.622853 + Penalty 4334.514841 = -153626.108012 nChanged 22 SP:Iteration 28Q (673.980820 sec): 3 clusters Score: Raw -157976.089215 + Penalty 4334.514841 = -153641.574373 nChanged 25 SP:Iteration 29Q (674.024354 sec): 3 clusters Score: Raw -157991.089755 + Penalty 4334.514841 = -153656.574914 nChanged 23 SP:Iteration 30Q (674.067959 sec): 3 clusters Score: Raw -158005.648622 + Penalty 4334.514841 = -153671.133781 nChanged 24 SP:Iteration 31Q (674.111705 sec): 3 clusters Score: Raw -158021.652542 + Penalty 4334.514841 = -153687.137700 nChanged 21 SP:Iteration 32Q (674.156089 sec): 3 clusters Score: Raw -158035.652712 + Penalty 4334.514841 = -153701.137871 nChanged 21 SP:Iteration 33Q (674.201183 sec): 3 clusters Score: Raw -158048.086934 + Penalty 4334.514841 = -153713.572093 nChanged 16 SP:Iteration 34Q (674.246318 sec): 3 clusters Score: Raw -158055.827865 + Penalty 4334.514841 = -153721.313023 nChanged 11 SP:Iteration 35Q (674.291319 sec): 3 clusters Score: Raw -158062.155278 + Penalty 4334.514841 = -153727.640436 nChanged 9 SP:Iteration 36Q (674.335698 sec): 3 clusters Score: Raw -158067.242121 + Penalty 4334.514841 = -153732.727280 nChanged 10 SP:Iteration 37Q (674.383374 sec): 3 clusters Score: Raw -158070.811680 + Penalty 4334.514841 = -153736.296839 nChanged 9 SP:Iteration 38Q (674.426823 sec): 3 clusters Score: Raw -158074.897514 + Penalty 4334.514841 = -153740.382673 nChanged 11 SP:Iteration 39Q (674.470650 sec): 3 clusters Score: Raw -158084.191129 + Penalty 4334.514841 = -153749.676288 nChanged 10 SP:Iteration 40F (674.515207 sec): 3 clusters Score: Raw -158091.836166 + Penalty 4334.514841 = -153757.321325 nChanged 14 SP:Iteration 41Q (674.559848 sec): 3 clusters Score: Raw -158099.356234 + Penalty 4334.514841 = -153764.841393 nChanged 14 SP:Iteration 42Q (674.604441 sec): 3 clusters Score: Raw -158105.693564 + Penalty 4334.514841 = -153771.178722 nChanged 11 SP:Iteration 43Q (674.648877 sec): 3 clusters Score: Raw -158110.135002 + Penalty 4334.514841 = -153775.620161 nChanged 9 SP:Iteration 44Q (674.693495 sec): 3 clusters Score: Raw -158113.590023 + Penalty 4334.514841 = -153779.075182 nChanged 5 SP:Iteration 45Q (674.737829 sec): 3 clusters Score: Raw -158115.950725 + Penalty 4334.514841 = -153781.435884 nChanged 4 SP:Iteration 46Q (674.782131 sec): 3 clusters Score: Raw -158117.956196 + Penalty 4334.514841 = -153783.441355 nChanged 3 SP:Iteration 47Q (674.825955 sec): 3 clusters Score: Raw -158120.320633 + Penalty 4334.514841 = -153785.805791 nChanged 2 SP:Iteration 48Q (674.868244 sec): 3 clusters Score: Raw -158120.966624 + Penalty 4334.514841 = -153786.451783 nChanged 1 SP:Iteration 49Q (674.910919 sec): 3 clusters Score: Raw -158121.230572 + Penalty 4334.514841 = -153786.715730 nChanged 0 SP:Iteration 50F (674.953349 sec): 3 clusters Score: Raw -158121.230572 + Penalty 4334.514841 = -153786.715730 nChanged 0 Trying to split cluster 2 (2562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (675.021615 sec): 2 clusters Score: Raw -99219.585856 + Penalty 2072.015479 = -97147.570377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (675.157782 sec): 3 clusters Score: Raw -98231.177541 + Penalty 4144.030959 = -94087.146583 nChanged 843 SP:Iteration 1F (675.283803 sec): 3 clusters Score: Raw -98796.811246 + Penalty 4144.030959 = -94652.780288 nChanged 202 SP:Iteration 2F (675.321557 sec): 3 clusters Score: Raw -98960.421050 + Penalty 4144.030959 = -94816.390091 nChanged 124 SP:Iteration 3Q (675.359290 sec): 3 clusters Score: Raw -99057.781244 + Penalty 4144.030959 = -94913.750285 nChanged 80 SP:Iteration 4Q (675.397262 sec): 3 clusters Score: Raw -99114.952242 + Penalty 4144.030959 = -94970.921283 nChanged 49 SP:Iteration 5Q (675.434952 sec): 3 clusters Score: Raw -99156.355081 + Penalty 4144.030959 = -95012.324122 nChanged 55 SP:Iteration 6Q (675.473199 sec): 3 clusters Score: Raw -99194.691621 + Penalty 4144.030959 = -95050.660663 nChanged 35 SP:Iteration 7Q (675.511548 sec): 3 clusters Score: Raw -99218.654880 + Penalty 4144.030959 = -95074.623921 nChanged 30 SP:Iteration 8Q (675.549822 sec): 3 clusters Score: Raw -99241.537644 + Penalty 4144.030959 = -95097.506685 nChanged 30 SP:Iteration 9Q (675.588402 sec): 3 clusters Score: Raw -99259.059557 + Penalty 4144.030959 = -95115.028598 nChanged 22 SP:Iteration 10Q (675.626838 sec): 3 clusters Score: Raw -99273.525411 + Penalty 4144.030959 = -95129.494452 nChanged 22 SP:Iteration 11Q (675.665473 sec): 3 clusters Score: Raw -99287.699739 + Penalty 4144.030959 = -95143.668780 nChanged 16 SP:Iteration 12Q (675.703948 sec): 3 clusters Score: Raw -99296.804612 + Penalty 4144.030959 = -95152.773654 nChanged 8 SP:Iteration 13Q (675.742396 sec): 3 clusters Score: Raw -99301.375982 + Penalty 4144.030959 = -95157.345023 nChanged 12 SP:Iteration 14Q (675.781072 sec): 3 clusters Score: Raw -99307.253840 + Penalty 4144.030959 = -95163.222881 nChanged 8 SP:Iteration 15Q (675.819640 sec): 3 clusters Score: Raw -99311.218669 + Penalty 4144.030959 = -95167.187710 nChanged 4 SP:Iteration 16Q (675.858314 sec): 3 clusters Score: Raw -99313.220835 + Penalty 4144.030959 = -95169.189877 nChanged 6 SP:Iteration 17Q (675.897306 sec): 3 clusters Score: Raw -99317.127329 + Penalty 4144.030959 = -95173.096370 nChanged 5 SP:Iteration 18Q (675.935927 sec): 3 clusters Score: Raw -99319.444592 + Penalty 4144.030959 = -95175.413634 nChanged 3 SP:Iteration 19Q (675.974401 sec): 3 clusters Score: Raw -99321.406864 + Penalty 4144.030959 = -95177.375905 nChanged 5 SP:Iteration 20F (676.012692 sec): 3 clusters Score: Raw -99323.971274 + Penalty 4144.030959 = -95179.940315 nChanged 5 SP:Iteration 21Q (676.051746 sec): 3 clusters Score: Raw -99327.200279 + Penalty 4144.030959 = -95183.169320 nChanged 4 SP:Iteration 22Q (676.090320 sec): 3 clusters Score: Raw -99330.043398 + Penalty 4144.030959 = -95186.012439 nChanged 7 SP:Iteration 23Q (676.129075 sec): 3 clusters Score: Raw -99333.525473 + Penalty 4144.030959 = -95189.494514 nChanged 7 SP:Iteration 24Q (676.167950 sec): 3 clusters Score: Raw -99338.227242 + Penalty 4144.030959 = -95194.196283 nChanged 5 SP:Iteration 25Q (676.207265 sec): 3 clusters Score: Raw -99340.216695 + Penalty 4144.030959 = -95196.185736 nChanged 6 SP:Iteration 26Q (676.246190 sec): 3 clusters Score: Raw -99342.359569 + Penalty 4144.030959 = -95198.328610 nChanged 4 SP:Iteration 27Q (676.285050 sec): 3 clusters Score: Raw -99344.542021 + Penalty 4144.030959 = -95200.511062 nChanged 4 SP:Iteration 28Q (676.323869 sec): 3 clusters Score: Raw -99346.560328 + Penalty 4144.030959 = -95202.529369 nChanged 1 SP:Iteration 29Q (676.362829 sec): 3 clusters Score: Raw -99346.903075 + Penalty 4144.030959 = -95202.872116 nChanged 0 SP:Iteration 30F (676.401400 sec): 3 clusters Score: Raw -99346.903075 + Penalty 4144.030959 = -95202.872116 nChanged 0 Trying to split cluster 4 (3265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (676.442909 sec): 2 clusters Score: Raw -150929.228147 + Penalty 2136.027971 = -148793.200176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (676.594659 sec): 3 clusters Score: Raw -149501.405099 + Penalty 4272.055942 = -145229.349157 nChanged 1128 SP:Iteration 1F (676.631891 sec): 3 clusters Score: Raw -150243.864546 + Penalty 4272.055942 = -145971.808604 nChanged 270 SP:Iteration 2F (676.671727 sec): 3 clusters Score: Raw -150438.732886 + Penalty 4272.055942 = -146166.676944 nChanged 150 SP:Iteration 3Q (676.713871 sec): 3 clusters Score: Raw -150539.796974 + Penalty 4272.055942 = -146267.741032 nChanged 96 SP:Iteration 4Q (676.756224 sec): 3 clusters Score: Raw -150605.500488 + Penalty 4272.055942 = -146333.444546 nChanged 93 SP:Iteration 5Q (676.798480 sec): 3 clusters Score: Raw -150669.465078 + Penalty 4272.055942 = -146397.409136 nChanged 95 SP:Iteration 6Q (676.841200 sec): 3 clusters Score: Raw -150740.171251 + Penalty 4272.055942 = -146468.115308 nChanged 80 SP:Iteration 7Q (676.883100 sec): 3 clusters Score: Raw -150801.786805 + Penalty 4272.055942 = -146529.730863 nChanged 79 SP:Iteration 8Q (676.929175 sec): 3 clusters Score: Raw -150861.237019 + Penalty 4272.055942 = -146589.181077 nChanged 65 SP:Iteration 9Q (676.975804 sec): 3 clusters Score: Raw -150910.437297 + Penalty 4272.055942 = -146638.381355 nChanged 66 SP:Iteration 10Q (677.022070 sec): 3 clusters Score: Raw -150963.526478 + Penalty 4272.055942 = -146691.470536 nChanged 51 SP:Iteration 11Q (677.063696 sec): 3 clusters Score: Raw -150996.706175 + Penalty 4272.055942 = -146724.650233 nChanged 49 SP:Iteration 12Q (677.105486 sec): 3 clusters Score: Raw -151034.001043 + Penalty 4272.055942 = -146761.945101 nChanged 45 SP:Iteration 13Q (677.147162 sec): 3 clusters Score: Raw -151070.512580 + Penalty 4272.055942 = -146798.456638 nChanged 36 SP:Iteration 14Q (677.188825 sec): 3 clusters Score: Raw -151091.682699 + Penalty 4272.055942 = -146819.626757 nChanged 28 SP:Iteration 15Q (677.230381 sec): 3 clusters Score: Raw -151113.761682 + Penalty 4272.055942 = -146841.705740 nChanged 42 SP:Iteration 16Q (677.275030 sec): 3 clusters Score: Raw -151145.105930 + Penalty 4272.055942 = -146873.049988 nChanged 34 SP:Iteration 17Q (677.320251 sec): 3 clusters Score: Raw -151169.869082 + Penalty 4272.055942 = -146897.813140 nChanged 27 SP:Iteration 18Q (677.364881 sec): 3 clusters Score: Raw -151190.503778 + Penalty 4272.055942 = -146918.447836 nChanged 21 SP:Iteration 19Q (677.406271 sec): 3 clusters Score: Raw -151204.143145 + Penalty 4272.055942 = -146932.087203 nChanged 15 SP:Iteration 20F (677.447370 sec): 3 clusters Score: Raw -151216.471238 + Penalty 4272.055942 = -146944.415296 nChanged 20 SP:Iteration 21Q (677.488882 sec): 3 clusters Score: Raw -151235.470576 + Penalty 4272.055942 = -146963.414634 nChanged 26 SP:Iteration 22Q (677.530174 sec): 3 clusters Score: Raw -151258.683137 + Penalty 4272.055942 = -146986.627195 nChanged 22 SP:Iteration 23Q (677.571383 sec): 3 clusters Score: Raw -151275.041313 + Penalty 4272.055942 = -147002.985371 nChanged 11 SP:Iteration 24Q (677.615905 sec): 3 clusters Score: Raw -151282.794714 + Penalty 4272.055942 = -147010.738772 nChanged 8 SP:Iteration 25Q (677.661018 sec): 3 clusters Score: Raw -151287.785524 + Penalty 4272.055942 = -147015.729582 nChanged 6 SP:Iteration 26Q (677.705536 sec): 3 clusters Score: Raw -151292.295937 + Penalty 4272.055942 = -147020.239995 nChanged 4 SP:Iteration 27Q (677.747123 sec): 3 clusters Score: Raw -151294.549266 + Penalty 4272.055942 = -147022.493324 nChanged 4 SP:Iteration 28Q (677.788599 sec): 3 clusters Score: Raw -151297.290665 + Penalty 4272.055942 = -147025.234723 nChanged 5 SP:Iteration 29Q (677.830038 sec): 3 clusters Score: Raw -151299.661804 + Penalty 4272.055942 = -147027.605862 nChanged 3 SP:Iteration 30Q (677.953515 sec): 3 clusters Score: Raw -151301.440354 + Penalty 4272.055942 = -147029.384412 nChanged 1 SP:Iteration 31Q (678.071662 sec): 3 clusters Score: Raw -151301.884829 + Penalty 4272.055942 = -147029.828887 nChanged 1 SP:Iteration 32Q (678.133117 sec): 3 clusters Score: Raw -151302.581355 + Penalty 4272.055942 = -147030.525413 nChanged 0 SP:Iteration 33F (678.239465 sec): 3 clusters Score: Raw -151302.581355 + Penalty 4272.055942 = -147030.525413 nChanged 0 Trying to split cluster 6 (1930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (678.277169 sec): 2 clusters Score: Raw -69718.291953 + Penalty 1997.232674 = -67721.059279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (678.313859 sec): 3 clusters Score: Raw -69046.997978 + Penalty 3994.465349 = -65052.532630 nChanged 602 SP:Iteration 1F (678.350592 sec): 3 clusters Score: Raw -69560.501725 + Penalty 3994.465349 = -65566.036376 nChanged 140 SP:Iteration 2F (678.390872 sec): 3 clusters Score: Raw -69696.402307 + Penalty 3994.465349 = -65701.936959 nChanged 78 SP:Iteration 3Q (678.427521 sec): 3 clusters Score: Raw -69772.324937 + Penalty 3994.465349 = -65777.859588 nChanged 53 SP:Iteration 4Q (678.501331 sec): 3 clusters Score: Raw -69824.183540 + Penalty 3994.465349 = -65829.718191 nChanged 40 SP:Iteration 5Q (678.627172 sec): 3 clusters Score: Raw -69858.598136 + Penalty 3994.465349 = -65864.132787 nChanged 26 SP:Iteration 6Q (678.683756 sec): 3 clusters Score: Raw -69886.057168 + Penalty 3994.465349 = -65891.591819 nChanged 26 SP:Iteration 7Q (678.719066 sec): 3 clusters Score: Raw -69910.685067 + Penalty 3994.465349 = -65916.219718 nChanged 17 SP:Iteration 8Q (678.754710 sec): 3 clusters Score: Raw -69922.616078 + Penalty 3994.465349 = -65928.150729 nChanged 11 SP:Iteration 9Q (678.808637 sec): 3 clusters Score: Raw -69929.407583 + Penalty 3994.465349 = -65934.942234 nChanged 11 SP:Iteration 10Q (678.934654 sec): 3 clusters Score: Raw -69936.615003 + Penalty 3994.465349 = -65942.149654 nChanged 10 SP:Iteration 11Q (678.972980 sec): 3 clusters Score: Raw -69942.606520 + Penalty 3994.465349 = -65948.141171 nChanged 10 SP:Iteration 12Q (679.011763 sec): 3 clusters Score: Raw -69949.447383 + Penalty 3994.465349 = -65954.982035 nChanged 5 SP:Iteration 13Q (679.053344 sec): 3 clusters Score: Raw -69953.944413 + Penalty 3994.465349 = -65959.479064 nChanged 4 SP:Iteration 14Q (679.094845 sec): 3 clusters Score: Raw -69957.409620 + Penalty 3994.465349 = -65962.944271 nChanged 6 SP:Iteration 15Q (679.136475 sec): 3 clusters Score: Raw -69962.038245 + Penalty 3994.465349 = -65967.572896 nChanged 5 SP:Iteration 16Q (679.220863 sec): 3 clusters Score: Raw -69965.488773 + Penalty 3994.465349 = -65971.023424 nChanged 5 SP:Iteration 17Q (679.258373 sec): 3 clusters Score: Raw -69967.888179 + Penalty 3994.465349 = -65973.422830 nChanged 2 SP:Iteration 18Q (679.374457 sec): 3 clusters Score: Raw -69969.260889 + Penalty 3994.465349 = -65974.795540 nChanged 3 SP:Iteration 19Q (679.487230 sec): 3 clusters Score: Raw -69972.116449 + Penalty 3994.465349 = -65977.651100 nChanged 3 SP:Iteration 20F (679.605662 sec): 3 clusters Score: Raw -69973.983223 + Penalty 3994.465349 = -65979.517874 nChanged 4 SP:Iteration 21Q (679.730594 sec): 3 clusters Score: Raw -69976.292561 + Penalty 3994.465349 = -65981.827212 nChanged 2 SP:Iteration 22Q (679.821844 sec): 3 clusters Score: Raw -69977.254611 + Penalty 3994.465349 = -65982.789262 nChanged 3 SP:Iteration 23Q (679.895518 sec): 3 clusters Score: Raw -69978.495026 + Penalty 3994.465349 = -65984.029677 nChanged 3 SP:Iteration 24Q (679.934065 sec): 3 clusters Score: Raw -69979.343676 + Penalty 3994.465349 = -65984.878327 nChanged 0 SP:Iteration 25F (679.972607 sec): 3 clusters Score: Raw -69979.343676 + Penalty 3994.465349 = -65984.878327 nChanged 0 Trying to split cluster 7 (7644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (680.093073 sec): 2 clusters Score: Raw -375656.706991 + Penalty 2360.602545 = -373296.104446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (680.138512 sec): 3 clusters Score: Raw -371778.716220 + Penalty 4721.205089 = -367057.511130 nChanged 3041 SP:Iteration 1F (680.191519 sec): 3 clusters Score: Raw -373489.765445 + Penalty 4721.205089 = -368768.560356 nChanged 564 SP:Iteration 2F (680.248698 sec): 3 clusters Score: Raw -373810.557752 + Penalty 4721.205089 = -369089.352663 nChanged 429 SP:Iteration 3F (680.320676 sec): 3 clusters Score: Raw -374050.038316 + Penalty 4721.205089 = -369328.833227 nChanged 353 SP:Iteration 4Q (680.392664 sec): 3 clusters Score: Raw -374222.456390 + Penalty 4721.205089 = -369501.251301 nChanged 293 SP:Iteration 5Q (680.459879 sec): 3 clusters Score: Raw -374369.799655 + Penalty 4721.205089 = -369648.594565 nChanged 265 SP:Iteration 6Q (680.526638 sec): 3 clusters Score: Raw -374487.402151 + Penalty 4721.205089 = -369766.197062 nChanged 223 SP:Iteration 7Q (680.592886 sec): 3 clusters Score: Raw -374578.987207 + Penalty 4721.205089 = -369857.782118 nChanged 202 SP:Iteration 8Q (680.658842 sec): 3 clusters Score: Raw -374670.079263 + Penalty 4721.205089 = -369948.874174 nChanged 210 SP:Iteration 9Q (680.724388 sec): 3 clusters Score: Raw -374756.137710 + Penalty 4721.205089 = -370034.932621 nChanged 172 SP:Iteration 10Q (680.791244 sec): 3 clusters Score: Raw -374829.871588 + Penalty 4721.205089 = -370108.666499 nChanged 185 SP:Iteration 11Q (680.866995 sec): 3 clusters Score: Raw -374912.045873 + Penalty 4721.205089 = -370190.840784 nChanged 178 SP:Iteration 12Q (680.941805 sec): 3 clusters Score: Raw -374986.067345 + Penalty 4721.205089 = -370264.862256 nChanged 147 SP:Iteration 13Q (681.003845 sec): 3 clusters Score: Raw -375051.335406 + Penalty 4721.205089 = -370330.130317 nChanged 135 SP:Iteration 14Q (681.065305 sec): 3 clusters Score: Raw -375113.692629 + Penalty 4721.205089 = -370392.487539 nChanged 131 SP:Iteration 15Q (681.132913 sec): 3 clusters Score: Raw -375184.011985 + Penalty 4721.205089 = -370462.806896 nChanged 136 SP:Iteration 16Q (681.202077 sec): 3 clusters Score: Raw -375253.550802 + Penalty 4721.205089 = -370532.345713 nChanged 115 SP:Iteration 17Q (681.268380 sec): 3 clusters Score: Raw -375310.798074 + Penalty 4721.205089 = -370589.592985 nChanged 114 SP:Iteration 18Q (681.332498 sec): 3 clusters Score: Raw -375368.501911 + Penalty 4721.205089 = -370647.296822 nChanged 117 SP:Iteration 19Q (681.398124 sec): 3 clusters Score: Raw -375428.082641 + Penalty 4721.205089 = -370706.877552 nChanged 113 SP:Iteration 20F (681.479147 sec): 3 clusters Score: Raw -375487.690218 + Penalty 4721.205089 = -370766.485129 nChanged 110 SP:Iteration 21Q (681.545707 sec): 3 clusters Score: Raw -375544.438651 + Penalty 4721.205089 = -370823.233561 nChanged 102 SP:Iteration 22Q (681.618016 sec): 3 clusters Score: Raw -375593.190196 + Penalty 4721.205089 = -370871.985107 nChanged 89 SP:Iteration 23Q (681.684227 sec): 3 clusters Score: Raw -375639.268914 + Penalty 4721.205089 = -370918.063825 nChanged 87 SP:Iteration 24Q (681.751889 sec): 3 clusters Score: Raw -375683.658042 + Penalty 4721.205089 = -370962.452953 nChanged 90 SP:Iteration 25Q (681.818242 sec): 3 clusters Score: Raw -375733.438900 + Penalty 4721.205089 = -371012.233811 nChanged 89 SP:Iteration 26Q (681.883134 sec): 3 clusters Score: Raw -375780.123248 + Penalty 4721.205089 = -371058.918159 nChanged 93 SP:Iteration 27Q (681.947324 sec): 3 clusters Score: Raw -375844.759304 + Penalty 4721.205089 = -371123.554214 nChanged 84 SP:Iteration 28Q (682.013704 sec): 3 clusters Score: Raw -375899.818023 + Penalty 4721.205089 = -371178.612933 nChanged 86 SP:Iteration 29Q (682.082525 sec): 3 clusters Score: Raw -375959.961799 + Penalty 4721.205089 = -371238.756709 nChanged 86 SP:Iteration 30Q (682.283482 sec): 3 clusters Score: Raw -376017.204134 + Penalty 4721.205089 = -371295.999045 nChanged 83 SP:Iteration 31Q (682.422086 sec): 3 clusters Score: Raw -376081.173490 + Penalty 4721.205089 = -371359.968400 nChanged 78 SP:Iteration 32Q (682.485136 sec): 3 clusters Score: Raw -376136.059366 + Penalty 4721.205089 = -371414.854277 nChanged 73 SP:Iteration 33Q (682.552075 sec): 3 clusters Score: Raw -376177.590874 + Penalty 4721.205089 = -371456.385785 nChanged 52 SP:Iteration 34Q (682.611731 sec): 3 clusters Score: Raw -376209.612441 + Penalty 4721.205089 = -371488.407352 nChanged 55 SP:Iteration 35Q (682.681248 sec): 3 clusters Score: Raw -376246.372351 + Penalty 4721.205089 = -371525.167262 nChanged 48 SP:Iteration 36Q (682.757505 sec): 3 clusters Score: Raw -376271.764931 + Penalty 4721.205089 = -371550.559842 nChanged 45 SP:Iteration 37Q (682.825590 sec): 3 clusters Score: Raw -376297.132426 + Penalty 4721.205089 = -371575.927336 nChanged 38 SP:Iteration 38Q (682.886482 sec): 3 clusters Score: Raw -376319.109226 + Penalty 4721.205089 = -371597.904137 nChanged 31 SP:Iteration 39Q (682.955778 sec): 3 clusters Score: Raw -376334.712565 + Penalty 4721.205089 = -371613.507476 nChanged 22 SP:Iteration 40F (683.027619 sec): 3 clusters Score: Raw -376343.952683 + Penalty 4721.205089 = -371622.747594 nChanged 13 SP:Iteration 41Q (683.087656 sec): 3 clusters Score: Raw -376350.776998 + Penalty 4721.205089 = -371629.571908 nChanged 10 SP:Iteration 42Q (683.147143 sec): 3 clusters Score: Raw -376356.720695 + Penalty 4721.205089 = -371635.515605 nChanged 16 SP:Iteration 43Q (683.209821 sec): 3 clusters Score: Raw -376362.013482 + Penalty 4721.205089 = -371640.808393 nChanged 12 SP:Iteration 44Q (683.274169 sec): 3 clusters Score: Raw -376366.763482 + Penalty 4721.205089 = -371645.558392 nChanged 9 SP:Iteration 45Q (683.337533 sec): 3 clusters Score: Raw -376369.454633 + Penalty 4721.205089 = -371648.249544 nChanged 5 SP:Iteration 46Q (683.398129 sec): 3 clusters Score: Raw -376371.824083 + Penalty 4721.205089 = -371650.618993 nChanged 12 SP:Iteration 47Q (683.458366 sec): 3 clusters Score: Raw -376377.354133 + Penalty 4721.205089 = -371656.149044 nChanged 14 SP:Iteration 48Q (683.519664 sec): 3 clusters Score: Raw -376384.365126 + Penalty 4721.205089 = -371663.160037 nChanged 13 SP:Iteration 49Q (683.583942 sec): 3 clusters Score: Raw -376389.773766 + Penalty 4721.205089 = -371668.568676 nChanged 18 SP:Iteration 50Q (683.652440 sec): 3 clusters Score: Raw -376400.174023 + Penalty 4721.205089 = -371678.968934 nChanged 22 SP:Iteration 51Q (683.720903 sec): 3 clusters Score: Raw -376413.530389 + Penalty 4721.205089 = -371692.325300 nChanged 22 SP:Iteration 52Q (683.782195 sec): 3 clusters Score: Raw -376424.859095 + Penalty 4721.205089 = -371703.654006 nChanged 18 SP:Iteration 53Q (683.839691 sec): 3 clusters Score: Raw -376433.808201 + Penalty 4721.205089 = -371712.603111 nChanged 16 SP:Iteration 54Q (683.898994 sec): 3 clusters Score: Raw -376443.826285 + Penalty 4721.205089 = -371722.621196 nChanged 23 SP:Iteration 55Q (683.962129 sec): 3 clusters Score: Raw -376459.666892 + Penalty 4721.205089 = -371738.461803 nChanged 29 SP:Iteration 56Q (684.025211 sec): 3 clusters Score: Raw -376473.403779 + Penalty 4721.205089 = -371752.198690 nChanged 20 SP:Iteration 57Q (684.088098 sec): 3 clusters Score: Raw -376482.359738 + Penalty 4721.205089 = -371761.154649 nChanged 20 SP:Iteration 58Q (684.151287 sec): 3 clusters Score: Raw -376495.886212 + Penalty 4721.205089 = -371774.681122 nChanged 18 SP:Iteration 59Q (684.218101 sec): 3 clusters Score: Raw -376508.072910 + Penalty 4721.205089 = -371786.867820 nChanged 15 SP:Iteration 60F (684.289846 sec): 3 clusters Score: Raw -376517.617756 + Penalty 4721.205089 = -371796.412667 nChanged 14 SP:Iteration 61Q (684.348872 sec): 3 clusters Score: Raw -376524.933162 + Penalty 4721.205089 = -371803.728073 nChanged 10 SP:Iteration 62Q (684.536805 sec): 3 clusters Score: Raw -376530.077535 + Penalty 4721.205089 = -371808.872446 nChanged 10 SP:Iteration 63Q (684.609699 sec): 3 clusters Score: Raw -376535.771608 + Penalty 4721.205089 = -371814.566518 nChanged 9 SP:Iteration 64Q (684.659266 sec): 3 clusters Score: Raw -376540.727500 + Penalty 4721.205089 = -371819.522411 nChanged 10 SP:Iteration 65Q (684.719373 sec): 3 clusters Score: Raw -376545.500533 + Penalty 4721.205089 = -371824.295444 nChanged 6 SP:Iteration 66Q (684.784310 sec): 3 clusters Score: Raw -376547.951330 + Penalty 4721.205089 = -371826.746241 nChanged 8 SP:Iteration 67Q (684.850565 sec): 3 clusters Score: Raw -376551.562440 + Penalty 4721.205089 = -371830.357350 nChanged 7 SP:Iteration 68Q (684.917225 sec): 3 clusters Score: Raw -376554.543900 + Penalty 4721.205089 = -371833.338811 nChanged 6 SP:Iteration 69Q (684.980861 sec): 3 clusters Score: Raw -376556.884048 + Penalty 4721.205089 = -371835.678958 nChanged 4 SP:Iteration 70Q (685.038744 sec): 3 clusters Score: Raw -376558.676283 + Penalty 4721.205089 = -371837.471194 nChanged 4 SP:Iteration 71Q (685.097059 sec): 3 clusters Score: Raw -376560.653318 + Penalty 4721.205089 = -371839.448229 nChanged 4 SP:Iteration 72Q (685.158569 sec): 3 clusters Score: Raw -376561.706691 + Penalty 4721.205089 = -371840.501601 nChanged 2 SP:Iteration 73Q (685.224488 sec): 3 clusters Score: Raw -376562.403864 + Penalty 4721.205089 = -371841.198775 nChanged 6 SP:Iteration 74Q (685.289989 sec): 3 clusters Score: Raw -376565.651681 + Penalty 4721.205089 = -371844.446592 nChanged 7 SP:Iteration 75Q (685.355974 sec): 3 clusters Score: Raw -376568.932749 + Penalty 4721.205089 = -371847.727660 nChanged 8 SP:Iteration 76Q (685.414759 sec): 3 clusters Score: Raw -376573.941604 + Penalty 4721.205089 = -371852.736514 nChanged 8 SP:Iteration 77Q (685.470887 sec): 3 clusters Score: Raw -376577.068387 + Penalty 4721.205089 = -371855.863298 nChanged 4 SP:Iteration 78Q (685.528446 sec): 3 clusters Score: Raw -376578.635904 + Penalty 4721.205089 = -371857.430815 nChanged 2 SP:Iteration 79Q (685.589990 sec): 3 clusters Score: Raw -376579.676680 + Penalty 4721.205089 = -371858.471591 nChanged 1 SP:Iteration 80F (685.657278 sec): 3 clusters Score: Raw -376580.049449 + Penalty 4721.205089 = -371858.844360 nChanged 0 Trying to split cluster 8 (2822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.707013 sec): 2 clusters Score: Raw -128278.323875 + Penalty 2097.533099 = -126180.790776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.759004 sec): 3 clusters Score: Raw -127089.941945 + Penalty 4195.066198 = -122894.875747 nChanged 975 SP:Iteration 1F (685.809531 sec): 3 clusters Score: Raw -127815.549250 + Penalty 4195.066198 = -123620.483053 nChanged 267 SP:Iteration 2F (685.936397 sec): 3 clusters Score: Raw -128080.437261 + Penalty 4195.066198 = -123885.371063 nChanged 168 SP:Iteration 3F (686.024063 sec): 3 clusters Score: Raw -128264.640736 + Penalty 4195.066198 = -124069.574538 nChanged 150 SP:Iteration 4F (686.063128 sec): 3 clusters Score: Raw -128412.599891 + Penalty 4195.066198 = -124217.533693 nChanged 121 SP:Iteration 5Q (686.103332 sec): 3 clusters Score: Raw -128553.037445 + Penalty 4195.066198 = -124357.971247 nChanged 102 SP:Iteration 6Q (686.143991 sec): 3 clusters Score: Raw -128678.490363 + Penalty 4195.066198 = -124483.424165 nChanged 94 SP:Iteration 7Q (686.184674 sec): 3 clusters Score: Raw -128771.151578 + Penalty 4195.066198 = -124576.085380 nChanged 64 SP:Iteration 8Q (686.225389 sec): 3 clusters Score: Raw -128827.512177 + Penalty 4195.066198 = -124632.445980 nChanged 53 SP:Iteration 9Q (686.265982 sec): 3 clusters Score: Raw -128869.760341 + Penalty 4195.066198 = -124674.694143 nChanged 39 SP:Iteration 10Q (686.307416 sec): 3 clusters Score: Raw -128900.228075 + Penalty 4195.066198 = -124705.161877 nChanged 38 SP:Iteration 11Q (686.441402 sec): 3 clusters Score: Raw -128928.437478 + Penalty 4195.066198 = -124733.371280 nChanged 30 SP:Iteration 12Q (686.572324 sec): 3 clusters Score: Raw -128948.041779 + Penalty 4195.066198 = -124752.975581 nChanged 24 SP:Iteration 13Q (686.611658 sec): 3 clusters Score: Raw -128966.431971 + Penalty 4195.066198 = -124771.365773 nChanged 22 SP:Iteration 14Q (686.650846 sec): 3 clusters Score: Raw -128980.527399 + Penalty 4195.066198 = -124785.461201 nChanged 21 SP:Iteration 15Q (686.690099 sec): 3 clusters Score: Raw -128996.224645 + Penalty 4195.066198 = -124801.158447 nChanged 26 SP:Iteration 16Q (686.729697 sec): 3 clusters Score: Raw -129014.006387 + Penalty 4195.066198 = -124818.940189 nChanged 29 SP:Iteration 17Q (686.772183 sec): 3 clusters Score: Raw -129035.194349 + Penalty 4195.066198 = -124840.128151 nChanged 34 SP:Iteration 18Q (686.814721 sec): 3 clusters Score: Raw -129056.726484 + Penalty 4195.066198 = -124861.660286 nChanged 17 SP:Iteration 19Q (686.857186 sec): 3 clusters Score: Raw -129068.580190 + Penalty 4195.066198 = -124873.513992 nChanged 19 SP:Iteration 20F (686.899353 sec): 3 clusters Score: Raw -129085.732625 + Penalty 4195.066198 = -124890.666427 nChanged 24 SP:Iteration 21Q (686.940717 sec): 3 clusters Score: Raw -129105.569331 + Penalty 4195.066198 = -124910.503133 nChanged 19 SP:Iteration 22Q (686.981074 sec): 3 clusters Score: Raw -129116.979777 + Penalty 4195.066198 = -124921.913579 nChanged 15 SP:Iteration 23Q (687.021093 sec): 3 clusters Score: Raw -129126.177736 + Penalty 4195.066198 = -124931.111539 nChanged 10 SP:Iteration 24Q (687.061176 sec): 3 clusters Score: Raw -129130.825922 + Penalty 4195.066198 = -124935.759724 nChanged 5 SP:Iteration 25Q (687.101536 sec): 3 clusters Score: Raw -129134.081348 + Penalty 4195.066198 = -124939.015150 nChanged 6 SP:Iteration 26Q (687.141770 sec): 3 clusters Score: Raw -129137.729227 + Penalty 4195.066198 = -124942.663029 nChanged 5 SP:Iteration 27Q (687.181950 sec): 3 clusters Score: Raw -129139.874461 + Penalty 4195.066198 = -124944.808263 nChanged 5 SP:Iteration 28Q (687.221861 sec): 3 clusters Score: Raw -129144.080014 + Penalty 4195.066198 = -124949.013816 nChanged 3 SP:Iteration 29Q (687.262629 sec): 3 clusters Score: Raw -129145.596016 + Penalty 4195.066198 = -124950.529818 nChanged 4 SP:Iteration 30Q (687.304888 sec): 3 clusters Score: Raw -129147.327898 + Penalty 4195.066198 = -124952.261700 nChanged 5 SP:Iteration 31Q (687.347055 sec): 3 clusters Score: Raw -129150.734488 + Penalty 4195.066198 = -124955.668290 nChanged 9 SP:Iteration 32Q (687.389270 sec): 3 clusters Score: Raw -129155.781568 + Penalty 4195.066198 = -124960.715370 nChanged 11 SP:Iteration 33Q (687.431506 sec): 3 clusters Score: Raw -129163.908695 + Penalty 4195.066198 = -124968.842497 nChanged 7 SP:Iteration 34Q (687.472133 sec): 3 clusters Score: Raw -129169.549563 + Penalty 4195.066198 = -124974.483365 nChanged 9 SP:Iteration 35Q (687.512091 sec): 3 clusters Score: Raw -129176.471711 + Penalty 4195.066198 = -124981.405513 nChanged 11 SP:Iteration 36Q (687.552267 sec): 3 clusters Score: Raw -129183.098750 + Penalty 4195.066198 = -124988.032552 nChanged 7 SP:Iteration 37Q (687.592258 sec): 3 clusters Score: Raw -129187.677510 + Penalty 4195.066198 = -124992.611313 nChanged 7 SP:Iteration 38Q (687.632414 sec): 3 clusters Score: Raw -129191.206688 + Penalty 4195.066198 = -124996.140490 nChanged 4 SP:Iteration 39Q (687.672465 sec): 3 clusters Score: Raw -129193.254008 + Penalty 4195.066198 = -124998.187810 nChanged 1 SP:Iteration 40F (687.712106 sec): 3 clusters Score: Raw -129193.501530 + Penalty 4195.066198 = -124998.435332 nChanged 1 SP:Iteration 41Q (687.751901 sec): 3 clusters Score: Raw -129193.747286 + Penalty 4195.066198 = -124998.681088 nChanged 0 SP:Iteration 42F (687.792523 sec): 3 clusters Score: Raw -129193.747286 + Penalty 4195.066198 = -124998.681088 nChanged 0 Trying to split cluster 9 (1919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (687.859656 sec): 2 clusters Score: Raw -86501.035753 + Penalty 1995.723707 = -84505.312046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (687.976006 sec): 3 clusters Score: Raw -85800.681837 + Penalty 3991.447414 = -81809.234423 nChanged 608 SP:Iteration 1F (688.019098 sec): 3 clusters Score: Raw -86281.169522 + Penalty 3991.447414 = -82289.722109 nChanged 146 SP:Iteration 2F (688.056298 sec): 3 clusters Score: Raw -86427.895332 + Penalty 3991.447414 = -82436.447918 nChanged 96 SP:Iteration 3F (688.090742 sec): 3 clusters Score: Raw -86527.771198 + Penalty 3991.447414 = -82536.323784 nChanged 77 SP:Iteration 4Q (688.125467 sec): 3 clusters Score: Raw -86625.231135 + Penalty 3991.447414 = -82633.783721 nChanged 64 SP:Iteration 5Q (688.160171 sec): 3 clusters Score: Raw -86716.053433 + Penalty 3991.447414 = -82724.606019 nChanged 61 SP:Iteration 6Q (688.194834 sec): 3 clusters Score: Raw -86786.230308 + Penalty 3991.447414 = -82794.782894 nChanged 37 SP:Iteration 7Q (688.229269 sec): 3 clusters Score: Raw -86826.772200 + Penalty 3991.447414 = -82835.324786 nChanged 25 SP:Iteration 8Q (688.264148 sec): 3 clusters Score: Raw -86849.524154 + Penalty 3991.447414 = -82858.076740 nChanged 22 SP:Iteration 9Q (688.298566 sec): 3 clusters Score: Raw -86866.918986 + Penalty 3991.447414 = -82875.471572 nChanged 16 SP:Iteration 10Q (688.333106 sec): 3 clusters Score: Raw -86878.328438 + Penalty 3991.447414 = -82886.881024 nChanged 11 SP:Iteration 11Q (688.367490 sec): 3 clusters Score: Raw -86886.105443 + Penalty 3991.447414 = -82894.658029 nChanged 5 SP:Iteration 12Q (688.402204 sec): 3 clusters Score: Raw -86889.773383 + Penalty 3991.447414 = -82898.325969 nChanged 5 SP:Iteration 13Q (688.436770 sec): 3 clusters Score: Raw -86892.581368 + Penalty 3991.447414 = -82901.133954 nChanged 3 SP:Iteration 14Q (688.471189 sec): 3 clusters Score: Raw -86894.133104 + Penalty 3991.447414 = -82902.685691 nChanged 2 SP:Iteration 15Q (688.505651 sec): 3 clusters Score: Raw -86895.373795 + Penalty 3991.447414 = -82903.926381 nChanged 1 SP:Iteration 16Q (688.540108 sec): 3 clusters Score: Raw -86895.809633 + Penalty 3991.447414 = -82904.362219 nChanged 2 SP:Iteration 17Q (688.574928 sec): 3 clusters Score: Raw -86897.573473 + Penalty 3991.447414 = -82906.126059 nChanged 3 SP:Iteration 18Q (688.609268 sec): 3 clusters Score: Raw -86900.017112 + Penalty 3991.447414 = -82908.569698 nChanged 1 SP:Iteration 19Q (688.643991 sec): 3 clusters Score: Raw -86900.296519 + Penalty 3991.447414 = -82908.849105 nChanged 0 SP:Iteration 20F (688.678414 sec): 3 clusters Score: Raw -86900.296519 + Penalty 3991.447414 = -82908.849105 nChanged 0 Iteration 59Q (688.954506 sec): 8 clusters Score: Raw -1024187.264908 + Penalty 18624.430237 = -1005562.834671 nChanged 53 Iteration 60F (689.277449 sec): 8 clusters Score: Raw -1024214.973109 + Penalty 18624.430237 = -1005590.542871 nChanged 72 Iteration 61Q (689.532191 sec): 8 clusters Score: Raw -1024252.605742 + Penalty 18624.430237 = -1005628.175505 nChanged 82 Iteration 62Q (689.863711 sec): 8 clusters Score: Raw -1024288.663013 + Penalty 18624.430237 = -1005664.232776 nChanged 74 Iteration 63Q (690.141104 sec): 8 clusters Score: Raw -1024321.200929 + Penalty 18624.430237 = -1005696.770692 nChanged 80 Iteration 64Q (690.390810 sec): 8 clusters Score: Raw -1024358.537688 + Penalty 18624.430237 = -1005734.107450 nChanged 79 Iteration 65Q (690.628443 sec): 8 clusters Score: Raw -1024388.677214 + Penalty 18624.430237 = -1005764.246976 nChanged 61 Iteration 66Q (690.948970 sec): 8 clusters Score: Raw -1024410.841568 + Penalty 18624.430237 = -1005786.411330 nChanged 68 Iteration 67Q (691.179774 sec): 8 clusters Score: Raw -1024431.853060 + Penalty 18624.430237 = -1005807.422822 nChanged 55 Iteration 68Q (691.641756 sec): 8 clusters Score: Raw -1024450.769972 + Penalty 18624.430237 = -1005826.339734 nChanged 50 Iteration 69Q (691.929797 sec): 8 clusters Score: Raw -1024467.834346 + Penalty 18624.430237 = -1005843.404108 nChanged 43 Iteration 70Q (692.188728 sec): 8 clusters Score: Raw -1024483.063739 + Penalty 18624.430237 = -1005858.633501 nChanged 53 Iteration 71Q (692.468343 sec): 8 clusters Score: Raw -1024501.717976 + Penalty 18624.430237 = -1005877.287739 nChanged 45 Iteration 72Q (692.695281 sec): 8 clusters Score: Raw -1024518.967145 + Penalty 18624.430237 = -1005894.536907 nChanged 47 Iteration 73Q (692.924727 sec): 8 clusters Score: Raw -1024538.116802 + Penalty 18624.430237 = -1005913.686565 nChanged 49 Iteration 74Q (693.147337 sec): 8 clusters Score: Raw -1024559.023820 + Penalty 18624.430237 = -1005934.593582 nChanged 47 Iteration 75Q (693.567404 sec): 8 clusters Score: Raw -1024582.602950 + Penalty 18624.430237 = -1005958.172713 nChanged 58 Iteration 76Q (693.872968 sec): 8 clusters Score: Raw -1024605.692830 + Penalty 18624.430237 = -1005981.262592 nChanged 46 Iteration 77Q (694.141905 sec): 8 clusters Score: Raw -1024625.354643 + Penalty 18624.430237 = -1006000.924405 nChanged 58 Iteration 78Q (694.397218 sec): 8 clusters Score: Raw -1024643.867158 + Penalty 18624.430237 = -1006019.436921 nChanged 45 Iteration 79Q (694.625908 sec): 8 clusters Score: Raw -1024661.383850 + Penalty 18624.430237 = -1006036.953613 nChanged 39 Iteration 80F (695.197755 sec): 8 clusters Score: Raw -1024675.137568 + Penalty 18624.430237 = -1006050.707331 nChanged 27 Iteration 81Q (695.446835 sec): 8 clusters Score: Raw -1024681.603497 + Penalty 18624.430237 = -1006057.173259 nChanged 21 Iteration 82Q (695.678627 sec): 8 clusters Score: Raw -1024688.052805 + Penalty 18624.430237 = -1006063.622568 nChanged 19 Iteration 83Q (695.908619 sec): 8 clusters Score: Raw -1024693.185230 + Penalty 18624.430237 = -1006068.754992 nChanged 15 Iteration 84Q (696.135017 sec): 8 clusters Score: Raw -1024697.304044 + Penalty 18624.430237 = -1006072.873807 nChanged 20 Iteration 85Q (696.697743 sec): 8 clusters Score: Raw -1024703.429215 + Penalty 18624.430237 = -1006078.998978 nChanged 18 Iteration 86Q (697.070724 sec): 8 clusters Score: Raw -1024708.289449 + Penalty 18624.430237 = -1006083.859212 nChanged 15 Iteration 87Q (697.303747 sec): 8 clusters Score: Raw -1024713.719623 + Penalty 18624.430237 = -1006089.289386 nChanged 15 Iteration 88Q (697.530166 sec): 8 clusters Score: Raw -1024719.236830 + Penalty 18624.430237 = -1006094.806592 nChanged 10 Iteration 89Q (697.928168 sec): 8 clusters Score: Raw -1024723.154480 + Penalty 18624.430237 = -1006098.724242 nChanged 14 Iteration 90Q (698.469230 sec): 8 clusters Score: Raw -1024727.704701 + Penalty 18624.430237 = -1006103.274464 nChanged 13 Iteration 91Q (698.736663 sec): 8 clusters Score: Raw -1024732.792699 + Penalty 18624.430237 = -1006108.362461 nChanged 15 Iteration 92Q (698.962758 sec): 8 clusters Score: Raw -1024737.932858 + Penalty 18624.430237 = -1006113.502621 nChanged 19 Iteration 93Q (699.192594 sec): 8 clusters Score: Raw -1024744.143180 + Penalty 18624.430237 = -1006119.712943 nChanged 20 Iteration 94Q (699.420820 sec): 8 clusters Score: Raw -1024752.749265 + Penalty 18624.430237 = -1006128.319028 nChanged 18 Iteration 95Q (699.651274 sec): 8 clusters Score: Raw -1024758.167724 + Penalty 18624.430237 = -1006133.737487 nChanged 16 Iteration 96Q (699.880182 sec): 8 clusters Score: Raw -1024764.131136 + Penalty 18624.430237 = -1006139.700898 nChanged 20 Iteration 97Q (700.142356 sec): 8 clusters Score: Raw -1024771.377340 + Penalty 18624.430237 = -1006146.947103 nChanged 18 Iteration 98Q (700.369795 sec): 8 clusters Score: Raw -1024776.538746 + Penalty 18624.430237 = -1006152.108509 nChanged 17 Writing temp clu file Because OldScore, -1006146.947103, is greater than current (better) Score,-1006152.108509 Compute initial score before splitting: Score: Raw -1024776.538746 + Penalty 18624.430237 = -1006152.108509 Trying to split cluster 1 (3923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.457140 sec): 2 clusters Score: Raw -167005.512472 + Penalty 2184.497554 = -164821.014918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.567009 sec): 3 clusters Score: Raw -165245.008417 + Penalty 4368.995108 = -160876.013309 nChanged 1414 SP:Iteration 1F (700.609944 sec): 3 clusters Score: Raw -166237.892141 + Penalty 4368.995108 = -161868.897033 nChanged 356 SP:Iteration 2F (700.651886 sec): 3 clusters Score: Raw -166568.626507 + Penalty 4368.995108 = -162199.631399 nChanged 266 SP:Iteration 3F (700.698964 sec): 3 clusters Score: Raw -166809.880694 + Penalty 4368.995108 = -162440.885587 nChanged 211 SP:Iteration 4F (700.746799 sec): 3 clusters Score: Raw -167009.086938 + Penalty 4368.995108 = -162640.091830 nChanged 183 SP:Iteration 5Q (700.802537 sec): 3 clusters Score: Raw -167162.692568 + Penalty 4368.995108 = -162793.697460 nChanged 145 SP:Iteration 6Q (700.850203 sec): 3 clusters Score: Raw -167285.487087 + Penalty 4368.995108 = -162916.491979 nChanged 136 SP:Iteration 7Q (700.898009 sec): 3 clusters Score: Raw -167403.871270 + Penalty 4368.995108 = -163034.876163 nChanged 126 SP:Iteration 8Q (700.945390 sec): 3 clusters Score: Raw -167513.809777 + Penalty 4368.995108 = -163144.814669 nChanged 117 SP:Iteration 9Q (701.073498 sec): 3 clusters Score: Raw -167623.830004 + Penalty 4368.995108 = -163254.834897 nChanged 103 SP:Iteration 10Q (701.118260 sec): 3 clusters Score: Raw -167694.193356 + Penalty 4368.995108 = -163325.198249 nChanged 73 SP:Iteration 11Q (701.164163 sec): 3 clusters Score: Raw -167735.526491 + Penalty 4368.995108 = -163366.531384 nChanged 45 SP:Iteration 12Q (701.211100 sec): 3 clusters Score: Raw -167760.005080 + Penalty 4368.995108 = -163391.009972 nChanged 27 SP:Iteration 13Q (701.258740 sec): 3 clusters Score: Raw -167773.843994 + Penalty 4368.995108 = -163404.848887 nChanged 33 SP:Iteration 14Q (701.306742 sec): 3 clusters Score: Raw -167790.056379 + Penalty 4368.995108 = -163421.061271 nChanged 21 SP:Iteration 15Q (701.353929 sec): 3 clusters Score: Raw -167800.405081 + Penalty 4368.995108 = -163431.409973 nChanged 11 SP:Iteration 16Q (701.400798 sec): 3 clusters Score: Raw -167804.507917 + Penalty 4368.995108 = -163435.512810 nChanged 16 SP:Iteration 17Q (701.447532 sec): 3 clusters Score: Raw -167811.233432 + Penalty 4368.995108 = -163442.238324 nChanged 9 SP:Iteration 18Q (701.494311 sec): 3 clusters Score: Raw -167815.567067 + Penalty 4368.995108 = -163446.571960 nChanged 7 SP:Iteration 19Q (701.539971 sec): 3 clusters Score: Raw -167817.701515 + Penalty 4368.995108 = -163448.706407 nChanged 9 SP:Iteration 20F (701.585805 sec): 3 clusters Score: Raw -167820.872185 + Penalty 4368.995108 = -163451.877077 nChanged 7 SP:Iteration 21Q (701.631986 sec): 3 clusters Score: Raw -167822.979939 + Penalty 4368.995108 = -163453.984831 nChanged 7 SP:Iteration 22Q (701.679356 sec): 3 clusters Score: Raw -167826.066943 + Penalty 4368.995108 = -163457.071836 nChanged 5 SP:Iteration 23Q (701.727013 sec): 3 clusters Score: Raw -167828.984763 + Penalty 4368.995108 = -163459.989655 nChanged 9 SP:Iteration 24Q (701.774762 sec): 3 clusters Score: Raw -167831.732866 + Penalty 4368.995108 = -163462.737758 nChanged 6 SP:Iteration 25Q (701.822544 sec): 3 clusters Score: Raw -167833.789331 + Penalty 4368.995108 = -163464.794224 nChanged 3 SP:Iteration 26Q (701.870256 sec): 3 clusters Score: Raw -167835.092271 + Penalty 4368.995108 = -163466.097163 nChanged 4 SP:Iteration 27Q (701.916777 sec): 3 clusters Score: Raw -167836.498047 + Penalty 4368.995108 = -163467.502940 nChanged 0 SP:Iteration 28F (701.963042 sec): 3 clusters Score: Raw -167836.498047 + Penalty 4368.995108 = -163467.502940 nChanged 0 Trying to split cluster 2 (2402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (702.032393 sec): 2 clusters Score: Raw -92325.142413 + Penalty 2054.991049 = -90270.151364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (702.208707 sec): 3 clusters Score: Raw -91367.970099 + Penalty 4109.982097 = -87257.988002 nChanged 803 SP:Iteration 1F (702.347038 sec): 3 clusters Score: Raw -91907.305716 + Penalty 4109.982097 = -87797.323618 nChanged 198 SP:Iteration 2F (702.410915 sec): 3 clusters Score: Raw -92084.671520 + Penalty 4109.982097 = -87974.689423 nChanged 131 SP:Iteration 3F (702.454944 sec): 3 clusters Score: Raw -92190.340182 + Penalty 4109.982097 = -88080.358085 nChanged 86 SP:Iteration 4Q (702.500675 sec): 3 clusters Score: Raw -92255.454551 + Penalty 4109.982097 = -88145.472454 nChanged 57 SP:Iteration 5Q (702.543780 sec): 3 clusters Score: Raw -92301.983600 + Penalty 4109.982097 = -88192.001502 nChanged 50 SP:Iteration 6Q (702.582489 sec): 3 clusters Score: Raw -92341.664601 + Penalty 4109.982097 = -88231.682504 nChanged 43 SP:Iteration 7Q (702.621015 sec): 3 clusters Score: Raw -92373.306325 + Penalty 4109.982097 = -88263.324228 nChanged 35 SP:Iteration 8Q (702.659655 sec): 3 clusters Score: Raw -92395.510135 + Penalty 4109.982097 = -88285.528037 nChanged 19 SP:Iteration 9Q (702.698251 sec): 3 clusters Score: Raw -92405.501248 + Penalty 4109.982097 = -88295.519150 nChanged 15 SP:Iteration 10Q (702.736728 sec): 3 clusters Score: Raw -92414.460402 + Penalty 4109.982097 = -88304.478305 nChanged 13 SP:Iteration 11Q (702.775029 sec): 3 clusters Score: Raw -92422.961327 + Penalty 4109.982097 = -88312.979230 nChanged 13 SP:Iteration 12Q (702.813104 sec): 3 clusters Score: Raw -92431.295374 + Penalty 4109.982097 = -88321.313276 nChanged 11 SP:Iteration 13Q (702.851362 sec): 3 clusters Score: Raw -92436.548415 + Penalty 4109.982097 = -88326.566318 nChanged 12 SP:Iteration 14Q (702.889754 sec): 3 clusters Score: Raw -92442.821210 + Penalty 4109.982097 = -88332.839113 nChanged 13 SP:Iteration 15Q (702.928465 sec): 3 clusters Score: Raw -92451.551600 + Penalty 4109.982097 = -88341.569502 nChanged 14 SP:Iteration 16Q (702.967150 sec): 3 clusters Score: Raw -92462.797762 + Penalty 4109.982097 = -88352.815664 nChanged 16 SP:Iteration 17Q (703.005702 sec): 3 clusters Score: Raw -92474.681591 + Penalty 4109.982097 = -88364.699494 nChanged 12 SP:Iteration 18Q (703.044681 sec): 3 clusters Score: Raw -92484.252850 + Penalty 4109.982097 = -88374.270752 nChanged 10 SP:Iteration 19Q (703.083088 sec): 3 clusters Score: Raw -92492.448503 + Penalty 4109.982097 = -88382.466405 nChanged 5 SP:Iteration 20F (703.119885 sec): 3 clusters Score: Raw -92495.767934 + Penalty 4109.982097 = -88385.785837 nChanged 3 SP:Iteration 21Q (703.157509 sec): 3 clusters Score: Raw -92496.774921 + Penalty 4109.982097 = -88386.792823 nChanged 3 SP:Iteration 22Q (703.195213 sec): 3 clusters Score: Raw -92497.844270 + Penalty 4109.982097 = -88387.862173 nChanged 0 SP:Iteration 23F (703.232169 sec): 3 clusters Score: Raw -92497.844270 + Penalty 4109.982097 = -88387.862173 nChanged 0 Trying to split cluster 4 (3251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (703.271562 sec): 2 clusters Score: Raw -150215.074312 + Penalty 2134.893531 = -148080.180781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (703.313139 sec): 3 clusters Score: Raw -148808.899339 + Penalty 4269.787062 = -144539.112277 nChanged 1151 SP:Iteration 1F (703.354089 sec): 3 clusters Score: Raw -149604.636400 + Penalty 4269.787062 = -145334.849338 nChanged 260 SP:Iteration 2F (703.404402 sec): 3 clusters Score: Raw -149824.996008 + Penalty 4269.787062 = -145555.208946 nChanged 177 SP:Iteration 3F (703.454983 sec): 3 clusters Score: Raw -149965.975947 + Penalty 4269.787062 = -145696.188886 nChanged 139 SP:Iteration 4Q (703.506255 sec): 3 clusters Score: Raw -150071.085173 + Penalty 4269.787062 = -145801.298111 nChanged 99 SP:Iteration 5Q (703.633614 sec): 3 clusters Score: Raw -150138.226196 + Penalty 4269.787062 = -145868.439134 nChanged 78 SP:Iteration 6Q (703.777788 sec): 3 clusters Score: Raw -150189.181755 + Penalty 4269.787062 = -145919.394693 nChanged 61 SP:Iteration 7Q (703.822190 sec): 3 clusters Score: Raw -150232.207639 + Penalty 4269.787062 = -145962.420577 nChanged 50 SP:Iteration 8Q (703.870201 sec): 3 clusters Score: Raw -150263.781104 + Penalty 4269.787062 = -145993.994042 nChanged 42 SP:Iteration 9Q (703.914594 sec): 3 clusters Score: Raw -150289.352223 + Penalty 4269.787062 = -146019.565161 nChanged 40 SP:Iteration 10Q (703.958767 sec): 3 clusters Score: Raw -150312.051390 + Penalty 4269.787062 = -146042.264328 nChanged 42 SP:Iteration 11Q (704.003163 sec): 3 clusters Score: Raw -150337.739792 + Penalty 4269.787062 = -146067.952730 nChanged 36 SP:Iteration 12Q (704.046877 sec): 3 clusters Score: Raw -150354.464407 + Penalty 4269.787062 = -146084.677345 nChanged 25 SP:Iteration 13Q (704.088551 sec): 3 clusters Score: Raw -150368.821437 + Penalty 4269.787062 = -146099.034375 nChanged 27 SP:Iteration 14Q (704.129992 sec): 3 clusters Score: Raw -150381.283475 + Penalty 4269.787062 = -146111.496413 nChanged 16 SP:Iteration 15Q (704.172044 sec): 3 clusters Score: Raw -150389.997837 + Penalty 4269.787062 = -146120.210775 nChanged 17 SP:Iteration 16Q (704.214800 sec): 3 clusters Score: Raw -150397.245976 + Penalty 4269.787062 = -146127.458914 nChanged 11 SP:Iteration 17Q (704.259482 sec): 3 clusters Score: Raw -150404.713734 + Penalty 4269.787062 = -146134.926672 nChanged 12 SP:Iteration 18Q (704.304401 sec): 3 clusters Score: Raw -150411.105788 + Penalty 4269.787062 = -146141.318726 nChanged 9 SP:Iteration 19Q (704.349592 sec): 3 clusters Score: Raw -150415.117376 + Penalty 4269.787062 = -146145.330314 nChanged 4 SP:Iteration 20F (704.393341 sec): 3 clusters Score: Raw -150416.599260 + Penalty 4269.787062 = -146146.812198 nChanged 4 SP:Iteration 21Q (704.435440 sec): 3 clusters Score: Raw -150418.095564 + Penalty 4269.787062 = -146148.308502 nChanged 2 SP:Iteration 22Q (704.477681 sec): 3 clusters Score: Raw -150418.606401 + Penalty 4269.787062 = -146148.819340 nChanged 2 SP:Iteration 23Q (704.520035 sec): 3 clusters Score: Raw -150419.428786 + Penalty 4269.787062 = -146149.641724 nChanged 0 SP:Iteration 24F (704.562231 sec): 3 clusters Score: Raw -150419.428786 + Penalty 4269.787062 = -146149.641724 nChanged 0 Trying to split cluster 6 (1950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (704.600125 sec): 2 clusters Score: Raw -70466.877461 + Penalty 1999.954348 = -68466.923113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (704.636216 sec): 3 clusters Score: Raw -69752.214149 + Penalty 3999.908696 = -65752.305453 nChanged 611 SP:Iteration 1F (704.670570 sec): 3 clusters Score: Raw -70252.291428 + Penalty 3999.908696 = -66252.382732 nChanged 157 SP:Iteration 2F (704.706187 sec): 3 clusters Score: Raw -70425.771896 + Penalty 3999.908696 = -66425.863200 nChanged 94 SP:Iteration 3Q (704.741805 sec): 3 clusters Score: Raw -70520.345302 + Penalty 3999.908696 = -66520.436606 nChanged 69 SP:Iteration 4Q (704.777420 sec): 3 clusters Score: Raw -70587.635104 + Penalty 3999.908696 = -66587.726408 nChanged 50 SP:Iteration 5Q (704.812906 sec): 3 clusters Score: Raw -70634.999451 + Penalty 3999.908696 = -66635.090755 nChanged 39 SP:Iteration 6Q (704.848367 sec): 3 clusters Score: Raw -70663.565026 + Penalty 3999.908696 = -66663.656330 nChanged 32 SP:Iteration 7Q (704.883405 sec): 3 clusters Score: Raw -70687.219851 + Penalty 3999.908696 = -66687.311155 nChanged 27 SP:Iteration 8Q (704.917536 sec): 3 clusters Score: Raw -70707.796594 + Penalty 3999.908696 = -66707.887898 nChanged 17 SP:Iteration 9Q (704.951966 sec): 3 clusters Score: Raw -70721.480738 + Penalty 3999.908696 = -66721.572042 nChanged 16 SP:Iteration 10Q (705.058861 sec): 3 clusters Score: Raw -70735.471294 + Penalty 3999.908696 = -66735.562598 nChanged 10 SP:Iteration 11Q (705.181332 sec): 3 clusters Score: Raw -70745.272888 + Penalty 3999.908696 = -66745.364192 nChanged 12 SP:Iteration 12Q (705.242582 sec): 3 clusters Score: Raw -70752.018369 + Penalty 3999.908696 = -66752.109673 nChanged 9 SP:Iteration 13Q (705.277903 sec): 3 clusters Score: Raw -70759.687316 + Penalty 3999.908696 = -66759.778620 nChanged 12 SP:Iteration 14Q (705.313020 sec): 3 clusters Score: Raw -70772.270288 + Penalty 3999.908696 = -66772.361592 nChanged 9 SP:Iteration 15Q (705.348339 sec): 3 clusters Score: Raw -70781.131481 + Penalty 3999.908696 = -66781.222785 nChanged 6 SP:Iteration 16Q (705.383340 sec): 3 clusters Score: Raw -70784.506647 + Penalty 3999.908696 = -66784.597951 nChanged 6 SP:Iteration 17Q (705.417936 sec): 3 clusters Score: Raw -70788.438937 + Penalty 3999.908696 = -66788.530241 nChanged 3 SP:Iteration 18Q (705.452078 sec): 3 clusters Score: Raw -70789.604697 + Penalty 3999.908696 = -66789.696001 nChanged 4 SP:Iteration 19Q (705.486436 sec): 3 clusters Score: Raw -70792.240518 + Penalty 3999.908696 = -66792.331822 nChanged 3 SP:Iteration 20F (705.520622 sec): 3 clusters Score: Raw -70794.845389 + Penalty 3999.908696 = -66794.936693 nChanged 2 SP:Iteration 21Q (705.554879 sec): 3 clusters Score: Raw -70798.577547 + Penalty 3999.908696 = -66798.668851 nChanged 3 SP:Iteration 22Q (705.636766 sec): 3 clusters Score: Raw -70800.120168 + Penalty 3999.908696 = -66800.211472 nChanged 3 SP:Iteration 23Q (705.671573 sec): 3 clusters Score: Raw -70801.709793 + Penalty 3999.908696 = -66801.801097 nChanged 4 SP:Iteration 24Q (705.705941 sec): 3 clusters Score: Raw -70806.730910 + Penalty 3999.908696 = -66806.822214 nChanged 11 SP:Iteration 25Q (705.740334 sec): 3 clusters Score: Raw -70815.180845 + Penalty 3999.908696 = -66815.272149 nChanged 7 SP:Iteration 26Q (705.774854 sec): 3 clusters Score: Raw -70821.008329 + Penalty 3999.908696 = -66821.099633 nChanged 7 SP:Iteration 27Q (705.809177 sec): 3 clusters Score: Raw -70826.170681 + Penalty 3999.908696 = -66826.261985 nChanged 8 SP:Iteration 28Q (705.843777 sec): 3 clusters Score: Raw -70830.183897 + Penalty 3999.908696 = -66830.275200 nChanged 7 SP:Iteration 29Q (705.878138 sec): 3 clusters Score: Raw -70832.986660 + Penalty 3999.908696 = -66833.077964 nChanged 3 SP:Iteration 30Q (705.924433 sec): 3 clusters Score: Raw -70835.254795 + Penalty 3999.908696 = -66835.346099 nChanged 5 SP:Iteration 31Q (705.959214 sec): 3 clusters Score: Raw -70838.495337 + Penalty 3999.908696 = -66838.586641 nChanged 2 SP:Iteration 32Q (705.993495 sec): 3 clusters Score: Raw -70839.339039 + Penalty 3999.908696 = -66839.430343 nChanged 0 SP:Iteration 33F (706.027739 sec): 3 clusters Score: Raw -70839.339039 + Penalty 3999.908696 = -66839.430343 nChanged 0 Trying to split cluster 7 (7303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.084026 sec): 2 clusters Score: Raw -359969.600868 + Penalty 2348.554692 = -357621.046176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.165476 sec): 3 clusters Score: Raw -356243.291633 + Penalty 4697.109385 = -351546.182248 nChanged 2910 SP:Iteration 1F (706.222245 sec): 3 clusters Score: Raw -357968.176634 + Penalty 4697.109385 = -353271.067249 nChanged 534 SP:Iteration 2F (706.275202 sec): 3 clusters Score: Raw -358299.686800 + Penalty 4697.109385 = -353602.577415 nChanged 434 SP:Iteration 3F (706.345120 sec): 3 clusters Score: Raw -358535.870854 + Penalty 4697.109385 = -353838.761469 nChanged 304 SP:Iteration 4Q (706.434458 sec): 3 clusters Score: Raw -358693.042745 + Penalty 4697.109385 = -353995.933360 nChanged 245 SP:Iteration 5Q (706.495690 sec): 3 clusters Score: Raw -358813.995749 + Penalty 4697.109385 = -354116.886365 nChanged 209 SP:Iteration 6Q (706.638634 sec): 3 clusters Score: Raw -358913.546237 + Penalty 4697.109385 = -354216.436852 nChanged 197 SP:Iteration 7Q (706.733642 sec): 3 clusters Score: Raw -359004.093669 + Penalty 4697.109385 = -354306.984284 nChanged 185 SP:Iteration 8Q (706.801610 sec): 3 clusters Score: Raw -359082.854578 + Penalty 4697.109385 = -354385.745193 nChanged 150 SP:Iteration 9Q (706.869700 sec): 3 clusters Score: Raw -359148.394385 + Penalty 4697.109385 = -354451.285000 nChanged 142 SP:Iteration 10Q (706.937947 sec): 3 clusters Score: Raw -359209.207209 + Penalty 4697.109385 = -354512.097824 nChanged 132 SP:Iteration 11Q (707.015774 sec): 3 clusters Score: Raw -359260.989643 + Penalty 4697.109385 = -354563.880258 nChanged 119 SP:Iteration 12Q (707.075490 sec): 3 clusters Score: Raw -359308.730072 + Penalty 4697.109385 = -354611.620687 nChanged 121 SP:Iteration 13Q (707.137969 sec): 3 clusters Score: Raw -359360.571795 + Penalty 4697.109385 = -354663.462410 nChanged 122 SP:Iteration 14Q (707.211215 sec): 3 clusters Score: Raw -359418.857524 + Penalty 4697.109385 = -354721.748139 nChanged 119 SP:Iteration 15Q (707.275009 sec): 3 clusters Score: Raw -359481.334036 + Penalty 4697.109385 = -354784.224651 nChanged 120 SP:Iteration 16Q (707.338982 sec): 3 clusters Score: Raw -359543.535547 + Penalty 4697.109385 = -354846.426162 nChanged 120 SP:Iteration 17Q (707.428229 sec): 3 clusters Score: Raw -359603.160685 + Penalty 4697.109385 = -354906.051301 nChanged 133 SP:Iteration 18Q (707.499574 sec): 3 clusters Score: Raw -359679.014334 + Penalty 4697.109385 = -354981.904949 nChanged 134 SP:Iteration 19Q (707.562028 sec): 3 clusters Score: Raw -359767.877129 + Penalty 4697.109385 = -355070.767744 nChanged 159 SP:Iteration 20F (707.623458 sec): 3 clusters Score: Raw -359891.996600 + Penalty 4697.109385 = -355194.887216 nChanged 154 SP:Iteration 21Q (707.766733 sec): 3 clusters Score: Raw -360002.478490 + Penalty 4697.109385 = -355305.369105 nChanged 160 SP:Iteration 22Q (707.914637 sec): 3 clusters Score: Raw -360128.402686 + Penalty 4697.109385 = -355431.293301 nChanged 135 SP:Iteration 23Q (707.973261 sec): 3 clusters Score: Raw -360246.261654 + Penalty 4697.109385 = -355549.152270 nChanged 131 SP:Iteration 24Q (708.031804 sec): 3 clusters Score: Raw -360347.844090 + Penalty 4697.109385 = -355650.734705 nChanged 103 SP:Iteration 25Q (708.094569 sec): 3 clusters Score: Raw -360430.148597 + Penalty 4697.109385 = -355733.039212 nChanged 92 SP:Iteration 26Q (708.171969 sec): 3 clusters Score: Raw -360495.477013 + Penalty 4697.109385 = -355798.367628 nChanged 86 SP:Iteration 27Q (708.248040 sec): 3 clusters Score: Raw -360537.279947 + Penalty 4697.109385 = -355840.170562 nChanged 49 SP:Iteration 28Q (708.304066 sec): 3 clusters Score: Raw -360563.814886 + Penalty 4697.109385 = -355866.705501 nChanged 48 SP:Iteration 29Q (708.453014 sec): 3 clusters Score: Raw -360584.434951 + Penalty 4697.109385 = -355887.325566 nChanged 26 SP:Iteration 30Q (708.538634 sec): 3 clusters Score: Raw -360592.621535 + Penalty 4697.109385 = -355895.512151 nChanged 15 SP:Iteration 31Q (708.597870 sec): 3 clusters Score: Raw -360597.783549 + Penalty 4697.109385 = -355900.674164 nChanged 9 SP:Iteration 32Q (708.657208 sec): 3 clusters Score: Raw -360602.510565 + Penalty 4697.109385 = -355905.401180 nChanged 10 SP:Iteration 33Q (708.723174 sec): 3 clusters Score: Raw -360605.991574 + Penalty 4697.109385 = -355908.882190 nChanged 8 SP:Iteration 34Q (708.787123 sec): 3 clusters Score: Raw -360608.714735 + Penalty 4697.109385 = -355911.605350 nChanged 7 SP:Iteration 35Q (708.849914 sec): 3 clusters Score: Raw -360610.389766 + Penalty 4697.109385 = -355913.280382 nChanged 6 SP:Iteration 36Q (708.910409 sec): 3 clusters Score: Raw -360612.297569 + Penalty 4697.109385 = -355915.188184 nChanged 3 SP:Iteration 37Q (708.971018 sec): 3 clusters Score: Raw -360612.999204 + Penalty 4697.109385 = -355915.889819 nChanged 1 SP:Iteration 38Q (709.191879 sec): 3 clusters Score: Raw -360613.446675 + Penalty 4697.109385 = -355916.337290 nChanged 0 SP:Iteration 39F (709.267300 sec): 3 clusters Score: Raw -360613.446675 + Penalty 4697.109385 = -355916.337290 nChanged 0 Trying to split cluster 8 (2779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.307101 sec): 2 clusters Score: Raw -125681.181149 + Penalty 2093.479457 = -123587.701692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.346914 sec): 3 clusters Score: Raw -124582.468485 + Penalty 4186.958915 = -120395.509570 nChanged 952 SP:Iteration 1F (709.385080 sec): 3 clusters Score: Raw -125276.422930 + Penalty 4186.958915 = -121089.464015 nChanged 220 SP:Iteration 2F (709.431142 sec): 3 clusters Score: Raw -125455.141463 + Penalty 4186.958915 = -121268.182548 nChanged 120 SP:Iteration 3Q (709.492695 sec): 3 clusters Score: Raw -125548.134612 + Penalty 4186.958915 = -121361.175697 nChanged 87 SP:Iteration 4Q (709.531641 sec): 3 clusters Score: Raw -125623.046094 + Penalty 4186.958915 = -121436.087179 nChanged 71 SP:Iteration 5Q (709.592378 sec): 3 clusters Score: Raw -125694.840389 + Penalty 4186.958915 = -121507.881474 nChanged 71 SP:Iteration 6Q (709.631107 sec): 3 clusters Score: Raw -125765.679684 + Penalty 4186.958915 = -121578.720769 nChanged 56 SP:Iteration 7Q (709.671059 sec): 3 clusters Score: Raw -125807.581268 + Penalty 4186.958915 = -121620.622353 nChanged 63 SP:Iteration 8Q (709.709999 sec): 3 clusters Score: Raw -125858.405239 + Penalty 4186.958915 = -121671.446324 nChanged 55 SP:Iteration 9Q (709.749566 sec): 3 clusters Score: Raw -125902.626426 + Penalty 4186.958915 = -121715.667511 nChanged 56 SP:Iteration 10Q (709.805043 sec): 3 clusters Score: Raw -125938.510208 + Penalty 4186.958915 = -121751.551293 nChanged 45 SP:Iteration 11Q (709.845041 sec): 3 clusters Score: Raw -125971.518185 + Penalty 4186.958915 = -121784.559270 nChanged 49 SP:Iteration 12Q (709.884758 sec): 3 clusters Score: Raw -126008.037066 + Penalty 4186.958915 = -121821.078151 nChanged 39 SP:Iteration 13Q (709.924022 sec): 3 clusters Score: Raw -126031.487395 + Penalty 4186.958915 = -121844.528480 nChanged 30 SP:Iteration 14Q (709.963735 sec): 3 clusters Score: Raw -126050.839645 + Penalty 4186.958915 = -121863.880730 nChanged 28 SP:Iteration 15Q (710.003400 sec): 3 clusters Score: Raw -126073.644749 + Penalty 4186.958915 = -121886.685834 nChanged 37 SP:Iteration 16Q (710.042478 sec): 3 clusters Score: Raw -126096.720779 + Penalty 4186.958915 = -121909.761864 nChanged 29 SP:Iteration 17Q (710.082221 sec): 3 clusters Score: Raw -126124.620893 + Penalty 4186.958915 = -121937.661978 nChanged 33 SP:Iteration 18Q (710.122051 sec): 3 clusters Score: Raw -126153.098887 + Penalty 4186.958915 = -121966.139972 nChanged 34 SP:Iteration 19Q (710.161277 sec): 3 clusters Score: Raw -126178.981950 + Penalty 4186.958915 = -121992.023036 nChanged 28 SP:Iteration 20F (710.201551 sec): 3 clusters Score: Raw -126200.787662 + Penalty 4186.958915 = -122013.828747 nChanged 21 SP:Iteration 21Q (710.242349 sec): 3 clusters Score: Raw -126215.583493 + Penalty 4186.958915 = -122028.624578 nChanged 21 SP:Iteration 22Q (710.283448 sec): 3 clusters Score: Raw -126228.631903 + Penalty 4186.958915 = -122041.672988 nChanged 18 SP:Iteration 23Q (710.324470 sec): 3 clusters Score: Raw -126242.829381 + Penalty 4186.958915 = -122055.870466 nChanged 20 SP:Iteration 24Q (710.364765 sec): 3 clusters Score: Raw -126257.176072 + Penalty 4186.958915 = -122070.217157 nChanged 16 SP:Iteration 25Q (710.420834 sec): 3 clusters Score: Raw -126265.901611 + Penalty 4186.958915 = -122078.942697 nChanged 11 SP:Iteration 26Q (710.460436 sec): 3 clusters Score: Raw -126273.579647 + Penalty 4186.958915 = -122086.620732 nChanged 10 SP:Iteration 27Q (710.500179 sec): 3 clusters Score: Raw -126280.970524 + Penalty 4186.958915 = -122094.011609 nChanged 14 SP:Iteration 28Q (710.625010 sec): 3 clusters Score: Raw -126290.514821 + Penalty 4186.958915 = -122103.555906 nChanged 11 SP:Iteration 29Q (710.745195 sec): 3 clusters Score: Raw -126299.570314 + Penalty 4186.958915 = -122112.611399 nChanged 15 SP:Iteration 30Q (710.796463 sec): 3 clusters Score: Raw -126310.603839 + Penalty 4186.958915 = -122123.644924 nChanged 13 SP:Iteration 31Q (710.839223 sec): 3 clusters Score: Raw -126320.043039 + Penalty 4186.958915 = -122133.084124 nChanged 14 SP:Iteration 32Q (710.879698 sec): 3 clusters Score: Raw -126328.126553 + Penalty 4186.958915 = -122141.167638 nChanged 13 SP:Iteration 33Q (710.919154 sec): 3 clusters Score: Raw -126337.982801 + Penalty 4186.958915 = -122151.023886 nChanged 11 SP:Iteration 34Q (710.958437 sec): 3 clusters Score: Raw -126345.147602 + Penalty 4186.958915 = -122158.188687 nChanged 10 SP:Iteration 35Q (710.998102 sec): 3 clusters Score: Raw -126351.164374 + Penalty 4186.958915 = -122164.205459 nChanged 10 SP:Iteration 36Q (711.038474 sec): 3 clusters Score: Raw -126357.558137 + Penalty 4186.958915 = -122170.599222 nChanged 9 SP:Iteration 37Q (711.078698 sec): 3 clusters Score: Raw -126362.531518 + Penalty 4186.958915 = -122175.572603 nChanged 7 SP:Iteration 38Q (711.213533 sec): 3 clusters Score: Raw -126366.074809 + Penalty 4186.958915 = -122179.115894 nChanged 7 SP:Iteration 39Q (711.278444 sec): 3 clusters Score: Raw -126369.903102 + Penalty 4186.958915 = -122182.944187 nChanged 3 SP:Iteration 40F (711.329823 sec): 3 clusters Score: Raw -126371.723503 + Penalty 4186.958915 = -122184.764588 nChanged 2 SP:Iteration 41Q (711.382119 sec): 3 clusters Score: Raw -126372.730904 + Penalty 4186.958915 = -122185.771989 nChanged 3 SP:Iteration 42Q (711.434159 sec): 3 clusters Score: Raw -126374.305477 + Penalty 4186.958915 = -122187.346562 nChanged 3 SP:Iteration 43Q (711.478226 sec): 3 clusters Score: Raw -126375.547335 + Penalty 4186.958915 = -122188.588420 nChanged 3 SP:Iteration 44Q (711.519692 sec): 3 clusters Score: Raw -126376.508065 + Penalty 4186.958915 = -122189.549150 nChanged 1 SP:Iteration 45Q (711.561366 sec): 3 clusters Score: Raw -126377.410388 + Penalty 4186.958915 = -122190.451473 nChanged 2 SP:Iteration 46Q (711.602184 sec): 3 clusters Score: Raw -126378.715092 + Penalty 4186.958915 = -122191.756177 nChanged 2 SP:Iteration 47Q (711.646560 sec): 3 clusters Score: Raw -126379.197690 + Penalty 4186.958915 = -122192.238775 nChanged 3 SP:Iteration 48Q (711.691010 sec): 3 clusters Score: Raw -126379.848659 + Penalty 4186.958915 = -122192.889744 nChanged 3 SP:Iteration 49Q (711.735299 sec): 3 clusters Score: Raw -126381.181173 + Penalty 4186.958915 = -122194.222258 nChanged 5 SP:Iteration 50Q (711.779156 sec): 3 clusters Score: Raw -126383.203714 + Penalty 4186.958915 = -122196.244799 nChanged 7 SP:Iteration 51Q (711.820982 sec): 3 clusters Score: Raw -126386.600680 + Penalty 4186.958915 = -122199.641765 nChanged 3 SP:Iteration 52Q (711.861991 sec): 3 clusters Score: Raw -126388.184608 + Penalty 4186.958915 = -122201.225693 nChanged 4 SP:Iteration 53Q (711.902903 sec): 3 clusters Score: Raw -126390.439774 + Penalty 4186.958915 = -122203.480860 nChanged 4 SP:Iteration 54Q (711.943815 sec): 3 clusters Score: Raw -126392.532326 + Penalty 4186.958915 = -122205.573411 nChanged 1 SP:Iteration 55Q (711.986230 sec): 3 clusters Score: Raw -126392.833756 + Penalty 4186.958915 = -122205.874841 nChanged 3 SP:Iteration 56Q (712.028899 sec): 3 clusters Score: Raw -126393.970296 + Penalty 4186.958915 = -122207.011381 nChanged 5 SP:Iteration 57Q (712.071448 sec): 3 clusters Score: Raw -126396.942852 + Penalty 4186.958915 = -122209.983937 nChanged 8 SP:Iteration 58Q (712.113996 sec): 3 clusters Score: Raw -126401.046927 + Penalty 4186.958915 = -122214.088012 nChanged 7 SP:Iteration 59Q (712.155993 sec): 3 clusters Score: Raw -126404.592811 + Penalty 4186.958915 = -122217.633896 nChanged 6 SP:Iteration 60F (712.312146 sec): 3 clusters Score: Raw -126409.247641 + Penalty 4186.958915 = -122222.288726 nChanged 8 SP:Iteration 61Q (712.445771 sec): 3 clusters Score: Raw -126413.139413 + Penalty 4186.958915 = -122226.180498 nChanged 3 SP:Iteration 62Q (712.471900 sec): 3 clusters Score: Raw -126414.814965 + Penalty 4186.958915 = -122227.856050 nChanged 6 SP:Iteration 63Q (712.516193 sec): 3 clusters Score: Raw -126418.602760 + Penalty 4186.958915 = -122231.643845 nChanged 3 SP:Iteration 64Q (712.560246 sec): 3 clusters Score: Raw -126420.171006 + Penalty 4186.958915 = -122233.212091 nChanged 4 SP:Iteration 65Q (712.604194 sec): 3 clusters Score: Raw -126421.772941 + Penalty 4186.958915 = -122234.814026 nChanged 2 SP:Iteration 66Q (712.643844 sec): 3 clusters Score: Raw -126422.315192 + Penalty 4186.958915 = -122235.356277 nChanged 0 SP:Iteration 67F (712.683488 sec): 3 clusters Score: Raw -126422.315192 + Penalty 4186.958915 = -122235.356277 nChanged 0 Trying to split cluster 9 (2209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.733146 sec): 2 clusters Score: Raw -102907.218074 + Penalty 2032.877934 = -100874.340140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.859982 sec): 3 clusters Score: Raw -102112.263159 + Penalty 4065.755867 = -98046.507291 nChanged 704 SP:Iteration 1F (712.971337 sec): 3 clusters Score: Raw -102583.906640 + Penalty 4065.755867 = -98518.150772 nChanged 132 SP:Iteration 2F (713.087237 sec): 3 clusters Score: Raw -102691.922716 + Penalty 4065.755867 = -98626.166848 nChanged 81 SP:Iteration 3Q (713.204697 sec): 3 clusters Score: Raw -102753.592459 + Penalty 4065.755867 = -98687.836592 nChanged 47 SP:Iteration 4Q (713.322411 sec): 3 clusters Score: Raw -102784.032329 + Penalty 4065.755867 = -98718.276462 nChanged 39 SP:Iteration 5Q (713.439504 sec): 3 clusters Score: Raw -102808.074859 + Penalty 4065.755867 = -98742.318991 nChanged 21 SP:Iteration 6Q (713.557587 sec): 3 clusters Score: Raw -102823.453409 + Penalty 4065.755867 = -98757.697541 nChanged 20 SP:Iteration 7Q (713.617519 sec): 3 clusters Score: Raw -102836.931282 + Penalty 4065.755867 = -98771.175415 nChanged 24 SP:Iteration 8Q (713.654500 sec): 3 clusters Score: Raw -102851.767012 + Penalty 4065.755867 = -98786.011145 nChanged 16 SP:Iteration 9Q (713.691264 sec): 3 clusters Score: Raw -102862.709180 + Penalty 4065.755867 = -98796.953313 nChanged 14 SP:Iteration 10Q (713.729558 sec): 3 clusters Score: Raw -102871.985808 + Penalty 4065.755867 = -98806.229940 nChanged 17 SP:Iteration 11Q (713.767730 sec): 3 clusters Score: Raw -102884.130166 + Penalty 4065.755867 = -98818.374299 nChanged 8 SP:Iteration 12Q (713.805396 sec): 3 clusters Score: Raw -102889.252567 + Penalty 4065.755867 = -98823.496699 nChanged 15 SP:Iteration 13Q (713.842256 sec): 3 clusters Score: Raw -102897.765177 + Penalty 4065.755867 = -98832.009309 nChanged 9 SP:Iteration 14Q (713.878856 sec): 3 clusters Score: Raw -102903.936780 + Penalty 4065.755867 = -98838.180913 nChanged 9 SP:Iteration 15Q (713.915823 sec): 3 clusters Score: Raw -102909.311102 + Penalty 4065.755867 = -98843.555234 nChanged 8 SP:Iteration 16Q (713.952641 sec): 3 clusters Score: Raw -102913.511746 + Penalty 4065.755867 = -98847.755878 nChanged 6 SP:Iteration 17Q (713.989531 sec): 3 clusters Score: Raw -102919.268721 + Penalty 4065.755867 = -98853.512853 nChanged 12 SP:Iteration 18Q (714.026476 sec): 3 clusters Score: Raw -102927.957579 + Penalty 4065.755867 = -98862.201712 nChanged 16 SP:Iteration 19Q (714.063196 sec): 3 clusters Score: Raw -102941.303524 + Penalty 4065.755867 = -98875.547657 nChanged 19 SP:Iteration 20F (714.099500 sec): 3 clusters Score: Raw -102957.350796 + Penalty 4065.755867 = -98891.594929 nChanged 27 SP:Iteration 21Q (714.136232 sec): 3 clusters Score: Raw -102985.960921 + Penalty 4065.755867 = -98920.205053 nChanged 19 SP:Iteration 22Q (714.256321 sec): 3 clusters Score: Raw -103001.974164 + Penalty 4065.755867 = -98936.218297 nChanged 21 SP:Iteration 23Q (714.390550 sec): 3 clusters Score: Raw -103016.508063 + Penalty 4065.755867 = -98950.752196 nChanged 10 SP:Iteration 24Q (714.475512 sec): 3 clusters Score: Raw -103024.410458 + Penalty 4065.755867 = -98958.654591 nChanged 16 SP:Iteration 25Q (714.513815 sec): 3 clusters Score: Raw -103034.476631 + Penalty 4065.755867 = -98968.720763 nChanged 12 SP:Iteration 26Q (714.551980 sec): 3 clusters Score: Raw -103042.994209 + Penalty 4065.755867 = -98977.238341 nChanged 8 SP:Iteration 27Q (714.590159 sec): 3 clusters Score: Raw -103051.763300 + Penalty 4065.755867 = -98986.007433 nChanged 13 SP:Iteration 28Q (714.628224 sec): 3 clusters Score: Raw -103063.184134 + Penalty 4065.755867 = -98997.428267 nChanged 14 SP:Iteration 29Q (714.665938 sec): 3 clusters Score: Raw -103073.054945 + Penalty 4065.755867 = -99007.299077 nChanged 8 SP:Iteration 30Q (714.702921 sec): 3 clusters Score: Raw -103078.491591 + Penalty 4065.755867 = -99012.735724 nChanged 7 SP:Iteration 31Q (714.739776 sec): 3 clusters Score: Raw -103083.721727 + Penalty 4065.755867 = -99017.965859 nChanged 10 SP:Iteration 32Q (714.776542 sec): 3 clusters Score: Raw -103093.564947 + Penalty 4065.755867 = -99027.809079 nChanged 7 SP:Iteration 33Q (714.813209 sec): 3 clusters Score: Raw -103098.707538 + Penalty 4065.755867 = -99032.951670 nChanged 9 SP:Iteration 34Q (714.850190 sec): 3 clusters Score: Raw -103109.057848 + Penalty 4065.755867 = -99043.301980 nChanged 9 SP:Iteration 35Q (714.886871 sec): 3 clusters Score: Raw -103115.396080 + Penalty 4065.755867 = -99049.640213 nChanged 10 SP:Iteration 36Q (714.923672 sec): 3 clusters Score: Raw -103121.735960 + Penalty 4065.755867 = -99055.980093 nChanged 6 SP:Iteration 37Q (714.960396 sec): 3 clusters Score: Raw -103127.032743 + Penalty 4065.755867 = -99061.276876 nChanged 10 SP:Iteration 38Q (714.997143 sec): 3 clusters Score: Raw -103135.184164 + Penalty 4065.755867 = -99069.428297 nChanged 8 SP:Iteration 39Q (715.033959 sec): 3 clusters Score: Raw -103140.068840 + Penalty 4065.755867 = -99074.312972 nChanged 8 SP:Iteration 40F (715.070595 sec): 3 clusters Score: Raw -103145.690490 + Penalty 4065.755867 = -99079.934622 nChanged 7 SP:Iteration 41Q (715.107542 sec): 3 clusters Score: Raw -103151.146578 + Penalty 4065.755867 = -99085.390710 nChanged 7 SP:Iteration 42Q (715.144481 sec): 3 clusters Score: Raw -103157.134946 + Penalty 4065.755867 = -99091.379078 nChanged 11 SP:Iteration 43Q (715.181389 sec): 3 clusters Score: Raw -103163.211333 + Penalty 4065.755867 = -99097.455465 nChanged 4 SP:Iteration 44Q (715.218275 sec): 3 clusters Score: Raw -103166.176893 + Penalty 4065.755867 = -99100.421026 nChanged 4 SP:Iteration 45Q (715.254948 sec): 3 clusters Score: Raw -103169.783840 + Penalty 4065.755867 = -99104.027973 nChanged 7 SP:Iteration 46Q (715.291678 sec): 3 clusters Score: Raw -103173.053576 + Penalty 4065.755867 = -99107.297709 nChanged 5 SP:Iteration 47Q (715.328313 sec): 3 clusters Score: Raw -103175.586240 + Penalty 4065.755867 = -99109.830373 nChanged 2 SP:Iteration 48Q (715.364969 sec): 3 clusters Score: Raw -103176.666607 + Penalty 4065.755867 = -99110.910740 nChanged 1 SP:Iteration 49Q (715.401814 sec): 3 clusters Score: Raw -103177.814056 + Penalty 4065.755867 = -99112.058189 nChanged 2 SP:Iteration 50Q (715.438526 sec): 3 clusters Score: Raw -103179.089775 + Penalty 4065.755867 = -99113.333908 nChanged 2 SP:Iteration 51Q (715.475338 sec): 3 clusters Score: Raw -103180.311964 + Penalty 4065.755867 = -99114.556097 nChanged 5 SP:Iteration 52Q (715.512152 sec): 3 clusters Score: Raw -103184.989661 + Penalty 4065.755867 = -99119.233794 nChanged 9 SP:Iteration 53Q (715.548969 sec): 3 clusters Score: Raw -103189.911905 + Penalty 4065.755867 = -99124.156038 nChanged 5 SP:Iteration 54Q (715.668742 sec): 3 clusters Score: Raw -103194.305834 + Penalty 4065.755867 = -99128.549966 nChanged 1 SP:Iteration 55Q (715.769743 sec): 3 clusters Score: Raw -103195.032033 + Penalty 4065.755867 = -99129.276165 nChanged 0 SP:Iteration 56F (715.860105 sec): 3 clusters Score: Raw -103195.032033 + Penalty 4065.755867 = -99129.276165 nChanged 0 Iteration 99Q (716.109660 sec): 8 clusters Score: Raw -1024781.429152 + Penalty 18624.430237 = -1006156.998915 nChanged 18 Iteration 100F (716.397838 sec): 8 clusters Score: Raw -1024785.561618 + Penalty 18624.430237 = -1006161.131380 nChanged 15 Iteration 101Q (716.641620 sec): 8 clusters Score: Raw -1024789.432143 + Penalty 18624.430237 = -1006165.001906 nChanged 16 Iteration 102Q (716.980080 sec): 8 clusters Score: Raw -1024793.123926 + Penalty 18624.430237 = -1006168.693689 nChanged 8 Iteration 103Q (717.254848 sec): 8 clusters Score: Raw -1024794.699853 + Penalty 18624.430237 = -1006170.269616 nChanged 5 Iteration 104Q (717.483554 sec): 8 clusters Score: Raw -1024795.958567 + Penalty 18624.430237 = -1006171.528329 nChanged 6 Iteration 105Q (717.769931 sec): 8 clusters Score: Raw -1024797.743943 + Penalty 18624.430237 = -1006173.313705 nChanged 6 Iteration 106Q (718.026591 sec): 8 clusters Score: Raw -1024799.779621 + Penalty 18624.430237 = -1006175.349384 nChanged 7 Iteration 107Q (718.317822 sec): 8 clusters Score: Raw -1024801.121578 + Penalty 18624.430237 = -1006176.691340 nChanged 3 Iteration 108Q (718.582726 sec): 8 clusters Score: Raw -1024801.649383 + Penalty 18624.430237 = -1006177.219145 nChanged 2 Iteration 109Q (718.840905 sec): 8 clusters Score: Raw -1024802.070223 + Penalty 18624.430237 = -1006177.639986 nChanged 1 Iteration 110Q (719.071992 sec): 8 clusters Score: Raw -1024802.280441 + Penalty 18624.430237 = -1006177.850204 nChanged 1 Iteration 111Q (719.305030 sec): 8 clusters Score: Raw -1024802.746990 + Penalty 18624.430237 = -1006178.316752 nChanged 0 Iteration 112F (719.723975 sec): 8 clusters Score: Raw -1024802.746990 + Penalty 18624.430237 = -1006178.316752 nChanged 0 Compute initial score before splitting: Score: Raw -1024802.746990 + Penalty 18624.430237 = -1006178.316752 Trying to split cluster 1 (3931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.765744 sec): 2 clusters Score: Raw -167341.829377 + Penalty 2185.035369 = -165156.794008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.817538 sec): 3 clusters Score: Raw -165586.697851 + Penalty 4370.070738 = -161216.627113 nChanged 1415 SP:Iteration 1F (719.878273 sec): 3 clusters Score: Raw -166602.839899 + Penalty 4370.070738 = -162232.769161 nChanged 328 SP:Iteration 2F (719.930822 sec): 3 clusters Score: Raw -166881.192797 + Penalty 4370.070738 = -162511.122059 nChanged 232 SP:Iteration 3F (719.974273 sec): 3 clusters Score: Raw -167077.344413 + Penalty 4370.070738 = -162707.273675 nChanged 186 SP:Iteration 4Q (720.018473 sec): 3 clusters Score: Raw -167265.525314 + Penalty 4370.070738 = -162895.454575 nChanged 187 SP:Iteration 5Q (720.062804 sec): 3 clusters Score: Raw -167468.950866 + Penalty 4370.070738 = -163098.880128 nChanged 184 SP:Iteration 6Q (720.110772 sec): 3 clusters Score: Raw -167684.420351 + Penalty 4370.070738 = -163314.349613 nChanged 182 SP:Iteration 7Q (720.159664 sec): 3 clusters Score: Raw -167906.323971 + Penalty 4370.070738 = -163536.253233 nChanged 164 SP:Iteration 8Q (720.208123 sec): 3 clusters Score: Raw -168073.104392 + Penalty 4370.070738 = -163703.033654 nChanged 134 SP:Iteration 9Q (720.256575 sec): 3 clusters Score: Raw -168180.212342 + Penalty 4370.070738 = -163810.141604 nChanged 85 SP:Iteration 10Q (720.302549 sec): 3 clusters Score: Raw -168236.934113 + Penalty 4370.070738 = -163866.863374 nChanged 55 SP:Iteration 11Q (720.348224 sec): 3 clusters Score: Raw -168271.940361 + Penalty 4370.070738 = -163901.869623 nChanged 47 SP:Iteration 12Q (720.476978 sec): 3 clusters Score: Raw -168299.741520 + Penalty 4370.070738 = -163929.670781 nChanged 33 SP:Iteration 13Q (720.615108 sec): 3 clusters Score: Raw -168315.439273 + Penalty 4370.070738 = -163945.368535 nChanged 16 SP:Iteration 14Q (720.677952 sec): 3 clusters Score: Raw -168321.268029 + Penalty 4370.070738 = -163951.197291 nChanged 13 SP:Iteration 15Q (720.721185 sec): 3 clusters Score: Raw -168327.510974 + Penalty 4370.070738 = -163957.440235 nChanged 15 SP:Iteration 16Q (720.764470 sec): 3 clusters Score: Raw -168332.887909 + Penalty 4370.070738 = -163962.817171 nChanged 9 SP:Iteration 17Q (720.807705 sec): 3 clusters Score: Raw -168335.386714 + Penalty 4370.070738 = -163965.315976 nChanged 6 SP:Iteration 18Q (720.851273 sec): 3 clusters Score: Raw -168337.463914 + Penalty 4370.070738 = -163967.393176 nChanged 9 SP:Iteration 19Q (720.901344 sec): 3 clusters Score: Raw -168341.147935 + Penalty 4370.070738 = -163971.077196 nChanged 10 SP:Iteration 20F (720.951290 sec): 3 clusters Score: Raw -168344.711702 + Penalty 4370.070738 = -163974.640964 nChanged 10 SP:Iteration 21Q (721.001380 sec): 3 clusters Score: Raw -168348.567372 + Penalty 4370.070738 = -163978.496634 nChanged 7 SP:Iteration 22Q (721.048460 sec): 3 clusters Score: Raw -168350.624850 + Penalty 4370.070738 = -163980.554112 nChanged 5 SP:Iteration 23Q (721.091595 sec): 3 clusters Score: Raw -168352.646300 + Penalty 4370.070738 = -163982.575561 nChanged 3 SP:Iteration 24Q (721.134856 sec): 3 clusters Score: Raw -168354.309186 + Penalty 4370.070738 = -163984.238448 nChanged 5 SP:Iteration 25Q (721.178159 sec): 3 clusters Score: Raw -168356.442107 + Penalty 4370.070738 = -163986.371369 nChanged 2 SP:Iteration 26Q (721.227119 sec): 3 clusters Score: Raw -168357.333675 + Penalty 4370.070738 = -163987.262936 nChanged 0 SP:Iteration 27F (721.277205 sec): 3 clusters Score: Raw -168357.333675 + Penalty 4370.070738 = -163987.262936 nChanged 0 Trying to split cluster 2 (2384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (721.321407 sec): 2 clusters Score: Raw -91609.189662 + Penalty 2053.005247 = -89556.184415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (721.363309 sec): 3 clusters Score: Raw -90676.804487 + Penalty 4106.010495 = -86570.793993 nChanged 773 SP:Iteration 1F (721.404581 sec): 3 clusters Score: Raw -91242.315939 + Penalty 4106.010495 = -87136.305444 nChanged 177 SP:Iteration 2F (721.445923 sec): 3 clusters Score: Raw -91380.309331 + Penalty 4106.010495 = -87274.298836 nChanged 110 SP:Iteration 3Q (721.487382 sec): 3 clusters Score: Raw -91457.083678 + Penalty 4106.010495 = -87351.073183 nChanged 58 SP:Iteration 4Q (721.527397 sec): 3 clusters Score: Raw -91502.448431 + Penalty 4106.010495 = -87396.437936 nChanged 50 SP:Iteration 5Q (721.564921 sec): 3 clusters Score: Raw -91545.429509 + Penalty 4106.010495 = -87439.419014 nChanged 43 SP:Iteration 6Q (721.715948 sec): 3 clusters Score: Raw -91582.429110 + Penalty 4106.010495 = -87476.418615 nChanged 44 SP:Iteration 7Q (721.839112 sec): 3 clusters Score: Raw -91621.544859 + Penalty 4106.010495 = -87515.534364 nChanged 49 SP:Iteration 8Q (721.956422 sec): 3 clusters Score: Raw -91655.842767 + Penalty 4106.010495 = -87549.832273 nChanged 38 SP:Iteration 9Q (722.070493 sec): 3 clusters Score: Raw -91687.578418 + Penalty 4106.010495 = -87581.567923 nChanged 30 SP:Iteration 10Q (722.108570 sec): 3 clusters Score: Raw -91714.724766 + Penalty 4106.010495 = -87608.714271 nChanged 36 SP:Iteration 11Q (722.147022 sec): 3 clusters Score: Raw -91737.404955 + Penalty 4106.010495 = -87631.394460 nChanged 36 SP:Iteration 12Q (722.185556 sec): 3 clusters Score: Raw -91760.544245 + Penalty 4106.010495 = -87654.533751 nChanged 22 SP:Iteration 13Q (722.224370 sec): 3 clusters Score: Raw -91777.468247 + Penalty 4106.010495 = -87671.457752 nChanged 19 SP:Iteration 14Q (722.387312 sec): 3 clusters Score: Raw -91795.597549 + Penalty 4106.010495 = -87689.587054 nChanged 19 SP:Iteration 15Q (722.494576 sec): 3 clusters Score: Raw -91811.749821 + Penalty 4106.010495 = -87705.739326 nChanged 27 SP:Iteration 16Q (722.567785 sec): 3 clusters Score: Raw -91832.506026 + Penalty 4106.010495 = -87726.495531 nChanged 28 SP:Iteration 17Q (722.606456 sec): 3 clusters Score: Raw -91850.821146 + Penalty 4106.010495 = -87744.810651 nChanged 27 SP:Iteration 18Q (722.645218 sec): 3 clusters Score: Raw -91868.895344 + Penalty 4106.010495 = -87762.884849 nChanged 25 SP:Iteration 19Q (722.684049 sec): 3 clusters Score: Raw -91887.034480 + Penalty 4106.010495 = -87781.023985 nChanged 31 SP:Iteration 20F (722.722469 sec): 3 clusters Score: Raw -91905.774750 + Penalty 4106.010495 = -87799.764255 nChanged 18 SP:Iteration 21Q (722.761392 sec): 3 clusters Score: Raw -91916.849662 + Penalty 4106.010495 = -87810.839167 nChanged 15 SP:Iteration 22Q (722.800240 sec): 3 clusters Score: Raw -91929.037145 + Penalty 4106.010495 = -87823.026650 nChanged 16 SP:Iteration 23Q (722.839031 sec): 3 clusters Score: Raw -91940.647767 + Penalty 4106.010495 = -87834.637272 nChanged 23 SP:Iteration 24Q (722.878034 sec): 3 clusters Score: Raw -91955.661700 + Penalty 4106.010495 = -87849.651205 nChanged 22 SP:Iteration 25Q (722.916888 sec): 3 clusters Score: Raw -91968.348927 + Penalty 4106.010495 = -87862.338432 nChanged 17 SP:Iteration 26Q (722.955767 sec): 3 clusters Score: Raw -91979.761752 + Penalty 4106.010495 = -87873.751257 nChanged 15 SP:Iteration 27Q (722.994725 sec): 3 clusters Score: Raw -91991.134042 + Penalty 4106.010495 = -87885.123547 nChanged 13 SP:Iteration 28Q (723.033268 sec): 3 clusters Score: Raw -92001.555763 + Penalty 4106.010495 = -87895.545268 nChanged 15 SP:Iteration 29Q (723.072136 sec): 3 clusters Score: Raw -92009.718802 + Penalty 4106.010495 = -87903.708307 nChanged 8 SP:Iteration 30Q (723.110823 sec): 3 clusters Score: Raw -92013.274328 + Penalty 4106.010495 = -87907.263833 nChanged 11 SP:Iteration 31Q (723.149164 sec): 3 clusters Score: Raw -92021.158917 + Penalty 4106.010495 = -87915.148422 nChanged 11 SP:Iteration 32Q (723.187359 sec): 3 clusters Score: Raw -92026.419153 + Penalty 4106.010495 = -87920.408658 nChanged 5 SP:Iteration 33Q (723.225681 sec): 3 clusters Score: Raw -92030.132970 + Penalty 4106.010495 = -87924.122475 nChanged 6 SP:Iteration 34Q (723.264095 sec): 3 clusters Score: Raw -92034.060696 + Penalty 4106.010495 = -87928.050201 nChanged 6 SP:Iteration 35Q (723.302153 sec): 3 clusters Score: Raw -92038.454998 + Penalty 4106.010495 = -87932.444503 nChanged 5 SP:Iteration 36Q (723.340591 sec): 3 clusters Score: Raw -92040.925417 + Penalty 4106.010495 = -87934.914923 nChanged 4 SP:Iteration 37Q (723.379127 sec): 3 clusters Score: Raw -92042.599627 + Penalty 4106.010495 = -87936.589132 nChanged 1 SP:Iteration 38Q (723.417752 sec): 3 clusters Score: Raw -92043.026680 + Penalty 4106.010495 = -87937.016185 nChanged 1 SP:Iteration 39Q (723.456241 sec): 3 clusters Score: Raw -92044.109748 + Penalty 4106.010495 = -87938.099253 nChanged 3 SP:Iteration 40F (723.494375 sec): 3 clusters Score: Raw -92046.325017 + Penalty 4106.010495 = -87940.314522 nChanged 5 SP:Iteration 41Q (723.532287 sec): 3 clusters Score: Raw -92049.583624 + Penalty 4106.010495 = -87943.573129 nChanged 9 SP:Iteration 42Q (723.570337 sec): 3 clusters Score: Raw -92053.272845 + Penalty 4106.010495 = -87947.262350 nChanged 4 SP:Iteration 43Q (723.608067 sec): 3 clusters Score: Raw -92055.757318 + Penalty 4106.010495 = -87949.746823 nChanged 2 SP:Iteration 44Q (723.645808 sec): 3 clusters Score: Raw -92056.790764 + Penalty 4106.010495 = -87950.780270 nChanged 1 SP:Iteration 45Q (723.683896 sec): 3 clusters Score: Raw -92057.571550 + Penalty 4106.010495 = -87951.561055 nChanged 2 SP:Iteration 46Q (723.722596 sec): 3 clusters Score: Raw -92059.047544 + Penalty 4106.010495 = -87953.037049 nChanged 6 SP:Iteration 47Q (723.874331 sec): 3 clusters Score: Raw -92061.951298 + Penalty 4106.010495 = -87955.940803 nChanged 5 SP:Iteration 48Q (723.989106 sec): 3 clusters Score: Raw -92065.810902 + Penalty 4106.010495 = -87959.800407 nChanged 10 SP:Iteration 49Q (724.029941 sec): 3 clusters Score: Raw -92070.902701 + Penalty 4106.010495 = -87964.892206 nChanged 7 SP:Iteration 50Q (724.070472 sec): 3 clusters Score: Raw -92076.337444 + Penalty 4106.010495 = -87970.326949 nChanged 6 SP:Iteration 51Q (724.110752 sec): 3 clusters Score: Raw -92082.383011 + Penalty 4106.010495 = -87976.372516 nChanged 9 SP:Iteration 52Q (724.150413 sec): 3 clusters Score: Raw -92089.091550 + Penalty 4106.010495 = -87983.081055 nChanged 5 SP:Iteration 53Q (724.188105 sec): 3 clusters Score: Raw -92093.175069 + Penalty 4106.010495 = -87987.164574 nChanged 7 SP:Iteration 54Q (724.225803 sec): 3 clusters Score: Raw -92096.925185 + Penalty 4106.010495 = -87990.914690 nChanged 5 SP:Iteration 55Q (724.263535 sec): 3 clusters Score: Raw -92099.215801 + Penalty 4106.010495 = -87993.205306 nChanged 7 SP:Iteration 56Q (724.301187 sec): 3 clusters Score: Raw -92103.652537 + Penalty 4106.010495 = -87997.642042 nChanged 9 SP:Iteration 57Q (724.339766 sec): 3 clusters Score: Raw -92112.581224 + Penalty 4106.010495 = -88006.570729 nChanged 8 SP:Iteration 58Q (724.378305 sec): 3 clusters Score: Raw -92117.958944 + Penalty 4106.010495 = -88011.948449 nChanged 5 SP:Iteration 59Q (724.416871 sec): 3 clusters Score: Raw -92120.844673 + Penalty 4106.010495 = -88014.834178 nChanged 4 SP:Iteration 60F (724.455694 sec): 3 clusters Score: Raw -92122.722471 + Penalty 4106.010495 = -88016.711976 nChanged 1 SP:Iteration 61Q (724.494118 sec): 3 clusters Score: Raw -92123.871587 + Penalty 4106.010495 = -88017.861092 nChanged 1 SP:Iteration 62Q (724.532853 sec): 3 clusters Score: Raw -92125.170826 + Penalty 4106.010495 = -88019.160331 nChanged 1 SP:Iteration 63Q (724.571620 sec): 3 clusters Score: Raw -92125.797508 + Penalty 4106.010495 = -88019.787013 nChanged 1 SP:Iteration 64Q (724.610263 sec): 3 clusters Score: Raw -92126.375811 + Penalty 4106.010495 = -88020.365316 nChanged 0 SP:Iteration 65F (724.648725 sec): 3 clusters Score: Raw -92126.375811 + Penalty 4106.010495 = -88020.365316 nChanged 0 Trying to split cluster 4 (3258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (724.688545 sec): 2 clusters Score: Raw -150502.674662 + Penalty 2135.461360 = -148367.213301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (724.729868 sec): 3 clusters Score: Raw -149111.459375 + Penalty 4270.922721 = -144840.536654 nChanged 1150 SP:Iteration 1F (724.777643 sec): 3 clusters Score: Raw -149918.294277 + Penalty 4270.922721 = -145647.371556 nChanged 283 SP:Iteration 2F (724.822612 sec): 3 clusters Score: Raw -150129.120052 + Penalty 4270.922721 = -145858.197331 nChanged 151 SP:Iteration 3Q (724.863144 sec): 3 clusters Score: Raw -150240.461415 + Penalty 4270.922721 = -145969.538694 nChanged 101 SP:Iteration 4Q (724.903587 sec): 3 clusters Score: Raw -150307.523893 + Penalty 4270.922721 = -146036.601172 nChanged 77 SP:Iteration 5Q (724.944034 sec): 3 clusters Score: Raw -150353.511089 + Penalty 4270.922721 = -146082.588368 nChanged 52 SP:Iteration 6Q (724.985693 sec): 3 clusters Score: Raw -150382.476312 + Penalty 4270.922721 = -146111.553591 nChanged 42 SP:Iteration 7Q (725.030924 sec): 3 clusters Score: Raw -150408.155230 + Penalty 4270.922721 = -146137.232509 nChanged 46 SP:Iteration 8Q (725.076199 sec): 3 clusters Score: Raw -150437.585602 + Penalty 4270.922721 = -146166.662881 nChanged 51 SP:Iteration 9Q (725.121392 sec): 3 clusters Score: Raw -150469.679788 + Penalty 4270.922721 = -146198.757068 nChanged 36 SP:Iteration 10Q (725.165752 sec): 3 clusters Score: Raw -150494.059436 + Penalty 4270.922721 = -146223.136715 nChanged 35 SP:Iteration 11Q (725.294861 sec): 3 clusters Score: Raw -150514.213252 + Penalty 4270.922721 = -146243.290531 nChanged 28 SP:Iteration 12Q (725.449535 sec): 3 clusters Score: Raw -150530.758678 + Penalty 4270.922721 = -146259.835957 nChanged 35 SP:Iteration 13Q (725.488653 sec): 3 clusters Score: Raw -150552.651927 + Penalty 4270.922721 = -146281.729206 nChanged 42 SP:Iteration 14Q (725.533217 sec): 3 clusters Score: Raw -150577.720783 + Penalty 4270.922721 = -146306.798062 nChanged 33 SP:Iteration 15Q (725.575161 sec): 3 clusters Score: Raw -150595.980148 + Penalty 4270.922721 = -146325.057427 nChanged 25 SP:Iteration 16Q (725.617061 sec): 3 clusters Score: Raw -150613.134968 + Penalty 4270.922721 = -146342.212247 nChanged 32 SP:Iteration 17Q (725.661723 sec): 3 clusters Score: Raw -150633.144624 + Penalty 4270.922721 = -146362.221904 nChanged 22 SP:Iteration 18Q (725.706471 sec): 3 clusters Score: Raw -150643.357891 + Penalty 4270.922721 = -146372.435171 nChanged 14 SP:Iteration 19Q (725.751448 sec): 3 clusters Score: Raw -150649.853226 + Penalty 4270.922721 = -146378.930505 nChanged 14 SP:Iteration 20F (725.795976 sec): 3 clusters Score: Raw -150657.718553 + Penalty 4270.922721 = -146386.795832 nChanged 14 SP:Iteration 21Q (725.838033 sec): 3 clusters Score: Raw -150664.612148 + Penalty 4270.922721 = -146393.689427 nChanged 12 SP:Iteration 22Q (725.879702 sec): 3 clusters Score: Raw -150668.692115 + Penalty 4270.922721 = -146397.769395 nChanged 10 SP:Iteration 23Q (725.921160 sec): 3 clusters Score: Raw -150672.663343 + Penalty 4270.922721 = -146401.740622 nChanged 8 SP:Iteration 24Q (725.962865 sec): 3 clusters Score: Raw -150676.100743 + Penalty 4270.922721 = -146405.178022 nChanged 8 SP:Iteration 25Q (726.007259 sec): 3 clusters Score: Raw -150679.546746 + Penalty 4270.922721 = -146408.624025 nChanged 8 SP:Iteration 26Q (726.051762 sec): 3 clusters Score: Raw -150681.824208 + Penalty 4270.922721 = -146410.901487 nChanged 6 SP:Iteration 27Q (726.096070 sec): 3 clusters Score: Raw -150684.232150 + Penalty 4270.922721 = -146413.309429 nChanged 5 SP:Iteration 28Q (726.140389 sec): 3 clusters Score: Raw -150686.888030 + Penalty 4270.922721 = -146415.965309 nChanged 6 SP:Iteration 29Q (726.182454 sec): 3 clusters Score: Raw -150691.793905 + Penalty 4270.922721 = -146420.871185 nChanged 5 SP:Iteration 30Q (726.224330 sec): 3 clusters Score: Raw -150694.270425 + Penalty 4270.922721 = -146423.347704 nChanged 7 SP:Iteration 31Q (726.266287 sec): 3 clusters Score: Raw -150696.999438 + Penalty 4270.922721 = -146426.076718 nChanged 4 SP:Iteration 32Q (726.308023 sec): 3 clusters Score: Raw -150699.266150 + Penalty 4270.922721 = -146428.343430 nChanged 6 SP:Iteration 33Q (726.352009 sec): 3 clusters Score: Raw -150702.709052 + Penalty 4270.922721 = -146431.786331 nChanged 9 SP:Iteration 34Q (726.396583 sec): 3 clusters Score: Raw -150708.342699 + Penalty 4270.922721 = -146437.419978 nChanged 5 SP:Iteration 35Q (726.441023 sec): 3 clusters Score: Raw -150710.723705 + Penalty 4270.922721 = -146439.800985 nChanged 6 SP:Iteration 36Q (726.485553 sec): 3 clusters Score: Raw -150715.904321 + Penalty 4270.922721 = -146444.981600 nChanged 4 SP:Iteration 37Q (726.527500 sec): 3 clusters Score: Raw -150717.411039 + Penalty 4270.922721 = -146446.488318 nChanged 3 SP:Iteration 38Q (726.569259 sec): 3 clusters Score: Raw -150718.830249 + Penalty 4270.922721 = -146447.907528 nChanged 3 SP:Iteration 39Q (726.611219 sec): 3 clusters Score: Raw -150719.998332 + Penalty 4270.922721 = -146449.075611 nChanged 4 SP:Iteration 40F (726.653025 sec): 3 clusters Score: Raw -150722.007280 + Penalty 4270.922721 = -146451.084560 nChanged 4 SP:Iteration 41Q (726.697206 sec): 3 clusters Score: Raw -150723.711677 + Penalty 4270.922721 = -146452.788956 nChanged 5 SP:Iteration 42Q (726.741698 sec): 3 clusters Score: Raw -150725.479719 + Penalty 4270.922721 = -146454.556999 nChanged 6 SP:Iteration 43Q (726.892995 sec): 3 clusters Score: Raw -150726.987690 + Penalty 4270.922721 = -146456.064969 nChanged 3 SP:Iteration 44Q (727.005338 sec): 3 clusters Score: Raw -150727.825543 + Penalty 4270.922721 = -146456.902822 nChanged 0 SP:Iteration 45F (727.045450 sec): 3 clusters Score: Raw -150727.825543 + Penalty 4270.922721 = -146456.902822 nChanged 0 Trying to split cluster 6 (1950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.089165 sec): 2 clusters Score: Raw -70468.636374 + Penalty 1999.954348 = -68468.682026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.127205 sec): 3 clusters Score: Raw -69779.578264 + Penalty 3999.908696 = -65779.669568 nChanged 597 SP:Iteration 1F (727.169447 sec): 3 clusters Score: Raw -70274.220717 + Penalty 3999.908696 = -66274.312021 nChanged 149 SP:Iteration 2F (727.212102 sec): 3 clusters Score: Raw -70419.934283 + Penalty 3999.908696 = -66420.025587 nChanged 84 SP:Iteration 3Q (727.253846 sec): 3 clusters Score: Raw -70510.953936 + Penalty 3999.908696 = -66511.045240 nChanged 49 SP:Iteration 4Q (727.289281 sec): 3 clusters Score: Raw -70581.787406 + Penalty 3999.908696 = -66581.878710 nChanged 58 SP:Iteration 5Q (727.324451 sec): 3 clusters Score: Raw -70649.450014 + Penalty 3999.908696 = -66649.541318 nChanged 60 SP:Iteration 6Q (727.359462 sec): 3 clusters Score: Raw -70702.330415 + Penalty 3999.908696 = -66702.421719 nChanged 34 SP:Iteration 7Q (727.394416 sec): 3 clusters Score: Raw -70733.732263 + Penalty 3999.908696 = -66733.823567 nChanged 33 SP:Iteration 8Q (727.429282 sec): 3 clusters Score: Raw -70764.154273 + Penalty 3999.908696 = -66764.245577 nChanged 29 SP:Iteration 9Q (727.464347 sec): 3 clusters Score: Raw -70794.780062 + Penalty 3999.908696 = -66794.871366 nChanged 25 SP:Iteration 10Q (727.499512 sec): 3 clusters Score: Raw -70819.799147 + Penalty 3999.908696 = -66819.890451 nChanged 26 SP:Iteration 11Q (727.534718 sec): 3 clusters Score: Raw -70840.860757 + Penalty 3999.908696 = -66840.952061 nChanged 21 SP:Iteration 12Q (727.569942 sec): 3 clusters Score: Raw -70857.933346 + Penalty 3999.908696 = -66858.024650 nChanged 16 SP:Iteration 13Q (727.605012 sec): 3 clusters Score: Raw -70869.636007 + Penalty 3999.908696 = -66869.727311 nChanged 8 SP:Iteration 14Q (727.638997 sec): 3 clusters Score: Raw -70875.758401 + Penalty 3999.908696 = -66875.849705 nChanged 5 SP:Iteration 15Q (727.674296 sec): 3 clusters Score: Raw -70879.170328 + Penalty 3999.908696 = -66879.261632 nChanged 3 SP:Iteration 16Q (727.709225 sec): 3 clusters Score: Raw -70880.189991 + Penalty 3999.908696 = -66880.281295 nChanged 0 SP:Iteration 17F (727.744330 sec): 3 clusters Score: Raw -70880.189991 + Penalty 3999.908696 = -66880.281295 nChanged 0 Trying to split cluster 7 (7281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.798092 sec): 2 clusters Score: Raw -358960.838993 + Penalty 2347.758203 = -356613.080790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.864607 sec): 3 clusters Score: Raw -355243.492306 + Penalty 4695.516405 = -350547.975901 nChanged 2882 SP:Iteration 1F (727.952236 sec): 3 clusters Score: Raw -356923.388512 + Penalty 4695.516405 = -352227.872107 nChanged 579 SP:Iteration 2F (728.020938 sec): 3 clusters Score: Raw -357299.678830 + Penalty 4695.516405 = -352604.162425 nChanged 445 SP:Iteration 3F (728.080608 sec): 3 clusters Score: Raw -357565.700803 + Penalty 4695.516405 = -352870.184398 nChanged 349 SP:Iteration 4Q (728.141274 sec): 3 clusters Score: Raw -357763.084452 + Penalty 4695.516405 = -353067.568047 nChanged 298 SP:Iteration 5Q (728.266753 sec): 3 clusters Score: Raw -357931.630070 + Penalty 4695.516405 = -353236.113665 nChanged 260 SP:Iteration 6Q (728.328669 sec): 3 clusters Score: Raw -358076.633728 + Penalty 4695.516405 = -353381.117323 nChanged 250 SP:Iteration 7Q (728.481288 sec): 3 clusters Score: Raw -358209.611133 + Penalty 4695.516405 = -353514.094728 nChanged 211 SP:Iteration 8Q (728.571864 sec): 3 clusters Score: Raw -358320.970041 + Penalty 4695.516405 = -353625.453636 nChanged 169 SP:Iteration 9Q (728.625176 sec): 3 clusters Score: Raw -358408.025930 + Penalty 4695.516405 = -353712.509525 nChanged 179 SP:Iteration 10Q (728.678320 sec): 3 clusters Score: Raw -358496.601178 + Penalty 4695.516405 = -353801.084773 nChanged 138 SP:Iteration 11Q (728.739306 sec): 3 clusters Score: Raw -358571.910475 + Penalty 4695.516405 = -353876.394070 nChanged 140 SP:Iteration 12Q (728.807858 sec): 3 clusters Score: Raw -358655.713313 + Penalty 4695.516405 = -353960.196908 nChanged 122 SP:Iteration 13Q (728.874973 sec): 3 clusters Score: Raw -358727.933575 + Penalty 4695.516405 = -354032.417170 nChanged 112 SP:Iteration 14Q (728.938723 sec): 3 clusters Score: Raw -358788.848894 + Penalty 4695.516405 = -354093.332489 nChanged 98 SP:Iteration 15Q (729.146309 sec): 3 clusters Score: Raw -358839.783067 + Penalty 4695.516405 = -354144.266662 nChanged 81 SP:Iteration 16Q (729.255268 sec): 3 clusters Score: Raw -358884.454335 + Penalty 4695.516405 = -354188.937930 nChanged 91 SP:Iteration 17Q (729.324381 sec): 3 clusters Score: Raw -358940.761008 + Penalty 4695.516405 = -354245.244603 nChanged 89 SP:Iteration 18Q (729.394462 sec): 3 clusters Score: Raw -358997.597832 + Penalty 4695.516405 = -354302.081427 nChanged 98 SP:Iteration 19Q (729.462527 sec): 3 clusters Score: Raw -359061.808967 + Penalty 4695.516405 = -354366.292562 nChanged 107 SP:Iteration 20F (729.523037 sec): 3 clusters Score: Raw -359122.257226 + Penalty 4695.516405 = -354426.740821 nChanged 89 SP:Iteration 21Q (729.592200 sec): 3 clusters Score: Raw -359174.757490 + Penalty 4695.516405 = -354479.241085 nChanged 87 SP:Iteration 22Q (729.661261 sec): 3 clusters Score: Raw -359223.208033 + Penalty 4695.516405 = -354527.691628 nChanged 77 SP:Iteration 23Q (729.725147 sec): 3 clusters Score: Raw -359261.377232 + Penalty 4695.516405 = -354565.860827 nChanged 54 SP:Iteration 24Q (729.785887 sec): 3 clusters Score: Raw -359285.600067 + Penalty 4695.516405 = -354590.083662 nChanged 56 SP:Iteration 25Q (729.847046 sec): 3 clusters Score: Raw -359310.019604 + Penalty 4695.516405 = -354614.503199 nChanged 45 SP:Iteration 26Q (729.908708 sec): 3 clusters Score: Raw -359331.123024 + Penalty 4695.516405 = -354635.606619 nChanged 37 SP:Iteration 27Q (729.970691 sec): 3 clusters Score: Raw -359346.528513 + Penalty 4695.516405 = -354651.012108 nChanged 36 SP:Iteration 28Q (730.033445 sec): 3 clusters Score: Raw -359358.190637 + Penalty 4695.516405 = -354662.674232 nChanged 29 SP:Iteration 29Q (730.099189 sec): 3 clusters Score: Raw -359367.531276 + Penalty 4695.516405 = -354672.014871 nChanged 22 SP:Iteration 30Q (730.169122 sec): 3 clusters Score: Raw -359373.036663 + Penalty 4695.516405 = -354677.520258 nChanged 19 SP:Iteration 31Q (730.239006 sec): 3 clusters Score: Raw -359379.853520 + Penalty 4695.516405 = -354684.337115 nChanged 21 SP:Iteration 32Q (730.301628 sec): 3 clusters Score: Raw -359387.049828 + Penalty 4695.516405 = -354691.533423 nChanged 20 SP:Iteration 33Q (730.361300 sec): 3 clusters Score: Raw -359392.634184 + Penalty 4695.516405 = -354697.117779 nChanged 20 SP:Iteration 34Q (730.421492 sec): 3 clusters Score: Raw -359398.194050 + Penalty 4695.516405 = -354702.677645 nChanged 21 SP:Iteration 35Q (730.483140 sec): 3 clusters Score: Raw -359403.500194 + Penalty 4695.516405 = -354707.983789 nChanged 14 SP:Iteration 36Q (730.544758 sec): 3 clusters Score: Raw -359406.383400 + Penalty 4695.516405 = -354710.866995 nChanged 8 SP:Iteration 37Q (730.606083 sec): 3 clusters Score: Raw -359407.946854 + Penalty 4695.516405 = -354712.430449 nChanged 8 SP:Iteration 38Q (730.670876 sec): 3 clusters Score: Raw -359409.361401 + Penalty 4695.516405 = -354713.844996 nChanged 10 SP:Iteration 39Q (730.841420 sec): 3 clusters Score: Raw -359411.372367 + Penalty 4695.516405 = -354715.855962 nChanged 9 SP:Iteration 40F (730.981734 sec): 3 clusters Score: Raw -359414.058736 + Penalty 4695.516405 = -354718.542331 nChanged 5 SP:Iteration 41Q (731.038503 sec): 3 clusters Score: Raw -359415.003648 + Penalty 4695.516405 = -354719.487243 nChanged 4 SP:Iteration 42Q (731.113415 sec): 3 clusters Score: Raw -359415.967408 + Penalty 4695.516405 = -354720.451003 nChanged 5 SP:Iteration 43Q (731.171941 sec): 3 clusters Score: Raw -359417.057521 + Penalty 4695.516405 = -354721.541116 nChanged 4 SP:Iteration 44Q (731.230542 sec): 3 clusters Score: Raw -359417.547661 + Penalty 4695.516405 = -354722.031256 nChanged 1 SP:Iteration 45Q (731.290692 sec): 3 clusters Score: Raw -359417.734692 + Penalty 4695.516405 = -354722.218286 nChanged 1 SP:Iteration 46Q (731.356312 sec): 3 clusters Score: Raw -359417.875775 + Penalty 4695.516405 = -354722.359370 nChanged 1 SP:Iteration 47Q (731.426412 sec): 3 clusters Score: Raw -359418.223469 + Penalty 4695.516405 = -354722.707064 nChanged 2 SP:Iteration 48Q (731.496506 sec): 3 clusters Score: Raw -359418.481277 + Penalty 4695.516405 = -354722.964872 nChanged 1 SP:Iteration 49Q (731.558307 sec): 3 clusters Score: Raw -359418.754587 + Penalty 4695.516405 = -354723.238182 nChanged 3 SP:Iteration 50Q (731.617279 sec): 3 clusters Score: Raw -359419.183672 + Penalty 4695.516405 = -354723.667267 nChanged 3 SP:Iteration 51Q (731.678199 sec): 3 clusters Score: Raw -359419.545192 + Penalty 4695.516405 = -354724.028787 nChanged 2 SP:Iteration 52Q (731.740232 sec): 3 clusters Score: Raw -359419.952112 + Penalty 4695.516405 = -354724.435707 nChanged 1 SP:Iteration 53Q (731.802537 sec): 3 clusters Score: Raw -359420.231687 + Penalty 4695.516405 = -354724.715282 nChanged 2 SP:Iteration 54Q (731.865721 sec): 3 clusters Score: Raw -359420.373996 + Penalty 4695.516405 = -354724.857591 nChanged 1 SP:Iteration 55Q (731.931283 sec): 3 clusters Score: Raw -359420.495792 + Penalty 4695.516405 = -354724.979387 nChanged 1 SP:Iteration 56Q (732.000797 sec): 3 clusters Score: Raw -359420.569194 + Penalty 4695.516405 = -354725.052789 nChanged 0 SP:Iteration 57F (732.071361 sec): 3 clusters Score: Raw -359420.569194 + Penalty 4695.516405 = -354725.052789 nChanged 0 Trying to split cluster 8 (2775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (732.118055 sec): 2 clusters Score: Raw -125394.262948 + Penalty 2093.099191 = -123301.163757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (732.163466 sec): 3 clusters Score: Raw -124267.220388 + Penalty 4186.198382 = -120081.022006 nChanged 940 SP:Iteration 1F (732.211382 sec): 3 clusters Score: Raw -124965.879832 + Penalty 4186.198382 = -120779.681451 nChanged 213 SP:Iteration 2F (732.259015 sec): 3 clusters Score: Raw -125143.806291 + Penalty 4186.198382 = -120957.607909 nChanged 134 SP:Iteration 3Q (732.307150 sec): 3 clusters Score: Raw -125247.637459 + Penalty 4186.198382 = -121061.439077 nChanged 94 SP:Iteration 4Q (732.355441 sec): 3 clusters Score: Raw -125324.443709 + Penalty 4186.198382 = -121138.245327 nChanged 91 SP:Iteration 5Q (732.398174 sec): 3 clusters Score: Raw -125392.999911 + Penalty 4186.198382 = -121206.801529 nChanged 66 SP:Iteration 6Q (732.437778 sec): 3 clusters Score: Raw -125438.189753 + Penalty 4186.198382 = -121251.991371 nChanged 44 SP:Iteration 7Q (732.477063 sec): 3 clusters Score: Raw -125468.484367 + Penalty 4186.198382 = -121282.285985 nChanged 42 SP:Iteration 8Q (732.516413 sec): 3 clusters Score: Raw -125498.649141 + Penalty 4186.198382 = -121312.450759 nChanged 36 SP:Iteration 9Q (732.556316 sec): 3 clusters Score: Raw -125525.758172 + Penalty 4186.198382 = -121339.559790 nChanged 26 SP:Iteration 10Q (732.596651 sec): 3 clusters Score: Raw -125545.795613 + Penalty 4186.198382 = -121359.597231 nChanged 26 SP:Iteration 11Q (732.752756 sec): 3 clusters Score: Raw -125561.695798 + Penalty 4186.198382 = -121375.497416 nChanged 22 SP:Iteration 12Q (732.871352 sec): 3 clusters Score: Raw -125571.184136 + Penalty 4186.198382 = -121384.985754 nChanged 17 SP:Iteration 13Q (732.913876 sec): 3 clusters Score: Raw -125581.244248 + Penalty 4186.198382 = -121395.045866 nChanged 15 SP:Iteration 14Q (733.010084 sec): 3 clusters Score: Raw -125589.995742 + Penalty 4186.198382 = -121403.797360 nChanged 18 SP:Iteration 15Q (733.049782 sec): 3 clusters Score: Raw -125598.098360 + Penalty 4186.198382 = -121411.899978 nChanged 7 SP:Iteration 16Q (733.088298 sec): 3 clusters Score: Raw -125600.636525 + Penalty 4186.198382 = -121414.438144 nChanged 8 SP:Iteration 17Q (733.127850 sec): 3 clusters Score: Raw -125603.855402 + Penalty 4186.198382 = -121417.657020 nChanged 6 SP:Iteration 18Q (733.167789 sec): 3 clusters Score: Raw -125605.899623 + Penalty 4186.198382 = -121419.701241 nChanged 1 SP:Iteration 19Q (733.206068 sec): 3 clusters Score: Raw -125606.157859 + Penalty 4186.198382 = -121419.959477 nChanged 2 SP:Iteration 20F (733.247029 sec): 3 clusters Score: Raw -125607.048544 + Penalty 4186.198382 = -121420.850162 nChanged 4 SP:Iteration 21Q (733.309618 sec): 3 clusters Score: Raw -125608.380110 + Penalty 4186.198382 = -121422.181728 nChanged 1 SP:Iteration 22Q (733.351050 sec): 3 clusters Score: Raw -125608.553487 + Penalty 4186.198382 = -121422.355105 nChanged 0 SP:Iteration 23F (733.390521 sec): 3 clusters Score: Raw -125608.553487 + Penalty 4186.198382 = -121422.355105 nChanged 0 Trying to split cluster 9 (2238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (733.426525 sec): 2 clusters Score: Raw -104336.158411 + Penalty 2036.321203 = -102299.837208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (733.541225 sec): 3 clusters Score: Raw -103508.599050 + Penalty 4072.642405 = -99435.956644 nChanged 739 SP:Iteration 1F (733.709435 sec): 3 clusters Score: Raw -104066.770082 + Penalty 4072.642405 = -99994.127677 nChanged 178 SP:Iteration 2F (733.831376 sec): 3 clusters Score: Raw -104224.106270 + Penalty 4072.642405 = -100151.463865 nChanged 102 SP:Iteration 3Q (733.941462 sec): 3 clusters Score: Raw -104309.153429 + Penalty 4072.642405 = -100236.511024 nChanged 76 SP:Iteration 4Q (734.055472 sec): 3 clusters Score: Raw -104378.502677 + Penalty 4072.642405 = -100305.860272 nChanged 54 SP:Iteration 5Q (734.173116 sec): 3 clusters Score: Raw -104422.013097 + Penalty 4072.642405 = -100349.370692 nChanged 46 SP:Iteration 6Q (734.276883 sec): 3 clusters Score: Raw -104463.250923 + Penalty 4072.642405 = -100390.608518 nChanged 44 SP:Iteration 7Q (734.375967 sec): 3 clusters Score: Raw -104506.481991 + Penalty 4072.642405 = -100433.839586 nChanged 38 SP:Iteration 8Q (734.521163 sec): 3 clusters Score: Raw -104537.216683 + Penalty 4072.642405 = -100464.574278 nChanged 31 SP:Iteration 9Q (734.532434 sec): 3 clusters Score: Raw -104567.716633 + Penalty 4072.642405 = -100495.074228 nChanged 31 SP:Iteration 10Q (734.569366 sec): 3 clusters Score: Raw -104589.288913 + Penalty 4072.642405 = -100516.646508 nChanged 34 SP:Iteration 11Q (734.607154 sec): 3 clusters Score: Raw -104614.124746 + Penalty 4072.642405 = -100541.482341 nChanged 22 SP:Iteration 12Q (734.645060 sec): 3 clusters Score: Raw -104630.131918 + Penalty 4072.642405 = -100557.489513 nChanged 15 SP:Iteration 13Q (734.682770 sec): 3 clusters Score: Raw -104640.832453 + Penalty 4072.642405 = -100568.190048 nChanged 9 SP:Iteration 14Q (734.719990 sec): 3 clusters Score: Raw -104646.281601 + Penalty 4072.642405 = -100573.639195 nChanged 2 SP:Iteration 15Q (734.756690 sec): 3 clusters Score: Raw -104647.976636 + Penalty 4072.642405 = -100575.334231 nChanged 3 SP:Iteration 16Q (734.793489 sec): 3 clusters Score: Raw -104648.960631 + Penalty 4072.642405 = -100576.318226 nChanged 1 SP:Iteration 17Q (734.900270 sec): 3 clusters Score: Raw -104649.263418 + Penalty 4072.642405 = -100576.621012 nChanged 0 SP:Iteration 18F (735.031177 sec): 3 clusters Score: Raw -104649.263418 + Penalty 4072.642405 = -100576.621012 nChanged 0 Time taken for this iteration:97.107148 seconds. 10->8 Clusters: Score -1006178.316752, best is -1009561.032527 Starting from 11 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 3 (1843 points): Lose 486.440855 but Gain 2660.632891 Iteration 0F (735.480430 sec): 10 clusters Score: Raw -945612.466693 + Penalty 23945.696020 = -921666.770673 nChanged 19542 Deleting Class 1 (1936 points): Lose 2657.557030 but Gain 2660.632891 Iteration 1F (735.882068 sec): 9 clusters Score: Raw -976968.852459 + Penalty 21285.063129 = -955683.789331 nChanged 8421 Iteration 2F (736.238574 sec): 9 clusters Score: Raw -996754.112503 + Penalty 21285.063129 = -975469.049375 nChanged 5807 Iteration 3F (736.649575 sec): 9 clusters Score: Raw -1007333.753404 + Penalty 21285.063129 = -986048.690276 nChanged 3871 Iteration 4F (737.067038 sec): 9 clusters Score: Raw -1012138.138063 + Penalty 21285.063129 = -990853.074934 nChanged 2669 Deleting Class 8 (1349 points): Lose 2608.084451 but Gain 2660.632891 Iteration 5F (737.484920 sec): 8 clusters Score: Raw -1012149.028501 + Penalty 18624.430237 = -993524.598264 nChanged 3322 Iteration 6F (737.834275 sec): 8 clusters Score: Raw -1016542.636919 + Penalty 18624.430237 = -997918.206681 nChanged 1853 Iteration 7F (738.134340 sec): 8 clusters Score: Raw -1018263.904156 + Penalty 18624.430237 = -999639.473918 nChanged 1572 Iteration 8F (738.491073 sec): 8 clusters Score: Raw -1019613.200023 + Penalty 18624.430237 = -1000988.769785 nChanged 1298 Iteration 9F (738.803317 sec): 8 clusters Score: Raw -1020648.493937 + Penalty 18624.430237 = -1002024.063700 nChanged 1058 Iteration 10Q (739.091393 sec): 8 clusters Score: Raw -1021452.178204 + Penalty 18624.430237 = -1002827.747966 nChanged 874 Iteration 11Q (739.344227 sec): 8 clusters Score: Raw -1022045.212917 + Penalty 18624.430237 = -1003420.782680 nChanged 702 Iteration 12Q (739.603268 sec): 8 clusters Score: Raw -1022445.612464 + Penalty 18624.430237 = -1003821.182226 nChanged 529 Iteration 13Q (739.859825 sec): 8 clusters Score: Raw -1022707.102786 + Penalty 18624.430237 = -1004082.672549 nChanged 429 Iteration 14Q (740.150920 sec): 8 clusters Score: Raw -1022919.408256 + Penalty 18624.430237 = -1004294.978019 nChanged 384 Iteration 15Q (740.484212 sec): 8 clusters Score: Raw -1023086.417760 + Penalty 18624.430237 = -1004461.987523 nChanged 273 Iteration 16Q (741.078939 sec): 8 clusters Score: Raw -1023197.860748 + Penalty 18624.430237 = -1004573.430510 nChanged 257 Iteration 17Q (741.652096 sec): 8 clusters Score: Raw -1023300.307251 + Penalty 18624.430237 = -1004675.877013 nChanged 223 Iteration 18Q (742.220806 sec): 8 clusters Score: Raw -1023377.653231 + Penalty 18624.430237 = -1004753.222993 nChanged 188 Iteration 19Q (742.781034 sec): 8 clusters Score: Raw -1023441.679432 + Penalty 18624.430237 = -1004817.249195 nChanged 171 Writing temp clu file Because OldScore, -1004753.222993, is greater than current (better) Score,-1004817.249195 Compute initial score before splitting: Score: Raw -1023441.679432 + Penalty 18624.430237 = -1004817.249195 Trying to split cluster 2 (3227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (742.856337 sec): 2 clusters Score: Raw -138850.403628 + Penalty 2132.937363 = -136717.466266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (742.999715 sec): 3 clusters Score: Raw -137505.384991 + Penalty 4265.874725 = -133239.510266 nChanged 1121 SP:Iteration 1F (743.125503 sec): 3 clusters Score: Raw -138272.484089 + Penalty 4265.874725 = -134006.609364 nChanged 279 SP:Iteration 2F (743.259968 sec): 3 clusters Score: Raw -138501.734758 + Penalty 4265.874725 = -134235.860033 nChanged 201 SP:Iteration 3F (743.379068 sec): 3 clusters Score: Raw -138696.143794 + Penalty 4265.874725 = -134430.269068 nChanged 160 SP:Iteration 4Q (743.493916 sec): 3 clusters Score: Raw -138873.143108 + Penalty 4265.874725 = -134607.268383 nChanged 163 SP:Iteration 5F (743.609227 sec): 3 clusters Score: Raw -139051.802534 + Penalty 4265.874725 = -134785.927809 nChanged 132 SP:Iteration 6Q (743.693269 sec): 3 clusters Score: Raw -139183.539150 + Penalty 4265.874725 = -134917.664425 nChanged 104 SP:Iteration 7Q (743.800000 sec): 3 clusters Score: Raw -139275.503928 + Penalty 4265.874725 = -135009.629203 nChanged 89 SP:Iteration 8Q (743.858015 sec): 3 clusters Score: Raw -139342.550711 + Penalty 4265.874725 = -135076.675985 nChanged 73 SP:Iteration 9Q (743.899825 sec): 3 clusters Score: Raw -139394.730677 + Penalty 4265.874725 = -135128.855952 nChanged 51 SP:Iteration 10Q (743.940947 sec): 3 clusters Score: Raw -139426.201125 + Penalty 4265.874725 = -135160.326399 nChanged 39 SP:Iteration 11Q (743.982849 sec): 3 clusters Score: Raw -139451.716229 + Penalty 4265.874725 = -135185.841504 nChanged 36 SP:Iteration 12Q (744.025281 sec): 3 clusters Score: Raw -139475.120538 + Penalty 4265.874725 = -135209.245812 nChanged 28 SP:Iteration 13Q (744.067002 sec): 3 clusters Score: Raw -139493.692159 + Penalty 4265.874725 = -135227.817433 nChanged 27 SP:Iteration 14Q (744.109555 sec): 3 clusters Score: Raw -139509.506812 + Penalty 4265.874725 = -135243.632087 nChanged 23 SP:Iteration 15Q (744.151706 sec): 3 clusters Score: Raw -139523.599462 + Penalty 4265.874725 = -135257.724736 nChanged 16 SP:Iteration 16Q (744.195442 sec): 3 clusters Score: Raw -139535.106332 + Penalty 4265.874725 = -135269.231606 nChanged 15 SP:Iteration 17Q (744.328910 sec): 3 clusters Score: Raw -139545.843483 + Penalty 4265.874725 = -135279.968757 nChanged 11 SP:Iteration 18Q (744.420470 sec): 3 clusters Score: Raw -139551.580625 + Penalty 4265.874725 = -135285.705900 nChanged 11 SP:Iteration 19Q (744.475504 sec): 3 clusters Score: Raw -139558.856597 + Penalty 4265.874725 = -135292.981872 nChanged 16 SP:Iteration 20F (744.517058 sec): 3 clusters Score: Raw -139569.762335 + Penalty 4265.874725 = -135303.887610 nChanged 12 SP:Iteration 21Q (744.559023 sec): 3 clusters Score: Raw -139576.306896 + Penalty 4265.874725 = -135310.432171 nChanged 8 SP:Iteration 22Q (744.599530 sec): 3 clusters Score: Raw -139580.138798 + Penalty 4265.874725 = -135314.264072 nChanged 8 SP:Iteration 23Q (744.641734 sec): 3 clusters Score: Raw -139586.304261 + Penalty 4265.874725 = -135320.429535 nChanged 4 SP:Iteration 24Q (744.779230 sec): 3 clusters Score: Raw -139588.300747 + Penalty 4265.874725 = -135322.426022 nChanged 4 SP:Iteration 25Q (744.863960 sec): 3 clusters Score: Raw -139590.231642 + Penalty 4265.874725 = -135324.356917 nChanged 4 SP:Iteration 26Q (744.919135 sec): 3 clusters Score: Raw -139591.740909 + Penalty 4265.874725 = -135325.866184 nChanged 3 SP:Iteration 27Q (744.960699 sec): 3 clusters Score: Raw -139593.059050 + Penalty 4265.874725 = -135327.184325 nChanged 2 SP:Iteration 28Q (745.003355 sec): 3 clusters Score: Raw -139593.761352 + Penalty 4265.874725 = -135327.886626 nChanged 3 SP:Iteration 29Q (745.045373 sec): 3 clusters Score: Raw -139594.642711 + Penalty 4265.874725 = -135328.767985 nChanged 3 SP:Iteration 30Q (745.088460 sec): 3 clusters Score: Raw -139596.482680 + Penalty 4265.874725 = -135330.607954 nChanged 4 SP:Iteration 31Q (745.145120 sec): 3 clusters Score: Raw -139598.124170 + Penalty 4265.874725 = -135332.249444 nChanged 2 SP:Iteration 32Q (745.188397 sec): 3 clusters Score: Raw -139598.858086 + Penalty 4265.874725 = -135332.983360 nChanged 5 SP:Iteration 33Q (745.231206 sec): 3 clusters Score: Raw -139600.872627 + Penalty 4265.874725 = -135334.997901 nChanged 1 SP:Iteration 34Q (745.341437 sec): 3 clusters Score: Raw -139601.452734 + Penalty 4265.874725 = -135335.578008 nChanged 0 SP:Iteration 35F (745.460568 sec): 3 clusters Score: Raw -139601.452734 + Penalty 4265.874725 = -135335.578008 nChanged 0 Trying to split cluster 4 (2627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (745.498534 sec): 2 clusters Score: Raw -121563.649729 + Penalty 2078.629816 = -119485.019912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (745.538675 sec): 3 clusters Score: Raw -120528.359463 + Penalty 4157.259633 = -116371.099830 nChanged 874 SP:Iteration 1F (745.687730 sec): 3 clusters Score: Raw -121188.979705 + Penalty 4157.259633 = -117031.720072 nChanged 203 SP:Iteration 2F (745.728557 sec): 3 clusters Score: Raw -121358.276782 + Penalty 4157.259633 = -117201.017149 nChanged 123 SP:Iteration 3Q (745.770344 sec): 3 clusters Score: Raw -121470.052153 + Penalty 4157.259633 = -117312.792520 nChanged 100 SP:Iteration 4Q (745.894975 sec): 3 clusters Score: Raw -121577.682646 + Penalty 4157.259633 = -117420.423013 nChanged 92 SP:Iteration 5Q (746.013991 sec): 3 clusters Score: Raw -121680.988369 + Penalty 4157.259633 = -117523.728736 nChanged 87 SP:Iteration 6Q (746.054033 sec): 3 clusters Score: Raw -121764.406768 + Penalty 4157.259633 = -117607.147135 nChanged 73 SP:Iteration 7Q (746.094313 sec): 3 clusters Score: Raw -121825.535175 + Penalty 4157.259633 = -117668.275542 nChanged 65 SP:Iteration 8Q (746.133213 sec): 3 clusters Score: Raw -121881.905947 + Penalty 4157.259633 = -117724.646314 nChanged 67 SP:Iteration 9Q (746.171794 sec): 3 clusters Score: Raw -121942.122570 + Penalty 4157.259633 = -117784.862937 nChanged 60 SP:Iteration 10Q (746.232324 sec): 3 clusters Score: Raw -122001.370477 + Penalty 4157.259633 = -117844.110844 nChanged 57 SP:Iteration 11Q (746.311724 sec): 3 clusters Score: Raw -122063.228232 + Penalty 4157.259633 = -117905.968599 nChanged 57 SP:Iteration 12Q (746.365007 sec): 3 clusters Score: Raw -122118.145814 + Penalty 4157.259633 = -117960.886181 nChanged 49 SP:Iteration 13Q (746.404789 sec): 3 clusters Score: Raw -122167.593143 + Penalty 4157.259633 = -118010.333510 nChanged 46 SP:Iteration 14Q (746.444449 sec): 3 clusters Score: Raw -122209.306980 + Penalty 4157.259633 = -118052.047347 nChanged 36 SP:Iteration 15Q (746.484888 sec): 3 clusters Score: Raw -122244.330959 + Penalty 4157.259633 = -118087.071326 nChanged 33 SP:Iteration 16Q (746.524472 sec): 3 clusters Score: Raw -122277.133130 + Penalty 4157.259633 = -118119.873497 nChanged 27 SP:Iteration 17Q (746.564212 sec): 3 clusters Score: Raw -122302.486387 + Penalty 4157.259633 = -118145.226754 nChanged 22 SP:Iteration 18Q (746.603881 sec): 3 clusters Score: Raw -122323.331913 + Penalty 4157.259633 = -118166.072280 nChanged 15 SP:Iteration 19Q (746.643308 sec): 3 clusters Score: Raw -122339.265788 + Penalty 4157.259633 = -118182.006155 nChanged 24 SP:Iteration 20F (746.682966 sec): 3 clusters Score: Raw -122360.015210 + Penalty 4157.259633 = -118202.755577 nChanged 15 SP:Iteration 21Q (746.725680 sec): 3 clusters Score: Raw -122375.602741 + Penalty 4157.259633 = -118218.343108 nChanged 13 SP:Iteration 22Q (746.764991 sec): 3 clusters Score: Raw -122390.788702 + Penalty 4157.259633 = -118233.529069 nChanged 12 SP:Iteration 23Q (746.804515 sec): 3 clusters Score: Raw -122410.779402 + Penalty 4157.259633 = -118253.519769 nChanged 12 SP:Iteration 24Q (746.843724 sec): 3 clusters Score: Raw -122426.153814 + Penalty 4157.259633 = -118268.894181 nChanged 15 SP:Iteration 25Q (746.882829 sec): 3 clusters Score: Raw -122443.747573 + Penalty 4157.259633 = -118286.487940 nChanged 15 SP:Iteration 26Q (746.921964 sec): 3 clusters Score: Raw -122457.043276 + Penalty 4157.259633 = -118299.783643 nChanged 8 SP:Iteration 27Q (746.960969 sec): 3 clusters Score: Raw -122464.913232 + Penalty 4157.259633 = -118307.653599 nChanged 4 SP:Iteration 28Q (747.076907 sec): 3 clusters Score: Raw -122466.827109 + Penalty 4157.259633 = -118309.567476 nChanged 3 SP:Iteration 29Q (747.244693 sec): 3 clusters Score: Raw -122468.945071 + Penalty 4157.259633 = -118311.685438 nChanged 3 SP:Iteration 30Q (747.308796 sec): 3 clusters Score: Raw -122471.931770 + Penalty 4157.259633 = -118314.672137 nChanged 1 SP:Iteration 31Q (747.346838 sec): 3 clusters Score: Raw -122472.706504 + Penalty 4157.259633 = -118315.446871 nChanged 1 SP:Iteration 32Q (747.384744 sec): 3 clusters Score: Raw -122473.409209 + Penalty 4157.259633 = -118316.149576 nChanged 0 SP:Iteration 33F (747.423322 sec): 3 clusters Score: Raw -122473.409209 + Penalty 4157.259633 = -118316.149576 nChanged 0 Trying to split cluster 5 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.461499 sec): 2 clusters Score: Raw -56368.715228 + Penalty 1935.572752 = -54433.142476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.490849 sec): 3 clusters Score: Raw -55878.865719 + Penalty 3871.145504 = -52007.720215 nChanged 439 SP:Iteration 1F (747.519112 sec): 3 clusters Score: Raw -56271.373059 + Penalty 3871.145504 = -52400.227555 nChanged 100 SP:Iteration 2F (747.547432 sec): 3 clusters Score: Raw -56369.975156 + Penalty 3871.145504 = -52498.829652 nChanged 43 SP:Iteration 3Q (747.575911 sec): 3 clusters Score: Raw -56409.392444 + Penalty 3871.145504 = -52538.246940 nChanged 23 SP:Iteration 4Q (747.604512 sec): 3 clusters Score: Raw -56427.989564 + Penalty 3871.145504 = -52556.844060 nChanged 16 SP:Iteration 5Q (747.632933 sec): 3 clusters Score: Raw -56442.051648 + Penalty 3871.145504 = -52570.906144 nChanged 12 SP:Iteration 6Q (747.661621 sec): 3 clusters Score: Raw -56453.678125 + Penalty 3871.145504 = -52582.532621 nChanged 12 SP:Iteration 7Q (747.690208 sec): 3 clusters Score: Raw -56466.384206 + Penalty 3871.145504 = -52595.238702 nChanged 11 SP:Iteration 8Q (747.718954 sec): 3 clusters Score: Raw -56474.447267 + Penalty 3871.145504 = -52603.301763 nChanged 8 SP:Iteration 9Q (747.747535 sec): 3 clusters Score: Raw -56481.200448 + Penalty 3871.145504 = -52610.054944 nChanged 6 SP:Iteration 10Q (747.776065 sec): 3 clusters Score: Raw -56487.330302 + Penalty 3871.145504 = -52616.184798 nChanged 9 SP:Iteration 11Q (747.804165 sec): 3 clusters Score: Raw -56495.551536 + Penalty 3871.145504 = -52624.406032 nChanged 8 SP:Iteration 12Q (747.832259 sec): 3 clusters Score: Raw -56502.159826 + Penalty 3871.145504 = -52631.014322 nChanged 7 SP:Iteration 13Q (747.860330 sec): 3 clusters Score: Raw -56506.865910 + Penalty 3871.145504 = -52635.720406 nChanged 5 SP:Iteration 14Q (747.888357 sec): 3 clusters Score: Raw -56510.093873 + Penalty 3871.145504 = -52638.948369 nChanged 2 SP:Iteration 15Q (747.916534 sec): 3 clusters Score: Raw -56513.060406 + Penalty 3871.145504 = -52641.914902 nChanged 2 SP:Iteration 16Q (747.944816 sec): 3 clusters Score: Raw -56514.068120 + Penalty 3871.145504 = -52642.922616 nChanged 3 SP:Iteration 17Q (747.973067 sec): 3 clusters Score: Raw -56517.623930 + Penalty 3871.145504 = -52646.478426 nChanged 3 SP:Iteration 18Q (748.001273 sec): 3 clusters Score: Raw -56520.642126 + Penalty 3871.145504 = -52649.496622 nChanged 6 SP:Iteration 19Q (748.029396 sec): 3 clusters Score: Raw -56523.865435 + Penalty 3871.145504 = -52652.719931 nChanged 2 SP:Iteration 20F (748.057108 sec): 3 clusters Score: Raw -56525.299684 + Penalty 3871.145504 = -52654.154180 nChanged 1 SP:Iteration 21Q (748.085105 sec): 3 clusters Score: Raw -56526.058798 + Penalty 3871.145504 = -52654.913294 nChanged 2 SP:Iteration 22Q (748.113256 sec): 3 clusters Score: Raw -56526.910863 + Penalty 3871.145504 = -52655.765359 nChanged 1 SP:Iteration 23Q (748.141291 sec): 3 clusters Score: Raw -56527.102540 + Penalty 3871.145504 = -52655.957036 nChanged 0 SP:Iteration 24F (748.168992 sec): 3 clusters Score: Raw -56527.102540 + Penalty 3871.145504 = -52655.957036 nChanged 0 Trying to split cluster 6 (2878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (748.266827 sec): 2 clusters Score: Raw -109120.725745 + Penalty 2102.720634 = -107018.005111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (748.385673 sec): 3 clusters Score: Raw -107959.493917 + Penalty 4205.441269 = -103754.052649 nChanged 1000 SP:Iteration 1F (748.431652 sec): 3 clusters Score: Raw -108654.672744 + Penalty 4205.441269 = -104449.231476 nChanged 222 SP:Iteration 2F (748.471668 sec): 3 clusters Score: Raw -108825.183635 + Penalty 4205.441269 = -104619.742366 nChanged 109 SP:Iteration 3Q (748.512073 sec): 3 clusters Score: Raw -108907.826827 + Penalty 4205.441269 = -104702.385559 nChanged 91 SP:Iteration 4Q (748.552245 sec): 3 clusters Score: Raw -108979.758290 + Penalty 4205.441269 = -104774.317022 nChanged 67 SP:Iteration 5Q (748.592296 sec): 3 clusters Score: Raw -109019.129778 + Penalty 4205.441269 = -104813.688509 nChanged 50 SP:Iteration 6Q (748.696207 sec): 3 clusters Score: Raw -109049.081316 + Penalty 4205.441269 = -104843.640048 nChanged 34 SP:Iteration 7Q (748.738249 sec): 3 clusters Score: Raw -109067.698304 + Penalty 4205.441269 = -104862.257035 nChanged 30 SP:Iteration 8Q (748.780299 sec): 3 clusters Score: Raw -109081.456529 + Penalty 4205.441269 = -104876.015260 nChanged 23 SP:Iteration 9Q (748.820760 sec): 3 clusters Score: Raw -109093.550366 + Penalty 4205.441269 = -104888.109097 nChanged 26 SP:Iteration 10Q (748.861321 sec): 3 clusters Score: Raw -109105.310260 + Penalty 4205.441269 = -104899.868991 nChanged 17 SP:Iteration 11Q (748.901747 sec): 3 clusters Score: Raw -109111.828937 + Penalty 4205.441269 = -104906.387668 nChanged 11 SP:Iteration 12Q (748.943064 sec): 3 clusters Score: Raw -109117.093129 + Penalty 4205.441269 = -104911.651860 nChanged 10 SP:Iteration 13Q (748.985946 sec): 3 clusters Score: Raw -109121.342106 + Penalty 4205.441269 = -104915.900838 nChanged 6 SP:Iteration 14Q (749.029961 sec): 3 clusters Score: Raw -109125.268696 + Penalty 4205.441269 = -104919.827427 nChanged 7 SP:Iteration 15Q (749.072605 sec): 3 clusters Score: Raw -109129.858581 + Penalty 4205.441269 = -104924.417313 nChanged 4 SP:Iteration 16Q (749.115338 sec): 3 clusters Score: Raw -109132.310434 + Penalty 4205.441269 = -104926.869166 nChanged 5 SP:Iteration 17Q (749.156439 sec): 3 clusters Score: Raw -109134.509558 + Penalty 4205.441269 = -104929.068290 nChanged 6 SP:Iteration 18Q (749.197875 sec): 3 clusters Score: Raw -109138.757490 + Penalty 4205.441269 = -104933.316222 nChanged 11 SP:Iteration 19Q (749.238909 sec): 3 clusters Score: Raw -109143.627505 + Penalty 4205.441269 = -104938.186237 nChanged 5 SP:Iteration 20F (749.280620 sec): 3 clusters Score: Raw -109146.851243 + Penalty 4205.441269 = -104941.409974 nChanged 5 SP:Iteration 21Q (749.322618 sec): 3 clusters Score: Raw -109150.070376 + Penalty 4205.441269 = -104944.629107 nChanged 6 SP:Iteration 22Q (749.364701 sec): 3 clusters Score: Raw -109152.364917 + Penalty 4205.441269 = -104946.923648 nChanged 5 SP:Iteration 23Q (749.406449 sec): 3 clusters Score: Raw -109153.644240 + Penalty 4205.441269 = -104948.202971 nChanged 2 SP:Iteration 24Q (749.448492 sec): 3 clusters Score: Raw -109154.540095 + Penalty 4205.441269 = -104949.098826 nChanged 1 SP:Iteration 25Q (749.490644 sec): 3 clusters Score: Raw -109154.716119 + Penalty 4205.441269 = -104949.274851 nChanged 0 SP:Iteration 26F (749.532183 sec): 3 clusters Score: Raw -109154.716119 + Penalty 4205.441269 = -104949.274851 nChanged 0 Trying to split cluster 7 (4266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.576221 sec): 2 clusters Score: Raw -199585.243661 + Penalty 2206.626021 = -197378.617639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.622037 sec): 3 clusters Score: Raw -197652.599994 + Penalty 4413.252043 = -193239.347951 nChanged 1583 SP:Iteration 1F (749.756783 sec): 3 clusters Score: Raw -198690.878323 + Penalty 4413.252043 = -194277.626280 nChanged 324 SP:Iteration 2F (749.907323 sec): 3 clusters Score: Raw -198927.368802 + Penalty 4413.252043 = -194514.116759 nChanged 232 SP:Iteration 3F (749.950181 sec): 3 clusters Score: Raw -199110.769168 + Penalty 4413.252043 = -194697.517125 nChanged 162 SP:Iteration 4Q (749.995174 sec): 3 clusters Score: Raw -199248.842791 + Penalty 4413.252043 = -194835.590748 nChanged 172 SP:Iteration 5Q (750.041739 sec): 3 clusters Score: Raw -199386.945184 + Penalty 4413.252043 = -194973.693141 nChanged 157 SP:Iteration 6Q (750.090518 sec): 3 clusters Score: Raw -199522.787231 + Penalty 4413.252043 = -195109.535188 nChanged 151 SP:Iteration 7Q (750.139201 sec): 3 clusters Score: Raw -199664.593640 + Penalty 4413.252043 = -195251.341598 nChanged 153 SP:Iteration 8Q (750.187821 sec): 3 clusters Score: Raw -199844.626691 + Penalty 4413.252043 = -195431.374648 nChanged 194 SP:Iteration 9Q (750.238034 sec): 3 clusters Score: Raw -200075.308713 + Penalty 4413.252043 = -195662.056671 nChanged 200 SP:Iteration 10Q (750.287855 sec): 3 clusters Score: Raw -200383.237990 + Penalty 4413.252043 = -195969.985947 nChanged 178 SP:Iteration 11Q (750.337325 sec): 3 clusters Score: Raw -200650.769641 + Penalty 4413.252043 = -196237.517598 nChanged 143 SP:Iteration 12Q (750.386557 sec): 3 clusters Score: Raw -200789.018941 + Penalty 4413.252043 = -196375.766899 nChanged 94 SP:Iteration 13Q (750.435410 sec): 3 clusters Score: Raw -200848.268238 + Penalty 4413.252043 = -196435.016196 nChanged 53 SP:Iteration 14Q (750.483651 sec): 3 clusters Score: Raw -200872.521009 + Penalty 4413.252043 = -196459.268966 nChanged 30 SP:Iteration 15Q (750.531255 sec): 3 clusters Score: Raw -200885.171930 + Penalty 4413.252043 = -196471.919887 nChanged 17 SP:Iteration 16Q (750.576992 sec): 3 clusters Score: Raw -200890.923542 + Penalty 4413.252043 = -196477.671499 nChanged 12 SP:Iteration 17Q (750.622661 sec): 3 clusters Score: Raw -200895.560231 + Penalty 4413.252043 = -196482.308188 nChanged 8 SP:Iteration 18Q (750.668195 sec): 3 clusters Score: Raw -200898.675327 + Penalty 4413.252043 = -196485.423285 nChanged 4 SP:Iteration 19Q (750.714334 sec): 3 clusters Score: Raw -200900.379419 + Penalty 4413.252043 = -196487.127376 nChanged 4 SP:Iteration 20F (750.765221 sec): 3 clusters Score: Raw -200901.338642 + Penalty 4413.252043 = -196488.086599 nChanged 1 SP:Iteration 21Q (750.815156 sec): 3 clusters Score: Raw -200901.491852 + Penalty 4413.252043 = -196488.239810 nChanged 0 SP:Iteration 22F (750.862184 sec): 3 clusters Score: Raw -200901.491852 + Penalty 4413.252043 = -196488.239810 nChanged 0 Trying to split cluster 9 (2767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.902642 sec): 2 clusters Score: Raw -117728.174455 + Penalty 2092.337011 = -115635.837445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (751.034314 sec): 3 clusters Score: Raw -116599.844946 + Penalty 4184.674021 = -112415.170924 nChanged 939 SP:Iteration 1F (751.115897 sec): 3 clusters Score: Raw -117296.057124 + Penalty 4184.674021 = -113111.383102 nChanged 230 SP:Iteration 2F (751.158419 sec): 3 clusters Score: Raw -117508.077016 + Penalty 4184.674021 = -113323.402995 nChanged 155 SP:Iteration 3F (751.201797 sec): 3 clusters Score: Raw -117654.162430 + Penalty 4184.674021 = -113469.488408 nChanged 113 SP:Iteration 4Q (751.245962 sec): 3 clusters Score: Raw -117749.199738 + Penalty 4184.674021 = -113564.525717 nChanged 80 SP:Iteration 5Q (751.290271 sec): 3 clusters Score: Raw -117818.355893 + Penalty 4184.674021 = -113633.681871 nChanged 64 SP:Iteration 6Q (751.334555 sec): 3 clusters Score: Raw -117868.140106 + Penalty 4184.674021 = -113683.466085 nChanged 53 SP:Iteration 7Q (751.467121 sec): 3 clusters Score: Raw -117910.002826 + Penalty 4184.674021 = -113725.328805 nChanged 57 SP:Iteration 8Q (751.596144 sec): 3 clusters Score: Raw -117952.818131 + Penalty 4184.674021 = -113768.144109 nChanged 42 SP:Iteration 9Q (751.691373 sec): 3 clusters Score: Raw -117984.825268 + Penalty 4184.674021 = -113800.151247 nChanged 35 SP:Iteration 10Q (751.733268 sec): 3 clusters Score: Raw -118011.623530 + Penalty 4184.674021 = -113826.949508 nChanged 30 SP:Iteration 11Q (751.773800 sec): 3 clusters Score: Raw -118038.289507 + Penalty 4184.674021 = -113853.615485 nChanged 34 SP:Iteration 12Q (751.813333 sec): 3 clusters Score: Raw -118061.383589 + Penalty 4184.674021 = -113876.709567 nChanged 30 SP:Iteration 13Q (751.853196 sec): 3 clusters Score: Raw -118081.186547 + Penalty 4184.674021 = -113896.512526 nChanged 24 SP:Iteration 14Q (751.892475 sec): 3 clusters Score: Raw -118095.476205 + Penalty 4184.674021 = -113910.802184 nChanged 21 SP:Iteration 15Q (751.932717 sec): 3 clusters Score: Raw -118111.227707 + Penalty 4184.674021 = -113926.553686 nChanged 23 SP:Iteration 16Q (751.974494 sec): 3 clusters Score: Raw -118128.071389 + Penalty 4184.674021 = -113943.397368 nChanged 25 SP:Iteration 17Q (752.015815 sec): 3 clusters Score: Raw -118142.195051 + Penalty 4184.674021 = -113957.521030 nChanged 19 SP:Iteration 18Q (752.057066 sec): 3 clusters Score: Raw -118154.237866 + Penalty 4184.674021 = -113969.563844 nChanged 17 SP:Iteration 19Q (752.098519 sec): 3 clusters Score: Raw -118165.686357 + Penalty 4184.674021 = -113981.012336 nChanged 18 SP:Iteration 20F (752.139651 sec): 3 clusters Score: Raw -118177.649135 + Penalty 4184.674021 = -113992.975114 nChanged 26 SP:Iteration 21Q (752.180831 sec): 3 clusters Score: Raw -118198.949914 + Penalty 4184.674021 = -114014.275893 nChanged 28 SP:Iteration 22Q (752.221953 sec): 3 clusters Score: Raw -118217.608657 + Penalty 4184.674021 = -114032.934636 nChanged 23 SP:Iteration 23Q (752.262984 sec): 3 clusters Score: Raw -118233.984157 + Penalty 4184.674021 = -114049.310136 nChanged 25 SP:Iteration 24Q (752.303167 sec): 3 clusters Score: Raw -118249.610014 + Penalty 4184.674021 = -114064.935993 nChanged 20 SP:Iteration 25Q (752.342944 sec): 3 clusters Score: Raw -118263.495928 + Penalty 4184.674021 = -114078.821906 nChanged 21 SP:Iteration 26Q (752.382490 sec): 3 clusters Score: Raw -118277.310268 + Penalty 4184.674021 = -114092.636246 nChanged 15 SP:Iteration 27Q (752.422106 sec): 3 clusters Score: Raw -118288.375328 + Penalty 4184.674021 = -114103.701307 nChanged 13 SP:Iteration 28Q (752.461874 sec): 3 clusters Score: Raw -118295.992928 + Penalty 4184.674021 = -114111.318906 nChanged 11 SP:Iteration 29Q (752.502007 sec): 3 clusters Score: Raw -118305.727445 + Penalty 4184.674021 = -114121.053424 nChanged 9 SP:Iteration 30Q (752.542337 sec): 3 clusters Score: Raw -118311.225155 + Penalty 4184.674021 = -114126.551133 nChanged 7 SP:Iteration 31Q (752.582686 sec): 3 clusters Score: Raw -118316.655668 + Penalty 4184.674021 = -114131.981647 nChanged 8 SP:Iteration 32Q (752.622669 sec): 3 clusters Score: Raw -118322.008072 + Penalty 4184.674021 = -114137.334051 nChanged 9 SP:Iteration 33Q (752.664598 sec): 3 clusters Score: Raw -118329.750658 + Penalty 4184.674021 = -114145.076637 nChanged 9 SP:Iteration 34Q (752.706292 sec): 3 clusters Score: Raw -118335.417944 + Penalty 4184.674021 = -114150.743922 nChanged 5 SP:Iteration 35Q (752.747956 sec): 3 clusters Score: Raw -118337.573811 + Penalty 4184.674021 = -114152.899790 nChanged 1 SP:Iteration 36Q (752.789807 sec): 3 clusters Score: Raw -118337.992608 + Penalty 4184.674021 = -114153.318587 nChanged 2 SP:Iteration 37Q (752.830886 sec): 3 clusters Score: Raw -118339.036048 + Penalty 4184.674021 = -114154.362027 nChanged 3 SP:Iteration 38Q (752.870330 sec): 3 clusters Score: Raw -118339.871440 + Penalty 4184.674021 = -114155.197419 nChanged 3 SP:Iteration 39Q (753.017594 sec): 3 clusters Score: Raw -118340.396481 + Penalty 4184.674021 = -114155.722459 nChanged 0 SP:Iteration 40F (753.117301 sec): 3 clusters Score: Raw -118340.396481 + Penalty 4184.674021 = -114155.722459 nChanged 0 Trying to split cluster 10 (6524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.194850 sec): 2 clusters Score: Raw -324527.658059 + Penalty 2318.776142 = -322208.881917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.283279 sec): 3 clusters Score: Raw -321291.842315 + Penalty 4637.552285 = -316654.290030 nChanged 2609 SP:Iteration 1F (753.341022 sec): 3 clusters Score: Raw -322752.896523 + Penalty 4637.552285 = -318115.344238 nChanged 491 SP:Iteration 2F (753.392495 sec): 3 clusters Score: Raw -323036.210843 + Penalty 4637.552285 = -318398.658558 nChanged 344 SP:Iteration 3F (753.442351 sec): 3 clusters Score: Raw -323234.522313 + Penalty 4637.552285 = -318596.970028 nChanged 270 SP:Iteration 4Q (753.501596 sec): 3 clusters Score: Raw -323401.434998 + Penalty 4637.552285 = -318763.882713 nChanged 256 SP:Iteration 5Q (753.570205 sec): 3 clusters Score: Raw -323545.568393 + Penalty 4637.552285 = -318908.016109 nChanged 210 SP:Iteration 6Q (753.633497 sec): 3 clusters Score: Raw -323659.948389 + Penalty 4637.552285 = -319022.396104 nChanged 214 SP:Iteration 7Q (753.696464 sec): 3 clusters Score: Raw -323773.029497 + Penalty 4637.552285 = -319135.477212 nChanged 173 SP:Iteration 8Q (753.756292 sec): 3 clusters Score: Raw -323856.376441 + Penalty 4637.552285 = -319218.824157 nChanged 130 SP:Iteration 9Q (753.814138 sec): 3 clusters Score: Raw -323914.436857 + Penalty 4637.552285 = -319276.884572 nChanged 117 SP:Iteration 10Q (753.871943 sec): 3 clusters Score: Raw -323964.072854 + Penalty 4637.552285 = -319326.520569 nChanged 101 SP:Iteration 11Q (753.929674 sec): 3 clusters Score: Raw -324002.684111 + Penalty 4637.552285 = -319365.131827 nChanged 93 SP:Iteration 12Q (753.989700 sec): 3 clusters Score: Raw -324038.782506 + Penalty 4637.552285 = -319401.230222 nChanged 86 SP:Iteration 13Q (754.054198 sec): 3 clusters Score: Raw -324074.067487 + Penalty 4637.552285 = -319436.515202 nChanged 98 SP:Iteration 14Q (754.118799 sec): 3 clusters Score: Raw -324110.393447 + Penalty 4637.552285 = -319472.841162 nChanged 81 SP:Iteration 15Q (754.241419 sec): 3 clusters Score: Raw -324142.582315 + Penalty 4637.552285 = -319505.030031 nChanged 63 SP:Iteration 16Q (754.390672 sec): 3 clusters Score: Raw -324169.120171 + Penalty 4637.552285 = -319531.567886 nChanged 58 SP:Iteration 17Q (754.506166 sec): 3 clusters Score: Raw -324191.173223 + Penalty 4637.552285 = -319553.620938 nChanged 64 SP:Iteration 18Q (754.636302 sec): 3 clusters Score: Raw -324217.623454 + Penalty 4637.552285 = -319580.071169 nChanged 59 SP:Iteration 19Q (754.767311 sec): 3 clusters Score: Raw -324239.224609 + Penalty 4637.552285 = -319601.672324 nChanged 61 SP:Iteration 20F (754.885416 sec): 3 clusters Score: Raw -324262.057933 + Penalty 4637.552285 = -319624.505648 nChanged 56 SP:Iteration 21Q (755.018229 sec): 3 clusters Score: Raw -324278.914879 + Penalty 4637.552285 = -319641.362594 nChanged 40 SP:Iteration 22Q (755.073836 sec): 3 clusters Score: Raw -324291.532729 + Penalty 4637.552285 = -319653.980445 nChanged 44 SP:Iteration 23Q (755.131843 sec): 3 clusters Score: Raw -324306.254808 + Penalty 4637.552285 = -319668.702523 nChanged 45 SP:Iteration 24Q (755.189487 sec): 3 clusters Score: Raw -324323.727509 + Penalty 4637.552285 = -319686.175224 nChanged 57 SP:Iteration 25Q (755.248516 sec): 3 clusters Score: Raw -324345.180923 + Penalty 4637.552285 = -319707.628639 nChanged 49 SP:Iteration 26Q (755.310743 sec): 3 clusters Score: Raw -324363.625823 + Penalty 4637.552285 = -319726.073538 nChanged 48 SP:Iteration 27Q (755.376265 sec): 3 clusters Score: Raw -324390.329544 + Penalty 4637.552285 = -319752.777259 nChanged 58 SP:Iteration 28Q (755.559587 sec): 3 clusters Score: Raw -324416.858175 + Penalty 4637.552285 = -319779.305890 nChanged 62 SP:Iteration 29Q (755.698680 sec): 3 clusters Score: Raw -324441.438135 + Penalty 4637.552285 = -319803.885850 nChanged 50 SP:Iteration 30Q (755.833605 sec): 3 clusters Score: Raw -324464.632493 + Penalty 4637.552285 = -319827.080208 nChanged 50 SP:Iteration 31Q (755.903458 sec): 3 clusters Score: Raw -324483.074324 + Penalty 4637.552285 = -319845.522039 nChanged 46 SP:Iteration 32Q (755.991261 sec): 3 clusters Score: Raw -324500.766424 + Penalty 4637.552285 = -319863.214139 nChanged 48 SP:Iteration 33Q (756.054316 sec): 3 clusters Score: Raw -324519.376792 + Penalty 4637.552285 = -319881.824507 nChanged 40 SP:Iteration 34Q (756.107057 sec): 3 clusters Score: Raw -324536.419206 + Penalty 4637.552285 = -319898.866921 nChanged 42 SP:Iteration 35Q (756.158869 sec): 3 clusters Score: Raw -324556.333066 + Penalty 4637.552285 = -319918.780781 nChanged 48 SP:Iteration 36Q (756.210268 sec): 3 clusters Score: Raw -324577.545272 + Penalty 4637.552285 = -319939.992987 nChanged 53 SP:Iteration 37Q (756.264726 sec): 3 clusters Score: Raw -324599.133480 + Penalty 4637.552285 = -319961.581195 nChanged 40 SP:Iteration 38Q (756.336517 sec): 3 clusters Score: Raw -324615.796618 + Penalty 4637.552285 = -319978.244333 nChanged 36 SP:Iteration 39Q (756.410748 sec): 3 clusters Score: Raw -324630.900116 + Penalty 4637.552285 = -319993.347831 nChanged 35 SP:Iteration 40F (756.477516 sec): 3 clusters Score: Raw -324644.726944 + Penalty 4637.552285 = -320007.174659 nChanged 26 SP:Iteration 41Q (756.529323 sec): 3 clusters Score: Raw -324653.098274 + Penalty 4637.552285 = -320015.545989 nChanged 24 SP:Iteration 42Q (756.580618 sec): 3 clusters Score: Raw -324660.497880 + Penalty 4637.552285 = -320022.945595 nChanged 25 SP:Iteration 43Q (756.642060 sec): 3 clusters Score: Raw -324670.167530 + Penalty 4637.552285 = -320032.615246 nChanged 30 SP:Iteration 44Q (756.705263 sec): 3 clusters Score: Raw -324680.746908 + Penalty 4637.552285 = -320043.194623 nChanged 19 SP:Iteration 45Q (756.767403 sec): 3 clusters Score: Raw -324688.753966 + Penalty 4637.552285 = -320051.201681 nChanged 16 SP:Iteration 46Q (756.824156 sec): 3 clusters Score: Raw -324695.129356 + Penalty 4637.552285 = -320057.577071 nChanged 13 SP:Iteration 47Q (756.880819 sec): 3 clusters Score: Raw -324699.436513 + Penalty 4637.552285 = -320061.884228 nChanged 11 SP:Iteration 48Q (756.942660 sec): 3 clusters Score: Raw -324702.913906 + Penalty 4637.552285 = -320065.361621 nChanged 4 SP:Iteration 49Q (757.005235 sec): 3 clusters Score: Raw -324704.244511 + Penalty 4637.552285 = -320066.692226 nChanged 4 SP:Iteration 50Q (757.066531 sec): 3 clusters Score: Raw -324705.343466 + Penalty 4637.552285 = -320067.791181 nChanged 6 SP:Iteration 51Q (757.122896 sec): 3 clusters Score: Raw -324706.848886 + Penalty 4637.552285 = -320069.296601 nChanged 5 SP:Iteration 52Q (757.179299 sec): 3 clusters Score: Raw -324708.257031 + Penalty 4637.552285 = -320070.704746 nChanged 7 SP:Iteration 53Q (757.243792 sec): 3 clusters Score: Raw -324710.242804 + Penalty 4637.552285 = -320072.690520 nChanged 7 SP:Iteration 54Q (757.308152 sec): 3 clusters Score: Raw -324712.091389 + Penalty 4637.552285 = -320074.539105 nChanged 6 SP:Iteration 55Q (757.369856 sec): 3 clusters Score: Raw -324713.843865 + Penalty 4637.552285 = -320076.291580 nChanged 3 SP:Iteration 56Q (757.424701 sec): 3 clusters Score: Raw -324714.266312 + Penalty 4637.552285 = -320076.714027 nChanged 1 SP:Iteration 57Q (757.479703 sec): 3 clusters Score: Raw -324714.675936 + Penalty 4637.552285 = -320077.123651 nChanged 1 SP:Iteration 58Q (757.544170 sec): 3 clusters Score: Raw -324715.012361 + Penalty 4637.552285 = -320077.460076 nChanged 1 SP:Iteration 59Q (757.607886 sec): 3 clusters Score: Raw -324715.208466 + Penalty 4637.552285 = -320077.656181 nChanged 2 SP:Iteration 60F (757.747531 sec): 3 clusters Score: Raw -324715.531416 + Penalty 4637.552285 = -320077.979131 nChanged 0 Iteration 20F (758.127549 sec): 8 clusters Score: Raw -1023504.756136 + Penalty 18624.430237 = -1004880.325898 nChanged 141 Iteration 21Q (758.367358 sec): 8 clusters Score: Raw -1023550.081015 + Penalty 18624.430237 = -1004925.650778 nChanged 120 Iteration 22Q (758.604416 sec): 8 clusters Score: Raw -1023587.859061 + Penalty 18624.430237 = -1004963.428823 nChanged 103 Iteration 23Q (758.838557 sec): 8 clusters Score: Raw -1023618.961995 + Penalty 18624.430237 = -1004994.531758 nChanged 88 Iteration 24Q (759.074514 sec): 8 clusters Score: Raw -1023646.632004 + Penalty 18624.430237 = -1005022.201766 nChanged 69 Iteration 25Q (759.316625 sec): 8 clusters Score: Raw -1023666.518924 + Penalty 18624.430237 = -1005042.088686 nChanged 59 Iteration 26Q (759.552823 sec): 8 clusters Score: Raw -1023685.822052 + Penalty 18624.430237 = -1005061.391815 nChanged 65 Iteration 27Q (759.786053 sec): 8 clusters Score: Raw -1023706.104968 + Penalty 18624.430237 = -1005081.674731 nChanged 66 Iteration 28Q (760.021579 sec): 8 clusters Score: Raw -1023730.045636 + Penalty 18624.430237 = -1005105.615398 nChanged 72 Iteration 29Q (760.255456 sec): 8 clusters Score: Raw -1023757.762649 + Penalty 18624.430237 = -1005133.332411 nChanged 64 Iteration 30Q (760.493193 sec): 8 clusters Score: Raw -1023778.608488 + Penalty 18624.430237 = -1005154.178250 nChanged 51 Iteration 31Q (760.745329 sec): 8 clusters Score: Raw -1023797.071950 + Penalty 18624.430237 = -1005172.641713 nChanged 45 Iteration 32Q (760.990328 sec): 8 clusters Score: Raw -1023814.748800 + Penalty 18624.430237 = -1005190.318563 nChanged 51 Iteration 33Q (761.245384 sec): 8 clusters Score: Raw -1023831.073330 + Penalty 18624.430237 = -1005206.643092 nChanged 45 Iteration 34Q (761.524954 sec): 8 clusters Score: Raw -1023845.971743 + Penalty 18624.430237 = -1005221.541506 nChanged 41 Iteration 35Q (761.841483 sec): 8 clusters Score: Raw -1023858.934904 + Penalty 18624.430237 = -1005234.504667 nChanged 35 Iteration 36Q (762.076969 sec): 8 clusters Score: Raw -1023872.250420 + Penalty 18624.430237 = -1005247.820182 nChanged 34 Iteration 37Q (762.311148 sec): 8 clusters Score: Raw -1023882.852861 + Penalty 18624.430237 = -1005258.422623 nChanged 28 Iteration 38Q (762.544996 sec): 8 clusters Score: Raw -1023891.932558 + Penalty 18624.430237 = -1005267.502321 nChanged 35 Iteration 39Q (762.975708 sec): 8 clusters Score: Raw -1023904.307230 + Penalty 18624.430237 = -1005279.876993 nChanged 33 Iteration 40F (763.320176 sec): 8 clusters Score: Raw -1023914.976645 + Penalty 18624.430237 = -1005290.546408 nChanged 28 Iteration 41Q (763.745888 sec): 8 clusters Score: Raw -1023922.394288 + Penalty 18624.430237 = -1005297.964051 nChanged 14 Iteration 42Q (763.980763 sec): 8 clusters Score: Raw -1023926.212312 + Penalty 18624.430237 = -1005301.782075 nChanged 10 Iteration 43Q (764.213992 sec): 8 clusters Score: Raw -1023928.660728 + Penalty 18624.430237 = -1005304.230491 nChanged 11 Iteration 44Q (764.463792 sec): 8 clusters Score: Raw -1023932.102997 + Penalty 18624.430237 = -1005307.672760 nChanged 15 Iteration 45Q (764.701642 sec): 8 clusters Score: Raw -1023935.609758 + Penalty 18624.430237 = -1005311.179520 nChanged 14 Iteration 46Q (765.247396 sec): 8 clusters Score: Raw -1023939.480043 + Penalty 18624.430237 = -1005315.049806 nChanged 11 Iteration 47Q (765.479810 sec): 8 clusters Score: Raw -1023942.020025 + Penalty 18624.430237 = -1005317.589787 nChanged 12 Iteration 48Q (765.716772 sec): 8 clusters Score: Raw -1023945.979968 + Penalty 18624.430237 = -1005321.549731 nChanged 15 Iteration 49Q (765.949330 sec): 8 clusters Score: Raw -1023950.040430 + Penalty 18624.430237 = -1005325.610192 nChanged 11 Iteration 50Q (766.506487 sec): 8 clusters Score: Raw -1023952.555133 + Penalty 18624.430237 = -1005328.124895 nChanged 9 Iteration 51Q (767.044547 sec): 8 clusters Score: Raw -1023954.605759 + Penalty 18624.430237 = -1005330.175521 nChanged 7 Iteration 52Q (767.278517 sec): 8 clusters Score: Raw -1023955.867602 + Penalty 18624.430237 = -1005331.437364 nChanged 7 Iteration 53Q (767.515105 sec): 8 clusters Score: Raw -1023957.249351 + Penalty 18624.430237 = -1005332.819114 nChanged 6 Iteration 54Q (767.751178 sec): 8 clusters Score: Raw -1023958.782400 + Penalty 18624.430237 = -1005334.352163 nChanged 10 Iteration 55Q (768.184044 sec): 8 clusters Score: Raw -1023961.307924 + Penalty 18624.430237 = -1005336.877686 nChanged 6 Iteration 56Q (768.462931 sec): 8 clusters Score: Raw -1023962.385911 + Penalty 18624.430237 = -1005337.955673 nChanged 4 Iteration 57Q (768.730338 sec): 8 clusters Score: Raw -1023963.143141 + Penalty 18624.430237 = -1005338.712904 nChanged 3 Iteration 58Q (768.996040 sec): 8 clusters Score: Raw -1023963.880812 + Penalty 18624.430237 = -1005339.450575 nChanged 1 Writing temp clu file Because OldScore, -1005338.712904, is greater than current (better) Score,-1005339.450575 Compute initial score before splitting: Score: Raw -1023963.880812 + Penalty 18624.430237 = -1005339.450575 Trying to split cluster 2 (3289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (769.095907 sec): 2 clusters Score: Raw -141676.002561 + Penalty 2137.961455 = -139538.041105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (769.252670 sec): 3 clusters Score: Raw -140224.369754 + Penalty 4275.922911 = -135948.446843 nChanged 1180 SP:Iteration 1F (769.357830 sec): 3 clusters Score: Raw -141077.429744 + Penalty 4275.922911 = -136801.506833 nChanged 301 SP:Iteration 2F (769.468371 sec): 3 clusters Score: Raw -141306.536814 + Penalty 4275.922911 = -137030.613903 nChanged 164 SP:Iteration 3Q (769.581156 sec): 3 clusters Score: Raw -141432.715564 + Penalty 4275.922911 = -137156.792653 nChanged 126 SP:Iteration 4Q (769.695792 sec): 3 clusters Score: Raw -141545.998000 + Penalty 4275.922911 = -137270.075089 nChanged 120 SP:Iteration 5Q (769.753617 sec): 3 clusters Score: Raw -141655.523509 + Penalty 4275.922911 = -137379.600599 nChanged 116 SP:Iteration 6Q (769.796780 sec): 3 clusters Score: Raw -141765.173372 + Penalty 4275.922911 = -137489.250461 nChanged 103 SP:Iteration 7Q (769.840003 sec): 3 clusters Score: Raw -141846.070139 + Penalty 4275.922911 = -137570.147229 nChanged 90 SP:Iteration 8Q (769.882575 sec): 3 clusters Score: Raw -141907.111598 + Penalty 4275.922911 = -137631.188687 nChanged 88 SP:Iteration 9Q (769.925319 sec): 3 clusters Score: Raw -141970.886867 + Penalty 4275.922911 = -137694.963956 nChanged 78 SP:Iteration 10Q (769.967993 sec): 3 clusters Score: Raw -142034.919150 + Penalty 4275.922911 = -137758.996239 nChanged 78 SP:Iteration 11Q (770.012388 sec): 3 clusters Score: Raw -142098.596577 + Penalty 4275.922911 = -137822.673667 nChanged 76 SP:Iteration 12Q (770.057259 sec): 3 clusters Score: Raw -142156.534640 + Penalty 4275.922911 = -137880.611729 nChanged 52 SP:Iteration 13Q (770.101897 sec): 3 clusters Score: Raw -142195.127820 + Penalty 4275.922911 = -137919.204909 nChanged 43 SP:Iteration 14Q (770.146470 sec): 3 clusters Score: Raw -142222.674867 + Penalty 4275.922911 = -137946.751956 nChanged 33 SP:Iteration 15Q (770.189161 sec): 3 clusters Score: Raw -142241.291783 + Penalty 4275.922911 = -137965.368872 nChanged 20 SP:Iteration 16Q (770.231477 sec): 3 clusters Score: Raw -142251.462103 + Penalty 4275.922911 = -137975.539192 nChanged 18 SP:Iteration 17Q (770.281350 sec): 3 clusters Score: Raw -142259.989002 + Penalty 4275.922911 = -137984.066091 nChanged 11 SP:Iteration 18Q (770.323666 sec): 3 clusters Score: Raw -142267.293406 + Penalty 4275.922911 = -137991.370495 nChanged 14 SP:Iteration 19Q (770.368094 sec): 3 clusters Score: Raw -142276.777280 + Penalty 4275.922911 = -138000.854369 nChanged 11 SP:Iteration 20F (770.515288 sec): 3 clusters Score: Raw -142282.813515 + Penalty 4275.922911 = -138006.890605 nChanged 13 SP:Iteration 21Q (770.640214 sec): 3 clusters Score: Raw -142289.860674 + Penalty 4275.922911 = -138013.937764 nChanged 11 SP:Iteration 22Q (770.658339 sec): 3 clusters Score: Raw -142295.737249 + Penalty 4275.922911 = -138019.814338 nChanged 5 SP:Iteration 23Q (770.702607 sec): 3 clusters Score: Raw -142298.231528 + Penalty 4275.922911 = -138022.308617 nChanged 3 SP:Iteration 24Q (770.747106 sec): 3 clusters Score: Raw -142299.521593 + Penalty 4275.922911 = -138023.598682 nChanged 5 SP:Iteration 25Q (770.858366 sec): 3 clusters Score: Raw -142302.840042 + Penalty 4275.922911 = -138026.917131 nChanged 2 SP:Iteration 26Q (770.904553 sec): 3 clusters Score: Raw -142304.193426 + Penalty 4275.922911 = -138028.270515 nChanged 2 SP:Iteration 27Q (770.948434 sec): 3 clusters Score: Raw -142305.108335 + Penalty 4275.922911 = -138029.185425 nChanged 5 SP:Iteration 28Q (770.989041 sec): 3 clusters Score: Raw -142308.460972 + Penalty 4275.922911 = -138032.538061 nChanged 4 SP:Iteration 29Q (771.029804 sec): 3 clusters Score: Raw -142309.746193 + Penalty 4275.922911 = -138033.823282 nChanged 2 SP:Iteration 30Q (771.070652 sec): 3 clusters Score: Raw -142310.247692 + Penalty 4275.922911 = -138034.324781 nChanged 0 SP:Iteration 31F (771.113186 sec): 3 clusters Score: Raw -142310.247692 + Penalty 4275.922911 = -138034.324781 nChanged 0 Trying to split cluster 4 (2895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (771.155271 sec): 2 clusters Score: Raw -132074.105908 + Penalty 2104.275463 = -129969.830445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.200078 sec): 3 clusters Score: Raw -130899.513266 + Penalty 4208.550926 = -126690.962340 nChanged 947 SP:Iteration 1F (771.246669 sec): 3 clusters Score: Raw -131538.064124 + Penalty 4208.550926 = -127329.513198 nChanged 201 SP:Iteration 2F (771.293148 sec): 3 clusters Score: Raw -131680.616376 + Penalty 4208.550926 = -127472.065450 nChanged 111 SP:Iteration 3Q (771.339854 sec): 3 clusters Score: Raw -131749.321240 + Penalty 4208.550926 = -127540.770314 nChanged 76 SP:Iteration 4Q (771.386980 sec): 3 clusters Score: Raw -131799.725975 + Penalty 4208.550926 = -127591.175049 nChanged 63 SP:Iteration 5Q (771.431781 sec): 3 clusters Score: Raw -131844.258993 + Penalty 4208.550926 = -127635.708068 nChanged 61 SP:Iteration 6Q (771.471783 sec): 3 clusters Score: Raw -131886.939718 + Penalty 4208.550926 = -127678.388793 nChanged 61 SP:Iteration 7Q (771.511529 sec): 3 clusters Score: Raw -131936.532981 + Penalty 4208.550926 = -127727.982055 nChanged 53 SP:Iteration 8Q (771.551553 sec): 3 clusters Score: Raw -131982.979886 + Penalty 4208.550926 = -127774.428960 nChanged 59 SP:Iteration 9Q (771.591296 sec): 3 clusters Score: Raw -132024.314320 + Penalty 4208.550926 = -127815.763394 nChanged 51 SP:Iteration 10Q (771.631056 sec): 3 clusters Score: Raw -132068.200519 + Penalty 4208.550926 = -127859.649593 nChanged 57 SP:Iteration 11Q (771.673598 sec): 3 clusters Score: Raw -132116.693755 + Penalty 4208.550926 = -127908.142829 nChanged 61 SP:Iteration 12Q (771.716565 sec): 3 clusters Score: Raw -132178.358411 + Penalty 4208.550926 = -127969.807485 nChanged 88 SP:Iteration 13Q (771.842334 sec): 3 clusters Score: Raw -132261.083668 + Penalty 4208.550926 = -128052.532742 nChanged 92 SP:Iteration 14Q (771.960541 sec): 3 clusters Score: Raw -132343.401170 + Penalty 4208.550926 = -128134.850244 nChanged 74 SP:Iteration 15Q (772.082596 sec): 3 clusters Score: Raw -132407.305599 + Penalty 4208.550926 = -128198.754673 nChanged 70 SP:Iteration 16Q (772.205461 sec): 3 clusters Score: Raw -132479.910021 + Penalty 4208.550926 = -128271.359095 nChanged 66 SP:Iteration 17Q (772.301216 sec): 3 clusters Score: Raw -132553.273923 + Penalty 4208.550926 = -128344.722997 nChanged 69 SP:Iteration 18Q (772.414433 sec): 3 clusters Score: Raw -132624.416218 + Penalty 4208.550926 = -128415.865292 nChanged 51 SP:Iteration 19Q (772.542366 sec): 3 clusters Score: Raw -132673.321884 + Penalty 4208.550926 = -128464.770958 nChanged 53 SP:Iteration 20F (772.660326 sec): 3 clusters Score: Raw -132721.553034 + Penalty 4208.550926 = -128513.002108 nChanged 55 SP:Iteration 21Q (772.705191 sec): 3 clusters Score: Raw -132767.811749 + Penalty 4208.550926 = -128559.260823 nChanged 35 SP:Iteration 22Q (772.747055 sec): 3 clusters Score: Raw -132793.114623 + Penalty 4208.550926 = -128584.563697 nChanged 39 SP:Iteration 23Q (772.788239 sec): 3 clusters Score: Raw -132822.572486 + Penalty 4208.550926 = -128614.021560 nChanged 29 SP:Iteration 24Q (772.829587 sec): 3 clusters Score: Raw -132846.991641 + Penalty 4208.550926 = -128638.440715 nChanged 32 SP:Iteration 25Q (772.870599 sec): 3 clusters Score: Raw -132876.645050 + Penalty 4208.550926 = -128668.094124 nChanged 40 SP:Iteration 26Q (772.911764 sec): 3 clusters Score: Raw -132913.086075 + Penalty 4208.550926 = -128704.535149 nChanged 43 SP:Iteration 27Q (772.953419 sec): 3 clusters Score: Raw -132951.867015 + Penalty 4208.550926 = -128743.316089 nChanged 30 SP:Iteration 28Q (772.994675 sec): 3 clusters Score: Raw -132974.614128 + Penalty 4208.550926 = -128766.063203 nChanged 30 SP:Iteration 29Q (773.035905 sec): 3 clusters Score: Raw -132999.745990 + Penalty 4208.550926 = -128791.195065 nChanged 27 SP:Iteration 30Q (773.101561 sec): 3 clusters Score: Raw -133019.935655 + Penalty 4208.550926 = -128811.384730 nChanged 20 SP:Iteration 31Q (773.141452 sec): 3 clusters Score: Raw -133034.305898 + Penalty 4208.550926 = -128825.754972 nChanged 16 SP:Iteration 32Q (773.182192 sec): 3 clusters Score: Raw -133045.119261 + Penalty 4208.550926 = -128836.568335 nChanged 12 SP:Iteration 33Q (773.222429 sec): 3 clusters Score: Raw -133051.344484 + Penalty 4208.550926 = -128842.793559 nChanged 3 SP:Iteration 34Q (773.262579 sec): 3 clusters Score: Raw -133052.976351 + Penalty 4208.550926 = -128844.425425 nChanged 2 SP:Iteration 35Q (773.302474 sec): 3 clusters Score: Raw -133054.232986 + Penalty 4208.550926 = -128845.682060 nChanged 3 SP:Iteration 36Q (773.341906 sec): 3 clusters Score: Raw -133055.692883 + Penalty 4208.550926 = -128847.141957 nChanged 3 SP:Iteration 37Q (773.381960 sec): 3 clusters Score: Raw -133056.904938 + Penalty 4208.550926 = -128848.354012 nChanged 2 SP:Iteration 38Q (773.423733 sec): 3 clusters Score: Raw -133057.744779 + Penalty 4208.550926 = -128849.193853 nChanged 0 SP:Iteration 39F (773.468746 sec): 3 clusters Score: Raw -133057.744779 + Penalty 4208.550926 = -128849.193853 nChanged 0 Trying to split cluster 5 (1466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (773.508483 sec): 2 clusters Score: Raw -53947.183149 + Penalty 1924.637321 = -52022.545828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (773.537006 sec): 3 clusters Score: Raw -53514.213305 + Penalty 3849.274642 = -49664.938663 nChanged 442 SP:Iteration 1F (773.564777 sec): 3 clusters Score: Raw -53924.007940 + Penalty 3849.274642 = -50074.733298 nChanged 100 SP:Iteration 2F (773.592625 sec): 3 clusters Score: Raw -54022.978501 + Penalty 3849.274642 = -50173.703859 nChanged 50 SP:Iteration 3Q (773.620802 sec): 3 clusters Score: Raw -54076.668743 + Penalty 3849.274642 = -50227.394101 nChanged 33 SP:Iteration 4Q (773.651703 sec): 3 clusters Score: Raw -54111.070599 + Penalty 3849.274642 = -50261.795957 nChanged 23 SP:Iteration 5Q (773.679671 sec): 3 clusters Score: Raw -54131.164886 + Penalty 3849.274642 = -50281.890244 nChanged 24 SP:Iteration 6Q (773.708746 sec): 3 clusters Score: Raw -54153.101143 + Penalty 3849.274642 = -50303.826501 nChanged 14 SP:Iteration 7Q (773.736777 sec): 3 clusters Score: Raw -54167.887951 + Penalty 3849.274642 = -50318.613309 nChanged 21 SP:Iteration 8Q (773.855434 sec): 3 clusters Score: Raw -54189.843035 + Penalty 3849.274642 = -50340.568393 nChanged 19 SP:Iteration 9Q (773.975257 sec): 3 clusters Score: Raw -54212.516691 + Penalty 3849.274642 = -50363.242049 nChanged 17 SP:Iteration 10Q (774.052958 sec): 3 clusters Score: Raw -54228.183735 + Penalty 3849.274642 = -50378.909093 nChanged 13 SP:Iteration 11Q (774.080199 sec): 3 clusters Score: Raw -54241.695295 + Penalty 3849.274642 = -50392.420653 nChanged 8 SP:Iteration 12Q (774.107322 sec): 3 clusters Score: Raw -54249.385292 + Penalty 3849.274642 = -50400.110650 nChanged 6 SP:Iteration 13Q (774.134857 sec): 3 clusters Score: Raw -54254.946823 + Penalty 3849.274642 = -50405.672182 nChanged 3 SP:Iteration 14Q (774.162011 sec): 3 clusters Score: Raw -54257.605752 + Penalty 3849.274642 = -50408.331110 nChanged 4 SP:Iteration 15Q (774.295130 sec): 3 clusters Score: Raw -54261.275744 + Penalty 3849.274642 = -50412.001102 nChanged 4 SP:Iteration 16Q (774.341132 sec): 3 clusters Score: Raw -54264.926884 + Penalty 3849.274642 = -50415.652242 nChanged 3 SP:Iteration 17Q (774.368742 sec): 3 clusters Score: Raw -54269.925897 + Penalty 3849.274642 = -50420.651255 nChanged 7 SP:Iteration 18Q (774.396100 sec): 3 clusters Score: Raw -54274.601015 + Penalty 3849.274642 = -50425.326373 nChanged 6 SP:Iteration 19Q (774.423647 sec): 3 clusters Score: Raw -54279.809473 + Penalty 3849.274642 = -50430.534831 nChanged 4 SP:Iteration 20F (774.451146 sec): 3 clusters Score: Raw -54281.952266 + Penalty 3849.274642 = -50432.677624 nChanged 3 SP:Iteration 21Q (774.478794 sec): 3 clusters Score: Raw -54284.995903 + Penalty 3849.274642 = -50435.721261 nChanged 2 SP:Iteration 22Q (774.506485 sec): 3 clusters Score: Raw -54286.323319 + Penalty 3849.274642 = -50437.048677 nChanged 0 SP:Iteration 23F (774.533841 sec): 3 clusters Score: Raw -54286.323319 + Penalty 3849.274642 = -50437.048677 nChanged 0 Trying to split cluster 6 (2769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (774.574742 sec): 2 clusters Score: Raw -104552.580069 + Penalty 2092.527762 = -102460.052306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (774.617973 sec): 3 clusters Score: Raw -103440.406769 + Penalty 4185.055524 = -99255.351245 nChanged 929 SP:Iteration 1F (774.662826 sec): 3 clusters Score: Raw -104093.127385 + Penalty 4185.055524 = -99908.071861 nChanged 211 SP:Iteration 2F (774.707367 sec): 3 clusters Score: Raw -104260.986303 + Penalty 4185.055524 = -100075.930779 nChanged 127 SP:Iteration 3Q (774.751012 sec): 3 clusters Score: Raw -104363.281452 + Penalty 4185.055524 = -100178.225927 nChanged 80 SP:Iteration 4Q (774.790782 sec): 3 clusters Score: Raw -104424.272658 + Penalty 4185.055524 = -100239.217134 nChanged 64 SP:Iteration 5Q (774.830285 sec): 3 clusters Score: Raw -104470.138253 + Penalty 4185.055524 = -100285.082729 nChanged 48 SP:Iteration 6Q (774.869697 sec): 3 clusters Score: Raw -104499.438219 + Penalty 4185.055524 = -100314.382695 nChanged 37 SP:Iteration 7Q (774.909260 sec): 3 clusters Score: Raw -104524.493366 + Penalty 4185.055524 = -100339.437842 nChanged 38 SP:Iteration 8Q (774.948790 sec): 3 clusters Score: Raw -104548.298312 + Penalty 4185.055524 = -100363.242787 nChanged 31 SP:Iteration 9Q (774.990246 sec): 3 clusters Score: Raw -104571.441701 + Penalty 4185.055524 = -100386.386176 nChanged 24 SP:Iteration 10Q (775.032510 sec): 3 clusters Score: Raw -104586.732638 + Penalty 4185.055524 = -100401.677113 nChanged 20 SP:Iteration 11Q (775.074955 sec): 3 clusters Score: Raw -104596.262565 + Penalty 4185.055524 = -100411.207041 nChanged 17 SP:Iteration 12Q (775.116122 sec): 3 clusters Score: Raw -104604.666752 + Penalty 4185.055524 = -100419.611228 nChanged 13 SP:Iteration 13Q (775.156857 sec): 3 clusters Score: Raw -104609.268274 + Penalty 4185.055524 = -100424.212749 nChanged 11 SP:Iteration 14Q (775.313613 sec): 3 clusters Score: Raw -104615.406115 + Penalty 4185.055524 = -100430.350590 nChanged 11 SP:Iteration 15Q (775.431142 sec): 3 clusters Score: Raw -104623.824333 + Penalty 4185.055524 = -100438.768809 nChanged 13 SP:Iteration 16Q (775.446353 sec): 3 clusters Score: Raw -104631.803532 + Penalty 4185.055524 = -100446.748007 nChanged 12 SP:Iteration 17Q (775.490218 sec): 3 clusters Score: Raw -104639.731328 + Penalty 4185.055524 = -100454.675804 nChanged 10 SP:Iteration 18Q (775.534458 sec): 3 clusters Score: Raw -104645.902314 + Penalty 4185.055524 = -100460.846790 nChanged 8 SP:Iteration 19Q (775.579219 sec): 3 clusters Score: Raw -104649.528580 + Penalty 4185.055524 = -100464.473056 nChanged 5 SP:Iteration 20F (775.623692 sec): 3 clusters Score: Raw -104651.564371 + Penalty 4185.055524 = -100466.508847 nChanged 5 SP:Iteration 21Q (775.668403 sec): 3 clusters Score: Raw -104654.547726 + Penalty 4185.055524 = -100469.492202 nChanged 5 SP:Iteration 22Q (775.712953 sec): 3 clusters Score: Raw -104656.775370 + Penalty 4185.055524 = -100471.719845 nChanged 4 SP:Iteration 23Q (775.752874 sec): 3 clusters Score: Raw -104658.700733 + Penalty 4185.055524 = -100473.645209 nChanged 2 SP:Iteration 24Q (775.829418 sec): 3 clusters Score: Raw -104659.111961 + Penalty 4185.055524 = -100474.056437 nChanged 2 SP:Iteration 25Q (775.868623 sec): 3 clusters Score: Raw -104659.585274 + Penalty 4185.055524 = -100474.529750 nChanged 1 SP:Iteration 26Q (775.908757 sec): 3 clusters Score: Raw -104659.728184 + Penalty 4185.055524 = -100474.672659 nChanged 0 SP:Iteration 27F (775.948720 sec): 3 clusters Score: Raw -104659.728184 + Penalty 4185.055524 = -100474.672659 nChanged 0 Trying to split cluster 7 (4259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (775.991675 sec): 2 clusters Score: Raw -198629.302652 + Penalty 2206.192473 = -196423.110179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (776.040727 sec): 3 clusters Score: Raw -196615.083055 + Penalty 4412.384946 = -192202.698110 nChanged 1536 SP:Iteration 1F (776.101882 sec): 3 clusters Score: Raw -197629.804274 + Penalty 4412.384946 = -193217.419329 nChanged 370 SP:Iteration 2F (776.159463 sec): 3 clusters Score: Raw -197952.139708 + Penalty 4412.384946 = -193539.754762 nChanged 297 SP:Iteration 3F (776.202121 sec): 3 clusters Score: Raw -198258.993980 + Penalty 4412.384946 = -193846.609035 nChanged 249 SP:Iteration 4F (776.244547 sec): 3 clusters Score: Raw -198571.955387 + Penalty 4412.384946 = -194159.570441 nChanged 246 SP:Iteration 5F (776.287636 sec): 3 clusters Score: Raw -198939.347025 + Penalty 4412.384946 = -194526.962079 nChanged 250 SP:Iteration 6F (776.334676 sec): 3 clusters Score: Raw -199319.289305 + Penalty 4412.384946 = -194906.904359 nChanged 249 SP:Iteration 7F (776.386014 sec): 3 clusters Score: Raw -199640.992759 + Penalty 4412.384946 = -195228.607814 nChanged 200 SP:Iteration 8Q (776.436870 sec): 3 clusters Score: Raw -199836.691828 + Penalty 4412.384946 = -195424.306883 nChanged 137 SP:Iteration 9Q (776.486826 sec): 3 clusters Score: Raw -199959.907973 + Penalty 4412.384946 = -195547.523027 nChanged 103 SP:Iteration 10Q (776.533846 sec): 3 clusters Score: Raw -200051.374727 + Penalty 4412.384946 = -195638.989781 nChanged 77 SP:Iteration 11Q (776.580518 sec): 3 clusters Score: Raw -200108.139571 + Penalty 4412.384946 = -195695.754625 nChanged 52 SP:Iteration 12Q (776.627145 sec): 3 clusters Score: Raw -200146.329954 + Penalty 4412.384946 = -195733.945008 nChanged 42 SP:Iteration 13Q (776.675630 sec): 3 clusters Score: Raw -200184.112716 + Penalty 4412.384946 = -195771.727770 nChanged 56 SP:Iteration 14Q (776.724176 sec): 3 clusters Score: Raw -200234.854368 + Penalty 4412.384946 = -195822.469422 nChanged 55 SP:Iteration 15Q (776.772732 sec): 3 clusters Score: Raw -200287.971755 + Penalty 4412.384946 = -195875.586810 nChanged 44 SP:Iteration 16Q (776.935982 sec): 3 clusters Score: Raw -200339.981442 + Penalty 4412.384946 = -195927.596496 nChanged 43 SP:Iteration 17Q (777.072023 sec): 3 clusters Score: Raw -200391.863874 + Penalty 4412.384946 = -195979.478929 nChanged 33 SP:Iteration 18Q (777.227635 sec): 3 clusters Score: Raw -200419.793443 + Penalty 4412.384946 = -196007.408497 nChanged 24 SP:Iteration 19Q (777.272228 sec): 3 clusters Score: Raw -200438.749513 + Penalty 4412.384946 = -196026.364568 nChanged 21 SP:Iteration 20F (777.382328 sec): 3 clusters Score: Raw -200455.480567 + Penalty 4412.384946 = -196043.095622 nChanged 18 SP:Iteration 21Q (777.435273 sec): 3 clusters Score: Raw -200468.656182 + Penalty 4412.384946 = -196056.271237 nChanged 15 SP:Iteration 22Q (777.476487 sec): 3 clusters Score: Raw -200478.760374 + Penalty 4412.384946 = -196066.375429 nChanged 11 SP:Iteration 23Q (777.517698 sec): 3 clusters Score: Raw -200484.869705 + Penalty 4412.384946 = -196072.484759 nChanged 3 SP:Iteration 24Q (777.559107 sec): 3 clusters Score: Raw -200486.016323 + Penalty 4412.384946 = -196073.631377 nChanged 3 SP:Iteration 25Q (777.605018 sec): 3 clusters Score: Raw -200487.301427 + Penalty 4412.384946 = -196074.916481 nChanged 4 SP:Iteration 26Q (777.653775 sec): 3 clusters Score: Raw -200489.130277 + Penalty 4412.384946 = -196076.745331 nChanged 2 SP:Iteration 27Q (777.701425 sec): 3 clusters Score: Raw -200490.590344 + Penalty 4412.384946 = -196078.205399 nChanged 4 SP:Iteration 28Q (777.749192 sec): 3 clusters Score: Raw -200493.488271 + Penalty 4412.384946 = -196081.103325 nChanged 2 SP:Iteration 29Q (777.792443 sec): 3 clusters Score: Raw -200494.328354 + Penalty 4412.384946 = -196081.943409 nChanged 1 SP:Iteration 30Q (777.836106 sec): 3 clusters Score: Raw -200494.746002 + Penalty 4412.384946 = -196082.361056 nChanged 0 SP:Iteration 31F (777.953261 sec): 3 clusters Score: Raw -200494.746002 + Penalty 4412.384946 = -196082.361056 nChanged 0 Trying to split cluster 9 (2433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (777.996717 sec): 2 clusters Score: Raw -104126.347128 + Penalty 2058.376410 = -102067.970718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (778.040230 sec): 3 clusters Score: Raw -103188.043817 + Penalty 4116.752821 = -99071.290996 nChanged 807 SP:Iteration 1F (778.096133 sec): 3 clusters Score: Raw -103794.305711 + Penalty 4116.752821 = -99677.552890 nChanged 206 SP:Iteration 2F (778.138429 sec): 3 clusters Score: Raw -103989.486139 + Penalty 4116.752821 = -99872.733318 nChanged 134 SP:Iteration 3F (778.180292 sec): 3 clusters Score: Raw -104107.714281 + Penalty 4116.752821 = -99990.961460 nChanged 84 SP:Iteration 4Q (778.219177 sec): 3 clusters Score: Raw -104188.986147 + Penalty 4116.752821 = -100072.233326 nChanged 66 SP:Iteration 5Q (778.257642 sec): 3 clusters Score: Raw -104244.503210 + Penalty 4116.752821 = -100127.750389 nChanged 57 SP:Iteration 6Q (778.376545 sec): 3 clusters Score: Raw -104290.550203 + Penalty 4116.752821 = -100173.797382 nChanged 55 SP:Iteration 7Q (778.459119 sec): 3 clusters Score: Raw -104338.758969 + Penalty 4116.752821 = -100222.006148 nChanged 57 SP:Iteration 8Q (778.497785 sec): 3 clusters Score: Raw -104384.655814 + Penalty 4116.752821 = -100267.902993 nChanged 41 SP:Iteration 9Q (778.535042 sec): 3 clusters Score: Raw -104415.515245 + Penalty 4116.752821 = -100298.762424 nChanged 37 SP:Iteration 10Q (778.573847 sec): 3 clusters Score: Raw -104442.786641 + Penalty 4116.752821 = -100326.033820 nChanged 37 SP:Iteration 11Q (778.612629 sec): 3 clusters Score: Raw -104469.860002 + Penalty 4116.752821 = -100353.107181 nChanged 29 SP:Iteration 12Q (778.676612 sec): 3 clusters Score: Raw -104493.041500 + Penalty 4116.752821 = -100376.288679 nChanged 27 SP:Iteration 13Q (778.715230 sec): 3 clusters Score: Raw -104519.313185 + Penalty 4116.752821 = -100402.560364 nChanged 29 SP:Iteration 14Q (778.837929 sec): 3 clusters Score: Raw -104543.531772 + Penalty 4116.752821 = -100426.778951 nChanged 28 SP:Iteration 15Q (778.946130 sec): 3 clusters Score: Raw -104568.861301 + Penalty 4116.752821 = -100452.108480 nChanged 28 SP:Iteration 16Q (779.064326 sec): 3 clusters Score: Raw -104593.649407 + Penalty 4116.752821 = -100476.896586 nChanged 17 SP:Iteration 17Q (779.181113 sec): 3 clusters Score: Raw -104609.910256 + Penalty 4116.752821 = -100493.157435 nChanged 18 SP:Iteration 18Q (779.218710 sec): 3 clusters Score: Raw -104621.781356 + Penalty 4116.752821 = -100505.028535 nChanged 15 SP:Iteration 19Q (779.354216 sec): 3 clusters Score: Raw -104631.886355 + Penalty 4116.752821 = -100515.133534 nChanged 11 SP:Iteration 20F (779.393170 sec): 3 clusters Score: Raw -104643.577600 + Penalty 4116.752821 = -100526.824779 nChanged 17 SP:Iteration 21Q (779.432116 sec): 3 clusters Score: Raw -104652.388667 + Penalty 4116.752821 = -100535.635846 nChanged 12 SP:Iteration 22Q (779.471079 sec): 3 clusters Score: Raw -104661.331504 + Penalty 4116.752821 = -100544.578683 nChanged 11 SP:Iteration 23Q (779.508856 sec): 3 clusters Score: Raw -104670.139060 + Penalty 4116.752821 = -100553.386239 nChanged 7 SP:Iteration 24Q (779.547675 sec): 3 clusters Score: Raw -104674.718790 + Penalty 4116.752821 = -100557.965969 nChanged 9 SP:Iteration 25Q (779.667897 sec): 3 clusters Score: Raw -104681.776097 + Penalty 4116.752821 = -100565.023276 nChanged 11 SP:Iteration 26Q (779.796458 sec): 3 clusters Score: Raw -104688.016114 + Penalty 4116.752821 = -100571.263294 nChanged 4 SP:Iteration 27Q (779.920922 sec): 3 clusters Score: Raw -104690.159256 + Penalty 4116.752821 = -100573.406435 nChanged 1 SP:Iteration 28Q (780.008155 sec): 3 clusters Score: Raw -104691.171626 + Penalty 4116.752821 = -100574.418805 nChanged 6 SP:Iteration 29Q (780.061177 sec): 3 clusters Score: Raw -104695.422721 + Penalty 4116.752821 = -100578.669900 nChanged 3 SP:Iteration 30Q (780.099797 sec): 3 clusters Score: Raw -104698.120169 + Penalty 4116.752821 = -100581.367348 nChanged 7 SP:Iteration 31Q (780.138191 sec): 3 clusters Score: Raw -104702.536693 + Penalty 4116.752821 = -100585.783872 nChanged 7 SP:Iteration 32Q (780.181368 sec): 3 clusters Score: Raw -104705.973892 + Penalty 4116.752821 = -100589.221071 nChanged 6 SP:Iteration 33Q (780.219918 sec): 3 clusters Score: Raw -104710.815815 + Penalty 4116.752821 = -100594.062994 nChanged 2 SP:Iteration 34Q (780.258454 sec): 3 clusters Score: Raw -104711.743958 + Penalty 4116.752821 = -100594.991137 nChanged 3 SP:Iteration 35Q (780.301532 sec): 3 clusters Score: Raw -104713.339335 + Penalty 4116.752821 = -100596.586515 nChanged 1 SP:Iteration 36Q (780.340413 sec): 3 clusters Score: Raw -104713.701411 + Penalty 4116.752821 = -100596.948590 nChanged 0 SP:Iteration 37F (780.379042 sec): 3 clusters Score: Raw -104713.701411 + Penalty 4116.752821 = -100596.948590 nChanged 0 Trying to split cluster 10 (6706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (780.431089 sec): 2 clusters Score: Raw -332991.658373 + Penalty 2326.040093 = -330665.618280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (780.510360 sec): 3 clusters Score: Raw -329583.099705 + Penalty 4652.080185 = -324931.019520 nChanged 2654 SP:Iteration 1F (780.673351 sec): 3 clusters Score: Raw -331065.314488 + Penalty 4652.080185 = -326413.234302 nChanged 508 SP:Iteration 2F (780.725711 sec): 3 clusters Score: Raw -331362.453658 + Penalty 4652.080185 = -326710.373473 nChanged 382 SP:Iteration 3F (780.789107 sec): 3 clusters Score: Raw -331620.082529 + Penalty 4652.080185 = -326968.002343 nChanged 349 SP:Iteration 4F (780.844224 sec): 3 clusters Score: Raw -331854.021695 + Penalty 4652.080185 = -327201.941510 nChanged 291 SP:Iteration 5Q (780.933707 sec): 3 clusters Score: Raw -332065.719054 + Penalty 4652.080185 = -327413.638869 nChanged 279 SP:Iteration 6Q (781.097594 sec): 3 clusters Score: Raw -332240.621275 + Penalty 4652.080185 = -327588.541089 nChanged 249 SP:Iteration 7Q (781.224589 sec): 3 clusters Score: Raw -332369.832604 + Penalty 4652.080185 = -327717.752418 nChanged 189 SP:Iteration 8Q (781.281335 sec): 3 clusters Score: Raw -332460.040728 + Penalty 4652.080185 = -327807.960543 nChanged 160 SP:Iteration 9Q (781.338562 sec): 3 clusters Score: Raw -332543.256089 + Penalty 4652.080185 = -327891.175903 nChanged 164 SP:Iteration 10Q (781.415285 sec): 3 clusters Score: Raw -332612.620871 + Penalty 4652.080185 = -327960.540685 nChanged 147 SP:Iteration 11Q (781.474195 sec): 3 clusters Score: Raw -332673.395439 + Penalty 4652.080185 = -328021.315253 nChanged 104 SP:Iteration 12Q (781.559201 sec): 3 clusters Score: Raw -332711.710224 + Penalty 4652.080185 = -328059.630038 nChanged 86 SP:Iteration 13Q (781.625456 sec): 3 clusters Score: Raw -332744.021307 + Penalty 4652.080185 = -328091.941122 nChanged 87 SP:Iteration 14Q (781.704251 sec): 3 clusters Score: Raw -332775.582624 + Penalty 4652.080185 = -328123.502438 nChanged 69 SP:Iteration 15Q (781.762844 sec): 3 clusters Score: Raw -332799.833611 + Penalty 4652.080185 = -328147.753426 nChanged 69 SP:Iteration 16Q (781.834792 sec): 3 clusters Score: Raw -332821.469524 + Penalty 4652.080185 = -328169.389338 nChanged 59 SP:Iteration 17Q (781.917195 sec): 3 clusters Score: Raw -332842.497941 + Penalty 4652.080185 = -328190.417755 nChanged 53 SP:Iteration 18Q (781.974030 sec): 3 clusters Score: Raw -332861.998980 + Penalty 4652.080185 = -328209.918795 nChanged 52 SP:Iteration 19Q (782.056379 sec): 3 clusters Score: Raw -332882.326509 + Penalty 4652.080185 = -328230.246323 nChanged 60 SP:Iteration 20F (782.116040 sec): 3 clusters Score: Raw -332904.247482 + Penalty 4652.080185 = -328252.167296 nChanged 53 SP:Iteration 21Q (782.175899 sec): 3 clusters Score: Raw -332924.994888 + Penalty 4652.080185 = -328272.914703 nChanged 53 SP:Iteration 22Q (782.235635 sec): 3 clusters Score: Raw -332945.837331 + Penalty 4652.080185 = -328293.757146 nChanged 52 SP:Iteration 23Q (782.295284 sec): 3 clusters Score: Raw -332965.179244 + Penalty 4652.080185 = -328313.099059 nChanged 54 SP:Iteration 24Q (782.354952 sec): 3 clusters Score: Raw -332985.007333 + Penalty 4652.080185 = -328332.927147 nChanged 55 SP:Iteration 25Q (782.414967 sec): 3 clusters Score: Raw -333000.357804 + Penalty 4652.080185 = -328348.277619 nChanged 46 SP:Iteration 26Q (782.475966 sec): 3 clusters Score: Raw -333016.858067 + Penalty 4652.080185 = -328364.777881 nChanged 54 SP:Iteration 27Q (782.541496 sec): 3 clusters Score: Raw -333037.794401 + Penalty 4652.080185 = -328385.714215 nChanged 62 SP:Iteration 28Q (782.619259 sec): 3 clusters Score: Raw -333059.372528 + Penalty 4652.080185 = -328407.292342 nChanged 56 SP:Iteration 29Q (782.681645 sec): 3 clusters Score: Raw -333080.848503 + Penalty 4652.080185 = -328428.768317 nChanged 55 SP:Iteration 30Q (782.739196 sec): 3 clusters Score: Raw -333098.956519 + Penalty 4652.080185 = -328446.876334 nChanged 49 SP:Iteration 31Q (782.796666 sec): 3 clusters Score: Raw -333117.139467 + Penalty 4652.080185 = -328465.059281 nChanged 41 SP:Iteration 32Q (782.933081 sec): 3 clusters Score: Raw -333132.851324 + Penalty 4652.080185 = -328480.771139 nChanged 37 SP:Iteration 33Q (782.985130 sec): 3 clusters Score: Raw -333147.032964 + Penalty 4652.080185 = -328494.952778 nChanged 50 SP:Iteration 34Q (783.090328 sec): 3 clusters Score: Raw -333164.271199 + Penalty 4652.080185 = -328512.191013 nChanged 40 SP:Iteration 35Q (783.151665 sec): 3 clusters Score: Raw -333180.715285 + Penalty 4652.080185 = -328528.635100 nChanged 44 SP:Iteration 36Q (783.233407 sec): 3 clusters Score: Raw -333198.890437 + Penalty 4652.080185 = -328546.810251 nChanged 50 SP:Iteration 37Q (783.310376 sec): 3 clusters Score: Raw -333221.688394 + Penalty 4652.080185 = -328569.608209 nChanged 43 SP:Iteration 38Q (783.469997 sec): 3 clusters Score: Raw -333241.793865 + Penalty 4652.080185 = -328589.713679 nChanged 48 SP:Iteration 39Q (783.604438 sec): 3 clusters Score: Raw -333262.685980 + Penalty 4652.080185 = -328610.605795 nChanged 44 SP:Iteration 40F (783.678463 sec): 3 clusters Score: Raw -333282.718550 + Penalty 4652.080185 = -328630.638365 nChanged 37 SP:Iteration 41Q (783.733426 sec): 3 clusters Score: Raw -333299.906213 + Penalty 4652.080185 = -328647.826027 nChanged 44 SP:Iteration 42Q (783.814994 sec): 3 clusters Score: Raw -333320.689479 + Penalty 4652.080185 = -328668.609293 nChanged 34 SP:Iteration 43Q (783.876911 sec): 3 clusters Score: Raw -333334.131792 + Penalty 4652.080185 = -328682.051607 nChanged 29 SP:Iteration 44Q (783.938621 sec): 3 clusters Score: Raw -333343.297665 + Penalty 4652.080185 = -328691.217479 nChanged 21 SP:Iteration 45Q (783.996865 sec): 3 clusters Score: Raw -333350.602242 + Penalty 4652.080185 = -328698.522057 nChanged 16 SP:Iteration 46Q (784.055490 sec): 3 clusters Score: Raw -333355.642195 + Penalty 4652.080185 = -328703.562010 nChanged 10 SP:Iteration 47Q (784.119171 sec): 3 clusters Score: Raw -333359.474332 + Penalty 4652.080185 = -328707.394147 nChanged 11 SP:Iteration 48Q (784.182973 sec): 3 clusters Score: Raw -333363.439213 + Penalty 4652.080185 = -328711.359027 nChanged 14 SP:Iteration 49Q (784.260942 sec): 3 clusters Score: Raw -333368.019856 + Penalty 4652.080185 = -328715.939671 nChanged 15 SP:Iteration 50Q (784.339931 sec): 3 clusters Score: Raw -333373.482418 + Penalty 4652.080185 = -328721.402233 nChanged 11 SP:Iteration 51Q (784.398266 sec): 3 clusters Score: Raw -333377.993769 + Penalty 4652.080185 = -328725.913584 nChanged 7 SP:Iteration 52Q (784.484512 sec): 3 clusters Score: Raw -333380.652978 + Penalty 4652.080185 = -328728.572793 nChanged 8 SP:Iteration 53Q (784.546396 sec): 3 clusters Score: Raw -333384.838804 + Penalty 4652.080185 = -328732.758619 nChanged 8 SP:Iteration 54Q (784.625522 sec): 3 clusters Score: Raw -333388.379857 + Penalty 4652.080185 = -328736.299672 nChanged 6 SP:Iteration 55Q (784.685179 sec): 3 clusters Score: Raw -333390.721465 + Penalty 4652.080185 = -328738.641279 nChanged 8 SP:Iteration 56Q (784.741976 sec): 3 clusters Score: Raw -333393.058881 + Penalty 4652.080185 = -328740.978696 nChanged 3 SP:Iteration 57Q (784.827458 sec): 3 clusters Score: Raw -333394.004696 + Penalty 4652.080185 = -328741.924511 nChanged 4 SP:Iteration 58Q (784.912219 sec): 3 clusters Score: Raw -333395.621489 + Penalty 4652.080185 = -328743.541303 nChanged 5 SP:Iteration 59Q (784.980632 sec): 3 clusters Score: Raw -333397.179100 + Penalty 4652.080185 = -328745.098915 nChanged 5 SP:Iteration 60F (785.033442 sec): 3 clusters Score: Raw -333399.410154 + Penalty 4652.080185 = -328747.329969 nChanged 4 SP:Iteration 61Q (785.090696 sec): 3 clusters Score: Raw -333400.711539 + Penalty 4652.080185 = -328748.631353 nChanged 1 SP:Iteration 62Q (785.153082 sec): 3 clusters Score: Raw -333401.079917 + Penalty 4652.080185 = -328748.999731 nChanged 1 SP:Iteration 63Q (785.214417 sec): 3 clusters Score: Raw -333401.479440 + Penalty 4652.080185 = -328749.399254 nChanged 2 SP:Iteration 64Q (785.352689 sec): 3 clusters Score: Raw -333402.573460 + Penalty 4652.080185 = -328750.493275 nChanged 3 SP:Iteration 65Q (785.486414 sec): 3 clusters Score: Raw -333403.635439 + Penalty 4652.080185 = -328751.555253 nChanged 5 SP:Iteration 66Q (785.541748 sec): 3 clusters Score: Raw -333405.878052 + Penalty 4652.080185 = -328753.797866 nChanged 7 SP:Iteration 67Q (785.598896 sec): 3 clusters Score: Raw -333408.267014 + Penalty 4652.080185 = -328756.186829 nChanged 7 SP:Iteration 68Q (785.655771 sec): 3 clusters Score: Raw -333411.075474 + Penalty 4652.080185 = -328758.995289 nChanged 5 SP:Iteration 69Q (785.719967 sec): 3 clusters Score: Raw -333412.938963 + Penalty 4652.080185 = -328760.858777 nChanged 3 SP:Iteration 70Q (785.880910 sec): 3 clusters Score: Raw -333414.468612 + Penalty 4652.080185 = -328762.388427 nChanged 4 SP:Iteration 71Q (785.958143 sec): 3 clusters Score: Raw -333416.497453 + Penalty 4652.080185 = -328764.417268 nChanged 6 SP:Iteration 72Q (786.008227 sec): 3 clusters Score: Raw -333419.619895 + Penalty 4652.080185 = -328767.539709 nChanged 3 SP:Iteration 73Q (786.058205 sec): 3 clusters Score: Raw -333420.648536 + Penalty 4652.080185 = -328768.568350 nChanged 0 SP:Iteration 74F (786.116243 sec): 3 clusters Score: Raw -333420.648536 + Penalty 4652.080185 = -328768.568350 nChanged 0 Iteration 59Q (786.448270 sec): 8 clusters Score: Raw -1023964.150549 + Penalty 18624.430237 = -1005339.720311 nChanged 2 Iteration 60F (786.770621 sec): 8 clusters Score: Raw -1023964.523591 + Penalty 18624.430237 = -1005340.093353 nChanged 3 Iteration 61Q (787.004366 sec): 8 clusters Score: Raw -1023964.849333 + Penalty 18624.430237 = -1005340.419096 nChanged 2 Iteration 62Q (787.237627 sec): 8 clusters Score: Raw -1023965.169719 + Penalty 18624.430237 = -1005340.739481 nChanged 2 Iteration 63Q (787.472404 sec): 8 clusters Score: Raw -1023965.473858 + Penalty 18624.430237 = -1005341.043620 nChanged 1 Iteration 64Q (787.707403 sec): 8 clusters Score: Raw -1023965.612666 + Penalty 18624.430237 = -1005341.182429 nChanged 0 Iteration 65F (787.996690 sec): 8 clusters Score: Raw -1023965.612666 + Penalty 18624.430237 = -1005341.182429 nChanged 0 Compute initial score before splitting: Score: Raw -1023965.612666 + Penalty 18624.430237 = -1005341.182429 Trying to split cluster 2 (3291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (788.036827 sec): 2 clusters Score: Raw -141772.246733 + Penalty 2138.121942 = -139634.124792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (788.093153 sec): 3 clusters Score: Raw -140337.112415 + Penalty 4276.243883 = -136060.868532 nChanged 1163 SP:Iteration 1F (788.191492 sec): 3 clusters Score: Raw -141231.598621 + Penalty 4276.243883 = -136955.354737 nChanged 347 SP:Iteration 2F (788.231531 sec): 3 clusters Score: Raw -141559.481212 + Penalty 4276.243883 = -137283.237328 nChanged 245 SP:Iteration 3F (788.290525 sec): 3 clusters Score: Raw -141796.325898 + Penalty 4276.243883 = -137520.082015 nChanged 183 SP:Iteration 4F (788.413414 sec): 3 clusters Score: Raw -141969.565300 + Penalty 4276.243883 = -137693.321417 nChanged 138 SP:Iteration 5Q (788.535535 sec): 3 clusters Score: Raw -142088.750365 + Penalty 4276.243883 = -137812.506481 nChanged 115 SP:Iteration 6Q (788.586552 sec): 3 clusters Score: Raw -142188.859722 + Penalty 4276.243883 = -137912.615839 nChanged 91 SP:Iteration 7Q (788.639199 sec): 3 clusters Score: Raw -142260.851053 + Penalty 4276.243883 = -137984.607169 nChanged 73 SP:Iteration 8Q (788.691348 sec): 3 clusters Score: Raw -142315.511372 + Penalty 4276.243883 = -138039.267489 nChanged 55 SP:Iteration 9Q (788.733023 sec): 3 clusters Score: Raw -142358.605727 + Penalty 4276.243883 = -138082.361843 nChanged 48 SP:Iteration 10Q (788.774754 sec): 3 clusters Score: Raw -142396.791893 + Penalty 4276.243883 = -138120.548010 nChanged 38 SP:Iteration 11Q (788.816479 sec): 3 clusters Score: Raw -142422.621830 + Penalty 4276.243883 = -138146.377947 nChanged 30 SP:Iteration 12Q (788.858663 sec): 3 clusters Score: Raw -142439.839024 + Penalty 4276.243883 = -138163.595141 nChanged 17 SP:Iteration 13Q (788.904056 sec): 3 clusters Score: Raw -142450.467592 + Penalty 4276.243883 = -138174.223709 nChanged 14 SP:Iteration 14Q (788.949928 sec): 3 clusters Score: Raw -142460.082816 + Penalty 4276.243883 = -138183.838933 nChanged 10 SP:Iteration 15Q (788.995683 sec): 3 clusters Score: Raw -142465.259427 + Penalty 4276.243883 = -138189.015544 nChanged 7 SP:Iteration 16Q (789.041927 sec): 3 clusters Score: Raw -142469.591018 + Penalty 4276.243883 = -138193.347134 nChanged 8 SP:Iteration 17Q (789.157920 sec): 3 clusters Score: Raw -142473.686948 + Penalty 4276.243883 = -138197.443064 nChanged 10 SP:Iteration 18Q (789.286025 sec): 3 clusters Score: Raw -142478.057652 + Penalty 4276.243883 = -138201.813769 nChanged 6 SP:Iteration 19Q (789.392727 sec): 3 clusters Score: Raw -142481.643869 + Penalty 4276.243883 = -138205.399985 nChanged 2 SP:Iteration 20F (789.514483 sec): 3 clusters Score: Raw -142482.383688 + Penalty 4276.243883 = -138206.139804 nChanged 2 SP:Iteration 21Q (789.611469 sec): 3 clusters Score: Raw -142482.939758 + Penalty 4276.243883 = -138206.695875 nChanged 1 SP:Iteration 22Q (789.656285 sec): 3 clusters Score: Raw -142483.543948 + Penalty 4276.243883 = -138207.300064 nChanged 1 SP:Iteration 23Q (789.698353 sec): 3 clusters Score: Raw -142484.021287 + Penalty 4276.243883 = -138207.777404 nChanged 1 SP:Iteration 24Q (789.740427 sec): 3 clusters Score: Raw -142484.460283 + Penalty 4276.243883 = -138208.216400 nChanged 1 SP:Iteration 25Q (789.782539 sec): 3 clusters Score: Raw -142485.235107 + Penalty 4276.243883 = -138208.991223 nChanged 2 SP:Iteration 26Q (789.824811 sec): 3 clusters Score: Raw -142486.248854 + Penalty 4276.243883 = -138210.004970 nChanged 1 SP:Iteration 27Q (789.869745 sec): 3 clusters Score: Raw -142486.564581 + Penalty 4276.243883 = -138210.320698 nChanged 0 SP:Iteration 28F (789.914533 sec): 3 clusters Score: Raw -142486.564581 + Penalty 4276.243883 = -138210.320698 nChanged 0 Trying to split cluster 4 (2890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (789.955966 sec): 2 clusters Score: Raw -131846.508602 + Penalty 2103.819110 = -129742.689491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (790.010353 sec): 3 clusters Score: Raw -130600.547382 + Penalty 4207.638220 = -126392.909162 nChanged 1028 SP:Iteration 1F (790.056890 sec): 3 clusters Score: Raw -131285.594624 + Penalty 4207.638220 = -127077.956404 nChanged 236 SP:Iteration 2F (790.103206 sec): 3 clusters Score: Raw -131492.842440 + Penalty 4207.638220 = -127285.204220 nChanged 149 SP:Iteration 3F (790.150264 sec): 3 clusters Score: Raw -131630.468884 + Penalty 4207.638220 = -127422.830663 nChanged 121 SP:Iteration 4Q (790.190193 sec): 3 clusters Score: Raw -131724.038879 + Penalty 4207.638220 = -127516.400659 nChanged 94 SP:Iteration 5Q (790.230055 sec): 3 clusters Score: Raw -131793.669658 + Penalty 4207.638220 = -127586.031438 nChanged 75 SP:Iteration 6Q (790.269946 sec): 3 clusters Score: Raw -131856.528133 + Penalty 4207.638220 = -127648.889912 nChanged 81 SP:Iteration 7Q (790.309725 sec): 3 clusters Score: Raw -131933.806691 + Penalty 4207.638220 = -127726.168470 nChanged 74 SP:Iteration 8Q (790.352374 sec): 3 clusters Score: Raw -131995.964712 + Penalty 4207.638220 = -127788.326491 nChanged 61 SP:Iteration 9Q (790.395337 sec): 3 clusters Score: Raw -132054.995223 + Penalty 4207.638220 = -127847.357003 nChanged 59 SP:Iteration 10Q (790.438233 sec): 3 clusters Score: Raw -132103.962014 + Penalty 4207.638220 = -127896.323794 nChanged 52 SP:Iteration 11Q (790.480930 sec): 3 clusters Score: Raw -132145.007669 + Penalty 4207.638220 = -127937.369449 nChanged 49 SP:Iteration 12Q (790.522864 sec): 3 clusters Score: Raw -132184.888192 + Penalty 4207.638220 = -127977.249971 nChanged 40 SP:Iteration 13Q (790.563374 sec): 3 clusters Score: Raw -132220.158633 + Penalty 4207.638220 = -128012.520412 nChanged 47 SP:Iteration 14Q (790.603939 sec): 3 clusters Score: Raw -132255.435868 + Penalty 4207.638220 = -128047.797648 nChanged 36 SP:Iteration 15Q (790.644532 sec): 3 clusters Score: Raw -132286.203775 + Penalty 4207.638220 = -128078.565554 nChanged 28 SP:Iteration 16Q (790.685200 sec): 3 clusters Score: Raw -132311.733386 + Penalty 4207.638220 = -128104.095166 nChanged 23 SP:Iteration 17Q (790.726078 sec): 3 clusters Score: Raw -132326.976742 + Penalty 4207.638220 = -128119.338522 nChanged 19 SP:Iteration 18Q (790.888241 sec): 3 clusters Score: Raw -132339.739145 + Penalty 4207.638220 = -128132.100924 nChanged 20 SP:Iteration 19Q (791.029857 sec): 3 clusters Score: Raw -132353.288303 + Penalty 4207.638220 = -128145.650083 nChanged 20 SP:Iteration 20F (791.069542 sec): 3 clusters Score: Raw -132364.926066 + Penalty 4207.638220 = -128157.287846 nChanged 15 SP:Iteration 21Q (791.111891 sec): 3 clusters Score: Raw -132373.688538 + Penalty 4207.638220 = -128166.050318 nChanged 7 SP:Iteration 22Q (791.154542 sec): 3 clusters Score: Raw -132378.336346 + Penalty 4207.638220 = -128170.698126 nChanged 7 SP:Iteration 23Q (791.197436 sec): 3 clusters Score: Raw -132382.418578 + Penalty 4207.638220 = -128174.780357 nChanged 1 SP:Iteration 24Q (791.240151 sec): 3 clusters Score: Raw -132383.165976 + Penalty 4207.638220 = -128175.527756 nChanged 0 SP:Iteration 25F (791.283885 sec): 3 clusters Score: Raw -132383.165976 + Penalty 4207.638220 = -128175.527756 nChanged 0 Trying to split cluster 5 (1467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.319190 sec): 2 clusters Score: Raw -53988.412623 + Penalty 1924.817341 = -52063.595282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.347948 sec): 3 clusters Score: Raw -53544.538620 + Penalty 3849.634683 = -49694.903937 nChanged 425 SP:Iteration 1F (791.375367 sec): 3 clusters Score: Raw -53927.515521 + Penalty 3849.634683 = -50077.880838 nChanged 110 SP:Iteration 2F (791.402581 sec): 3 clusters Score: Raw -54047.693013 + Penalty 3849.634683 = -50198.058330 nChanged 72 SP:Iteration 3Q (791.430571 sec): 3 clusters Score: Raw -54130.205080 + Penalty 3849.634683 = -50280.570397 nChanged 44 SP:Iteration 4Q (791.458457 sec): 3 clusters Score: Raw -54180.601104 + Penalty 3849.634683 = -50330.966421 nChanged 37 SP:Iteration 5Q (791.486321 sec): 3 clusters Score: Raw -54232.123923 + Penalty 3849.634683 = -50382.489240 nChanged 27 SP:Iteration 6Q (791.514040 sec): 3 clusters Score: Raw -54278.397464 + Penalty 3849.634683 = -50428.762781 nChanged 28 SP:Iteration 7Q (791.541874 sec): 3 clusters Score: Raw -54310.394308 + Penalty 3849.634683 = -50460.759625 nChanged 39 SP:Iteration 8Q (791.569693 sec): 3 clusters Score: Raw -54359.134779 + Penalty 3849.634683 = -50509.500096 nChanged 28 SP:Iteration 9Q (791.597436 sec): 3 clusters Score: Raw -54395.778488 + Penalty 3849.634683 = -50546.143805 nChanged 23 SP:Iteration 10Q (791.625233 sec): 3 clusters Score: Raw -54434.253134 + Penalty 3849.634683 = -50584.618451 nChanged 20 SP:Iteration 11Q (791.652487 sec): 3 clusters Score: Raw -54458.879445 + Penalty 3849.634683 = -50609.244763 nChanged 13 SP:Iteration 12Q (791.679637 sec): 3 clusters Score: Raw -54474.166959 + Penalty 3849.634683 = -50624.532276 nChanged 11 SP:Iteration 13Q (791.706797 sec): 3 clusters Score: Raw -54492.151381 + Penalty 3849.634683 = -50642.516698 nChanged 20 SP:Iteration 14Q (791.733961 sec): 3 clusters Score: Raw -54513.885367 + Penalty 3849.634683 = -50664.250684 nChanged 11 SP:Iteration 15Q (791.761101 sec): 3 clusters Score: Raw -54526.697274 + Penalty 3849.634683 = -50677.062591 nChanged 11 SP:Iteration 16Q (791.788250 sec): 3 clusters Score: Raw -54541.863588 + Penalty 3849.634683 = -50692.228905 nChanged 10 SP:Iteration 17Q (791.815361 sec): 3 clusters Score: Raw -54554.220925 + Penalty 3849.634683 = -50704.586242 nChanged 12 SP:Iteration 18Q (791.842538 sec): 3 clusters Score: Raw -54565.904214 + Penalty 3849.634683 = -50716.269531 nChanged 13 SP:Iteration 19Q (791.869579 sec): 3 clusters Score: Raw -54580.039877 + Penalty 3849.634683 = -50730.405194 nChanged 4 SP:Iteration 20F (791.896624 sec): 3 clusters Score: Raw -54585.947332 + Penalty 3849.634683 = -50736.312649 nChanged 4 SP:Iteration 21Q (791.923666 sec): 3 clusters Score: Raw -54592.891183 + Penalty 3849.634683 = -50743.256500 nChanged 6 SP:Iteration 22Q (792.017130 sec): 3 clusters Score: Raw -54597.549059 + Penalty 3849.634683 = -50747.914376 nChanged 1 SP:Iteration 23Q (792.134260 sec): 3 clusters Score: Raw -54598.648014 + Penalty 3849.634683 = -50749.013331 nChanged 1 SP:Iteration 24Q (792.223946 sec): 3 clusters Score: Raw -54599.537153 + Penalty 3849.634683 = -50749.902471 nChanged 1 SP:Iteration 25Q (792.339025 sec): 3 clusters Score: Raw -54600.111516 + Penalty 3849.634683 = -50750.476833 nChanged 0 SP:Iteration 26F (792.405852 sec): 3 clusters Score: Raw -54600.111516 + Penalty 3849.634683 = -50750.476833 nChanged 0 Trying to split cluster 6 (2770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (792.443832 sec): 2 clusters Score: Raw -104592.519849 + Penalty 2092.623086 = -102499.896763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (792.485517 sec): 3 clusters Score: Raw -103439.584561 + Penalty 4185.246172 = -99254.338389 nChanged 943 SP:Iteration 1F (792.530859 sec): 3 clusters Score: Raw -104117.365982 + Penalty 4185.246172 = -99932.119810 nChanged 254 SP:Iteration 2F (792.576332 sec): 3 clusters Score: Raw -104336.458733 + Penalty 4185.246172 = -100151.212560 nChanged 147 SP:Iteration 3F (792.621830 sec): 3 clusters Score: Raw -104464.447220 + Penalty 4185.246172 = -100279.201047 nChanged 102 SP:Iteration 4Q (792.666494 sec): 3 clusters Score: Raw -104542.295096 + Penalty 4185.246172 = -100357.048924 nChanged 76 SP:Iteration 5Q (792.705695 sec): 3 clusters Score: Raw -104596.901484 + Penalty 4185.246172 = -100411.655311 nChanged 54 SP:Iteration 6Q (792.745222 sec): 3 clusters Score: Raw -104637.570188 + Penalty 4185.246172 = -100452.324016 nChanged 51 SP:Iteration 7Q (792.784735 sec): 3 clusters Score: Raw -104668.874334 + Penalty 4185.246172 = -100483.628162 nChanged 43 SP:Iteration 8Q (792.824107 sec): 3 clusters Score: Raw -104694.375849 + Penalty 4185.246172 = -100509.129676 nChanged 34 SP:Iteration 9Q (792.865936 sec): 3 clusters Score: Raw -104715.466532 + Penalty 4185.246172 = -100530.220360 nChanged 31 SP:Iteration 10Q (792.908501 sec): 3 clusters Score: Raw -104730.420828 + Penalty 4185.246172 = -100545.174655 nChanged 17 SP:Iteration 11Q (792.979302 sec): 3 clusters Score: Raw -104740.626231 + Penalty 4185.246172 = -100555.380059 nChanged 20 SP:Iteration 12Q (793.021486 sec): 3 clusters Score: Raw -104751.497158 + Penalty 4185.246172 = -100566.250986 nChanged 17 SP:Iteration 13Q (793.061752 sec): 3 clusters Score: Raw -104760.236042 + Penalty 4185.246172 = -100574.989870 nChanged 12 SP:Iteration 14Q (793.102094 sec): 3 clusters Score: Raw -104766.115280 + Penalty 4185.246172 = -100580.869108 nChanged 9 SP:Iteration 15Q (793.142133 sec): 3 clusters Score: Raw -104771.244373 + Penalty 4185.246172 = -100585.998200 nChanged 10 SP:Iteration 16Q (793.182378 sec): 3 clusters Score: Raw -104775.143035 + Penalty 4185.246172 = -100589.896862 nChanged 8 SP:Iteration 17Q (793.224381 sec): 3 clusters Score: Raw -104779.189257 + Penalty 4185.246172 = -100593.943084 nChanged 13 SP:Iteration 18Q (793.266592 sec): 3 clusters Score: Raw -104785.983551 + Penalty 4185.246172 = -100600.737378 nChanged 9 SP:Iteration 19Q (793.308446 sec): 3 clusters Score: Raw -104790.007659 + Penalty 4185.246172 = -100604.761487 nChanged 7 SP:Iteration 20F (793.350316 sec): 3 clusters Score: Raw -104795.804394 + Penalty 4185.246172 = -100610.558222 nChanged 12 SP:Iteration 21Q (793.391508 sec): 3 clusters Score: Raw -104801.374036 + Penalty 4185.246172 = -100616.127864 nChanged 5 SP:Iteration 22Q (793.484239 sec): 3 clusters Score: Raw -104803.054151 + Penalty 4185.246172 = -100617.807979 nChanged 7 SP:Iteration 23Q (793.524556 sec): 3 clusters Score: Raw -104807.636613 + Penalty 4185.246172 = -100622.390441 nChanged 9 SP:Iteration 24Q (793.564916 sec): 3 clusters Score: Raw -104811.112448 + Penalty 4185.246172 = -100625.866276 nChanged 1 SP:Iteration 25Q (793.692660 sec): 3 clusters Score: Raw -104811.340610 + Penalty 4185.246172 = -100626.094437 nChanged 0 SP:Iteration 26F (793.830940 sec): 3 clusters Score: Raw -104811.340610 + Penalty 4185.246172 = -100626.094437 nChanged 0 Trying to split cluster 7 (4261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (793.905470 sec): 2 clusters Score: Raw -198723.249683 + Penalty 2206.316417 = -196516.933267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (794.045132 sec): 3 clusters Score: Raw -196702.590258 + Penalty 4412.632833 = -192289.957425 nChanged 1579 SP:Iteration 1F (794.170765 sec): 3 clusters Score: Raw -197662.149147 + Penalty 4412.632833 = -193249.516314 nChanged 364 SP:Iteration 2F (794.213328 sec): 3 clusters Score: Raw -197927.602113 + Penalty 4412.632833 = -193514.969280 nChanged 258 SP:Iteration 3F (794.257322 sec): 3 clusters Score: Raw -198118.847325 + Penalty 4412.632833 = -193706.214492 nChanged 204 SP:Iteration 4Q (794.306320 sec): 3 clusters Score: Raw -198295.928957 + Penalty 4412.632833 = -193883.296124 nChanged 184 SP:Iteration 5Q (794.356871 sec): 3 clusters Score: Raw -198440.992351 + Penalty 4412.632833 = -194028.359518 nChanged 161 SP:Iteration 6Q (794.407870 sec): 3 clusters Score: Raw -198574.342706 + Penalty 4412.632833 = -194161.709873 nChanged 176 SP:Iteration 7Q (794.458884 sec): 3 clusters Score: Raw -198730.822874 + Penalty 4412.632833 = -194318.190041 nChanged 188 SP:Iteration 8Q (794.509653 sec): 3 clusters Score: Raw -198924.989493 + Penalty 4412.632833 = -194512.356660 nChanged 167 SP:Iteration 9Q (794.560082 sec): 3 clusters Score: Raw -199129.921728 + Penalty 4412.632833 = -194717.288895 nChanged 191 SP:Iteration 10Q (794.610022 sec): 3 clusters Score: Raw -199411.136726 + Penalty 4412.632833 = -194998.503893 nChanged 193 SP:Iteration 11Q (794.669123 sec): 3 clusters Score: Raw -199690.734027 + Penalty 4412.632833 = -195278.101194 nChanged 146 SP:Iteration 12Q (794.716999 sec): 3 clusters Score: Raw -199834.972722 + Penalty 4412.632833 = -195422.339889 nChanged 103 SP:Iteration 13Q (794.764740 sec): 3 clusters Score: Raw -199914.917440 + Penalty 4412.632833 = -195502.284606 nChanged 77 SP:Iteration 14Q (794.812408 sec): 3 clusters Score: Raw -199957.152902 + Penalty 4412.632833 = -195544.520069 nChanged 57 SP:Iteration 15Q (794.860792 sec): 3 clusters Score: Raw -199986.951789 + Penalty 4412.632833 = -195574.318956 nChanged 33 SP:Iteration 16Q (794.909408 sec): 3 clusters Score: Raw -200001.395991 + Penalty 4412.632833 = -195588.763158 nChanged 22 SP:Iteration 17Q (794.957547 sec): 3 clusters Score: Raw -200015.496114 + Penalty 4412.632833 = -195602.863281 nChanged 17 SP:Iteration 18Q (795.004056 sec): 3 clusters Score: Raw -200023.261850 + Penalty 4412.632833 = -195610.629016 nChanged 18 SP:Iteration 19Q (795.050931 sec): 3 clusters Score: Raw -200029.881166 + Penalty 4412.632833 = -195617.248333 nChanged 15 SP:Iteration 20F (795.098745 sec): 3 clusters Score: Raw -200036.501044 + Penalty 4412.632833 = -195623.868211 nChanged 13 SP:Iteration 21Q (795.146697 sec): 3 clusters Score: Raw -200043.263505 + Penalty 4412.632833 = -195630.630672 nChanged 19 SP:Iteration 22Q (795.194713 sec): 3 clusters Score: Raw -200051.027407 + Penalty 4412.632833 = -195638.394574 nChanged 15 SP:Iteration 23Q (795.242673 sec): 3 clusters Score: Raw -200056.150144 + Penalty 4412.632833 = -195643.517311 nChanged 11 SP:Iteration 24Q (795.292130 sec): 3 clusters Score: Raw -200060.753828 + Penalty 4412.632833 = -195648.120995 nChanged 11 SP:Iteration 25Q (795.341410 sec): 3 clusters Score: Raw -200066.109695 + Penalty 4412.632833 = -195653.476862 nChanged 17 SP:Iteration 26Q (795.391350 sec): 3 clusters Score: Raw -200074.631691 + Penalty 4412.632833 = -195661.998858 nChanged 20 SP:Iteration 27Q (795.438872 sec): 3 clusters Score: Raw -200083.194270 + Penalty 4412.632833 = -195670.561437 nChanged 14 SP:Iteration 28Q (795.604496 sec): 3 clusters Score: Raw -200088.552096 + Penalty 4412.632833 = -195675.919263 nChanged 16 SP:Iteration 29Q (795.727131 sec): 3 clusters Score: Raw -200094.994444 + Penalty 4412.632833 = -195682.361611 nChanged 12 SP:Iteration 30Q (795.777246 sec): 3 clusters Score: Raw -200099.506491 + Penalty 4412.632833 = -195686.873658 nChanged 6 SP:Iteration 31Q (795.828556 sec): 3 clusters Score: Raw -200101.481230 + Penalty 4412.632833 = -195688.848397 nChanged 6 SP:Iteration 32Q (795.877371 sec): 3 clusters Score: Raw -200103.092276 + Penalty 4412.632833 = -195690.459443 nChanged 2 SP:Iteration 33Q (795.926043 sec): 3 clusters Score: Raw -200103.417941 + Penalty 4412.632833 = -195690.785108 nChanged 1 SP:Iteration 34Q (795.975266 sec): 3 clusters Score: Raw -200103.792300 + Penalty 4412.632833 = -195691.159466 nChanged 1 SP:Iteration 35Q (796.023524 sec): 3 clusters Score: Raw -200104.072662 + Penalty 4412.632833 = -195691.439829 nChanged 1 SP:Iteration 36Q (796.071271 sec): 3 clusters Score: Raw -200104.404305 + Penalty 4412.632833 = -195691.771472 nChanged 0 SP:Iteration 37F (796.119536 sec): 3 clusters Score: Raw -200104.404305 + Penalty 4412.632833 = -195691.771472 nChanged 0 Trying to split cluster 9 (2433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (796.161870 sec): 2 clusters Score: Raw -104126.347128 + Penalty 2058.376410 = -102067.970718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (796.203480 sec): 3 clusters Score: Raw -103163.344889 + Penalty 4116.752821 = -99046.592068 nChanged 782 SP:Iteration 1F (796.244900 sec): 3 clusters Score: Raw -103690.903039 + Penalty 4116.752821 = -99574.150218 nChanged 211 SP:Iteration 2F (796.285916 sec): 3 clusters Score: Raw -103885.554805 + Penalty 4116.752821 = -99768.801984 nChanged 138 SP:Iteration 3F (796.331291 sec): 3 clusters Score: Raw -104003.432584 + Penalty 4116.752821 = -99886.679763 nChanged 81 SP:Iteration 4Q (796.374118 sec): 3 clusters Score: Raw -104070.080282 + Penalty 4116.752821 = -99953.327461 nChanged 73 SP:Iteration 5Q (796.416983 sec): 3 clusters Score: Raw -104124.130840 + Penalty 4116.752821 = -100007.378019 nChanged 47 SP:Iteration 6Q (796.459667 sec): 3 clusters Score: Raw -104160.936131 + Penalty 4116.752821 = -100044.183310 nChanged 45 SP:Iteration 7Q (796.500829 sec): 3 clusters Score: Raw -104197.496039 + Penalty 4116.752821 = -100080.743218 nChanged 50 SP:Iteration 8Q (796.538943 sec): 3 clusters Score: Raw -104235.091763 + Penalty 4116.752821 = -100118.338942 nChanged 40 SP:Iteration 9Q (796.577265 sec): 3 clusters Score: Raw -104263.747216 + Penalty 4116.752821 = -100146.994395 nChanged 32 SP:Iteration 10Q (796.615488 sec): 3 clusters Score: Raw -104288.084412 + Penalty 4116.752821 = -100171.331591 nChanged 27 SP:Iteration 11Q (796.653577 sec): 3 clusters Score: Raw -104307.463529 + Penalty 4116.752821 = -100190.710708 nChanged 24 SP:Iteration 12Q (796.692753 sec): 3 clusters Score: Raw -104324.479398 + Penalty 4116.752821 = -100207.726577 nChanged 28 SP:Iteration 13Q (796.731319 sec): 3 clusters Score: Raw -104347.814682 + Penalty 4116.752821 = -100231.061861 nChanged 31 SP:Iteration 14Q (796.770197 sec): 3 clusters Score: Raw -104375.473259 + Penalty 4116.752821 = -100258.720438 nChanged 27 SP:Iteration 15Q (796.809420 sec): 3 clusters Score: Raw -104400.237847 + Penalty 4116.752821 = -100283.485026 nChanged 24 SP:Iteration 16Q (796.848600 sec): 3 clusters Score: Raw -104422.382692 + Penalty 4116.752821 = -100305.629871 nChanged 26 SP:Iteration 17Q (796.887216 sec): 3 clusters Score: Raw -104450.463051 + Penalty 4116.752821 = -100333.710230 nChanged 32 SP:Iteration 18Q (796.926023 sec): 3 clusters Score: Raw -104473.685551 + Penalty 4116.752821 = -100356.932730 nChanged 28 SP:Iteration 19Q (796.965250 sec): 3 clusters Score: Raw -104490.275113 + Penalty 4116.752821 = -100373.522292 nChanged 18 SP:Iteration 20F (797.070021 sec): 3 clusters Score: Raw -104503.344710 + Penalty 4116.752821 = -100386.591889 nChanged 16 SP:Iteration 21Q (797.204362 sec): 3 clusters Score: Raw -104516.603804 + Penalty 4116.752821 = -100399.850983 nChanged 11 SP:Iteration 22Q (797.253178 sec): 3 clusters Score: Raw -104524.205089 + Penalty 4116.752821 = -100407.452268 nChanged 15 SP:Iteration 23Q (797.291426 sec): 3 clusters Score: Raw -104531.632625 + Penalty 4116.752821 = -100414.879804 nChanged 11 SP:Iteration 24Q (797.332314 sec): 3 clusters Score: Raw -104537.899245 + Penalty 4116.752821 = -100421.146424 nChanged 8 SP:Iteration 25Q (797.373271 sec): 3 clusters Score: Raw -104542.918974 + Penalty 4116.752821 = -100426.166153 nChanged 4 SP:Iteration 26Q (797.414230 sec): 3 clusters Score: Raw -104545.375390 + Penalty 4116.752821 = -100428.622569 nChanged 4 SP:Iteration 27Q (797.455293 sec): 3 clusters Score: Raw -104548.064276 + Penalty 4116.752821 = -100431.311455 nChanged 3 SP:Iteration 28Q (797.496177 sec): 3 clusters Score: Raw -104549.426780 + Penalty 4116.752821 = -100432.673959 nChanged 3 SP:Iteration 29Q (797.535116 sec): 3 clusters Score: Raw -104551.017864 + Penalty 4116.752821 = -100434.265043 nChanged 4 SP:Iteration 30Q (797.583467 sec): 3 clusters Score: Raw -104553.206691 + Penalty 4116.752821 = -100436.453870 nChanged 4 SP:Iteration 31Q (797.620902 sec): 3 clusters Score: Raw -104555.857581 + Penalty 4116.752821 = -100439.104760 nChanged 5 SP:Iteration 32Q (797.658969 sec): 3 clusters Score: Raw -104558.113566 + Penalty 4116.752821 = -100441.360745 nChanged 3 SP:Iteration 33Q (797.697704 sec): 3 clusters Score: Raw -104559.238406 + Penalty 4116.752821 = -100442.485585 nChanged 2 SP:Iteration 34Q (797.736546 sec): 3 clusters Score: Raw -104560.752181 + Penalty 4116.752821 = -100443.999360 nChanged 0 SP:Iteration 35F (797.775173 sec): 3 clusters Score: Raw -104560.752181 + Penalty 4116.752821 = -100443.999360 nChanged 0 Trying to split cluster 10 (6705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (797.827246 sec): 2 clusters Score: Raw -332949.894195 + Penalty 2326.000722 = -330623.893472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (797.922100 sec): 3 clusters Score: Raw -329566.124004 + Penalty 4652.001444 = -324914.122560 nChanged 2639 SP:Iteration 1F (798.086500 sec): 3 clusters Score: Raw -331059.555048 + Penalty 4652.001444 = -326407.553604 nChanged 516 SP:Iteration 2F (798.136781 sec): 3 clusters Score: Raw -331413.932801 + Penalty 4652.001444 = -326761.931357 nChanged 412 SP:Iteration 3F (798.186990 sec): 3 clusters Score: Raw -331688.278889 + Penalty 4652.001444 = -327036.277445 nChanged 326 SP:Iteration 4Q (798.238563 sec): 3 clusters Score: Raw -331909.067652 + Penalty 4652.001444 = -327257.066208 nChanged 305 SP:Iteration 5Q (798.296316 sec): 3 clusters Score: Raw -332112.319579 + Penalty 4652.001444 = -327460.318135 nChanged 283 SP:Iteration 6Q (798.365767 sec): 3 clusters Score: Raw -332298.942072 + Penalty 4652.001444 = -327646.940628 nChanged 256 SP:Iteration 7Q (798.515352 sec): 3 clusters Score: Raw -332472.484925 + Penalty 4652.001444 = -327820.483481 nChanged 244 SP:Iteration 8Q (798.572622 sec): 3 clusters Score: Raw -332620.484817 + Penalty 4652.001444 = -327968.483373 nChanged 196 SP:Iteration 9Q (798.630050 sec): 3 clusters Score: Raw -332719.652627 + Penalty 4652.001444 = -328067.651182 nChanged 177 SP:Iteration 10Q (798.690815 sec): 3 clusters Score: Raw -332807.976178 + Penalty 4652.001444 = -328155.974734 nChanged 152 SP:Iteration 11Q (798.751596 sec): 3 clusters Score: Raw -332880.577077 + Penalty 4652.001444 = -328228.575633 nChanged 132 SP:Iteration 12Q (798.820645 sec): 3 clusters Score: Raw -332939.544677 + Penalty 4652.001444 = -328287.543233 nChanged 127 SP:Iteration 13Q (798.888761 sec): 3 clusters Score: Raw -333000.913075 + Penalty 4652.001444 = -328348.911631 nChanged 109 SP:Iteration 14Q (799.069765 sec): 3 clusters Score: Raw -333055.752975 + Penalty 4652.001444 = -328403.751531 nChanged 110 SP:Iteration 15Q (799.189667 sec): 3 clusters Score: Raw -333112.492913 + Penalty 4652.001444 = -328460.491469 nChanged 96 SP:Iteration 16Q (799.258259 sec): 3 clusters Score: Raw -333155.806463 + Penalty 4652.001444 = -328503.805019 nChanged 82 SP:Iteration 17Q (799.326534 sec): 3 clusters Score: Raw -333189.168467 + Penalty 4652.001444 = -328537.167023 nChanged 87 SP:Iteration 18Q (799.391038 sec): 3 clusters Score: Raw -333222.630934 + Penalty 4652.001444 = -328570.629490 nChanged 58 SP:Iteration 19Q (799.446378 sec): 3 clusters Score: Raw -333243.492289 + Penalty 4652.001444 = -328591.490845 nChanged 53 SP:Iteration 20F (799.510140 sec): 3 clusters Score: Raw -333263.933038 + Penalty 4652.001444 = -328611.931594 nChanged 38 SP:Iteration 21Q (799.575643 sec): 3 clusters Score: Raw -333275.271031 + Penalty 4652.001444 = -328623.269587 nChanged 23 SP:Iteration 22Q (799.638602 sec): 3 clusters Score: Raw -333281.779256 + Penalty 4652.001444 = -328629.777812 nChanged 20 SP:Iteration 23Q (799.696717 sec): 3 clusters Score: Raw -333287.552103 + Penalty 4652.001444 = -328635.550658 nChanged 24 SP:Iteration 24Q (799.756181 sec): 3 clusters Score: Raw -333295.582783 + Penalty 4652.001444 = -328643.581339 nChanged 23 SP:Iteration 25Q (799.827705 sec): 3 clusters Score: Raw -333303.490577 + Penalty 4652.001444 = -328651.489133 nChanged 21 SP:Iteration 26Q (799.893765 sec): 3 clusters Score: Raw -333310.086497 + Penalty 4652.001444 = -328658.085053 nChanged 15 SP:Iteration 27Q (799.952291 sec): 3 clusters Score: Raw -333314.008251 + Penalty 4652.001444 = -328662.006807 nChanged 16 SP:Iteration 28Q (800.009417 sec): 3 clusters Score: Raw -333318.854773 + Penalty 4652.001444 = -328666.853329 nChanged 20 SP:Iteration 29Q (800.066893 sec): 3 clusters Score: Raw -333324.688952 + Penalty 4652.001444 = -328672.687508 nChanged 16 SP:Iteration 30Q (800.141843 sec): 3 clusters Score: Raw -333331.032741 + Penalty 4652.001444 = -328679.031297 nChanged 19 SP:Iteration 31Q (800.204491 sec): 3 clusters Score: Raw -333337.621422 + Penalty 4652.001444 = -328685.619978 nChanged 17 SP:Iteration 32Q (800.266069 sec): 3 clusters Score: Raw -333341.804836 + Penalty 4652.001444 = -328689.803392 nChanged 9 SP:Iteration 33Q (800.324911 sec): 3 clusters Score: Raw -333343.855388 + Penalty 4652.001444 = -328691.853944 nChanged 5 SP:Iteration 34Q (800.390796 sec): 3 clusters Score: Raw -333344.701094 + Penalty 4652.001444 = -328692.699650 nChanged 5 SP:Iteration 35Q (800.456296 sec): 3 clusters Score: Raw -333345.383674 + Penalty 4652.001444 = -328693.382230 nChanged 5 SP:Iteration 36Q (800.536516 sec): 3 clusters Score: Raw -333346.131490 + Penalty 4652.001444 = -328694.130046 nChanged 6 SP:Iteration 37Q (800.594815 sec): 3 clusters Score: Raw -333347.485654 + Penalty 4652.001444 = -328695.484210 nChanged 3 SP:Iteration 38Q (800.654966 sec): 3 clusters Score: Raw -333348.453163 + Penalty 4652.001444 = -328696.451718 nChanged 7 SP:Iteration 39Q (800.741368 sec): 3 clusters Score: Raw -333351.290259 + Penalty 4652.001444 = -328699.288814 nChanged 10 SP:Iteration 40F (800.818023 sec): 3 clusters Score: Raw -333353.720708 + Penalty 4652.001444 = -328701.719264 nChanged 7 SP:Iteration 41Q (800.873425 sec): 3 clusters Score: Raw -333355.680270 + Penalty 4652.001444 = -328703.678826 nChanged 5 SP:Iteration 42Q (800.929310 sec): 3 clusters Score: Raw -333356.341374 + Penalty 4652.001444 = -328704.339929 nChanged 5 SP:Iteration 43Q (800.996863 sec): 3 clusters Score: Raw -333357.997675 + Penalty 4652.001444 = -328705.996231 nChanged 6 SP:Iteration 44Q (801.064432 sec): 3 clusters Score: Raw -333359.199135 + Penalty 4652.001444 = -328707.197691 nChanged 3 SP:Iteration 45Q (801.126266 sec): 3 clusters Score: Raw -333359.711546 + Penalty 4652.001444 = -328707.710102 nChanged 3 SP:Iteration 46Q (801.297179 sec): 3 clusters Score: Raw -333360.264421 + Penalty 4652.001444 = -328708.262977 nChanged 2 SP:Iteration 47Q (801.382501 sec): 3 clusters Score: Raw -333360.583058 + Penalty 4652.001444 = -328708.581614 nChanged 2 SP:Iteration 48Q (801.433353 sec): 3 clusters Score: Raw -333361.357882 + Penalty 4652.001444 = -328709.356438 nChanged 3 SP:Iteration 49Q (801.484042 sec): 3 clusters Score: Raw -333361.720326 + Penalty 4652.001444 = -328709.718882 nChanged 0 SP:Iteration 50F (801.534289 sec): 3 clusters Score: Raw -333361.720326 + Penalty 4652.001444 = -328709.718882 nChanged 0 Time taken for this iteration:66.503005 seconds. 11->8 Clusters: Score -1005341.182429, best is -1009561.032527 Starting from 12 clusters... ------ Clustering full data set of 23817 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 3 (1890 points): Lose 498.479396 but Gain 2660.632891 Iteration 0F (802.048951 sec): 11 clusters Score: Raw -944601.407093 + Penalty 26606.328911 = -917995.078182 nChanged 19789 Deleting Class 8 (1918 points): Lose 2174.144552 but Gain 2660.632891 Iteration 1F (802.501690 sec): 10 clusters Score: Raw -977999.114923 + Penalty 23945.696020 = -954053.418904 nChanged 8509 Iteration 2F (802.895886 sec): 10 clusters Score: Raw -997480.234460 + Penalty 23945.696020 = -973534.538441 nChanged 6212 Deleting Class 1 (1396 points): Lose 2654.257211 but Gain 2660.632891 Iteration 3F (803.288167 sec): 9 clusters Score: Raw -1006487.927376 + Penalty 21285.063129 = -985202.864247 nChanged 5306 Iteration 4F (803.657104 sec): 9 clusters Score: Raw -1015207.588779 + Penalty 21285.063129 = -993922.525650 nChanged 2987 Iteration 5F (803.983049 sec): 9 clusters Score: Raw -1018731.971538 + Penalty 21285.063129 = -997446.908410 nChanged 2019 Iteration 6F (804.381705 sec): 9 clusters Score: Raw -1020690.704485 + Penalty 21285.063129 = -999405.641357 nChanged 1370 Iteration 7F (804.741431 sec): 9 clusters Score: Raw -1021864.661545 + Penalty 21285.063129 = -1000579.598416 nChanged 1022 Iteration 8Q (805.034099 sec): 9 clusters Score: Raw -1022632.130149 + Penalty 21285.063129 = -1001347.067021 nChanged 783 Iteration 9Q (805.330432 sec): 9 clusters Score: Raw -1023199.632449 + Penalty 21285.063129 = -1001914.569321 nChanged 627 Iteration 10Q (805.592661 sec): 9 clusters Score: Raw -1023668.690355 + Penalty 21285.063129 = -1002383.627226 nChanged 509 Iteration 11Q (805.854204 sec): 9 clusters Score: Raw -1024038.971252 + Penalty 21285.063129 = -1002753.908124 nChanged 438 Iteration 12Q (806.490978 sec): 9 clusters Score: Raw -1024347.623769 + Penalty 21285.063129 = -1003062.560641 nChanged 397 Iteration 13Q (806.856398 sec): 9 clusters Score: Raw -1024615.870460 + Penalty 21285.063129 = -1003330.807332 nChanged 329 Iteration 14Q (807.141573 sec): 9 clusters Score: Raw -1024825.470722 + Penalty 21285.063129 = -1003540.407593 nChanged 306 Iteration 15Q (807.402594 sec): 9 clusters Score: Raw -1025012.344397 + Penalty 21285.063129 = -1003727.281269 nChanged 260 Iteration 16Q (807.654409 sec): 9 clusters Score: Raw -1025186.036249 + Penalty 21285.063129 = -1003900.973121 nChanged 217 Iteration 17Q (807.904630 sec): 9 clusters Score: Raw -1025332.554066 + Penalty 21285.063129 = -1004047.490938 nChanged 174 Iteration 18Q (808.167279 sec): 9 clusters Score: Raw -1025429.652556 + Penalty 21285.063129 = -1004144.589428 nChanged 156 Iteration 19Q (808.670427 sec): 9 clusters Score: Raw -1025524.400740 + Penalty 21285.063129 = -1004239.337612 nChanged 145 Writing temp clu file Because OldScore, -1004144.589428, is greater than current (better) Score,-1004239.337612 Compute initial score before splitting: Score: Raw -1025524.400740 + Penalty 21285.063129 = -1004239.337612 Trying to split cluster 2 (3248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (808.746079 sec): 2 clusters Score: Raw -138018.736789 + Penalty 2134.649801 = -135884.086988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (808.910978 sec): 3 clusters Score: Raw -136669.553262 + Penalty 4269.299602 = -132400.253659 nChanged 1139 SP:Iteration 1F (809.038314 sec): 3 clusters Score: Raw -137427.064229 + Penalty 4269.299602 = -133157.764627 nChanged 277 SP:Iteration 2F (809.160595 sec): 3 clusters Score: Raw -137686.098428 + Penalty 4269.299602 = -133416.798826 nChanged 174 SP:Iteration 3F (809.248270 sec): 3 clusters Score: Raw -137841.159158 + Penalty 4269.299602 = -133571.859556 nChanged 156 SP:Iteration 4Q (809.290135 sec): 3 clusters Score: Raw -137985.986118 + Penalty 4269.299602 = -133716.686516 nChanged 148 SP:Iteration 5Q (809.332147 sec): 3 clusters Score: Raw -138136.441822 + Penalty 4269.299602 = -133867.142220 nChanged 134 SP:Iteration 6Q (809.374190 sec): 3 clusters Score: Raw -138256.836799 + Penalty 4269.299602 = -133987.537197 nChanged 100 SP:Iteration 7Q (809.416604 sec): 3 clusters Score: Raw -138344.295183 + Penalty 4269.299602 = -134074.995581 nChanged 88 SP:Iteration 8Q (809.458689 sec): 3 clusters Score: Raw -138421.612874 + Penalty 4269.299602 = -134152.313272 nChanged 82 SP:Iteration 9Q (809.500733 sec): 3 clusters Score: Raw -138498.533911 + Penalty 4269.299602 = -134229.234309 nChanged 65 SP:Iteration 10Q (809.544791 sec): 3 clusters Score: Raw -138552.620949 + Penalty 4269.299602 = -134283.321347 nChanged 57 SP:Iteration 11Q (809.590373 sec): 3 clusters Score: Raw -138590.554860 + Penalty 4269.299602 = -134321.255258 nChanged 48 SP:Iteration 12Q (809.635537 sec): 3 clusters Score: Raw -138621.469334 + Penalty 4269.299602 = -134352.169732 nChanged 40 SP:Iteration 13Q (809.680330 sec): 3 clusters Score: Raw -138649.290426 + Penalty 4269.299602 = -134379.990824 nChanged 43 SP:Iteration 14Q (809.723434 sec): 3 clusters Score: Raw -138671.137656 + Penalty 4269.299602 = -134401.838053 nChanged 24 SP:Iteration 15Q (809.765182 sec): 3 clusters Score: Raw -138683.103008 + Penalty 4269.299602 = -134413.803406 nChanged 11 SP:Iteration 16Q (809.806939 sec): 3 clusters Score: Raw -138689.827229 + Penalty 4269.299602 = -134420.527627 nChanged 16 SP:Iteration 17Q (809.848581 sec): 3 clusters Score: Raw -138701.752324 + Penalty 4269.299602 = -134432.452722 nChanged 15 SP:Iteration 18Q (809.891894 sec): 3 clusters Score: Raw -138713.352085 + Penalty 4269.299602 = -134444.052483 nChanged 25 SP:Iteration 19Q (810.021862 sec): 3 clusters Score: Raw -138732.164348 + Penalty 4269.299602 = -134462.864746 nChanged 28 SP:Iteration 20F (810.092912 sec): 3 clusters Score: Raw -138748.295347 + Penalty 4269.299602 = -134478.995745 nChanged 22 SP:Iteration 21Q (810.135639 sec): 3 clusters Score: Raw -138763.531179 + Penalty 4269.299602 = -134494.231577 nChanged 25 SP:Iteration 22Q (810.188609 sec): 3 clusters Score: Raw -138778.976536 + Penalty 4269.299602 = -134509.676934 nChanged 23 SP:Iteration 23Q (810.242342 sec): 3 clusters Score: Raw -138798.916272 + Penalty 4269.299602 = -134529.616669 nChanged 29 SP:Iteration 24Q (810.295647 sec): 3 clusters Score: Raw -138817.095017 + Penalty 4269.299602 = -134547.795414 nChanged 25 SP:Iteration 25Q (810.342825 sec): 3 clusters Score: Raw -138832.330265 + Penalty 4269.299602 = -134563.030663 nChanged 18 SP:Iteration 26Q (810.383389 sec): 3 clusters Score: Raw -138845.694973 + Penalty 4269.299602 = -134576.395370 nChanged 25 SP:Iteration 27Q (810.481232 sec): 3 clusters Score: Raw -138861.569306 + Penalty 4269.299602 = -134592.269704 nChanged 23 SP:Iteration 28Q (810.602284 sec): 3 clusters Score: Raw -138875.055397 + Penalty 4269.299602 = -134605.755794 nChanged 14 SP:Iteration 29Q (810.643428 sec): 3 clusters Score: Raw -138881.123834 + Penalty 4269.299602 = -134611.824232 nChanged 15 SP:Iteration 30Q (810.684665 sec): 3 clusters Score: Raw -138888.266960 + Penalty 4269.299602 = -134618.967358 nChanged 12 SP:Iteration 31Q (810.824312 sec): 3 clusters Score: Raw -138894.615190 + Penalty 4269.299602 = -134625.315588 nChanged 13 SP:Iteration 32Q (810.942383 sec): 3 clusters Score: Raw -138902.860225 + Penalty 4269.299602 = -134633.560623 nChanged 14 SP:Iteration 33Q (811.033536 sec): 3 clusters Score: Raw -138912.302754 + Penalty 4269.299602 = -134643.003152 nChanged 12 SP:Iteration 34Q (811.079589 sec): 3 clusters Score: Raw -138919.854198 + Penalty 4269.299602 = -134650.554596 nChanged 14 SP:Iteration 35Q (811.125097 sec): 3 clusters Score: Raw -138927.476116 + Penalty 4269.299602 = -134658.176514 nChanged 13 SP:Iteration 36Q (811.167437 sec): 3 clusters Score: Raw -138934.523492 + Penalty 4269.299602 = -134665.223890 nChanged 9 SP:Iteration 37Q (811.211489 sec): 3 clusters Score: Raw -138938.052616 + Penalty 4269.299602 = -134668.753014 nChanged 14 SP:Iteration 38Q (811.253748 sec): 3 clusters Score: Raw -138946.294850 + Penalty 4269.299602 = -134676.995248 nChanged 19 SP:Iteration 39Q (811.296156 sec): 3 clusters Score: Raw -138956.032699 + Penalty 4269.299602 = -134686.733097 nChanged 12 SP:Iteration 40F (811.339016 sec): 3 clusters Score: Raw -138963.992630 + Penalty 4269.299602 = -134694.693028 nChanged 14 SP:Iteration 41Q (811.381370 sec): 3 clusters Score: Raw -138972.287880 + Penalty 4269.299602 = -134702.988277 nChanged 8 SP:Iteration 42Q (811.423842 sec): 3 clusters Score: Raw -138976.349943 + Penalty 4269.299602 = -134707.050341 nChanged 4 SP:Iteration 43Q (811.466334 sec): 3 clusters Score: Raw -138977.438027 + Penalty 4269.299602 = -134708.138425 nChanged 2 SP:Iteration 44Q (811.509419 sec): 3 clusters Score: Raw -138978.304545 + Penalty 4269.299602 = -134709.004943 nChanged 0 SP:Iteration 45F (811.552941 sec): 3 clusters Score: Raw -138978.304545 + Penalty 4269.299602 = -134709.004943 nChanged 0 Trying to split cluster 4 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (811.592397 sec): 2 clusters Score: Raw -70525.298112 + Penalty 2000.089698 = -68525.208414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (811.629364 sec): 3 clusters Score: Raw -69806.103654 + Penalty 4000.179396 = -65805.924259 nChanged 599 SP:Iteration 1F (811.665084 sec): 3 clusters Score: Raw -70270.793525 + Penalty 4000.179396 = -66270.614129 nChanged 146 SP:Iteration 2F (811.700927 sec): 3 clusters Score: Raw -70403.428886 + Penalty 4000.179396 = -66403.249490 nChanged 83 SP:Iteration 3Q (811.736917 sec): 3 clusters Score: Raw -70491.710934 + Penalty 4000.179396 = -66491.531539 nChanged 57 SP:Iteration 4Q (811.772823 sec): 3 clusters Score: Raw -70549.822720 + Penalty 4000.179396 = -66549.643324 nChanged 53 SP:Iteration 5Q (811.808109 sec): 3 clusters Score: Raw -70597.347980 + Penalty 4000.179396 = -66597.168584 nChanged 33 SP:Iteration 6Q (811.843300 sec): 3 clusters Score: Raw -70621.280406 + Penalty 4000.179396 = -66621.101011 nChanged 23 SP:Iteration 7Q (811.878373 sec): 3 clusters Score: Raw -70638.223235 + Penalty 4000.179396 = -66638.043839 nChanged 20 SP:Iteration 8Q (811.913661 sec): 3 clusters Score: Raw -70650.545737 + Penalty 4000.179396 = -66650.366341 nChanged 13 SP:Iteration 9Q (811.948745 sec): 3 clusters Score: Raw -70663.974847 + Penalty 4000.179396 = -66663.795451 nChanged 17 SP:Iteration 10Q (811.983794 sec): 3 clusters Score: Raw -70675.998989 + Penalty 4000.179396 = -66675.819594 nChanged 8 SP:Iteration 11Q (812.018914 sec): 3 clusters Score: Raw -70683.168586 + Penalty 4000.179396 = -66682.989190 nChanged 11 SP:Iteration 12Q (812.053637 sec): 3 clusters Score: Raw -70693.705901 + Penalty 4000.179396 = -66693.526505 nChanged 12 SP:Iteration 13Q (812.087887 sec): 3 clusters Score: Raw -70703.851840 + Penalty 4000.179396 = -66703.672445 nChanged 9 SP:Iteration 14Q (812.122976 sec): 3 clusters Score: Raw -70711.096117 + Penalty 4000.179396 = -66710.916722 nChanged 10 SP:Iteration 15Q (812.226601 sec): 3 clusters Score: Raw -70718.399144 + Penalty 4000.179396 = -66718.219748 nChanged 8 SP:Iteration 16Q (812.346654 sec): 3 clusters Score: Raw -70722.559647 + Penalty 4000.179396 = -66722.380252 nChanged 5 SP:Iteration 17Q (812.464297 sec): 3 clusters Score: Raw -70725.353482 + Penalty 4000.179396 = -66725.174086 nChanged 2 SP:Iteration 18Q (812.579965 sec): 3 clusters Score: Raw -70726.874348 + Penalty 4000.179396 = -66726.694953 nChanged 1 SP:Iteration 19Q (812.695395 sec): 3 clusters Score: Raw -70727.793183 + Penalty 4000.179396 = -66727.613787 nChanged 3 SP:Iteration 20F (812.811999 sec): 3 clusters Score: Raw -70729.349099 + Penalty 4000.179396 = -66729.169703 nChanged 2 SP:Iteration 21Q (812.951040 sec): 3 clusters Score: Raw -70729.955349 + Penalty 4000.179396 = -66729.775953 nChanged 0 SP:Iteration 22F (813.035548 sec): 3 clusters Score: Raw -70729.955349 + Penalty 4000.179396 = -66729.775953 nChanged 0 Trying to split cluster 5 (1285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.125720 sec): 2 clusters Score: Raw -55253.617013 + Penalty 1889.847695 = -53363.769318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.207933 sec): 3 clusters Score: Raw -54906.853889 + Penalty 3779.695391 = -51127.158498 nChanged 340 SP:Iteration 1F (813.233913 sec): 3 clusters Score: Raw -55234.587686 + Penalty 3779.695391 = -51454.892295 nChanged 98 SP:Iteration 2F (813.259651 sec): 3 clusters Score: Raw -55341.954418 + Penalty 3779.695391 = -51562.259028 nChanged 38 SP:Iteration 3Q (813.285668 sec): 3 clusters Score: Raw -55390.097465 + Penalty 3779.695391 = -51610.402074 nChanged 28 SP:Iteration 4Q (813.312083 sec): 3 clusters Score: Raw -55416.533973 + Penalty 3779.695391 = -51636.838582 nChanged 14 SP:Iteration 5Q (813.338151 sec): 3 clusters Score: Raw -55431.034838 + Penalty 3779.695391 = -51651.339447 nChanged 12 SP:Iteration 6Q (813.363661 sec): 3 clusters Score: Raw -55450.045285 + Penalty 3779.695391 = -51670.349894 nChanged 12 SP:Iteration 7Q (813.388688 sec): 3 clusters Score: Raw -55461.888216 + Penalty 3779.695391 = -51682.192826 nChanged 8 SP:Iteration 8Q (813.413943 sec): 3 clusters Score: Raw -55468.413963 + Penalty 3779.695391 = -51688.718573 nChanged 4 SP:Iteration 9Q (813.438875 sec): 3 clusters Score: Raw -55473.011405 + Penalty 3779.695391 = -51693.316014 nChanged 3 SP:Iteration 10Q (813.463934 sec): 3 clusters Score: Raw -55476.210834 + Penalty 3779.695391 = -51696.515443 nChanged 3 SP:Iteration 11Q (813.489237 sec): 3 clusters Score: Raw -55479.995376 + Penalty 3779.695391 = -51700.299985 nChanged 2 SP:Iteration 12Q (813.514492 sec): 3 clusters Score: Raw -55481.189170 + Penalty 3779.695391 = -51701.493780 nChanged 2 SP:Iteration 13Q (813.539546 sec): 3 clusters Score: Raw -55482.832510 + Penalty 3779.695391 = -51703.137119 nChanged 0 SP:Iteration 14F (813.564152 sec): 3 clusters Score: Raw -55482.832510 + Penalty 3779.695391 = -51703.137119 nChanged 0 Trying to split cluster 6 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.598383 sec): 2 clusters Score: Raw -67167.979103 + Penalty 1969.265468 = -65198.713634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.630350 sec): 3 clusters Score: Raw -66573.691325 + Penalty 3938.530937 = -62635.160388 nChanged 518 SP:Iteration 1F (813.660831 sec): 3 clusters Score: Raw -67023.644988 + Penalty 3938.530937 = -63085.114051 nChanged 134 SP:Iteration 2F (813.691200 sec): 3 clusters Score: Raw -67169.264843 + Penalty 3938.530937 = -63230.733906 nChanged 80 SP:Iteration 3Q (813.722995 sec): 3 clusters Score: Raw -67240.392629 + Penalty 3938.530937 = -63301.861693 nChanged 44 SP:Iteration 4Q (813.764463 sec): 3 clusters Score: Raw -67279.692899 + Penalty 3938.530937 = -63341.161962 nChanged 28 SP:Iteration 5Q (813.796037 sec): 3 clusters Score: Raw -67306.280482 + Penalty 3938.530937 = -63367.749545 nChanged 21 SP:Iteration 6Q (813.919574 sec): 3 clusters Score: Raw -67323.874487 + Penalty 3938.530937 = -63385.343551 nChanged 19 SP:Iteration 7Q (814.037074 sec): 3 clusters Score: Raw -67338.355957 + Penalty 3938.530937 = -63399.825020 nChanged 15 SP:Iteration 8Q (814.153680 sec): 3 clusters Score: Raw -67347.853408 + Penalty 3938.530937 = -63409.322471 nChanged 8 SP:Iteration 9Q (814.185394 sec): 3 clusters Score: Raw -67352.617536 + Penalty 3938.530937 = -63414.086599 nChanged 6 SP:Iteration 10Q (814.217154 sec): 3 clusters Score: Raw -67358.082361 + Penalty 3938.530937 = -63419.551424 nChanged 4 SP:Iteration 11Q (814.249138 sec): 3 clusters Score: Raw -67361.172400 + Penalty 3938.530937 = -63422.641464 nChanged 3 SP:Iteration 12Q (814.281175 sec): 3 clusters Score: Raw -67365.264946 + Penalty 3938.530937 = -63426.734009 nChanged 3 SP:Iteration 13Q (814.313123 sec): 3 clusters Score: Raw -67367.916551 + Penalty 3938.530937 = -63429.385615 nChanged 5 SP:Iteration 14Q (814.346898 sec): 3 clusters Score: Raw -67370.361548 + Penalty 3938.530937 = -63431.830612 nChanged 5 SP:Iteration 15Q (814.378794 sec): 3 clusters Score: Raw -67374.724555 + Penalty 3938.530937 = -63436.193618 nChanged 4 SP:Iteration 16Q (814.412136 sec): 3 clusters Score: Raw -67377.982311 + Penalty 3938.530937 = -63439.451374 nChanged 7 SP:Iteration 17Q (814.443095 sec): 3 clusters Score: Raw -67386.182977 + Penalty 3938.530937 = -63447.652040 nChanged 3 SP:Iteration 18Q (814.474644 sec): 3 clusters Score: Raw -67387.550992 + Penalty 3938.530937 = -63449.020056 nChanged 2 SP:Iteration 19Q (814.505573 sec): 3 clusters Score: Raw -67388.730307 + Penalty 3938.530937 = -63450.199370 nChanged 3 SP:Iteration 20F (814.536069 sec): 3 clusters Score: Raw -67389.527405 + Penalty 3938.530937 = -63450.996468 nChanged 1 SP:Iteration 21Q (814.566936 sec): 3 clusters Score: Raw -67389.718124 + Penalty 3938.530937 = -63451.187187 nChanged 0 SP:Iteration 22F (814.597726 sec): 3 clusters Score: Raw -67389.718124 + Penalty 3938.530937 = -63451.187187 nChanged 0 Trying to split cluster 7 (1810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (814.632007 sec): 2 clusters Score: Raw -80546.973903 + Penalty 1980.285681 = -78566.688222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (814.666539 sec): 3 clusters Score: Raw -79937.302419 + Penalty 3960.571362 = -75976.731058 nChanged 560 SP:Iteration 1F (814.699853 sec): 3 clusters Score: Raw -80452.846554 + Penalty 3960.571362 = -76492.275192 nChanged 145 SP:Iteration 2F (814.732594 sec): 3 clusters Score: Raw -80601.200056 + Penalty 3960.571362 = -76640.628695 nChanged 73 SP:Iteration 3Q (814.766272 sec): 3 clusters Score: Raw -80672.356660 + Penalty 3960.571362 = -76711.785298 nChanged 61 SP:Iteration 4Q (814.799965 sec): 3 clusters Score: Raw -80724.369996 + Penalty 3960.571362 = -76763.798635 nChanged 32 SP:Iteration 5Q (814.833611 sec): 3 clusters Score: Raw -80753.681001 + Penalty 3960.571362 = -76793.109640 nChanged 24 SP:Iteration 6Q (814.867283 sec): 3 clusters Score: Raw -80771.293443 + Penalty 3960.571362 = -76810.722082 nChanged 15 SP:Iteration 7Q (814.901006 sec): 3 clusters Score: Raw -80781.237942 + Penalty 3960.571362 = -76820.666580 nChanged 7 SP:Iteration 8Q (814.934423 sec): 3 clusters Score: Raw -80786.324881 + Penalty 3960.571362 = -76825.753520 nChanged 5 SP:Iteration 9Q (814.967339 sec): 3 clusters Score: Raw -80789.678217 + Penalty 3960.571362 = -76829.106855 nChanged 4 SP:Iteration 10Q (815.000244 sec): 3 clusters Score: Raw -80792.651882 + Penalty 3960.571362 = -76832.080521 nChanged 4 SP:Iteration 11Q (815.033335 sec): 3 clusters Score: Raw -80796.440435 + Penalty 3960.571362 = -76835.869073 nChanged 5 SP:Iteration 12Q (815.066207 sec): 3 clusters Score: Raw -80800.328116 + Penalty 3960.571362 = -76839.756754 nChanged 5 SP:Iteration 13Q (815.214123 sec): 3 clusters Score: Raw -80803.792260 + Penalty 3960.571362 = -76843.220898 nChanged 2 SP:Iteration 14Q (815.331910 sec): 3 clusters Score: Raw -80805.061490 + Penalty 3960.571362 = -76844.490129 nChanged 3 SP:Iteration 15Q (815.353064 sec): 3 clusters Score: Raw -80807.258444 + Penalty 3960.571362 = -76846.687083 nChanged 3 SP:Iteration 16Q (815.386858 sec): 3 clusters Score: Raw -80810.553506 + Penalty 3960.571362 = -76849.982144 nChanged 3 SP:Iteration 17Q (815.420187 sec): 3 clusters Score: Raw -80812.867364 + Penalty 3960.571362 = -76852.296002 nChanged 3 SP:Iteration 18Q (815.453638 sec): 3 clusters Score: Raw -80815.552625 + Penalty 3960.571362 = -76854.981263 nChanged 4 SP:Iteration 19Q (815.487050 sec): 3 clusters Score: Raw -80818.580093 + Penalty 3960.571362 = -76858.008731 nChanged 5 SP:Iteration 20F (815.520382 sec): 3 clusters Score: Raw -80823.621924 + Penalty 3960.571362 = -76863.050562 nChanged 6 SP:Iteration 21Q (815.553758 sec): 3 clusters Score: Raw -80828.504600 + Penalty 3960.571362 = -76867.933239 nChanged 1 SP:Iteration 22Q (815.586953 sec): 3 clusters Score: Raw -80830.267127 + Penalty 3960.571362 = -76869.695765 nChanged 1 SP:Iteration 23Q (815.619925 sec): 3 clusters Score: Raw -80830.814203 + Penalty 3960.571362 = -76870.242841 nChanged 2 SP:Iteration 24Q (815.652778 sec): 3 clusters Score: Raw -80831.711805 + Penalty 3960.571362 = -76871.140444 nChanged 1 SP:Iteration 25Q (815.685806 sec): 3 clusters Score: Raw -80832.321512 + Penalty 3960.571362 = -76871.750150 nChanged 2 SP:Iteration 26Q (815.718764 sec): 3 clusters Score: Raw -80834.297180 + Penalty 3960.571362 = -76873.725819 nChanged 3 SP:Iteration 27Q (815.751955 sec): 3 clusters Score: Raw -80836.283660 + Penalty 3960.571362 = -76875.712298 nChanged 4 SP:Iteration 28Q (815.784995 sec): 3 clusters Score: Raw -80839.839307 + Penalty 3960.571362 = -76879.267945 nChanged 2 SP:Iteration 29Q (815.817907 sec): 3 clusters Score: Raw -80841.059301 + Penalty 3960.571362 = -76880.487939 nChanged 1 SP:Iteration 30Q (815.850797 sec): 3 clusters Score: Raw -80841.652670 + Penalty 3960.571362 = -76881.081309 nChanged 1 SP:Iteration 31Q (815.883281 sec): 3 clusters Score: Raw -80842.433772 + Penalty 3960.571362 = -76881.862411 nChanged 0 SP:Iteration 32F (815.916340 sec): 3 clusters Score: Raw -80842.433772 + Penalty 3960.571362 = -76881.862411 nChanged 0 Trying to split cluster 9 (1642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (815.950228 sec): 2 clusters Score: Raw -76383.097040 + Penalty 1954.568957 = -74428.528084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (815.980638 sec): 3 clusters Score: Raw -75914.013099 + Penalty 3909.137913 = -72004.875186 nChanged 451 SP:Iteration 1F (816.009797 sec): 3 clusters Score: Raw -76289.376292 + Penalty 3909.137913 = -72380.238379 nChanged 123 SP:Iteration 2F (816.039362 sec): 3 clusters Score: Raw -76420.573688 + Penalty 3909.137913 = -72511.435775 nChanged 65 SP:Iteration 3Q (816.069348 sec): 3 clusters Score: Raw -76480.840494 + Penalty 3909.137913 = -72571.702581 nChanged 34 SP:Iteration 4Q (816.099280 sec): 3 clusters Score: Raw -76518.815117 + Penalty 3909.137913 = -72609.677204 nChanged 35 SP:Iteration 5Q (816.129193 sec): 3 clusters Score: Raw -76552.766304 + Penalty 3909.137913 = -72643.628391 nChanged 25 SP:Iteration 6Q (816.158800 sec): 3 clusters Score: Raw -76575.516197 + Penalty 3909.137913 = -72666.378284 nChanged 21 SP:Iteration 7Q (816.188416 sec): 3 clusters Score: Raw -76589.511365 + Penalty 3909.137913 = -72680.373452 nChanged 8 SP:Iteration 8Q (816.218240 sec): 3 clusters Score: Raw -76596.432167 + Penalty 3909.137913 = -72687.294254 nChanged 9 SP:Iteration 9Q (816.247824 sec): 3 clusters Score: Raw -76601.905013 + Penalty 3909.137913 = -72692.767100 nChanged 10 SP:Iteration 10Q (816.277463 sec): 3 clusters Score: Raw -76608.463876 + Penalty 3909.137913 = -72699.325963 nChanged 7 SP:Iteration 11Q (816.376970 sec): 3 clusters Score: Raw -76613.966761 + Penalty 3909.137913 = -72704.828848 nChanged 6 SP:Iteration 12Q (816.492451 sec): 3 clusters Score: Raw -76617.856113 + Penalty 3909.137913 = -72708.718200 nChanged 2 SP:Iteration 13Q (816.607011 sec): 3 clusters Score: Raw -76621.408404 + Penalty 3909.137913 = -72712.270491 nChanged 5 SP:Iteration 14Q (816.724431 sec): 3 clusters Score: Raw -76626.235732 + Penalty 3909.137913 = -72717.097818 nChanged 6 SP:Iteration 15Q (816.819795 sec): 3 clusters Score: Raw -76633.621986 + Penalty 3909.137913 = -72724.484072 nChanged 8 SP:Iteration 16Q (816.937578 sec): 3 clusters Score: Raw -76642.370379 + Penalty 3909.137913 = -72733.232466 nChanged 7 SP:Iteration 17Q (817.081489 sec): 3 clusters Score: Raw -76650.134092 + Penalty 3909.137913 = -72740.996179 nChanged 4 SP:Iteration 18Q (817.160139 sec): 3 clusters Score: Raw -76653.518352 + Penalty 3909.137913 = -72744.380439 nChanged 5 SP:Iteration 19Q (817.192703 sec): 3 clusters Score: Raw -76659.945169 + Penalty 3909.137913 = -72750.807255 nChanged 7 SP:Iteration 20F (817.222465 sec): 3 clusters Score: Raw -76668.591832 + Penalty 3909.137913 = -72759.453918 nChanged 7 SP:Iteration 21Q (817.252427 sec): 3 clusters Score: Raw -76676.332400 + Penalty 3909.137913 = -72767.194487 nChanged 7 SP:Iteration 22Q (817.282282 sec): 3 clusters Score: Raw -76680.828116 + Penalty 3909.137913 = -72771.690203 nChanged 5 SP:Iteration 23Q (817.312262 sec): 3 clusters Score: Raw -76684.179390 + Penalty 3909.137913 = -72775.041477 nChanged 2 SP:Iteration 24Q (817.341909 sec): 3 clusters Score: Raw -76685.566054 + Penalty 3909.137913 = -72776.428141 nChanged 2 SP:Iteration 25Q (817.371498 sec): 3 clusters Score: Raw -76686.436071 + Penalty 3909.137913 = -72777.298158 nChanged 2 SP:Iteration 26Q (817.401179 sec): 3 clusters Score: Raw -76687.461085 + Penalty 3909.137913 = -72778.323172 nChanged 1 SP:Iteration 27Q (817.518451 sec): 3 clusters Score: Raw -76688.029763 + Penalty 3909.137913 = -72778.891850 nChanged 1 SP:Iteration 28Q (817.637035 sec): 3 clusters Score: Raw -76688.383678 + Penalty 3909.137913 = -72779.245765 nChanged 1 SP:Iteration 29Q (817.752493 sec): 3 clusters Score: Raw -76688.744122 + Penalty 3909.137913 = -72779.606209 nChanged 1 SP:Iteration 30Q (817.868477 sec): 3 clusters Score: Raw -76689.002023 + Penalty 3909.137913 = -72779.864110 nChanged 1 SP:Iteration 31Q (817.956375 sec): 3 clusters Score: Raw -76689.589359 + Penalty 3909.137913 = -72780.451446 nChanged 0 SP:Iteration 32F (817.987333 sec): 3 clusters Score: Raw -76689.589359 + Penalty 3909.137913 = -72780.451446 nChanged 0 Trying to split cluster 10 (8042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (818.043957 sec): 2 clusters Score: Raw -393165.660988 + Penalty 2374.002335 = -390791.658653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (818.129296 sec): 3 clusters Score: Raw -388958.036558 + Penalty 4748.004670 = -384210.031888 nChanged 3280 SP:Iteration 1F (818.204368 sec): 3 clusters Score: Raw -390873.326682 + Penalty 4748.004670 = -386125.322012 nChanged 593 SP:Iteration 2F (818.266830 sec): 3 clusters Score: Raw -391239.501990 + Penalty 4748.004670 = -386491.497320 nChanged 444 SP:Iteration 3F (818.328088 sec): 3 clusters Score: Raw -391520.330056 + Penalty 4748.004670 = -386772.325386 nChanged 413 SP:Iteration 4F (818.396401 sec): 3 clusters Score: Raw -391778.776234 + Penalty 4748.004670 = -387030.771564 nChanged 369 SP:Iteration 5Q (818.468167 sec): 3 clusters Score: Raw -392008.877047 + Penalty 4748.004670 = -387260.872377 nChanged 336 SP:Iteration 6Q (818.538639 sec): 3 clusters Score: Raw -392214.749767 + Penalty 4748.004670 = -387466.745097 nChanged 280 SP:Iteration 7Q (818.607726 sec): 3 clusters Score: Raw -392378.336661 + Penalty 4748.004670 = -387630.331990 nChanged 271 SP:Iteration 8Q (818.804113 sec): 3 clusters Score: Raw -392549.548831 + Penalty 4748.004670 = -387801.544161 nChanged 247 SP:Iteration 9Q (818.947156 sec): 3 clusters Score: Raw -392714.238975 + Penalty 4748.004670 = -387966.234305 nChanged 234 SP:Iteration 10Q (819.013140 sec): 3 clusters Score: Raw -392870.276735 + Penalty 4748.004670 = -388122.272065 nChanged 192 SP:Iteration 11Q (819.090183 sec): 3 clusters Score: Raw -393002.252310 + Penalty 4748.004670 = -388254.247639 nChanged 161 SP:Iteration 12Q (819.160564 sec): 3 clusters Score: Raw -393097.372894 + Penalty 4748.004670 = -388349.368224 nChanged 109 SP:Iteration 13Q (819.228214 sec): 3 clusters Score: Raw -393170.789423 + Penalty 4748.004670 = -388422.784753 nChanged 97 SP:Iteration 14Q (819.296869 sec): 3 clusters Score: Raw -393235.185192 + Penalty 4748.004670 = -388487.180521 nChanged 75 SP:Iteration 15Q (819.365541 sec): 3 clusters Score: Raw -393286.891750 + Penalty 4748.004670 = -388538.887079 nChanged 69 SP:Iteration 16Q (819.432690 sec): 3 clusters Score: Raw -393333.602539 + Penalty 4748.004670 = -388585.597869 nChanged 53 SP:Iteration 17Q (819.506661 sec): 3 clusters Score: Raw -393369.968384 + Penalty 4748.004670 = -388621.963714 nChanged 47 SP:Iteration 18Q (819.573523 sec): 3 clusters Score: Raw -393402.852257 + Penalty 4748.004670 = -388654.847587 nChanged 36 SP:Iteration 19Q (819.640600 sec): 3 clusters Score: Raw -393422.172002 + Penalty 4748.004670 = -388674.167332 nChanged 24 SP:Iteration 20F (819.709546 sec): 3 clusters Score: Raw -393435.639594 + Penalty 4748.004670 = -388687.634924 nChanged 19 SP:Iteration 21Q (819.900158 sec): 3 clusters Score: Raw -393446.617887 + Penalty 4748.004670 = -388698.613217 nChanged 16 SP:Iteration 22Q (819.944271 sec): 3 clusters Score: Raw -393456.831220 + Penalty 4748.004670 = -388708.826550 nChanged 12 SP:Iteration 23Q (820.012085 sec): 3 clusters Score: Raw -393466.058448 + Penalty 4748.004670 = -388718.053777 nChanged 12 SP:Iteration 24Q (820.080422 sec): 3 clusters Score: Raw -393473.698683 + Penalty 4748.004670 = -388725.694013 nChanged 6 SP:Iteration 25Q (820.147119 sec): 3 clusters Score: Raw -393476.512378 + Penalty 4748.004670 = -388728.507708 nChanged 5 SP:Iteration 26Q (820.213748 sec): 3 clusters Score: Raw -393478.742657 + Penalty 4748.004670 = -388730.737987 nChanged 5 SP:Iteration 27Q (820.279061 sec): 3 clusters Score: Raw -393481.258098 + Penalty 4748.004670 = -388733.253428 nChanged 3 SP:Iteration 28Q (820.343277 sec): 3 clusters Score: Raw -393482.411323 + Penalty 4748.004670 = -388734.406653 nChanged 1 SP:Iteration 29Q (820.409559 sec): 3 clusters Score: Raw -393482.722754 + Penalty 4748.004670 = -388734.718084 nChanged 1 SP:Iteration 30Q (820.475942 sec): 3 clusters Score: Raw -393483.348702 + Penalty 4748.004670 = -388735.344032 nChanged 0 SP:Iteration 31F (820.544667 sec): 3 clusters Score: Raw -393483.348702 + Penalty 4748.004670 = -388735.344032 nChanged 0 Trying to split cluster 11 (4103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (820.598248 sec): 2 clusters Score: Raw -189166.157057 + Penalty 2196.341055 = -186969.816003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (820.661986 sec): 3 clusters Score: Raw -187289.959306 + Penalty 4392.682110 = -182897.277196 nChanged 1471 SP:Iteration 1F (820.723169 sec): 3 clusters Score: Raw -188172.896457 + Penalty 4392.682110 = -183780.214348 nChanged 358 SP:Iteration 2F (820.777225 sec): 3 clusters Score: Raw -188438.261001 + Penalty 4392.682110 = -184045.578891 nChanged 255 SP:Iteration 3F (820.819633 sec): 3 clusters Score: Raw -188632.371800 + Penalty 4392.682110 = -184239.689690 nChanged 190 SP:Iteration 4Q (820.864927 sec): 3 clusters Score: Raw -188778.588210 + Penalty 4392.682110 = -184385.906100 nChanged 175 SP:Iteration 5Q (820.908773 sec): 3 clusters Score: Raw -188932.603066 + Penalty 4392.682110 = -184539.920956 nChanged 182 SP:Iteration 6Q (821.022926 sec): 3 clusters Score: Raw -189122.469049 + Penalty 4392.682110 = -184729.786939 nChanged 166 SP:Iteration 7Q (821.147686 sec): 3 clusters Score: Raw -189301.613695 + Penalty 4392.682110 = -184908.931585 nChanged 165 SP:Iteration 8Q (821.245159 sec): 3 clusters Score: Raw -189456.544222 + Penalty 4392.682110 = -185063.862113 nChanged 144 SP:Iteration 9Q (821.292317 sec): 3 clusters Score: Raw -189560.134768 + Penalty 4392.682110 = -185167.452658 nChanged 116 SP:Iteration 10Q (821.339420 sec): 3 clusters Score: Raw -189651.006033 + Penalty 4392.682110 = -185258.323923 nChanged 90 SP:Iteration 11Q (821.385191 sec): 3 clusters Score: Raw -189701.863065 + Penalty 4392.682110 = -185309.180955 nChanged 65 SP:Iteration 12Q (821.430455 sec): 3 clusters Score: Raw -189740.508061 + Penalty 4392.682110 = -185347.825951 nChanged 68 SP:Iteration 13Q (821.475877 sec): 3 clusters Score: Raw -189789.247669 + Penalty 4392.682110 = -185396.565559 nChanged 58 SP:Iteration 14Q (821.521220 sec): 3 clusters Score: Raw -189827.289948 + Penalty 4392.682110 = -185434.607838 nChanged 59 SP:Iteration 15Q (821.565932 sec): 3 clusters Score: Raw -189859.813527 + Penalty 4392.682110 = -185467.131417 nChanged 48 SP:Iteration 16Q (821.610726 sec): 3 clusters Score: Raw -189886.924117 + Penalty 4392.682110 = -185494.242008 nChanged 37 SP:Iteration 17Q (821.660443 sec): 3 clusters Score: Raw -189903.422985 + Penalty 4392.682110 = -185510.740876 nChanged 31 SP:Iteration 18Q (821.706828 sec): 3 clusters Score: Raw -189918.117988 + Penalty 4392.682110 = -185525.435878 nChanged 19 SP:Iteration 19Q (821.752143 sec): 3 clusters Score: Raw -189926.327257 + Penalty 4392.682110 = -185533.645147 nChanged 19 SP:Iteration 20F (821.797550 sec): 3 clusters Score: Raw -189934.927678 + Penalty 4392.682110 = -185542.245568 nChanged 14 SP:Iteration 21Q (821.843809 sec): 3 clusters Score: Raw -189942.003496 + Penalty 4392.682110 = -185549.321386 nChanged 19 SP:Iteration 22Q (821.892705 sec): 3 clusters Score: Raw -189951.414503 + Penalty 4392.682110 = -185558.732393 nChanged 15 SP:Iteration 23Q (821.941209 sec): 3 clusters Score: Raw -189957.371858 + Penalty 4392.682110 = -185564.689749 nChanged 14 SP:Iteration 24Q (821.989700 sec): 3 clusters Score: Raw -189963.115590 + Penalty 4392.682110 = -185570.433481 nChanged 11 SP:Iteration 25Q (822.039200 sec): 3 clusters Score: Raw -189969.787193 + Penalty 4392.682110 = -185577.105083 nChanged 12 SP:Iteration 26Q (822.088842 sec): 3 clusters Score: Raw -189976.595769 + Penalty 4392.682110 = -185583.913660 nChanged 9 SP:Iteration 27Q (822.138444 sec): 3 clusters Score: Raw -189981.288195 + Penalty 4392.682110 = -185588.606085 nChanged 7 SP:Iteration 28Q (822.186310 sec): 3 clusters Score: Raw -189984.734930 + Penalty 4392.682110 = -185592.052820 nChanged 5 SP:Iteration 29Q (822.232652 sec): 3 clusters Score: Raw -189987.700167 + Penalty 4392.682110 = -185595.018057 nChanged 8 SP:Iteration 30Q (822.279234 sec): 3 clusters Score: Raw -189991.416420 + Penalty 4392.682110 = -185598.734311 nChanged 8 SP:Iteration 31Q (822.325575 sec): 3 clusters Score: Raw -189995.303749 + Penalty 4392.682110 = -185602.621639 nChanged 9 SP:Iteration 32Q (822.372741 sec): 3 clusters Score: Raw -189999.083096 + Penalty 4392.682110 = -185606.400986 nChanged 13 SP:Iteration 33Q (822.502360 sec): 3 clusters Score: Raw -190005.768124 + Penalty 4392.682110 = -185613.086014 nChanged 9 SP:Iteration 34Q (822.622562 sec): 3 clusters Score: Raw -190009.424007 + Penalty 4392.682110 = -185616.741897 nChanged 8 SP:Iteration 35Q (822.757330 sec): 3 clusters Score: Raw -190013.179805 + Penalty 4392.682110 = -185620.497696 nChanged 11 SP:Iteration 36Q (822.929017 sec): 3 clusters Score: Raw -190018.817677 + Penalty 4392.682110 = -185626.135567 nChanged 9 SP:Iteration 37Q (822.980312 sec): 3 clusters Score: Raw -190024.216012 + Penalty 4392.682110 = -185631.533902 nChanged 12 SP:Iteration 38Q (823.138999 sec): 3 clusters Score: Raw -190029.088814 + Penalty 4392.682110 = -185636.406705 nChanged 10 SP:Iteration 39Q (823.282251 sec): 3 clusters Score: Raw -190033.690458 + Penalty 4392.682110 = -185641.008348 nChanged 8 SP:Iteration 40F (823.318695 sec): 3 clusters Score: Raw -190037.173915 + Penalty 4392.682110 = -185644.491805 nChanged 7 SP:Iteration 41Q (823.366438 sec): 3 clusters Score: Raw -190040.159005 + Penalty 4392.682110 = -185647.476895 nChanged 6 SP:Iteration 42Q (823.414430 sec): 3 clusters Score: Raw -190042.424572 + Penalty 4392.682110 = -185649.742463 nChanged 6 SP:Iteration 43Q (823.462676 sec): 3 clusters Score: Raw -190044.739215 + Penalty 4392.682110 = -185652.057105 nChanged 6 SP:Iteration 44Q (823.514198 sec): 3 clusters Score: Raw -190046.381036 + Penalty 4392.682110 = -185653.698927 nChanged 7 SP:Iteration 45Q (823.565427 sec): 3 clusters Score: Raw -190049.586585 + Penalty 4392.682110 = -185656.904476 nChanged 7 SP:Iteration 46Q (823.616386 sec): 3 clusters Score: Raw -190052.842578 + Penalty 4392.682110 = -185660.160468 nChanged 6 SP:Iteration 47Q (823.662443 sec): 3 clusters Score: Raw -190056.707524 + Penalty 4392.682110 = -185664.025415 nChanged 10 SP:Iteration 48Q (823.709612 sec): 3 clusters Score: Raw -190062.785651 + Penalty 4392.682110 = -185670.103541 nChanged 11 SP:Iteration 49Q (823.756551 sec): 3 clusters Score: Raw -190068.801576 + Penalty 4392.682110 = -185676.119467 nChanged 11 SP:Iteration 50Q (823.803526 sec): 3 clusters Score: Raw -190074.230565 + Penalty 4392.682110 = -185681.548455 nChanged 10 SP:Iteration 51Q (823.849659 sec): 3 clusters Score: Raw -190077.896752 + Penalty 4392.682110 = -185685.214642 nChanged 9 SP:Iteration 52Q (823.896767 sec): 3 clusters Score: Raw -190082.518996 + Penalty 4392.682110 = -185689.836886 nChanged 10 SP:Iteration 53Q (823.943230 sec): 3 clusters Score: Raw -190088.199568 + Penalty 4392.682110 = -185695.517459 nChanged 10 SP:Iteration 54Q (823.989103 sec): 3 clusters Score: Raw -190096.357570 + Penalty 4392.682110 = -185703.675460 nChanged 12 SP:Iteration 55Q (824.036954 sec): 3 clusters Score: Raw -190105.887457 + Penalty 4392.682110 = -185713.205348 nChanged 13 SP:Iteration 56Q (824.085135 sec): 3 clusters Score: Raw -190115.010737 + Penalty 4392.682110 = -185722.328627 nChanged 12 SP:Iteration 57Q (824.132455 sec): 3 clusters Score: Raw -190121.943897 + Penalty 4392.682110 = -185729.261788 nChanged 6 SP:Iteration 58Q (824.179298 sec): 3 clusters Score: Raw -190127.637885 + Penalty 4392.682110 = -185734.955775 nChanged 11 SP:Iteration 59Q (824.229733 sec): 3 clusters Score: Raw -190134.484658 + Penalty 4392.682110 = -185741.802549 nChanged 13 SP:Iteration 60F (824.277478 sec): 3 clusters Score: Raw -190143.841883 + Penalty 4392.682110 = -185751.159774 nChanged 16 SP:Iteration 61Q (824.324214 sec): 3 clusters Score: Raw -190155.669887 + Penalty 4392.682110 = -185762.987777 nChanged 13 SP:Iteration 62Q (824.371221 sec): 3 clusters Score: Raw -190163.817629 + Penalty 4392.682110 = -185771.135520 nChanged 13 SP:Iteration 63Q (824.418455 sec): 3 clusters Score: Raw -190174.573790 + Penalty 4392.682110 = -185781.891680 nChanged 15 SP:Iteration 64Q (824.468038 sec): 3 clusters Score: Raw -190182.828633 + Penalty 4392.682110 = -185790.146523 nChanged 16 SP:Iteration 65Q (824.517312 sec): 3 clusters Score: Raw -190194.968337 + Penalty 4392.682110 = -185802.286227 nChanged 13 SP:Iteration 66Q (824.566719 sec): 3 clusters Score: Raw -190203.902574 + Penalty 4392.682110 = -185811.220464 nChanged 11 SP:Iteration 67Q (824.614037 sec): 3 clusters Score: Raw -190212.898058 + Penalty 4392.682110 = -185820.215948 nChanged 10 SP:Iteration 68Q (824.658953 sec): 3 clusters Score: Raw -190218.695714 + Penalty 4392.682110 = -185826.013604 nChanged 11 SP:Iteration 69Q (824.703954 sec): 3 clusters Score: Raw -190224.879865 + Penalty 4392.682110 = -185832.197755 nChanged 6 SP:Iteration 70Q (824.829801 sec): 3 clusters Score: Raw -190228.117772 + Penalty 4392.682110 = -185835.435663 nChanged 7 SP:Iteration 71Q (824.968167 sec): 3 clusters Score: Raw -190232.629534 + Penalty 4392.682110 = -185839.947424 nChanged 8 SP:Iteration 72Q (825.016107 sec): 3 clusters Score: Raw -190236.201717 + Penalty 4392.682110 = -185843.519607 nChanged 5 SP:Iteration 73Q (825.059347 sec): 3 clusters Score: Raw -190238.837068 + Penalty 4392.682110 = -185846.154959 nChanged 3 SP:Iteration 74Q (825.102390 sec): 3 clusters Score: Raw -190241.100983 + Penalty 4392.682110 = -185848.418874 nChanged 2 SP:Iteration 75Q (825.145466 sec): 3 clusters Score: Raw -190245.766270 + Penalty 4392.682110 = -185853.084160 nChanged 6 SP:Iteration 76Q (825.188292 sec): 3 clusters Score: Raw -190249.450110 + Penalty 4392.682110 = -185856.768001 nChanged 8 SP:Iteration 77Q (825.239506 sec): 3 clusters Score: Raw -190255.310434 + Penalty 4392.682110 = -185862.628324 nChanged 9 SP:Iteration 78Q (825.291785 sec): 3 clusters Score: Raw -190260.877023 + Penalty 4392.682110 = -185868.194913 nChanged 5 SP:Iteration 79Q (825.344071 sec): 3 clusters Score: Raw -190264.350262 + Penalty 4392.682110 = -185871.668153 nChanged 4 SP:Iteration 80F (825.395003 sec): 3 clusters Score: Raw -190266.598187 + Penalty 4392.682110 = -185873.916078 nChanged 2 SP:Iteration 81Q (825.438624 sec): 3 clusters Score: Raw -190267.619475 + Penalty 4392.682110 = -185874.937365 nChanged 1 SP:Iteration 82Q (825.482366 sec): 3 clusters Score: Raw -190268.476914 + Penalty 4392.682110 = -185875.794805 nChanged 1 SP:Iteration 83Q (825.526049 sec): 3 clusters Score: Raw -190269.364600 + Penalty 4392.682110 = -185876.682490 nChanged 1 SP:Iteration 84Q (825.575620 sec): 3 clusters Score: Raw -190269.744713 + Penalty 4392.682110 = -185877.062603 nChanged 0 SP:Iteration 85F (825.626249 sec): 3 clusters Score: Raw -190269.744713 + Penalty 4392.682110 = -185877.062603 nChanged 0 Iteration 20F (825.987444 sec): 9 clusters Score: Raw -1025595.706259 + Penalty 21285.063129 = -1004310.643131 nChanged 105 Iteration 21Q (826.291930 sec): 9 clusters Score: Raw -1025639.085432 + Penalty 21285.063129 = -1004354.022304 nChanged 78 Iteration 22Q (826.541420 sec): 9 clusters Score: Raw -1025669.223255 + Penalty 21285.063129 = -1004384.160127 nChanged 75 Iteration 23Q (826.788328 sec): 9 clusters Score: Raw -1025696.454818 + Penalty 21285.063129 = -1004411.391690 nChanged 48 Iteration 24Q (827.034288 sec): 9 clusters Score: Raw -1025719.507987 + Penalty 21285.063129 = -1004434.444858 nChanged 48 Iteration 25Q (827.280522 sec): 9 clusters Score: Raw -1025738.980213 + Penalty 21285.063129 = -1004453.917084 nChanged 41 Iteration 26Q (827.529617 sec): 9 clusters Score: Raw -1025754.820830 + Penalty 21285.063129 = -1004469.757702 nChanged 35 Iteration 27Q (827.795697 sec): 9 clusters Score: Raw -1025769.192040 + Penalty 21285.063129 = -1004484.128912 nChanged 28 Iteration 28Q (828.107026 sec): 9 clusters Score: Raw -1025781.324010 + Penalty 21285.063129 = -1004496.260881 nChanged 26 Iteration 29Q (828.381727 sec): 9 clusters Score: Raw -1025791.501913 + Penalty 21285.063129 = -1004506.438784 nChanged 24 Iteration 30Q (828.629442 sec): 9 clusters Score: Raw -1025799.733501 + Penalty 21285.063129 = -1004514.670373 nChanged 19 Iteration 31Q (828.877097 sec): 9 clusters Score: Raw -1025806.034453 + Penalty 21285.063129 = -1004520.971325 nChanged 10 Iteration 32Q (829.138613 sec): 9 clusters Score: Raw -1025809.245618 + Penalty 21285.063129 = -1004524.182490 nChanged 10 Iteration 33Q (829.454355 sec): 9 clusters Score: Raw -1025812.322447 + Penalty 21285.063129 = -1004527.259318 nChanged 11 Iteration 34Q (829.729503 sec): 9 clusters Score: Raw -1025814.949467 + Penalty 21285.063129 = -1004529.886338 nChanged 8 Iteration 35Q (829.973921 sec): 9 clusters Score: Raw -1025816.637474 + Penalty 21285.063129 = -1004531.574345 nChanged 7 Iteration 36Q (830.327705 sec): 9 clusters Score: Raw -1025818.933345 + Penalty 21285.063129 = -1004533.870216 nChanged 5 Iteration 37Q (830.604215 sec): 9 clusters Score: Raw -1025821.071105 + Penalty 21285.063129 = -1004536.007976 nChanged 6 Iteration 38Q (830.850393 sec): 9 clusters Score: Raw -1025823.268806 + Penalty 21285.063129 = -1004538.205677 nChanged 2 Iteration 39Q (831.097226 sec): 9 clusters Score: Raw -1025823.626907 + Penalty 21285.063129 = -1004538.563779 nChanged 2 Iteration 40F (831.453423 sec): 9 clusters Score: Raw -1025823.855887 + Penalty 21285.063129 = -1004538.792759 nChanged 0 Writing temp clu file Because OldScore, -1004538.563779, is greater than current (better) Score,-1004538.792759 Compute initial score before splitting: Score: Raw -1025823.855887 + Penalty 21285.063129 = -1004538.792759 Trying to split cluster 2 (3354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (831.527599 sec): 2 clusters Score: Raw -142775.342535 + Penalty 2143.127961 = -140632.214575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (831.730561 sec): 3 clusters Score: Raw -141381.326307 + Penalty 4286.255922 = -137095.070386 nChanged 1182 SP:Iteration 1F (831.857982 sec): 3 clusters Score: Raw -142209.048783 + Penalty 4286.255922 = -137922.792862 nChanged 302 SP:Iteration 2F (831.993749 sec): 3 clusters Score: Raw -142488.431761 + Penalty 4286.255922 = -138202.175839 nChanged 219 SP:Iteration 3F (832.122775 sec): 3 clusters Score: Raw -142713.066016 + Penalty 4286.255922 = -138426.810094 nChanged 171 SP:Iteration 4F (832.238245 sec): 3 clusters Score: Raw -142884.684618 + Penalty 4286.255922 = -138598.428696 nChanged 162 SP:Iteration 5Q (832.296619 sec): 3 clusters Score: Raw -143034.173757 + Penalty 4286.255922 = -138747.917835 nChanged 131 SP:Iteration 6Q (832.354094 sec): 3 clusters Score: Raw -143160.539579 + Penalty 4286.255922 = -138874.283657 nChanged 111 SP:Iteration 7Q (832.398506 sec): 3 clusters Score: Raw -143272.466334 + Penalty 4286.255922 = -138986.210412 nChanged 119 SP:Iteration 8Q (832.441417 sec): 3 clusters Score: Raw -143384.405294 + Penalty 4286.255922 = -139098.149372 nChanged 94 SP:Iteration 9Q (832.484015 sec): 3 clusters Score: Raw -143457.082276 + Penalty 4286.255922 = -139170.826354 nChanged 69 SP:Iteration 10Q (832.527955 sec): 3 clusters Score: Raw -143504.854500 + Penalty 4286.255922 = -139218.598579 nChanged 52 SP:Iteration 11Q (832.577363 sec): 3 clusters Score: Raw -143545.107290 + Penalty 4286.255922 = -139258.851368 nChanged 49 SP:Iteration 12Q (832.626582 sec): 3 clusters Score: Raw -143571.310697 + Penalty 4286.255922 = -139285.054775 nChanged 33 SP:Iteration 13Q (832.675401 sec): 3 clusters Score: Raw -143591.282501 + Penalty 4286.255922 = -139305.026579 nChanged 32 SP:Iteration 14Q (832.720071 sec): 3 clusters Score: Raw -143612.995804 + Penalty 4286.255922 = -139326.739882 nChanged 26 SP:Iteration 15Q (832.763655 sec): 3 clusters Score: Raw -143631.509309 + Penalty 4286.255922 = -139345.253387 nChanged 26 SP:Iteration 16Q (832.807275 sec): 3 clusters Score: Raw -143649.881001 + Penalty 4286.255922 = -139363.625079 nChanged 25 SP:Iteration 17Q (832.850407 sec): 3 clusters Score: Raw -143664.843512 + Penalty 4286.255922 = -139378.587590 nChanged 28 SP:Iteration 18Q (832.895489 sec): 3 clusters Score: Raw -143679.358768 + Penalty 4286.255922 = -139393.102846 nChanged 12 SP:Iteration 19Q (832.940664 sec): 3 clusters Score: Raw -143687.906890 + Penalty 4286.255922 = -139401.650968 nChanged 16 SP:Iteration 20F (832.985668 sec): 3 clusters Score: Raw -143697.333734 + Penalty 4286.255922 = -139411.077812 nChanged 11 SP:Iteration 21Q (833.030840 sec): 3 clusters Score: Raw -143703.026769 + Penalty 4286.255922 = -139416.770848 nChanged 10 SP:Iteration 22Q (833.073319 sec): 3 clusters Score: Raw -143707.094864 + Penalty 4286.255922 = -139420.838943 nChanged 9 SP:Iteration 23Q (833.199532 sec): 3 clusters Score: Raw -143715.951336 + Penalty 4286.255922 = -139429.695414 nChanged 12 SP:Iteration 24Q (833.340692 sec): 3 clusters Score: Raw -143723.289291 + Penalty 4286.255922 = -139437.033369 nChanged 11 SP:Iteration 25Q (833.427599 sec): 3 clusters Score: Raw -143728.096862 + Penalty 4286.255922 = -139441.840940 nChanged 11 SP:Iteration 26Q (833.468162 sec): 3 clusters Score: Raw -143732.953818 + Penalty 4286.255922 = -139446.697896 nChanged 10 SP:Iteration 27Q (833.510168 sec): 3 clusters Score: Raw -143736.478314 + Penalty 4286.255922 = -139450.222393 nChanged 7 SP:Iteration 28Q (833.552436 sec): 3 clusters Score: Raw -143740.667485 + Penalty 4286.255922 = -139454.411564 nChanged 8 SP:Iteration 29Q (833.594787 sec): 3 clusters Score: Raw -143744.001116 + Penalty 4286.255922 = -139457.745195 nChanged 6 SP:Iteration 30Q (833.637060 sec): 3 clusters Score: Raw -143745.976029 + Penalty 4286.255922 = -139459.720107 nChanged 4 SP:Iteration 31Q (833.682685 sec): 3 clusters Score: Raw -143747.592252 + Penalty 4286.255922 = -139461.336331 nChanged 5 SP:Iteration 32Q (833.728634 sec): 3 clusters Score: Raw -143749.349814 + Penalty 4286.255922 = -139463.093892 nChanged 2 SP:Iteration 33Q (833.774187 sec): 3 clusters Score: Raw -143750.642307 + Penalty 4286.255922 = -139464.386385 nChanged 5 SP:Iteration 34Q (833.819849 sec): 3 clusters Score: Raw -143751.827821 + Penalty 4286.255922 = -139465.571899 nChanged 2 SP:Iteration 35Q (833.862334 sec): 3 clusters Score: Raw -143752.411834 + Penalty 4286.255922 = -139466.155913 nChanged 2 SP:Iteration 36Q (833.904541 sec): 3 clusters Score: Raw -143753.662556 + Penalty 4286.255922 = -139467.406634 nChanged 3 SP:Iteration 37Q (833.972335 sec): 3 clusters Score: Raw -143756.290630 + Penalty 4286.255922 = -139470.034708 nChanged 4 SP:Iteration 38Q (834.015629 sec): 3 clusters Score: Raw -143757.452356 + Penalty 4286.255922 = -139471.196434 nChanged 0 SP:Iteration 39F (834.059536 sec): 3 clusters Score: Raw -143757.452356 + Penalty 4286.255922 = -139471.196434 nChanged 0 Trying to split cluster 4 (1937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (834.102604 sec): 2 clusters Score: Raw -70114.220292 + Penalty 1998.188455 = -68116.031837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (834.140037 sec): 3 clusters Score: Raw -69486.050403 + Penalty 3996.376910 = -65489.673493 nChanged 595 SP:Iteration 1F (834.176548 sec): 3 clusters Score: Raw -69946.679626 + Penalty 3996.376910 = -65950.302716 nChanged 136 SP:Iteration 2F (834.213045 sec): 3 clusters Score: Raw -70076.553932 + Penalty 3996.376910 = -66080.177022 nChanged 77 SP:Iteration 3Q (834.249398 sec): 3 clusters Score: Raw -70161.097941 + Penalty 3996.376910 = -66164.721031 nChanged 61 SP:Iteration 4Q (834.285937 sec): 3 clusters Score: Raw -70220.208189 + Penalty 3996.376910 = -66223.831278 nChanged 39 SP:Iteration 5Q (834.320710 sec): 3 clusters Score: Raw -70253.341393 + Penalty 3996.376910 = -66256.964483 nChanged 21 SP:Iteration 6Q (834.355670 sec): 3 clusters Score: Raw -70267.674652 + Penalty 3996.376910 = -66271.297742 nChanged 14 SP:Iteration 7Q (834.390736 sec): 3 clusters Score: Raw -70279.070464 + Penalty 3996.376910 = -66282.693553 nChanged 19 SP:Iteration 8Q (834.425743 sec): 3 clusters Score: Raw -70291.151588 + Penalty 3996.376910 = -66294.774678 nChanged 9 SP:Iteration 9Q (834.460555 sec): 3 clusters Score: Raw -70298.324276 + Penalty 3996.376910 = -66301.947366 nChanged 11 SP:Iteration 10Q (834.495147 sec): 3 clusters Score: Raw -70307.813652 + Penalty 3996.376910 = -66311.436742 nChanged 9 SP:Iteration 11Q (834.530156 sec): 3 clusters Score: Raw -70315.720677 + Penalty 3996.376910 = -66319.343766 nChanged 10 SP:Iteration 12Q (834.564975 sec): 3 clusters Score: Raw -70321.344822 + Penalty 3996.376910 = -66324.967912 nChanged 9 SP:Iteration 13Q (834.667187 sec): 3 clusters Score: Raw -70326.341138 + Penalty 3996.376910 = -66329.964228 nChanged 5 SP:Iteration 14Q (834.794194 sec): 3 clusters Score: Raw -70331.642589 + Penalty 3996.376910 = -66335.265678 nChanged 2 SP:Iteration 15Q (834.914434 sec): 3 clusters Score: Raw -70332.468958 + Penalty 3996.376910 = -66336.092048 nChanged 1 SP:Iteration 16Q (834.948457 sec): 3 clusters Score: Raw -70332.900848 + Penalty 3996.376910 = -66336.523938 nChanged 1 SP:Iteration 17Q (834.983492 sec): 3 clusters Score: Raw -70333.053201 + Penalty 3996.376910 = -66336.676290 nChanged 0 SP:Iteration 18F (835.018786 sec): 3 clusters Score: Raw -70333.053201 + Penalty 3996.376910 = -66336.676290 nChanged 0 Trying to split cluster 5 (1295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (835.052118 sec): 2 clusters Score: Raw -55690.851773 + Penalty 1891.894217 = -53798.957556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (835.077960 sec): 3 clusters Score: Raw -55291.713027 + Penalty 3783.788434 = -51507.924592 nChanged 360 SP:Iteration 1F (835.103060 sec): 3 clusters Score: Raw -55651.674921 + Penalty 3783.788434 = -51867.886487 nChanged 93 SP:Iteration 2F (835.127925 sec): 3 clusters Score: Raw -55768.492348 + Penalty 3783.788434 = -51984.703914 nChanged 50 SP:Iteration 3Q (835.152934 sec): 3 clusters Score: Raw -55829.541490 + Penalty 3783.788434 = -52045.753055 nChanged 30 SP:Iteration 4Q (835.178449 sec): 3 clusters Score: Raw -55862.415271 + Penalty 3783.788434 = -52078.626837 nChanged 16 SP:Iteration 5Q (835.203950 sec): 3 clusters Score: Raw -55878.600476 + Penalty 3783.788434 = -52094.812042 nChanged 12 SP:Iteration 6Q (835.229318 sec): 3 clusters Score: Raw -55890.465043 + Penalty 3783.788434 = -52106.676609 nChanged 8 SP:Iteration 7Q (835.254505 sec): 3 clusters Score: Raw -55899.021754 + Penalty 3783.788434 = -52115.233320 nChanged 4 SP:Iteration 8Q (835.280737 sec): 3 clusters Score: Raw -55902.314048 + Penalty 3783.788434 = -52118.525614 nChanged 4 SP:Iteration 9Q (835.306130 sec): 3 clusters Score: Raw -55905.747677 + Penalty 3783.788434 = -52121.959243 nChanged 5 SP:Iteration 10Q (835.331447 sec): 3 clusters Score: Raw -55909.394655 + Penalty 3783.788434 = -52125.606221 nChanged 0 SP:Iteration 11F (835.356515 sec): 3 clusters Score: Raw -55909.394655 + Penalty 3783.788434 = -52125.606221 nChanged 0 Trying to split cluster 6 (1747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (835.390790 sec): 2 clusters Score: Raw -67431.090157 + Penalty 1970.933002 = -65460.157155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (835.422735 sec): 3 clusters Score: Raw -66836.040987 + Penalty 3941.866004 = -62894.174983 nChanged 518 SP:Iteration 1F (835.453743 sec): 3 clusters Score: Raw -67265.494969 + Penalty 3941.866004 = -63323.628966 nChanged 136 SP:Iteration 2F (835.484553 sec): 3 clusters Score: Raw -67389.322692 + Penalty 3941.866004 = -63447.456688 nChanged 71 SP:Iteration 3Q (835.515741 sec): 3 clusters Score: Raw -67449.431221 + Penalty 3941.866004 = -63507.565217 nChanged 40 SP:Iteration 4Q (835.547289 sec): 3 clusters Score: Raw -67484.420897 + Penalty 3941.866004 = -63542.554894 nChanged 38 SP:Iteration 5Q (835.578902 sec): 3 clusters Score: Raw -67514.160859 + Penalty 3941.866004 = -63572.294855 nChanged 22 SP:Iteration 6Q (835.616440 sec): 3 clusters Score: Raw -67531.922622 + Penalty 3941.866004 = -63590.056618 nChanged 11 SP:Iteration 7Q (835.648042 sec): 3 clusters Score: Raw -67541.123903 + Penalty 3941.866004 = -63599.257899 nChanged 8 SP:Iteration 8Q (835.679461 sec): 3 clusters Score: Raw -67550.586825 + Penalty 3941.866004 = -63608.720821 nChanged 17 SP:Iteration 9Q (835.711137 sec): 3 clusters Score: Raw -67567.373963 + Penalty 3941.866004 = -63625.507959 nChanged 24 SP:Iteration 10Q (835.742384 sec): 3 clusters Score: Raw -67589.936525 + Penalty 3941.866004 = -63648.070522 nChanged 12 SP:Iteration 11Q (835.860297 sec): 3 clusters Score: Raw -67598.459209 + Penalty 3941.866004 = -63656.593205 nChanged 9 SP:Iteration 12Q (835.977762 sec): 3 clusters Score: Raw -67607.495563 + Penalty 3941.866004 = -63665.629559 nChanged 10 SP:Iteration 13Q (836.095709 sec): 3 clusters Score: Raw -67614.739688 + Penalty 3941.866004 = -63672.873685 nChanged 3 SP:Iteration 14Q (836.175071 sec): 3 clusters Score: Raw -67617.609201 + Penalty 3941.866004 = -63675.743197 nChanged 3 SP:Iteration 15Q (836.206552 sec): 3 clusters Score: Raw -67619.256268 + Penalty 3941.866004 = -63677.390264 nChanged 2 SP:Iteration 16Q (836.313963 sec): 3 clusters Score: Raw -67620.779837 + Penalty 3941.866004 = -63678.913833 nChanged 1 SP:Iteration 17Q (836.412770 sec): 3 clusters Score: Raw -67621.389383 + Penalty 3941.866004 = -63679.523379 nChanged 0 SP:Iteration 18F (836.444719 sec): 3 clusters Score: Raw -67621.389383 + Penalty 3941.866004 = -63679.523379 nChanged 0 Trying to split cluster 7 (1705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.478437 sec): 2 clusters Score: Raw -75913.182961 + Penalty 1964.508583 = -73948.674378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.511127 sec): 3 clusters Score: Raw -75341.303683 + Penalty 3929.017166 = -71412.286518 nChanged 487 SP:Iteration 1F (836.542828 sec): 3 clusters Score: Raw -75791.130255 + Penalty 3929.017166 = -71862.113089 nChanged 126 SP:Iteration 2F (836.574234 sec): 3 clusters Score: Raw -75912.638172 + Penalty 3929.017166 = -71983.621006 nChanged 65 SP:Iteration 3Q (836.606348 sec): 3 clusters Score: Raw -75977.680827 + Penalty 3929.017166 = -72048.663661 nChanged 46 SP:Iteration 4Q (836.638409 sec): 3 clusters Score: Raw -76020.949690 + Penalty 3929.017166 = -72091.932524 nChanged 33 SP:Iteration 5Q (836.670592 sec): 3 clusters Score: Raw -76052.561779 + Penalty 3929.017166 = -72123.544613 nChanged 32 SP:Iteration 6Q (836.702710 sec): 3 clusters Score: Raw -76078.706046 + Penalty 3929.017166 = -72149.688880 nChanged 9 SP:Iteration 7Q (836.734615 sec): 3 clusters Score: Raw -76084.449843 + Penalty 3929.017166 = -72155.432678 nChanged 7 SP:Iteration 8Q (836.766429 sec): 3 clusters Score: Raw -76089.723587 + Penalty 3929.017166 = -72160.706422 nChanged 6 SP:Iteration 9Q (836.798215 sec): 3 clusters Score: Raw -76095.393951 + Penalty 3929.017166 = -72166.376786 nChanged 8 SP:Iteration 10Q (836.829677 sec): 3 clusters Score: Raw -76104.255860 + Penalty 3929.017166 = -72175.238694 nChanged 16 SP:Iteration 11Q (836.861281 sec): 3 clusters Score: Raw -76115.835137 + Penalty 3929.017166 = -72186.817971 nChanged 7 SP:Iteration 12Q (836.892813 sec): 3 clusters Score: Raw -76120.502803 + Penalty 3929.017166 = -72191.485637 nChanged 8 SP:Iteration 13Q (836.924379 sec): 3 clusters Score: Raw -76127.624461 + Penalty 3929.017166 = -72198.607295 nChanged 8 SP:Iteration 14Q (836.955917 sec): 3 clusters Score: Raw -76134.000628 + Penalty 3929.017166 = -72204.983463 nChanged 6 SP:Iteration 15Q (836.987621 sec): 3 clusters Score: Raw -76138.447389 + Penalty 3929.017166 = -72209.430224 nChanged 5 SP:Iteration 16Q (837.019315 sec): 3 clusters Score: Raw -76141.156435 + Penalty 3929.017166 = -72212.139269 nChanged 2 SP:Iteration 17Q (837.050865 sec): 3 clusters Score: Raw -76143.181194 + Penalty 3929.017166 = -72214.164029 nChanged 4 SP:Iteration 18Q (837.082545 sec): 3 clusters Score: Raw -76147.084862 + Penalty 3929.017166 = -72218.067696 nChanged 5 SP:Iteration 19Q (837.114221 sec): 3 clusters Score: Raw -76150.277716 + Penalty 3929.017166 = -72221.260550 nChanged 5 SP:Iteration 20F (837.145531 sec): 3 clusters Score: Raw -76152.859172 + Penalty 3929.017166 = -72223.842006 nChanged 2 SP:Iteration 21Q (837.177159 sec): 3 clusters Score: Raw -76154.622882 + Penalty 3929.017166 = -72225.605716 nChanged 2 SP:Iteration 22Q (837.294516 sec): 3 clusters Score: Raw -76156.106740 + Penalty 3929.017166 = -72227.089575 nChanged 3 SP:Iteration 23Q (837.415442 sec): 3 clusters Score: Raw -76157.722473 + Penalty 3929.017166 = -72228.705307 nChanged 2 SP:Iteration 24Q (837.517287 sec): 3 clusters Score: Raw -76159.275713 + Penalty 3929.017166 = -72230.258548 nChanged 1 SP:Iteration 25Q (837.633144 sec): 3 clusters Score: Raw -76159.708299 + Penalty 3929.017166 = -72230.691133 nChanged 0 SP:Iteration 26F (837.776087 sec): 3 clusters Score: Raw -76159.708299 + Penalty 3929.017166 = -72230.691133 nChanged 0 Trying to split cluster 9 (1610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (837.791692 sec): 2 clusters Score: Raw -75028.241297 + Penalty 1949.373217 = -73078.868080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (837.907919 sec): 3 clusters Score: Raw -74560.679722 + Penalty 3898.746434 = -70661.933289 nChanged 457 SP:Iteration 1F (838.012942 sec): 3 clusters Score: Raw -74973.060381 + Penalty 3898.746434 = -71074.313947 nChanged 146 SP:Iteration 2F (838.127950 sec): 3 clusters Score: Raw -75143.429474 + Penalty 3898.746434 = -71244.683040 nChanged 65 SP:Iteration 3Q (838.244477 sec): 3 clusters Score: Raw -75216.844401 + Penalty 3898.746434 = -71318.097967 nChanged 49 SP:Iteration 4Q (838.346598 sec): 3 clusters Score: Raw -75269.964254 + Penalty 3898.746434 = -71371.217820 nChanged 42 SP:Iteration 5Q (838.462919 sec): 3 clusters Score: Raw -75324.572371 + Penalty 3898.746434 = -71425.825937 nChanged 26 SP:Iteration 6Q (838.577281 sec): 3 clusters Score: Raw -75359.596201 + Penalty 3898.746434 = -71460.849768 nChanged 24 SP:Iteration 7Q (838.670821 sec): 3 clusters Score: Raw -75382.193236 + Penalty 3898.746434 = -71483.446802 nChanged 19 SP:Iteration 8Q (838.700166 sec): 3 clusters Score: Raw -75399.002475 + Penalty 3898.746434 = -71500.256042 nChanged 13 SP:Iteration 9Q (838.729332 sec): 3 clusters Score: Raw -75414.286768 + Penalty 3898.746434 = -71515.540334 nChanged 13 SP:Iteration 10Q (838.758498 sec): 3 clusters Score: Raw -75423.266422 + Penalty 3898.746434 = -71524.519988 nChanged 9 SP:Iteration 11Q (838.787635 sec): 3 clusters Score: Raw -75434.491794 + Penalty 3898.746434 = -71535.745361 nChanged 9 SP:Iteration 12Q (838.816930 sec): 3 clusters Score: Raw -75445.317980 + Penalty 3898.746434 = -71546.571546 nChanged 11 SP:Iteration 13Q (838.846115 sec): 3 clusters Score: Raw -75454.398424 + Penalty 3898.746434 = -71555.651990 nChanged 7 SP:Iteration 14Q (838.875280 sec): 3 clusters Score: Raw -75458.724810 + Penalty 3898.746434 = -71559.978376 nChanged 3 SP:Iteration 15Q (838.904374 sec): 3 clusters Score: Raw -75463.295196 + Penalty 3898.746434 = -71564.548763 nChanged 8 SP:Iteration 16Q (838.933352 sec): 3 clusters Score: Raw -75472.627408 + Penalty 3898.746434 = -71573.880974 nChanged 8 SP:Iteration 17Q (838.962449 sec): 3 clusters Score: Raw -75482.596202 + Penalty 3898.746434 = -71583.849769 nChanged 8 SP:Iteration 18Q (838.991510 sec): 3 clusters Score: Raw -75491.595854 + Penalty 3898.746434 = -71592.849420 nChanged 8 SP:Iteration 19Q (839.020558 sec): 3 clusters Score: Raw -75498.353778 + Penalty 3898.746434 = -71599.607345 nChanged 7 SP:Iteration 20F (839.049276 sec): 3 clusters Score: Raw -75503.476762 + Penalty 3898.746434 = -71604.730328 nChanged 3 SP:Iteration 21Q (839.078372 sec): 3 clusters Score: Raw -75506.548727 + Penalty 3898.746434 = -71607.802293 nChanged 2 SP:Iteration 22Q (839.107426 sec): 3 clusters Score: Raw -75507.691336 + Penalty 3898.746434 = -71608.944902 nChanged 1 SP:Iteration 23Q (839.136640 sec): 3 clusters Score: Raw -75509.300829 + Penalty 3898.746434 = -71610.554395 nChanged 1 SP:Iteration 24Q (839.165860 sec): 3 clusters Score: Raw -75509.870627 + Penalty 3898.746434 = -71611.124193 nChanged 2 SP:Iteration 25Q (839.194966 sec): 3 clusters Score: Raw -75510.930256 + Penalty 3898.746434 = -71612.183822 nChanged 0 SP:Iteration 26F (839.300143 sec): 3 clusters Score: Raw -75510.930256 + Penalty 3898.746434 = -71612.183822 nChanged 0 Trying to split cluster 10 (8054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (839.362170 sec): 2 clusters Score: Raw -393669.047041 + Penalty 2374.395973 = -391294.651068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (839.467583 sec): 3 clusters Score: Raw -389561.230646 + Penalty 4748.791947 = -384812.438699 nChanged 3231 SP:Iteration 1F (839.558309 sec): 3 clusters Score: Raw -391305.156120 + Penalty 4748.791947 = -386556.364173 nChanged 595 SP:Iteration 2F (839.615128 sec): 3 clusters Score: Raw -391689.232959 + Penalty 4748.791947 = -386940.441012 nChanged 491 SP:Iteration 3F (839.671876 sec): 3 clusters Score: Raw -392032.949364 + Penalty 4748.791947 = -387284.157418 nChanged 477 SP:Iteration 4F (839.825230 sec): 3 clusters Score: Raw -392444.601915 + Penalty 4748.791947 = -387695.809968 nChanged 504 SP:Iteration 5F (839.964989 sec): 3 clusters Score: Raw -392941.624577 + Penalty 4748.791947 = -388192.832630 nChanged 500 SP:Iteration 6F (840.101147 sec): 3 clusters Score: Raw -393397.775398 + Penalty 4748.791947 = -388648.983451 nChanged 425 SP:Iteration 7F (840.177514 sec): 3 clusters Score: Raw -393730.142043 + Penalty 4748.791947 = -388981.350097 nChanged 335 SP:Iteration 8Q (840.238951 sec): 3 clusters Score: Raw -393973.289494 + Penalty 4748.791947 = -389224.497547 nChanged 263 SP:Iteration 9Q (840.310179 sec): 3 clusters Score: Raw -394122.247911 + Penalty 4748.791947 = -389373.455965 nChanged 210 SP:Iteration 10Q (840.382341 sec): 3 clusters Score: Raw -394234.098123 + Penalty 4748.791947 = -389485.306177 nChanged 148 SP:Iteration 11Q (840.500174 sec): 3 clusters Score: Raw -394296.326322 + Penalty 4748.791947 = -389547.534376 nChanged 106 SP:Iteration 12Q (840.565355 sec): 3 clusters Score: Raw -394331.752146 + Penalty 4748.791947 = -389582.960199 nChanged 89 SP:Iteration 13Q (840.641970 sec): 3 clusters Score: Raw -394359.647304 + Penalty 4748.791947 = -389610.855357 nChanged 55 SP:Iteration 14Q (840.708566 sec): 3 clusters Score: Raw -394373.768936 + Penalty 4748.791947 = -389624.976989 nChanged 35 SP:Iteration 15Q (840.856278 sec): 3 clusters Score: Raw -394382.844764 + Penalty 4748.791947 = -389634.052818 nChanged 25 SP:Iteration 16Q (840.930909 sec): 3 clusters Score: Raw -394387.653136 + Penalty 4748.791947 = -389638.861189 nChanged 16 SP:Iteration 17Q (841.003525 sec): 3 clusters Score: Raw -394391.435970 + Penalty 4748.791947 = -389642.644023 nChanged 21 SP:Iteration 18Q (841.085120 sec): 3 clusters Score: Raw -394395.245379 + Penalty 4748.791947 = -389646.453432 nChanged 17 SP:Iteration 19Q (841.206113 sec): 3 clusters Score: Raw -394399.350912 + Penalty 4748.791947 = -389650.558965 nChanged 22 SP:Iteration 20F (841.268802 sec): 3 clusters Score: Raw -394404.515391 + Penalty 4748.791947 = -389655.723444 nChanged 21 SP:Iteration 21Q (841.429215 sec): 3 clusters Score: Raw -394410.021609 + Penalty 4748.791947 = -389661.229662 nChanged 19 SP:Iteration 22Q (841.577408 sec): 3 clusters Score: Raw -394415.439556 + Penalty 4748.791947 = -389666.647609 nChanged 22 SP:Iteration 23Q (841.760508 sec): 3 clusters Score: Raw -394421.164017 + Penalty 4748.791947 = -389672.372070 nChanged 23 SP:Iteration 24Q (841.814007 sec): 3 clusters Score: Raw -394427.023923 + Penalty 4748.791947 = -389678.231976 nChanged 20 SP:Iteration 25Q (841.877899 sec): 3 clusters Score: Raw -394431.961989 + Penalty 4748.791947 = -389683.170043 nChanged 18 SP:Iteration 26Q (841.945258 sec): 3 clusters Score: Raw -394436.592022 + Penalty 4748.791947 = -389687.800076 nChanged 23 SP:Iteration 27Q (842.014513 sec): 3 clusters Score: Raw -394444.222101 + Penalty 4748.791947 = -389695.430154 nChanged 25 SP:Iteration 28Q (842.201363 sec): 3 clusters Score: Raw -394452.125377 + Penalty 4748.791947 = -389703.333430 nChanged 28 SP:Iteration 29Q (842.348375 sec): 3 clusters Score: Raw -394461.739444 + Penalty 4748.791947 = -389712.947498 nChanged 26 SP:Iteration 30Q (842.444405 sec): 3 clusters Score: Raw -394467.501044 + Penalty 4748.791947 = -389718.709097 nChanged 17 SP:Iteration 31Q (842.501811 sec): 3 clusters Score: Raw -394471.201653 + Penalty 4748.791947 = -389722.409706 nChanged 11 SP:Iteration 32Q (842.647774 sec): 3 clusters Score: Raw -394474.145123 + Penalty 4748.791947 = -389725.353177 nChanged 12 SP:Iteration 33Q (842.735957 sec): 3 clusters Score: Raw -394477.342869 + Penalty 4748.791947 = -389728.550923 nChanged 11 SP:Iteration 34Q (842.797778 sec): 3 clusters Score: Raw -394479.516117 + Penalty 4748.791947 = -389730.724171 nChanged 11 SP:Iteration 35Q (842.862029 sec): 3 clusters Score: Raw -394482.110797 + Penalty 4748.791947 = -389733.318850 nChanged 10 SP:Iteration 36Q (843.003594 sec): 3 clusters Score: Raw -394484.659496 + Penalty 4748.791947 = -389735.867549 nChanged 11 SP:Iteration 37Q (843.186224 sec): 3 clusters Score: Raw -394488.878978 + Penalty 4748.791947 = -389740.087031 nChanged 19 SP:Iteration 38Q (843.325726 sec): 3 clusters Score: Raw -394494.134918 + Penalty 4748.791947 = -389745.342972 nChanged 12 SP:Iteration 39Q (843.385994 sec): 3 clusters Score: Raw -394498.391932 + Penalty 4748.791947 = -389749.599985 nChanged 17 SP:Iteration 40F (843.450372 sec): 3 clusters Score: Raw -394503.055527 + Penalty 4748.791947 = -389754.263580 nChanged 19 SP:Iteration 41Q (843.515919 sec): 3 clusters Score: Raw -394507.771302 + Penalty 4748.791947 = -389758.979356 nChanged 20 SP:Iteration 42Q (843.590398 sec): 3 clusters Score: Raw -394513.166245 + Penalty 4748.791947 = -389764.374299 nChanged 22 SP:Iteration 43Q (843.672508 sec): 3 clusters Score: Raw -394519.250795 + Penalty 4748.791947 = -389770.458848 nChanged 26 SP:Iteration 44Q (843.760740 sec): 3 clusters Score: Raw -394527.864107 + Penalty 4748.791947 = -389779.072160 nChanged 20 SP:Iteration 45Q (843.916442 sec): 3 clusters Score: Raw -394534.047522 + Penalty 4748.791947 = -389785.255576 nChanged 15 SP:Iteration 46Q (843.980546 sec): 3 clusters Score: Raw -394538.047573 + Penalty 4748.791947 = -389789.255626 nChanged 14 SP:Iteration 47Q (844.108133 sec): 3 clusters Score: Raw -394541.459984 + Penalty 4748.791947 = -389792.668037 nChanged 11 SP:Iteration 48Q (844.326104 sec): 3 clusters Score: Raw -394544.312678 + Penalty 4748.791947 = -389795.520732 nChanged 14 SP:Iteration 49Q (844.483056 sec): 3 clusters Score: Raw -394548.271495 + Penalty 4748.791947 = -389799.479549 nChanged 17 SP:Iteration 50Q (844.573744 sec): 3 clusters Score: Raw -394552.739659 + Penalty 4748.791947 = -389803.947712 nChanged 16 SP:Iteration 51Q (844.634265 sec): 3 clusters Score: Raw -394556.273951 + Penalty 4748.791947 = -389807.482004 nChanged 13 SP:Iteration 52Q (844.694088 sec): 3 clusters Score: Raw -394559.851982 + Penalty 4748.791947 = -389811.060036 nChanged 13 SP:Iteration 53Q (844.758688 sec): 3 clusters Score: Raw -394563.259372 + Penalty 4748.791947 = -389814.467425 nChanged 12 SP:Iteration 54Q (844.833186 sec): 3 clusters Score: Raw -394567.124091 + Penalty 4748.791947 = -389818.332144 nChanged 12 SP:Iteration 55Q (844.905273 sec): 3 clusters Score: Raw -394570.574786 + Penalty 4748.791947 = -389821.782839 nChanged 16 SP:Iteration 56Q (844.975452 sec): 3 clusters Score: Raw -394574.798524 + Penalty 4748.791947 = -389826.006578 nChanged 16 SP:Iteration 57Q (845.043719 sec): 3 clusters Score: Raw -394578.327003 + Penalty 4748.791947 = -389829.535056 nChanged 10 SP:Iteration 58Q (845.109249 sec): 3 clusters Score: Raw -394582.361864 + Penalty 4748.791947 = -389833.569917 nChanged 7 SP:Iteration 59Q (845.175526 sec): 3 clusters Score: Raw -394584.383967 + Penalty 4748.791947 = -389835.592020 nChanged 7 SP:Iteration 60F (845.308640 sec): 3 clusters Score: Raw -394586.232192 + Penalty 4748.791947 = -389837.440245 nChanged 7 SP:Iteration 61Q (845.436766 sec): 3 clusters Score: Raw -394587.669660 + Penalty 4748.791947 = -389838.877713 nChanged 2 SP:Iteration 62Q (845.508451 sec): 3 clusters Score: Raw -394588.264285 + Penalty 4748.791947 = -389839.472338 nChanged 2 SP:Iteration 63Q (845.671676 sec): 3 clusters Score: Raw -394588.917084 + Penalty 4748.791947 = -389840.125137 nChanged 7 SP:Iteration 64Q (845.786348 sec): 3 clusters Score: Raw -394590.505406 + Penalty 4748.791947 = -389841.713459 nChanged 1 SP:Iteration 65Q (845.847980 sec): 3 clusters Score: Raw -394590.859231 + Penalty 4748.791947 = -389842.067284 nChanged 4 SP:Iteration 66Q (845.911631 sec): 3 clusters Score: Raw -394591.466320 + Penalty 4748.791947 = -389842.674373 nChanged 3 SP:Iteration 67Q (845.976467 sec): 3 clusters Score: Raw -394592.363566 + Penalty 4748.791947 = -389843.571619 nChanged 7 SP:Iteration 68Q (846.043037 sec): 3 clusters Score: Raw -394594.436557 + Penalty 4748.791947 = -389845.644611 nChanged 6 SP:Iteration 69Q (846.113769 sec): 3 clusters Score: Raw -394595.610662 + Penalty 4748.791947 = -389846.818715 nChanged 1 SP:Iteration 70Q (846.183655 sec): 3 clusters Score: Raw -394595.957803 + Penalty 4748.791947 = -389847.165857 nChanged 3 SP:Iteration 71Q (846.252085 sec): 3 clusters Score: Raw -394596.747746 + Penalty 4748.791947 = -389847.955799 nChanged 2 SP:Iteration 72Q (846.319593 sec): 3 clusters Score: Raw -394597.229692 + Penalty 4748.791947 = -389848.437745 nChanged 1 SP:Iteration 73Q (846.385876 sec): 3 clusters Score: Raw -394597.396278 + Penalty 4748.791947 = -389848.604332 nChanged 0 SP:Iteration 74F (846.452309 sec): 3 clusters Score: Raw -394597.396278 + Penalty 4748.791947 = -389848.604332 nChanged 0 Trying to split cluster 11 (4115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (846.504822 sec): 2 clusters Score: Raw -189755.673842 + Penalty 2197.112046 = -187558.561796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (846.567501 sec): 3 clusters Score: Raw -187874.101630 + Penalty 4394.224092 = -183479.877538 nChanged 1472 SP:Iteration 1F (846.633395 sec): 3 clusters Score: Raw -188751.758071 + Penalty 4394.224092 = -184357.533979 nChanged 289 SP:Iteration 2F (846.687230 sec): 3 clusters Score: Raw -188958.408709 + Penalty 4394.224092 = -184564.184618 nChanged 211 SP:Iteration 3F (846.729830 sec): 3 clusters Score: Raw -189110.460275 + Penalty 4394.224092 = -184716.236183 nChanged 179 SP:Iteration 4Q (846.773403 sec): 3 clusters Score: Raw -189235.272868 + Penalty 4394.224092 = -184841.048777 nChanged 125 SP:Iteration 5Q (846.816987 sec): 3 clusters Score: Raw -189322.879425 + Penalty 4394.224092 = -184928.655333 nChanged 122 SP:Iteration 6Q (846.866467 sec): 3 clusters Score: Raw -189426.718970 + Penalty 4394.224092 = -185032.494879 nChanged 127 SP:Iteration 7Q (846.917966 sec): 3 clusters Score: Raw -189525.858066 + Penalty 4394.224092 = -185131.633974 nChanged 123 SP:Iteration 8Q (847.057061 sec): 3 clusters Score: Raw -189626.806057 + Penalty 4394.224092 = -185232.581965 nChanged 131 SP:Iteration 9Q (847.103958 sec): 3 clusters Score: Raw -189731.333903 + Penalty 4394.224092 = -185337.109811 nChanged 123 SP:Iteration 10Q (847.150923 sec): 3 clusters Score: Raw -189831.120457 + Penalty 4394.224092 = -185436.896366 nChanged 125 SP:Iteration 11Q (847.197505 sec): 3 clusters Score: Raw -189943.488957 + Penalty 4394.224092 = -185549.264865 nChanged 128 SP:Iteration 12Q (847.244320 sec): 3 clusters Score: Raw -190050.596681 + Penalty 4394.224092 = -185656.372590 nChanged 119 SP:Iteration 13Q (847.290876 sec): 3 clusters Score: Raw -190147.411169 + Penalty 4394.224092 = -185753.187077 nChanged 99 SP:Iteration 14Q (847.337554 sec): 3 clusters Score: Raw -190216.260025 + Penalty 4394.224092 = -185822.035933 nChanged 73 SP:Iteration 15Q (847.470864 sec): 3 clusters Score: Raw -190262.979606 + Penalty 4394.224092 = -185868.755515 nChanged 62 SP:Iteration 16Q (847.620940 sec): 3 clusters Score: Raw -190304.503378 + Penalty 4394.224092 = -185910.279287 nChanged 48 SP:Iteration 17Q (847.689643 sec): 3 clusters Score: Raw -190333.799704 + Penalty 4394.224092 = -185939.575613 nChanged 52 SP:Iteration 18Q (847.734797 sec): 3 clusters Score: Raw -190363.852538 + Penalty 4394.224092 = -185969.628447 nChanged 45 SP:Iteration 19Q (847.778553 sec): 3 clusters Score: Raw -190388.408462 + Penalty 4394.224092 = -185994.184370 nChanged 35 SP:Iteration 20F (847.823014 sec): 3 clusters Score: Raw -190406.341404 + Penalty 4394.224092 = -186012.117312 nChanged 30 SP:Iteration 21Q (847.876212 sec): 3 clusters Score: Raw -190421.452418 + Penalty 4394.224092 = -186027.228326 nChanged 27 SP:Iteration 22Q (847.920600 sec): 3 clusters Score: Raw -190436.432237 + Penalty 4394.224092 = -186042.208145 nChanged 25 SP:Iteration 23Q (847.963935 sec): 3 clusters Score: Raw -190451.003310 + Penalty 4394.224092 = -186056.779219 nChanged 30 SP:Iteration 24Q (848.007514 sec): 3 clusters Score: Raw -190468.054558 + Penalty 4394.224092 = -186073.830466 nChanged 34 SP:Iteration 25Q (848.052620 sec): 3 clusters Score: Raw -190488.001409 + Penalty 4394.224092 = -186093.777317 nChanged 29 SP:Iteration 26Q (848.102588 sec): 3 clusters Score: Raw -190501.299171 + Penalty 4394.224092 = -186107.075079 nChanged 21 SP:Iteration 27Q (848.152403 sec): 3 clusters Score: Raw -190510.663033 + Penalty 4394.224092 = -186116.438942 nChanged 15 SP:Iteration 28Q (848.202536 sec): 3 clusters Score: Raw -190518.729116 + Penalty 4394.224092 = -186124.505024 nChanged 18 SP:Iteration 29Q (848.251158 sec): 3 clusters Score: Raw -190526.838738 + Penalty 4394.224092 = -186132.614646 nChanged 21 SP:Iteration 30Q (848.300158 sec): 3 clusters Score: Raw -190535.685698 + Penalty 4394.224092 = -186141.461606 nChanged 11 SP:Iteration 31Q (848.380779 sec): 3 clusters Score: Raw -190540.164326 + Penalty 4394.224092 = -186145.940235 nChanged 12 SP:Iteration 32Q (848.508917 sec): 3 clusters Score: Raw -190544.904002 + Penalty 4394.224092 = -186150.679911 nChanged 10 SP:Iteration 33Q (848.637296 sec): 3 clusters Score: Raw -190550.113131 + Penalty 4394.224092 = -186155.889040 nChanged 7 SP:Iteration 34Q (848.755297 sec): 3 clusters Score: Raw -190553.302422 + Penalty 4394.224092 = -186159.078330 nChanged 5 SP:Iteration 35Q (848.800806 sec): 3 clusters Score: Raw -190556.263092 + Penalty 4394.224092 = -186162.039000 nChanged 9 SP:Iteration 36Q (848.850783 sec): 3 clusters Score: Raw -190560.681342 + Penalty 4394.224092 = -186166.457251 nChanged 8 SP:Iteration 37Q (848.895279 sec): 3 clusters Score: Raw -190564.571827 + Penalty 4394.224092 = -186170.347736 nChanged 11 SP:Iteration 38Q (848.943863 sec): 3 clusters Score: Raw -190568.701998 + Penalty 4394.224092 = -186174.477906 nChanged 9 SP:Iteration 39Q (849.008973 sec): 3 clusters Score: Raw -190572.457714 + Penalty 4394.224092 = -186178.233622 nChanged 13 SP:Iteration 40F (849.057585 sec): 3 clusters Score: Raw -190577.651805 + Penalty 4394.224092 = -186183.427714 nChanged 8 SP:Iteration 41Q (849.105818 sec): 3 clusters Score: Raw -190582.464714 + Penalty 4394.224092 = -186188.240623 nChanged 6 SP:Iteration 42Q (849.154980 sec): 3 clusters Score: Raw -190586.117900 + Penalty 4394.224092 = -186191.893808 nChanged 7 SP:Iteration 43Q (849.202266 sec): 3 clusters Score: Raw -190589.459647 + Penalty 4394.224092 = -186195.235555 nChanged 7 SP:Iteration 44Q (849.249011 sec): 3 clusters Score: Raw -190593.473031 + Penalty 4394.224092 = -186199.248939 nChanged 11 SP:Iteration 45Q (849.295064 sec): 3 clusters Score: Raw -190599.558075 + Penalty 4394.224092 = -186205.333983 nChanged 9 SP:Iteration 46Q (849.341007 sec): 3 clusters Score: Raw -190604.170162 + Penalty 4394.224092 = -186209.946070 nChanged 4 SP:Iteration 47Q (849.472575 sec): 3 clusters Score: Raw -190605.921300 + Penalty 4394.224092 = -186211.697208 nChanged 4 SP:Iteration 48Q (849.602144 sec): 3 clusters Score: Raw -190608.048112 + Penalty 4394.224092 = -186213.824020 nChanged 11 SP:Iteration 49Q (849.633282 sec): 3 clusters Score: Raw -190614.595247 + Penalty 4394.224092 = -186220.371156 nChanged 16 SP:Iteration 50Q (849.689025 sec): 3 clusters Score: Raw -190622.494360 + Penalty 4394.224092 = -186228.270269 nChanged 12 SP:Iteration 51Q (849.743119 sec): 3 clusters Score: Raw -190631.678829 + Penalty 4394.224092 = -186237.454737 nChanged 16 SP:Iteration 52Q (849.793226 sec): 3 clusters Score: Raw -190644.037431 + Penalty 4394.224092 = -186249.813339 nChanged 15 SP:Iteration 53Q (849.843239 sec): 3 clusters Score: Raw -190653.685842 + Penalty 4394.224092 = -186259.461750 nChanged 20 SP:Iteration 54Q (849.894081 sec): 3 clusters Score: Raw -190667.666853 + Penalty 4394.224092 = -186273.442761 nChanged 19 SP:Iteration 55Q (849.938204 sec): 3 clusters Score: Raw -190678.367876 + Penalty 4394.224092 = -186284.143785 nChanged 19 SP:Iteration 56Q (849.983069 sec): 3 clusters Score: Raw -190690.761820 + Penalty 4394.224092 = -186296.537728 nChanged 23 SP:Iteration 57Q (850.045207 sec): 3 clusters Score: Raw -190704.270990 + Penalty 4394.224092 = -186310.046898 nChanged 25 SP:Iteration 58Q (850.092864 sec): 3 clusters Score: Raw -190718.371641 + Penalty 4394.224092 = -186324.147549 nChanged 16 SP:Iteration 59Q (850.140599 sec): 3 clusters Score: Raw -190729.263312 + Penalty 4394.224092 = -186335.039221 nChanged 10 SP:Iteration 60F (850.189069 sec): 3 clusters Score: Raw -190737.503322 + Penalty 4394.224092 = -186343.279231 nChanged 12 SP:Iteration 61Q (850.236589 sec): 3 clusters Score: Raw -190747.360955 + Penalty 4394.224092 = -186353.136863 nChanged 16 SP:Iteration 62Q (850.285280 sec): 3 clusters Score: Raw -190759.780028 + Penalty 4394.224092 = -186365.555937 nChanged 14 SP:Iteration 63Q (850.331496 sec): 3 clusters Score: Raw -190769.700390 + Penalty 4394.224092 = -186375.476298 nChanged 14 SP:Iteration 64Q (850.378309 sec): 3 clusters Score: Raw -190778.592745 + Penalty 4394.224092 = -186384.368653 nChanged 12 SP:Iteration 65Q (850.426560 sec): 3 clusters Score: Raw -190785.680073 + Penalty 4394.224092 = -186391.455982 nChanged 9 SP:Iteration 66Q (850.474875 sec): 3 clusters Score: Raw -190790.909335 + Penalty 4394.224092 = -186396.685243 nChanged 5 SP:Iteration 67Q (850.522518 sec): 3 clusters Score: Raw -190793.393489 + Penalty 4394.224092 = -186399.169397 nChanged 8 SP:Iteration 68Q (850.570084 sec): 3 clusters Score: Raw -190798.041035 + Penalty 4394.224092 = -186403.816944 nChanged 5 SP:Iteration 69Q (850.615381 sec): 3 clusters Score: Raw -190801.248065 + Penalty 4394.224092 = -186407.023973 nChanged 4 SP:Iteration 70Q (850.661163 sec): 3 clusters Score: Raw -190802.902585 + Penalty 4394.224092 = -186408.678494 nChanged 2 SP:Iteration 71Q (850.706507 sec): 3 clusters Score: Raw -190803.552552 + Penalty 4394.224092 = -186409.328460 nChanged 4 SP:Iteration 72Q (850.755552 sec): 3 clusters Score: Raw -190805.789422 + Penalty 4394.224092 = -186411.565330 nChanged 3 SP:Iteration 73Q (850.804063 sec): 3 clusters Score: Raw -190807.214774 + Penalty 4394.224092 = -186412.990682 nChanged 2 SP:Iteration 74Q (850.852897 sec): 3 clusters Score: Raw -190808.524184 + Penalty 4394.224092 = -186414.300092 nChanged 2 SP:Iteration 75Q (850.899874 sec): 3 clusters Score: Raw -190809.579275 + Penalty 4394.224092 = -186415.355183 nChanged 2 SP:Iteration 76Q (850.944582 sec): 3 clusters Score: Raw -190810.360440 + Penalty 4394.224092 = -186416.136348 nChanged 1 SP:Iteration 77Q (850.988739 sec): 3 clusters Score: Raw -190811.279728 + Penalty 4394.224092 = -186417.055637 nChanged 2 SP:Iteration 78Q (851.033844 sec): 3 clusters Score: Raw -190812.288757 + Penalty 4394.224092 = -186418.064665 nChanged 3 SP:Iteration 79Q (851.135717 sec): 3 clusters Score: Raw -190814.194195 + Penalty 4394.224092 = -186419.970103 nChanged 3 SP:Iteration 80F (851.277789 sec): 3 clusters Score: Raw -190816.208930 + Penalty 4394.224092 = -186421.984838 nChanged 5 SP:Iteration 81Q (851.385330 sec): 3 clusters Score: Raw -190820.658551 + Penalty 4394.224092 = -186426.434459 nChanged 8 SP:Iteration 82Q (851.428434 sec): 3 clusters Score: Raw -190827.222277 + Penalty 4394.224092 = -186432.998186 nChanged 9 SP:Iteration 83Q (851.471042 sec): 3 clusters Score: Raw -190836.675110 + Penalty 4394.224092 = -186442.451018 nChanged 10 SP:Iteration 84Q (851.516495 sec): 3 clusters Score: Raw -190841.427137 + Penalty 4394.224092 = -186447.203045 nChanged 4 SP:Iteration 85Q (851.562849 sec): 3 clusters Score: Raw -190845.206799 + Penalty 4394.224092 = -186450.982707 nChanged 6 SP:Iteration 86Q (851.609617 sec): 3 clusters Score: Raw -190849.988133 + Penalty 4394.224092 = -186455.764041 nChanged 7 SP:Iteration 87Q (851.655893 sec): 3 clusters Score: Raw -190856.264871 + Penalty 4394.224092 = -186462.040780 nChanged 10 SP:Iteration 88Q (851.702605 sec): 3 clusters Score: Raw -190863.386772 + Penalty 4394.224092 = -186469.162681 nChanged 6 SP:Iteration 89Q (851.749921 sec): 3 clusters Score: Raw -190866.533343 + Penalty 4394.224092 = -186472.309252 nChanged 3 SP:Iteration 90Q (851.798189 sec): 3 clusters Score: Raw -190869.300623 + Penalty 4394.224092 = -186475.076531 nChanged 4 SP:Iteration 91Q (851.844440 sec): 3 clusters Score: Raw -190872.725742 + Penalty 4394.224092 = -186478.501651 nChanged 7 SP:Iteration 92Q (851.889997 sec): 3 clusters Score: Raw -190877.709822 + Penalty 4394.224092 = -186483.485730 nChanged 3 SP:Iteration 93Q (851.934030 sec): 3 clusters Score: Raw -190879.821578 + Penalty 4394.224092 = -186485.597487 nChanged 2 SP:Iteration 94Q (851.979710 sec): 3 clusters Score: Raw -190880.920163 + Penalty 4394.224092 = -186486.696072 nChanged 0 SP:Iteration 95F (852.029518 sec): 3 clusters Score: Raw -190880.920163 + Penalty 4394.224092 = -186486.696072 nChanged 0 Time taken for this iteration:50.494961 seconds. 12->9 Clusters: Score -1004538.792759, best is -1009561.032527 Main iterations: 803 (time per iteration =134.247173 ms) Total iterations: 8852 (time per iteration =12.178093 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 55863007841.000000 (time per metric unit =1.929729ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 1731753243071.000000 (time per metric unit=62.249330ps) That took 107.800480 seconds.