FileBase DT3_rLS_rCA1_20151009_2100um_1512um ElecNo 6 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.32 and 0.48 GB. - 8 bytes per element (scalar), 21681950 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.16 and 0.23 GB. - 8 bytes per element (scalar), 10407336 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.04 and 0.06 GB. - 2 bytes per element (data_int), 10407336 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 10407336 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 10407336 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=433639, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.56 and 0.83 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 433639 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 433639 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 16 (1709 points): Lose 305.567600 but Gain 2109.244746 Iteration 0F (10.447483 sec): 19 clusters Score: Raw -55492217.683049 + Penalty 37966.405434 = -55454251.277615 nChanged 410319 Deleting Class 6 (643 points): Lose 1214.516614 but Gain 2109.244746 Iteration 1F (16.071427 sec): 18 clusters Score: Raw -56653869.299494 + Penalty 35857.160688 = -56618012.138807 nChanged 112674 Iteration 2F (21.299306 sec): 18 clusters Score: Raw -56836262.092652 + Penalty 35857.160688 = -56800404.931964 nChanged 51885 Deleting Class 17 (1482 points): Lose 1928.526838 but Gain 2109.244746 Iteration 3F (26.529493 sec): 17 clusters Score: Raw -56917288.928879 + Penalty 33747.915941 = -56883541.012938 nChanged 28220 Deleting Class 9 (1655 points): Lose 2072.102012 but Gain 2109.244746 Iteration 4F (31.313131 sec): 16 clusters Score: Raw -56953702.467541 + Penalty 31638.671195 = -56922063.796346 nChanged 19374 Deleting Class 13 (1560 points): Lose 1869.237746 but Gain 2109.244746 Iteration 5Q (33.819902 sec): 15 clusters Score: Raw -56971949.432032 + Penalty 29529.426449 = -56942420.005583 nChanged 15919 Iteration 6Q (36.025910 sec): 15 clusters Score: Raw -56988454.715984 + Penalty 29529.426449 = -56958925.289535 nChanged 13465 Deleting Class 15 (1362 points): Lose 1939.624775 but Gain 2109.244746 Iteration 7Q (38.209171 sec): 14 clusters Score: Raw -56999897.782461 + Penalty 27420.181702 = -56972477.600759 nChanged 14316 Deleting Class 2 (1479 points): Lose 2049.733352 but Gain 2109.244746 Iteration 8Q (40.234427 sec): 13 clusters Score: Raw -57012268.330537 + Penalty 25310.936956 = -56986957.393582 nChanged 14151 Iteration 9Q (42.175477 sec): 13 clusters Score: Raw -57026010.587189 + Penalty 25310.936956 = -57000699.650233 nChanged 12344 Deleting Class 5 (1178 points): Lose 2040.632064 but Gain 2109.244746 Iteration 10Q (44.202177 sec): 12 clusters Score: Raw -57033322.501953 + Penalty 23201.692210 = -57010120.809743 nChanged 12950 Iteration 11Q (46.030887 sec): 12 clusters Score: Raw -57042802.350032 + Penalty 23201.692210 = -57019600.657822 nChanged 11441 Iteration 12Q (48.024718 sec): 12 clusters Score: Raw -57049488.595824 + Penalty 23201.692210 = -57026286.903615 nChanged 10962 Iteration 13Q (50.077945 sec): 12 clusters Score: Raw -57055582.558231 + Penalty 23201.692210 = -57032380.866021 nChanged 10661 Iteration 14Q (51.988466 sec): 12 clusters Score: Raw -57061217.739098 + Penalty 23201.692210 = -57038016.046889 nChanged 10306 Iteration 15Q (53.904460 sec): 12 clusters Score: Raw -57066325.705636 + Penalty 23201.692210 = -57043124.013426 nChanged 9665 Iteration 16Q (55.823223 sec): 12 clusters Score: Raw -57070843.315421 + Penalty 23201.692210 = -57047641.623211 nChanged 8954 Iteration 17Q (57.680181 sec): 12 clusters Score: Raw -57074784.558536 + Penalty 23201.692210 = -57051582.866326 nChanged 8185 Iteration 18Q (59.453282 sec): 12 clusters Score: Raw -57078165.238722 + Penalty 23201.692210 = -57054963.546512 nChanged 7310 Iteration 19Q (61.251834 sec): 12 clusters Score: Raw -57081151.269427 + Penalty 23201.692210 = -57057949.577217 nChanged 6413 Writing temp clu file Because OldScore, -57054963.546512, is greater than current (better) Score,-57057949.577217 Compute initial score before splitting: Score: Raw -57081151.269427 + Penalty 23201.692210 = -57057949.577217 Trying to split cluster 1 (73763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.583555 sec): 2 clusters Score: Raw -10091029.998119 + Penalty 1821.399536 = -10089208.598583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.743753 sec): 3 clusters Score: Raw -10043686.945582 + Penalty 3642.799072 = -10040044.146510 nChanged 34983 SP:Iteration 1F (61.916461 sec): 3 clusters Score: Raw -10064543.288045 + Penalty 3642.799072 = -10060900.488973 nChanged 3364 SP:Iteration 2Q (62.093325 sec): 3 clusters Score: Raw -10066143.076807 + Penalty 3642.799072 = -10062500.277734 nChanged 3978 SP:Iteration 3F (62.263955 sec): 3 clusters Score: Raw -10068586.604238 + Penalty 3642.799072 = -10064943.805165 nChanged 4770 SP:Iteration 4F (62.425585 sec): 3 clusters Score: Raw -10071996.235396 + Penalty 3642.799072 = -10068353.436323 nChanged 5271 SP:Iteration 5F (62.594316 sec): 3 clusters Score: Raw -10075907.532722 + Penalty 3642.799072 = -10072264.733650 nChanged 5371 SP:Iteration 6F (62.767952 sec): 3 clusters Score: Raw -10079878.462101 + Penalty 3642.799072 = -10076235.663028 nChanged 4783 SP:Iteration 7F (62.942121 sec): 3 clusters Score: Raw -10083261.346493 + Penalty 3642.799072 = -10079618.547421 nChanged 3954 SP:Iteration 8F (63.111513 sec): 3 clusters Score: Raw -10085922.702119 + Penalty 3642.799072 = -10082279.903047 nChanged 3193 SP:Iteration 9Q (63.284379 sec): 3 clusters Score: Raw -10087976.413984 + Penalty 3642.799072 = -10084333.614912 nChanged 2401 SP:Iteration 10Q (63.449203 sec): 3 clusters Score: Raw -10089240.676750 + Penalty 3642.799072 = -10085597.877678 nChanged 1762 SP:Iteration 11Q (63.615281 sec): 3 clusters Score: Raw -10090031.000157 + Penalty 3642.799072 = -10086388.201084 nChanged 1338 SP:Iteration 12Q (63.785569 sec): 3 clusters Score: Raw -10090533.186392 + Penalty 3642.799072 = -10086890.387320 nChanged 1013 SP:Iteration 13Q (63.948937 sec): 3 clusters Score: Raw -10090860.268462 + Penalty 3642.799072 = -10087217.469390 nChanged 805 SP:Iteration 14Q (64.111703 sec): 3 clusters Score: Raw -10091090.680821 + Penalty 3642.799072 = -10087447.881749 nChanged 695 SP:Iteration 15Q (64.275763 sec): 3 clusters Score: Raw -10091270.750188 + Penalty 3642.799072 = -10087627.951116 nChanged 662 SP:Iteration 16Q (64.433286 sec): 3 clusters Score: Raw -10091443.127054 + Penalty 3642.799072 = -10087800.327982 nChanged 567 SP:Iteration 17Q (64.593639 sec): 3 clusters Score: Raw -10091586.715305 + Penalty 3642.799072 = -10087943.916233 nChanged 544 SP:Iteration 18Q (64.754320 sec): 3 clusters Score: Raw -10091728.644844 + Penalty 3642.799072 = -10088085.845772 nChanged 588 SP:Iteration 19Q (64.925197 sec): 3 clusters Score: Raw -10091880.397366 + Penalty 3642.799072 = -10088237.598294 nChanged 556 SP:Iteration 20F (65.094915 sec): 3 clusters Score: Raw -10092024.788049 + Penalty 3642.799072 = -10088381.988977 nChanged 580 SP:Iteration 21Q (65.249158 sec): 3 clusters Score: Raw -10092185.060516 + Penalty 3642.799072 = -10088542.261444 nChanged 533 SP:Iteration 22Q (65.418813 sec): 3 clusters Score: Raw -10092328.841109 + Penalty 3642.799072 = -10088686.042037 nChanged 536 SP:Iteration 23Q (65.588083 sec): 3 clusters Score: Raw -10092470.307390 + Penalty 3642.799072 = -10088827.508318 nChanged 523 SP:Iteration 24Q (65.742971 sec): 3 clusters Score: Raw -10092599.722818 + Penalty 3642.799072 = -10088956.923746 nChanged 486 SP:Iteration 25Q (65.911090 sec): 3 clusters Score: Raw -10092721.764027 + Penalty 3642.799072 = -10089078.964955 nChanged 486 SP:Iteration 26Q (66.060790 sec): 3 clusters Score: Raw -10092847.600665 + Penalty 3642.799072 = -10089204.801593 nChanged 467 SP:Iteration 27Q (66.224862 sec): 3 clusters Score: Raw -10092969.802669 + Penalty 3642.799072 = -10089327.003597 nChanged 478 SP:Iteration 28Q (66.383588 sec): 3 clusters Score: Raw -10093103.244572 + Penalty 3642.799072 = -10089460.445500 nChanged 513 SP:Iteration 29Q (66.543706 sec): 3 clusters Score: Raw -10093251.996539 + Penalty 3642.799072 = -10089609.197467 nChanged 493 SP:Iteration 30Q (66.704164 sec): 3 clusters Score: Raw -10093394.919891 + Penalty 3642.799072 = -10089752.120818 nChanged 455 SP:Iteration 31Q (66.867553 sec): 3 clusters Score: Raw -10093515.279886 + Penalty 3642.799072 = -10089872.480814 nChanged 413 SP:Iteration 32Q (67.026397 sec): 3 clusters Score: Raw -10093620.678957 + Penalty 3642.799072 = -10089977.879885 nChanged 356 SP:Iteration 33Q (67.182170 sec): 3 clusters Score: Raw -10093703.521676 + Penalty 3642.799072 = -10090060.722604 nChanged 298 SP:Iteration 34Q (67.332573 sec): 3 clusters Score: Raw -10093770.535696 + Penalty 3642.799072 = -10090127.736624 nChanged 275 SP:Iteration 35Q (67.472377 sec): 3 clusters Score: Raw -10093832.880868 + Penalty 3642.799072 = -10090190.081796 nChanged 246 SP:Iteration 36Q (67.610727 sec): 3 clusters Score: Raw -10093887.237469 + Penalty 3642.799072 = -10090244.438397 nChanged 241 SP:Iteration 37Q (67.747657 sec): 3 clusters Score: Raw -10093942.788168 + Penalty 3642.799072 = -10090299.989095 nChanged 226 SP:Iteration 38Q (67.909081 sec): 3 clusters Score: Raw -10093992.672011 + Penalty 3642.799072 = -10090349.872939 nChanged 194 SP:Iteration 39Q (68.064815 sec): 3 clusters Score: Raw -10094029.693321 + Penalty 3642.799072 = -10090386.894249 nChanged 192 SP:Iteration 40F (68.244432 sec): 3 clusters Score: Raw -10094065.655480 + Penalty 3642.799072 = -10090422.856408 nChanged 186 SP:Iteration 41Q (68.412348 sec): 3 clusters Score: Raw -10094098.444552 + Penalty 3642.799072 = -10090455.645480 nChanged 156 SP:Iteration 42Q (68.558494 sec): 3 clusters Score: Raw -10094122.402648 + Penalty 3642.799072 = -10090479.603575 nChanged 140 SP:Iteration 43Q (68.726598 sec): 3 clusters Score: Raw -10094147.250162 + Penalty 3642.799072 = -10090504.451089 nChanged 150 SP:Iteration 44Q (68.876582 sec): 3 clusters Score: Raw -10094173.207186 + Penalty 3642.799072 = -10090530.408114 nChanged 123 SP:Iteration 45Q (69.039226 sec): 3 clusters Score: Raw -10094189.685649 + Penalty 3642.799072 = -10090546.886577 nChanged 103 SP:Iteration 46Q (69.188964 sec): 3 clusters Score: Raw -10094203.130026 + Penalty 3642.799072 = -10090560.330953 nChanged 78 SP:Iteration 47Q (69.338361 sec): 3 clusters Score: Raw -10094213.917540 + Penalty 3642.799072 = -10090571.118468 nChanged 85 SP:Iteration 48Q (69.493861 sec): 3 clusters Score: Raw -10094223.283393 + Penalty 3642.799072 = -10090580.484321 nChanged 65 SP:Iteration 49Q (69.664013 sec): 3 clusters Score: Raw -10094230.223402 + Penalty 3642.799072 = -10090587.424330 nChanged 63 SP:Iteration 50Q (69.805353 sec): 3 clusters Score: Raw -10094238.783672 + Penalty 3642.799072 = -10090595.984599 nChanged 53 SP:Iteration 51Q (69.950372 sec): 3 clusters Score: Raw -10094245.543740 + Penalty 3642.799072 = -10090602.744667 nChanged 58 SP:Iteration 52Q (70.102744 sec): 3 clusters Score: Raw -10094251.673246 + Penalty 3642.799072 = -10090608.874174 nChanged 38 SP:Iteration 53Q (70.246715 sec): 3 clusters Score: Raw -10094255.339975 + Penalty 3642.799072 = -10090612.540902 nChanged 39 SP:Iteration 54Q (70.394912 sec): 3 clusters Score: Raw -10094258.570084 + Penalty 3642.799072 = -10090615.771012 nChanged 34 SP:Iteration 55Q (70.549840 sec): 3 clusters Score: Raw -10094261.181587 + Penalty 3642.799072 = -10090618.382515 nChanged 24 SP:Iteration 56Q (70.706375 sec): 3 clusters Score: Raw -10094262.869529 + Penalty 3642.799072 = -10090620.070457 nChanged 22 SP:Iteration 57Q (70.858930 sec): 3 clusters Score: Raw -10094264.717287 + Penalty 3642.799072 = -10090621.918215 nChanged 21 SP:Iteration 58Q (71.020936 sec): 3 clusters Score: Raw -10094266.085983 + Penalty 3642.799072 = -10090623.286911 nChanged 16 SP:Iteration 59Q (71.177313 sec): 3 clusters Score: Raw -10094267.030392 + Penalty 3642.799072 = -10090624.231319 nChanged 11 SP:Iteration 60F (71.339496 sec): 3 clusters Score: Raw -10094267.885670 + Penalty 3642.799072 = -10090625.086598 nChanged 12 SP:Iteration 61Q (71.480821 sec): 3 clusters Score: Raw -10094268.512464 + Penalty 3642.799072 = -10090625.713392 nChanged 10 SP:Iteration 62Q (71.629015 sec): 3 clusters Score: Raw -10094269.143271 + Penalty 3642.799072 = -10090626.344199 nChanged 11 SP:Iteration 63Q (71.777036 sec): 3 clusters Score: Raw -10094269.735523 + Penalty 3642.799072 = -10090626.936450 nChanged 15 SP:Iteration 64Q (71.924127 sec): 3 clusters Score: Raw -10094271.002214 + Penalty 3642.799072 = -10090628.203142 nChanged 17 SP:Iteration 65Q (72.072728 sec): 3 clusters Score: Raw -10094272.037442 + Penalty 3642.799072 = -10090629.238370 nChanged 12 SP:Iteration 66Q (72.212702 sec): 3 clusters Score: Raw -10094273.025764 + Penalty 3642.799072 = -10090630.226692 nChanged 10 SP:Iteration 67Q (72.353637 sec): 3 clusters Score: Raw -10094273.800679 + Penalty 3642.799072 = -10090631.001607 nChanged 14 SP:Iteration 68Q (72.502361 sec): 3 clusters Score: Raw -10094274.627683 + Penalty 3642.799072 = -10090631.828611 nChanged 16 SP:Iteration 69Q (72.642971 sec): 3 clusters Score: Raw -10094275.683176 + Penalty 3642.799072 = -10090632.884103 nChanged 17 SP:Iteration 70Q (72.787425 sec): 3 clusters Score: Raw -10094276.547014 + Penalty 3642.799072 = -10090633.747941 nChanged 12 SP:Iteration 71Q (72.934829 sec): 3 clusters Score: Raw -10094277.166967 + Penalty 3642.799072 = -10090634.367895 nChanged 11 SP:Iteration 72Q (73.083348 sec): 3 clusters Score: Raw -10094277.775325 + Penalty 3642.799072 = -10090634.976252 nChanged 5 SP:Iteration 73Q (73.236946 sec): 3 clusters Score: Raw -10094278.002111 + Penalty 3642.799072 = -10090635.203039 nChanged 4 SP:Iteration 74Q (73.381312 sec): 3 clusters Score: Raw -10094278.112286 + Penalty 3642.799072 = -10090635.313214 nChanged 1 SP:Iteration 75Q (73.531478 sec): 3 clusters Score: Raw -10094278.146099 + Penalty 3642.799072 = -10090635.347027 nChanged 1 SP:Iteration 76Q (73.678738 sec): 3 clusters Score: Raw -10094278.175427 + Penalty 3642.799072 = -10090635.376354 nChanged 2 SP:Iteration 77Q (73.826936 sec): 3 clusters Score: Raw -10094278.253149 + Penalty 3642.799072 = -10090635.454077 nChanged 2 SP:Iteration 78Q (73.977421 sec): 3 clusters Score: Raw -10094278.378330 + Penalty 3642.799072 = -10090635.579258 nChanged 3 SP:Iteration 79Q (74.138166 sec): 3 clusters Score: Raw -10094278.472697 + Penalty 3642.799072 = -10090635.673625 nChanged 0 SP:Iteration 80F (74.303929 sec): 3 clusters Score: Raw -10094278.472697 + Penalty 3642.799072 = -10090635.673625 nChanged 0 Score: Raw -57085272.962615 + Penalty 25310.936956 = -57059962.025659 Splitting cluster 1 changes total score from -57057949.577217 to -57059962.025659 So it's getting split into cluster 2. Trying to split cluster 3 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.006055 sec): 2 clusters Score: Raw -69805.443206 + Penalty 1044.567107 = -68760.876099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.044423 sec): 3 clusters Score: Raw -69773.210188 + Penalty 2089.134214 = -67684.075974 nChanged 164 SP:Iteration 1F (78.093018 sec): 3 clusters Score: Raw -70031.970199 + Penalty 2089.134214 = -67942.835986 nChanged 49 SP:Iteration 2F (78.139991 sec): 3 clusters Score: Raw -70194.895862 + Penalty 2089.134214 = -68105.761648 nChanged 44 SP:Iteration 3F (78.189320 sec): 3 clusters Score: Raw -70377.997179 + Penalty 2089.134214 = -68288.862965 nChanged 45 SP:Iteration 4F (78.235876 sec): 3 clusters Score: Raw -70540.690695 + Penalty 2089.134214 = -68451.556481 nChanged 20 SP:Iteration 5Q (78.285062 sec): 3 clusters Score: Raw -70645.105335 + Penalty 2089.134214 = -68555.971121 nChanged 16 SP:Iteration 6Q (78.332101 sec): 3 clusters Score: Raw -70691.030609 + Penalty 2089.134214 = -68601.896395 nChanged 7 SP:Iteration 7Q (78.381335 sec): 3 clusters Score: Raw -70702.408563 + Penalty 2089.134214 = -68613.274349 nChanged 5 SP:Iteration 8Q (78.429961 sec): 3 clusters Score: Raw -70707.374975 + Penalty 2089.134214 = -68618.240761 nChanged 5 SP:Iteration 9Q (78.463380 sec): 3 clusters Score: Raw -70713.457119 + Penalty 2089.134214 = -68624.322905 nChanged 1 SP:Iteration 10Q (78.505883 sec): 3 clusters Score: Raw -70716.171438 + Penalty 2089.134214 = -68627.037224 nChanged 0 SP:Iteration 11F (78.552160 sec): 3 clusters Score: Raw -70716.171438 + Penalty 2089.134214 = -68627.037224 nChanged 0 Trying to split cluster 4 (6476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.596808 sec): 2 clusters Score: Raw -807113.468976 + Penalty 1426.076976 = -805687.392000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.655703 sec): 3 clusters Score: Raw -803591.474115 + Penalty 2852.153952 = -800739.320163 nChanged 2777 SP:Iteration 1F (78.703364 sec): 3 clusters Score: Raw -805260.120860 + Penalty 2852.153952 = -802407.966907 nChanged 495 SP:Iteration 2F (78.761965 sec): 3 clusters Score: Raw -805600.643214 + Penalty 2852.153952 = -802748.489262 nChanged 457 SP:Iteration 3F (78.817819 sec): 3 clusters Score: Raw -805967.015343 + Penalty 2852.153952 = -803114.861391 nChanged 477 SP:Iteration 4F (78.876641 sec): 3 clusters Score: Raw -806383.673725 + Penalty 2852.153952 = -803531.519773 nChanged 423 SP:Iteration 5F (78.935372 sec): 3 clusters Score: Raw -806766.854641 + Penalty 2852.153952 = -803914.700688 nChanged 390 SP:Iteration 6F (78.989539 sec): 3 clusters Score: Raw -807121.182574 + Penalty 2852.153952 = -804269.028622 nChanged 308 SP:Iteration 7Q (79.048048 sec): 3 clusters Score: Raw -807398.939504 + Penalty 2852.153952 = -804546.785552 nChanged 222 SP:Iteration 8Q (79.106608 sec): 3 clusters Score: Raw -807577.771904 + Penalty 2852.153952 = -804725.617952 nChanged 136 SP:Iteration 9Q (79.157311 sec): 3 clusters Score: Raw -807669.045150 + Penalty 2852.153952 = -804816.891197 nChanged 86 SP:Iteration 10Q (79.217657 sec): 3 clusters Score: Raw -807725.472288 + Penalty 2852.153952 = -804873.318336 nChanged 61 SP:Iteration 11Q (79.264802 sec): 3 clusters Score: Raw -807762.332453 + Penalty 2852.153952 = -804910.178501 nChanged 36 SP:Iteration 12Q (79.334957 sec): 3 clusters Score: Raw -807776.793218 + Penalty 2852.153952 = -804924.639265 nChanged 38 SP:Iteration 13Q (79.383040 sec): 3 clusters Score: Raw -807793.320838 + Penalty 2852.153952 = -804941.166886 nChanged 30 SP:Iteration 14Q (79.432990 sec): 3 clusters Score: Raw -807803.095364 + Penalty 2852.153952 = -804950.941412 nChanged 24 SP:Iteration 15Q (79.492214 sec): 3 clusters Score: Raw -807810.308415 + Penalty 2852.153952 = -804958.154463 nChanged 9 SP:Iteration 16Q (79.551342 sec): 3 clusters Score: Raw -807813.382714 + Penalty 2852.153952 = -804961.228762 nChanged 11 SP:Iteration 17Q (79.610832 sec): 3 clusters Score: Raw -807817.004648 + Penalty 2852.153952 = -804964.850695 nChanged 8 SP:Iteration 18Q (79.669097 sec): 3 clusters Score: Raw -807818.642759 + Penalty 2852.153952 = -804966.488807 nChanged 3 SP:Iteration 19Q (79.739675 sec): 3 clusters Score: Raw -807819.775070 + Penalty 2852.153952 = -804967.621118 nChanged 3 SP:Iteration 20F (79.787031 sec): 3 clusters Score: Raw -807820.492235 + Penalty 2852.153952 = -804968.338283 nChanged 6 SP:Iteration 21Q (79.845032 sec): 3 clusters Score: Raw -807821.376386 + Penalty 2852.153952 = -804969.222433 nChanged 5 SP:Iteration 22Q (79.895787 sec): 3 clusters Score: Raw -807822.244255 + Penalty 2852.153952 = -804970.090303 nChanged 3 SP:Iteration 23Q (79.953926 sec): 3 clusters Score: Raw -807822.837163 + Penalty 2852.153952 = -804970.683211 nChanged 3 SP:Iteration 24Q (80.011987 sec): 3 clusters Score: Raw -807824.246889 + Penalty 2852.153952 = -804972.092936 nChanged 5 SP:Iteration 25Q (80.069962 sec): 3 clusters Score: Raw -807825.672785 + Penalty 2852.153952 = -804973.518833 nChanged 3 SP:Iteration 26Q (80.127821 sec): 3 clusters Score: Raw -807826.818174 + Penalty 2852.153952 = -804974.664222 nChanged 6 SP:Iteration 27Q (80.184414 sec): 3 clusters Score: Raw -807828.291959 + Penalty 2852.153952 = -804976.138007 nChanged 4 SP:Iteration 28Q (80.243219 sec): 3 clusters Score: Raw -807829.515861 + Penalty 2852.153952 = -804977.361908 nChanged 4 SP:Iteration 29Q (80.301866 sec): 3 clusters Score: Raw -807831.271905 + Penalty 2852.153952 = -804979.117953 nChanged 2 SP:Iteration 30Q (80.361128 sec): 3 clusters Score: Raw -807832.178112 + Penalty 2852.153952 = -804980.024160 nChanged 3 SP:Iteration 31Q (80.418737 sec): 3 clusters Score: Raw -807832.889467 + Penalty 2852.153952 = -804980.735514 nChanged 1 SP:Iteration 32Q (80.476832 sec): 3 clusters Score: Raw -807833.366126 + Penalty 2852.153952 = -804981.212174 nChanged 3 SP:Iteration 33Q (80.536031 sec): 3 clusters Score: Raw -807835.518726 + Penalty 2852.153952 = -804983.364774 nChanged 5 SP:Iteration 34Q (80.594430 sec): 3 clusters Score: Raw -807837.421047 + Penalty 2852.153952 = -804985.267095 nChanged 6 SP:Iteration 35Q (80.652815 sec): 3 clusters Score: Raw -807840.571801 + Penalty 2852.153952 = -804988.417848 nChanged 12 SP:Iteration 36Q (80.708297 sec): 3 clusters Score: Raw -807844.117214 + Penalty 2852.153952 = -804991.963262 nChanged 9 SP:Iteration 37Q (80.778953 sec): 3 clusters Score: Raw -807845.937851 + Penalty 2852.153952 = -804993.783899 nChanged 7 SP:Iteration 38Q (80.825554 sec): 3 clusters Score: Raw -807848.170634 + Penalty 2852.153952 = -804996.016681 nChanged 8 SP:Iteration 39Q (80.882482 sec): 3 clusters Score: Raw -807850.847260 + Penalty 2852.153952 = -804998.693307 nChanged 4 SP:Iteration 40F (80.934848 sec): 3 clusters Score: Raw -807851.580762 + Penalty 2852.153952 = -804999.426810 nChanged 6 SP:Iteration 41Q (80.993057 sec): 3 clusters Score: Raw -807852.860725 + Penalty 2852.153952 = -805000.706772 nChanged 6 SP:Iteration 42Q (81.051888 sec): 3 clusters Score: Raw -807854.716440 + Penalty 2852.153952 = -805002.562488 nChanged 6 SP:Iteration 43Q (81.109688 sec): 3 clusters Score: Raw -807857.121632 + Penalty 2852.153952 = -805004.967680 nChanged 6 SP:Iteration 44Q (81.167604 sec): 3 clusters Score: Raw -807858.695221 + Penalty 2852.153952 = -805006.541269 nChanged 3 SP:Iteration 45Q (81.226087 sec): 3 clusters Score: Raw -807859.364458 + Penalty 2852.153952 = -805007.210506 nChanged 0 SP:Iteration 46F (81.284842 sec): 3 clusters Score: Raw -807859.364458 + Penalty 2852.153952 = -805007.210506 nChanged 0 Trying to split cluster 7 (250282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.637858 sec): 2 clusters Score: Raw -33287023.947720 + Penalty 2019.930829 = -33285004.016891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.148909 sec): 3 clusters Score: Raw -33120542.892190 + Penalty 4039.861657 = -33116503.030532 nChanged 121761 SP:Iteration 1F (82.610828 sec): 3 clusters Score: Raw -33192800.937097 + Penalty 4039.861657 = -33188761.075440 nChanged 8455 SP:Iteration 2Q (83.116182 sec): 3 clusters Score: Raw -33194999.358085 + Penalty 4039.861657 = -33190959.496428 nChanged 9293 SP:Iteration 3Q (83.603708 sec): 3 clusters Score: Raw -33197787.695146 + Penalty 4039.861657 = -33193747.833488 nChanged 10257 SP:Iteration 4Q (84.119464 sec): 3 clusters Score: Raw -33201455.846885 + Penalty 4039.861657 = -33197415.985228 nChanged 11592 SP:Iteration 5Q (84.605103 sec): 3 clusters Score: Raw -33206364.697208 + Penalty 4039.861657 = -33202324.835550 nChanged 12833 SP:Iteration 6F (85.078583 sec): 3 clusters Score: Raw -33212435.896487 + Penalty 4039.861657 = -33208396.034830 nChanged 13404 SP:Iteration 7F (85.529934 sec): 3 clusters Score: Raw -33219317.633063 + Penalty 4039.861657 = -33215277.771406 nChanged 13802 SP:Iteration 8F (86.009218 sec): 3 clusters Score: Raw -33226934.525735 + Penalty 4039.861657 = -33222894.664077 nChanged 13920 SP:Iteration 9F (86.461362 sec): 3 clusters Score: Raw -33235237.492805 + Penalty 4039.861657 = -33231197.631147 nChanged 13314 SP:Iteration 10F (86.926779 sec): 3 clusters Score: Raw -33243836.190836 + Penalty 4039.861657 = -33239796.329179 nChanged 12222 SP:Iteration 11Q (87.401360 sec): 3 clusters Score: Raw -33252369.582322 + Penalty 4039.861657 = -33248329.720665 nChanged 10838 SP:Iteration 12Q (87.901930 sec): 3 clusters Score: Raw -33261773.745086 + Penalty 4039.861657 = -33257733.883429 nChanged 9853 SP:Iteration 13Q (88.365964 sec): 3 clusters Score: Raw -33274936.355650 + Penalty 4039.861657 = -33270896.493993 nChanged 10133 SP:Iteration 14Q (88.819496 sec): 3 clusters Score: Raw -33301308.050243 + Penalty 4039.861657 = -33297268.188586 nChanged 11389 SP:Iteration 15Q (89.243054 sec): 3 clusters Score: Raw -33345855.776539 + Penalty 4039.861657 = -33341815.914882 nChanged 11733 SP:Iteration 16Q (89.650992 sec): 3 clusters Score: Raw -33360876.793851 + Penalty 4039.861657 = -33356836.932194 nChanged 9044 SP:Iteration 17Q (90.060475 sec): 3 clusters Score: Raw -33370626.856785 + Penalty 4039.861657 = -33366586.995128 nChanged 6272 SP:Iteration 18Q (90.477891 sec): 3 clusters Score: Raw -33378462.960400 + Penalty 4039.861657 = -33374423.098743 nChanged 4594 SP:Iteration 19Q (90.898467 sec): 3 clusters Score: Raw -33386604.703203 + Penalty 4039.861657 = -33382564.841545 nChanged 3667 SP:Iteration 20F (91.362971 sec): 3 clusters Score: Raw -33398487.201142 + Penalty 4039.861657 = -33394447.339485 nChanged 3060 SP:Iteration 21Q (91.758470 sec): 3 clusters Score: Raw -33414989.041261 + Penalty 4039.861657 = -33410949.179604 nChanged 1396 SP:Iteration 22Q (92.142232 sec): 3 clusters Score: Raw -33424667.364015 + Penalty 4039.861657 = -33420627.502358 nChanged 237 SP:Iteration 23Q (92.512802 sec): 3 clusters Score: Raw -33425505.300297 + Penalty 4039.861657 = -33421465.438639 nChanged 17 SP:Iteration 24Q (92.884922 sec): 3 clusters Score: Raw -33425621.820892 + Penalty 4039.861657 = -33421581.959235 nChanged 5 SP:Iteration 25Q (93.256774 sec): 3 clusters Score: Raw -33425622.754124 + Penalty 4039.861657 = -33421582.892466 nChanged 0 SP:Iteration 26F (93.716022 sec): 3 clusters Score: Raw -33425936.318024 + Penalty 4039.861657 = -33421896.456367 nChanged 13 SP:Iteration 27Q (94.084825 sec): 3 clusters Score: Raw -33425952.226253 + Penalty 4039.861657 = -33421912.364596 nChanged 0 SP:Iteration 28F (94.503027 sec): 3 clusters Score: Raw -33425952.226253 + Penalty 4039.861657 = -33421912.364596 nChanged 0 Score: Raw -57224201.241152 + Penalty 27420.181702 = -57196781.059449 Splitting cluster 7 changes total score from -57057949.577217 to -57196781.059449 So it's getting split into cluster 5. Trying to split cluster 8 (42892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.320201 sec): 2 clusters Score: Raw -5548746.900501 + Penalty 1733.296599 = -5547013.603902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.447338 sec): 3 clusters Score: Raw -5521909.317437 + Penalty 3466.593197 = -5518442.724239 nChanged 20074 SP:Iteration 1F (98.570902 sec): 3 clusters Score: Raw -5533544.724072 + Penalty 3466.593197 = -5530078.130874 nChanged 2086 SP:Iteration 2Q (98.703357 sec): 3 clusters Score: Raw -5534343.434264 + Penalty 3466.593197 = -5530876.841066 nChanged 2111 SP:Iteration 3Q (98.830660 sec): 3 clusters Score: Raw -5535390.484833 + Penalty 3466.593197 = -5531923.891636 nChanged 2381 SP:Iteration 4F (98.948747 sec): 3 clusters Score: Raw -5536925.785961 + Penalty 3466.593197 = -5533459.192764 nChanged 2826 SP:Iteration 5F (99.065209 sec): 3 clusters Score: Raw -5539257.933824 + Penalty 3466.593197 = -5535791.340627 nChanged 3330 SP:Iteration 6F (99.186829 sec): 3 clusters Score: Raw -5542190.406615 + Penalty 3466.593197 = -5538723.813418 nChanged 3270 SP:Iteration 7F (99.305828 sec): 3 clusters Score: Raw -5544930.836429 + Penalty 3466.593197 = -5541464.243232 nChanged 2717 SP:Iteration 8F (99.423392 sec): 3 clusters Score: Raw -5546778.969271 + Penalty 3466.593197 = -5543312.376073 nChanged 1909 SP:Iteration 9Q (99.544404 sec): 3 clusters Score: Raw -5547823.839321 + Penalty 3466.593197 = -5544357.246123 nChanged 1289 SP:Iteration 10Q (99.665232 sec): 3 clusters Score: Raw -5548431.728148 + Penalty 3466.593197 = -5544965.134951 nChanged 915 SP:Iteration 11Q (99.783791 sec): 3 clusters Score: Raw -5548819.806575 + Penalty 3466.593197 = -5545353.213377 nChanged 726 SP:Iteration 12Q (99.904480 sec): 3 clusters Score: Raw -5549082.353007 + Penalty 3466.593197 = -5545615.759810 nChanged 564 SP:Iteration 13Q (100.022300 sec): 3 clusters Score: Raw -5549257.810169 + Penalty 3466.593197 = -5545791.216972 nChanged 453 SP:Iteration 14Q (100.142881 sec): 3 clusters Score: Raw -5549370.386307 + Penalty 3466.593197 = -5545903.793109 nChanged 353 SP:Iteration 15Q (100.263948 sec): 3 clusters Score: Raw -5549445.280104 + Penalty 3466.593197 = -5545978.686906 nChanged 292 SP:Iteration 16Q (100.384868 sec): 3 clusters Score: Raw -5549509.480150 + Penalty 3466.593197 = -5546042.886953 nChanged 248 SP:Iteration 17Q (100.506087 sec): 3 clusters Score: Raw -5549559.591826 + Penalty 3466.593197 = -5546092.998628 nChanged 236 SP:Iteration 18Q (100.626799 sec): 3 clusters Score: Raw -5549604.010554 + Penalty 3466.593197 = -5546137.417357 nChanged 243 SP:Iteration 19Q (100.742224 sec): 3 clusters Score: Raw -5549651.884556 + Penalty 3466.593197 = -5546185.291358 nChanged 254 SP:Iteration 20F (100.861388 sec): 3 clusters Score: Raw -5549697.270182 + Penalty 3466.593197 = -5546230.676984 nChanged 246 SP:Iteration 21Q (100.982088 sec): 3 clusters Score: Raw -5549742.551369 + Penalty 3466.593197 = -5546275.958172 nChanged 249 SP:Iteration 22Q (101.102406 sec): 3 clusters Score: Raw -5549788.684355 + Penalty 3466.593197 = -5546322.091158 nChanged 245 SP:Iteration 23Q (101.223742 sec): 3 clusters Score: Raw -5549830.433819 + Penalty 3466.593197 = -5546363.840622 nChanged 244 SP:Iteration 24Q (101.343644 sec): 3 clusters Score: Raw -5549872.354596 + Penalty 3466.593197 = -5546405.761398 nChanged 252 SP:Iteration 25Q (101.462175 sec): 3 clusters Score: Raw -5549910.052218 + Penalty 3466.593197 = -5546443.459021 nChanged 232 SP:Iteration 26Q (101.580516 sec): 3 clusters Score: Raw -5549944.411074 + Penalty 3466.593197 = -5546477.817877 nChanged 226 SP:Iteration 27Q (101.700311 sec): 3 clusters Score: Raw -5549975.509257 + Penalty 3466.593197 = -5546508.916060 nChanged 197 SP:Iteration 28Q (101.820115 sec): 3 clusters Score: Raw -5550001.471676 + Penalty 3466.593197 = -5546534.878478 nChanged 175 SP:Iteration 29Q (101.938348 sec): 3 clusters Score: Raw -5550021.160792 + Penalty 3466.593197 = -5546554.567594 nChanged 175 SP:Iteration 30Q (102.054662 sec): 3 clusters Score: Raw -5550042.654559 + Penalty 3466.593197 = -5546576.061362 nChanged 179 SP:Iteration 31Q (102.166505 sec): 3 clusters Score: Raw -5550064.116669 + Penalty 3466.593197 = -5546597.523472 nChanged 158 SP:Iteration 32Q (102.284213 sec): 3 clusters Score: Raw -5550082.411379 + Penalty 3466.593197 = -5546615.818182 nChanged 162 SP:Iteration 33Q (102.401698 sec): 3 clusters Score: Raw -5550100.369233 + Penalty 3466.593197 = -5546633.776036 nChanged 134 SP:Iteration 34Q (102.515643 sec): 3 clusters Score: Raw -5550114.035367 + Penalty 3466.593197 = -5546647.442170 nChanged 125 SP:Iteration 35Q (102.624158 sec): 3 clusters Score: Raw -5550125.344859 + Penalty 3466.593197 = -5546658.751661 nChanged 91 SP:Iteration 36Q (102.740162 sec): 3 clusters Score: Raw -5550131.629937 + Penalty 3466.593197 = -5546665.036740 nChanged 80 SP:Iteration 37Q (102.846140 sec): 3 clusters Score: Raw -5550137.049047 + Penalty 3466.593197 = -5546670.455849 nChanged 76 SP:Iteration 38Q (102.964309 sec): 3 clusters Score: Raw -5550142.578445 + Penalty 3466.593197 = -5546675.985248 nChanged 73 SP:Iteration 39Q (103.076225 sec): 3 clusters Score: Raw -5550147.521473 + Penalty 3466.593197 = -5546680.928275 nChanged 69 SP:Iteration 40F (103.195372 sec): 3 clusters Score: Raw -5550152.309648 + Penalty 3466.593197 = -5546685.716451 nChanged 74 SP:Iteration 41Q (103.307749 sec): 3 clusters Score: Raw -5550157.915253 + Penalty 3466.593197 = -5546691.322056 nChanged 78 SP:Iteration 42Q (103.419057 sec): 3 clusters Score: Raw -5550164.403524 + Penalty 3466.593197 = -5546697.810327 nChanged 72 SP:Iteration 43Q (103.535778 sec): 3 clusters Score: Raw -5550169.955179 + Penalty 3466.593197 = -5546703.361982 nChanged 76 SP:Iteration 44Q (103.640656 sec): 3 clusters Score: Raw -5550176.463872 + Penalty 3466.593197 = -5546709.870674 nChanged 86 SP:Iteration 45Q (103.746263 sec): 3 clusters Score: Raw -5550183.995884 + Penalty 3466.593197 = -5546717.402686 nChanged 78 SP:Iteration 46Q (103.863368 sec): 3 clusters Score: Raw -5550190.224353 + Penalty 3466.593197 = -5546723.631155 nChanged 82 SP:Iteration 47Q (103.980825 sec): 3 clusters Score: Raw -5550196.348071 + Penalty 3466.593197 = -5546729.754874 nChanged 70 SP:Iteration 48Q (104.086245 sec): 3 clusters Score: Raw -5550202.150896 + Penalty 3466.593197 = -5546735.557699 nChanged 73 SP:Iteration 49Q (104.204434 sec): 3 clusters Score: Raw -5550207.136252 + Penalty 3466.593197 = -5546740.543055 nChanged 63 SP:Iteration 50Q (104.310776 sec): 3 clusters Score: Raw -5550211.695700 + Penalty 3466.593197 = -5546745.102502 nChanged 74 SP:Iteration 51Q (104.428004 sec): 3 clusters Score: Raw -5550217.404727 + Penalty 3466.593197 = -5546750.811529 nChanged 74 SP:Iteration 52Q (104.547835 sec): 3 clusters Score: Raw -5550222.507133 + Penalty 3466.593197 = -5546755.913936 nChanged 69 SP:Iteration 53Q (104.668555 sec): 3 clusters Score: Raw -5550227.889768 + Penalty 3466.593197 = -5546761.296571 nChanged 85 SP:Iteration 54Q (104.782891 sec): 3 clusters Score: Raw -5550236.015527 + Penalty 3466.593197 = -5546769.422330 nChanged 98 SP:Iteration 55Q (104.904345 sec): 3 clusters Score: Raw -5550243.372717 + Penalty 3466.593197 = -5546776.779519 nChanged 65 SP:Iteration 56Q (105.023093 sec): 3 clusters Score: Raw -5550247.747495 + Penalty 3466.593197 = -5546781.154297 nChanged 60 SP:Iteration 57Q (105.146602 sec): 3 clusters Score: Raw -5550251.550257 + Penalty 3466.593197 = -5546784.957059 nChanged 58 SP:Iteration 58Q (105.267664 sec): 3 clusters Score: Raw -5550255.098833 + Penalty 3466.593197 = -5546788.505636 nChanged 57 SP:Iteration 59Q (105.402464 sec): 3 clusters Score: Raw -5550258.221342 + Penalty 3466.593197 = -5546791.628144 nChanged 52 SP:Iteration 60F (105.524319 sec): 3 clusters Score: Raw -5550261.168233 + Penalty 3466.593197 = -5546794.575036 nChanged 51 SP:Iteration 61Q (105.649853 sec): 3 clusters Score: Raw -5550264.167806 + Penalty 3466.593197 = -5546797.574608 nChanged 48 SP:Iteration 62Q (105.771343 sec): 3 clusters Score: Raw -5550266.932125 + Penalty 3466.593197 = -5546800.338928 nChanged 40 SP:Iteration 63Q (105.892838 sec): 3 clusters Score: Raw -5550269.061696 + Penalty 3466.593197 = -5546802.468499 nChanged 37 SP:Iteration 64Q (106.005628 sec): 3 clusters Score: Raw -5550271.455727 + Penalty 3466.593197 = -5546804.862530 nChanged 42 SP:Iteration 65Q (106.129833 sec): 3 clusters Score: Raw -5550274.086466 + Penalty 3466.593197 = -5546807.493268 nChanged 51 SP:Iteration 66Q (106.239480 sec): 3 clusters Score: Raw -5550277.172689 + Penalty 3466.593197 = -5546810.579492 nChanged 37 SP:Iteration 67Q (106.359047 sec): 3 clusters Score: Raw -5550278.877197 + Penalty 3466.593197 = -5546812.283999 nChanged 35 SP:Iteration 68Q (106.475304 sec): 3 clusters Score: Raw -5550280.629809 + Penalty 3466.593197 = -5546814.036611 nChanged 31 SP:Iteration 69Q (106.591345 sec): 3 clusters Score: Raw -5550281.857012 + Penalty 3466.593197 = -5546815.263814 nChanged 20 SP:Iteration 70Q (106.697526 sec): 3 clusters Score: Raw -5550282.923774 + Penalty 3466.593197 = -5546816.330576 nChanged 20 SP:Iteration 71Q (106.817072 sec): 3 clusters Score: Raw -5550283.734465 + Penalty 3466.593197 = -5546817.141267 nChanged 16 SP:Iteration 72Q (106.932472 sec): 3 clusters Score: Raw -5550284.432581 + Penalty 3466.593197 = -5546817.839384 nChanged 20 SP:Iteration 73Q (107.052294 sec): 3 clusters Score: Raw -5550285.391950 + Penalty 3466.593197 = -5546818.798752 nChanged 20 SP:Iteration 74Q (107.172724 sec): 3 clusters Score: Raw -5550286.336353 + Penalty 3466.593197 = -5546819.743156 nChanged 19 SP:Iteration 75Q (107.287625 sec): 3 clusters Score: Raw -5550287.223396 + Penalty 3466.593197 = -5546820.630198 nChanged 14 SP:Iteration 76Q (107.407316 sec): 3 clusters Score: Raw -5550287.737998 + Penalty 3466.593197 = -5546821.144800 nChanged 12 SP:Iteration 77Q (107.516108 sec): 3 clusters Score: Raw -5550288.393919 + Penalty 3466.593197 = -5546821.800721 nChanged 16 SP:Iteration 78Q (107.634911 sec): 3 clusters Score: Raw -5550289.058944 + Penalty 3466.593197 = -5546822.465746 nChanged 15 SP:Iteration 79Q (107.753695 sec): 3 clusters Score: Raw -5550289.629615 + Penalty 3466.593197 = -5546823.036418 nChanged 15 SP:Iteration 80F (107.879654 sec): 3 clusters Score: Raw -5550290.203962 + Penalty 3466.593197 = -5546823.610764 nChanged 15 SP:Iteration 81Q (108.003717 sec): 3 clusters Score: Raw -5550290.744320 + Penalty 3466.593197 = -5546824.151122 nChanged 14 SP:Iteration 82Q (108.121853 sec): 3 clusters Score: Raw -5550291.482848 + Penalty 3466.593197 = -5546824.889650 nChanged 15 SP:Iteration 83Q (108.236337 sec): 3 clusters Score: Raw -5550292.078236 + Penalty 3466.593197 = -5546825.485039 nChanged 7 SP:Iteration 84Q (108.349536 sec): 3 clusters Score: Raw -5550292.458210 + Penalty 3466.593197 = -5546825.865013 nChanged 11 SP:Iteration 85Q (108.470596 sec): 3 clusters Score: Raw -5550293.173283 + Penalty 3466.593197 = -5546826.580086 nChanged 17 SP:Iteration 86Q (108.589958 sec): 3 clusters Score: Raw -5550294.394074 + Penalty 3466.593197 = -5546827.800877 nChanged 17 SP:Iteration 87Q (108.707811 sec): 3 clusters Score: Raw -5550295.471693 + Penalty 3466.593197 = -5546828.878496 nChanged 21 SP:Iteration 88Q (108.817314 sec): 3 clusters Score: Raw -5550296.624043 + Penalty 3466.593197 = -5546830.030846 nChanged 19 SP:Iteration 89Q (108.931146 sec): 3 clusters Score: Raw -5550297.561411 + Penalty 3466.593197 = -5546830.968214 nChanged 25 SP:Iteration 90Q (109.053411 sec): 3 clusters Score: Raw -5550298.542437 + Penalty 3466.593197 = -5546831.949239 nChanged 19 SP:Iteration 91Q (109.164176 sec): 3 clusters Score: Raw -5550299.200368 + Penalty 3466.593197 = -5546832.607170 nChanged 14 SP:Iteration 92Q (109.279131 sec): 3 clusters Score: Raw -5550299.741315 + Penalty 3466.593197 = -5546833.148117 nChanged 16 SP:Iteration 93Q (109.397591 sec): 3 clusters Score: Raw -5550300.653582 + Penalty 3466.593197 = -5546834.060385 nChanged 20 SP:Iteration 94Q (109.518917 sec): 3 clusters Score: Raw -5550301.790258 + Penalty 3466.593197 = -5546835.197060 nChanged 29 SP:Iteration 95Q (109.635595 sec): 3 clusters Score: Raw -5550303.341777 + Penalty 3466.593197 = -5546836.748579 nChanged 27 SP:Iteration 96Q (109.750316 sec): 3 clusters Score: Raw -5550304.500945 + Penalty 3466.593197 = -5546837.907747 nChanged 22 SP:Iteration 97Q (109.865670 sec): 3 clusters Score: Raw -5550305.825307 + Penalty 3466.593197 = -5546839.232109 nChanged 16 SP:Iteration 98Q (109.980235 sec): 3 clusters Score: Raw -5550306.767887 + Penalty 3466.593197 = -5546840.174689 nChanged 24 SP:Iteration 99Q (110.097161 sec): 3 clusters Score: Raw -5550308.021588 + Penalty 3466.593197 = -5546841.428390 nChanged 20 SP:Iteration 100F (110.217650 sec): 3 clusters Score: Raw -5550309.247465 + Penalty 3466.593197 = -5546842.654267 nChanged 18 SP:Iteration 101Q (110.335592 sec): 3 clusters Score: Raw -5550310.182611 + Penalty 3466.593197 = -5546843.589413 nChanged 14 SP:Iteration 102Q (110.454477 sec): 3 clusters Score: Raw -5550310.960516 + Penalty 3466.593197 = -5546844.367318 nChanged 13 SP:Iteration 103Q (110.569643 sec): 3 clusters Score: Raw -5550311.522501 + Penalty 3466.593197 = -5546844.929304 nChanged 13 SP:Iteration 104Q (110.688371 sec): 3 clusters Score: Raw -5550312.176406 + Penalty 3466.593197 = -5546845.583209 nChanged 10 SP:Iteration 105Q (110.791126 sec): 3 clusters Score: Raw -5550312.468250 + Penalty 3466.593197 = -5546845.875053 nChanged 8 SP:Iteration 106Q (110.905725 sec): 3 clusters Score: Raw -5550312.665172 + Penalty 3466.593197 = -5546846.071975 nChanged 6 SP:Iteration 107Q (111.020128 sec): 3 clusters Score: Raw -5550312.928083 + Penalty 3466.593197 = -5546846.334885 nChanged 10 SP:Iteration 108Q (111.129681 sec): 3 clusters Score: Raw -5550313.427148 + Penalty 3466.593197 = -5546846.833951 nChanged 7 SP:Iteration 109Q (111.259169 sec): 3 clusters Score: Raw -5550313.780770 + Penalty 3466.593197 = -5546847.187572 nChanged 8 SP:Iteration 110Q (111.378928 sec): 3 clusters Score: Raw -5550314.114575 + Penalty 3466.593197 = -5546847.521378 nChanged 9 SP:Iteration 111Q (111.496676 sec): 3 clusters Score: Raw -5550314.532046 + Penalty 3466.593197 = -5546847.938848 nChanged 14 SP:Iteration 112Q (111.605501 sec): 3 clusters Score: Raw -5550315.258504 + Penalty 3466.593197 = -5546848.665307 nChanged 17 SP:Iteration 113Q (111.731792 sec): 3 clusters Score: Raw -5550316.004089 + Penalty 3466.593197 = -5546849.410892 nChanged 17 SP:Iteration 114Q (111.840218 sec): 3 clusters Score: Raw -5550316.970796 + Penalty 3466.593197 = -5546850.377598 nChanged 23 SP:Iteration 115Q (111.958300 sec): 3 clusters Score: Raw -5550318.287086 + Penalty 3466.593197 = -5546851.693889 nChanged 17 SP:Iteration 116Q (112.088256 sec): 3 clusters Score: Raw -5550318.982032 + Penalty 3466.593197 = -5546852.388835 nChanged 12 SP:Iteration 117Q (112.205744 sec): 3 clusters Score: Raw -5550319.445150 + Penalty 3466.593197 = -5546852.851952 nChanged 9 SP:Iteration 118Q (112.323861 sec): 3 clusters Score: Raw -5550319.818605 + Penalty 3466.593197 = -5546853.225407 nChanged 8 SP:Iteration 119Q (112.430747 sec): 3 clusters Score: Raw -5550320.135601 + Penalty 3466.593197 = -5546853.542404 nChanged 10 SP:Iteration 120F (112.550410 sec): 3 clusters Score: Raw -5550320.589468 + Penalty 3466.593197 = -5546853.996270 nChanged 5 SP:Iteration 121Q (112.651634 sec): 3 clusters Score: Raw -5550320.928455 + Penalty 3466.593197 = -5546854.335258 nChanged 7 SP:Iteration 122Q (112.759928 sec): 3 clusters Score: Raw -5550321.195943 + Penalty 3466.593197 = -5546854.602746 nChanged 5 SP:Iteration 123Q (112.868074 sec): 3 clusters Score: Raw -5550321.305531 + Penalty 3466.593197 = -5546854.712334 nChanged 1 SP:Iteration 124Q (112.978183 sec): 3 clusters Score: Raw -5550321.343635 + Penalty 3466.593197 = -5546854.750437 nChanged 5 SP:Iteration 125Q (113.095314 sec): 3 clusters Score: Raw -5550321.465374 + Penalty 3466.593197 = -5546854.872176 nChanged 6 SP:Iteration 126Q (113.215064 sec): 3 clusters Score: Raw -5550321.621095 + Penalty 3466.593197 = -5546855.027898 nChanged 5 SP:Iteration 127Q (113.333214 sec): 3 clusters Score: Raw -5550321.790828 + Penalty 3466.593197 = -5546855.197630 nChanged 2 SP:Iteration 128Q (113.450432 sec): 3 clusters Score: Raw -5550321.830320 + Penalty 3466.593197 = -5546855.237122 nChanged 2 SP:Iteration 129Q (113.565827 sec): 3 clusters Score: Raw -5550321.849871 + Penalty 3466.593197 = -5546855.256674 nChanged 2 SP:Iteration 130Q (113.685032 sec): 3 clusters Score: Raw -5550321.907986 + Penalty 3466.593197 = -5546855.314788 nChanged 2 SP:Iteration 131Q (113.806585 sec): 3 clusters Score: Raw -5550321.960659 + Penalty 3466.593197 = -5546855.367462 nChanged 2 SP:Iteration 132Q (113.925970 sec): 3 clusters Score: Raw -5550321.975616 + Penalty 3466.593197 = -5546855.382419 nChanged 0 SP:Iteration 133F (114.051613 sec): 3 clusters Score: Raw -5550321.975616 + Penalty 3466.593197 = -5546855.382419 nChanged 0 Trying to split cluster 10 (1661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.070085 sec): 2 clusters Score: Raw -209072.702940 + Penalty 1204.965955 = -207867.736985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (114.131511 sec): 3 clusters Score: Raw -208434.221078 + Penalty 2409.931911 = -206024.289167 nChanged 566 SP:Iteration 1F (114.172536 sec): 3 clusters Score: Raw -208928.148474 + Penalty 2409.931911 = -206518.216564 nChanged 143 SP:Iteration 2F (114.222622 sec): 3 clusters Score: Raw -209057.461105 + Penalty 2409.931911 = -206647.529194 nChanged 97 SP:Iteration 3F (114.285276 sec): 3 clusters Score: Raw -209158.342835 + Penalty 2409.931911 = -206748.410924 nChanged 87 SP:Iteration 4F (114.336030 sec): 3 clusters Score: Raw -209259.947246 + Penalty 2409.931911 = -206850.015336 nChanged 78 SP:Iteration 5Q (114.385070 sec): 3 clusters Score: Raw -209334.091810 + Penalty 2409.931911 = -206924.159899 nChanged 50 SP:Iteration 6Q (114.436088 sec): 3 clusters Score: Raw -209379.986258 + Penalty 2409.931911 = -206970.054347 nChanged 36 SP:Iteration 7Q (114.481689 sec): 3 clusters Score: Raw -209415.309700 + Penalty 2409.931911 = -207005.377790 nChanged 36 SP:Iteration 8Q (114.518465 sec): 3 clusters Score: Raw -209447.948212 + Penalty 2409.931911 = -207038.016302 nChanged 26 SP:Iteration 9Q (114.560521 sec): 3 clusters Score: Raw -209464.148578 + Penalty 2409.931911 = -207054.216668 nChanged 14 SP:Iteration 10Q (114.609957 sec): 3 clusters Score: Raw -209473.169099 + Penalty 2409.931911 = -207063.237188 nChanged 9 SP:Iteration 11Q (114.657128 sec): 3 clusters Score: Raw -209479.538549 + Penalty 2409.931911 = -207069.606639 nChanged 9 SP:Iteration 12Q (114.706725 sec): 3 clusters Score: Raw -209484.973602 + Penalty 2409.931911 = -207075.041691 nChanged 7 SP:Iteration 13Q (114.765292 sec): 3 clusters Score: Raw -209489.375530 + Penalty 2409.931911 = -207079.443620 nChanged 7 SP:Iteration 14Q (114.811470 sec): 3 clusters Score: Raw -209496.134340 + Penalty 2409.931911 = -207086.202430 nChanged 7 SP:Iteration 15Q (114.862412 sec): 3 clusters Score: Raw -209501.603744 + Penalty 2409.931911 = -207091.671833 nChanged 7 SP:Iteration 16Q (114.900095 sec): 3 clusters Score: Raw -209505.444053 + Penalty 2409.931911 = -207095.512143 nChanged 5 SP:Iteration 17Q (114.953292 sec): 3 clusters Score: Raw -209508.680298 + Penalty 2409.931911 = -207098.748387 nChanged 5 SP:Iteration 18Q (114.989510 sec): 3 clusters Score: Raw -209512.024853 + Penalty 2409.931911 = -207102.092942 nChanged 4 SP:Iteration 19Q (115.040525 sec): 3 clusters Score: Raw -209513.420804 + Penalty 2409.931911 = -207103.488893 nChanged 4 SP:Iteration 20F (115.080314 sec): 3 clusters Score: Raw -209515.686595 + Penalty 2409.931911 = -207105.754685 nChanged 4 SP:Iteration 21Q (115.133704 sec): 3 clusters Score: Raw -209516.834024 + Penalty 2409.931911 = -207106.902114 nChanged 1 SP:Iteration 22Q (115.189474 sec): 3 clusters Score: Raw -209517.096182 + Penalty 2409.931911 = -207107.164272 nChanged 0 SP:Iteration 23F (115.221696 sec): 3 clusters Score: Raw -209517.096182 + Penalty 2409.931911 = -207107.164272 nChanged 0 Trying to split cluster 11 (21571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (115.282330 sec): 2 clusters Score: Raw -2919402.169961 + Penalty 1621.604579 = -2917780.565383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.363427 sec): 3 clusters Score: Raw -2906382.931517 + Penalty 3243.209157 = -2903139.722360 nChanged 9824 SP:Iteration 1F (115.434303 sec): 3 clusters Score: Raw -2912270.983537 + Penalty 3243.209157 = -2909027.774380 nChanged 1374 SP:Iteration 2F (115.523004 sec): 3 clusters Score: Raw -2912939.539881 + Penalty 3243.209157 = -2909696.330723 nChanged 1256 SP:Iteration 3F (115.605452 sec): 3 clusters Score: Raw -2913582.577368 + Penalty 3243.209157 = -2910339.368211 nChanged 1186 SP:Iteration 4F (115.692330 sec): 3 clusters Score: Raw -2914260.467134 + Penalty 3243.209157 = -2911017.257976 nChanged 1230 SP:Iteration 5F (115.779071 sec): 3 clusters Score: Raw -2914983.338296 + Penalty 3243.209157 = -2911740.129138 nChanged 1201 SP:Iteration 6F (115.864979 sec): 3 clusters Score: Raw -2915762.779493 + Penalty 3243.209157 = -2912519.570336 nChanged 1063 SP:Iteration 7Q (115.951190 sec): 3 clusters Score: Raw -2916451.180380 + Penalty 3243.209157 = -2913207.971223 nChanged 933 SP:Iteration 8Q (116.037789 sec): 3 clusters Score: Raw -2917050.339363 + Penalty 3243.209157 = -2913807.130206 nChanged 787 SP:Iteration 9Q (116.124417 sec): 3 clusters Score: Raw -2917524.269877 + Penalty 3243.209157 = -2914281.060720 nChanged 657 SP:Iteration 10Q (116.196099 sec): 3 clusters Score: Raw -2917843.931917 + Penalty 3243.209157 = -2914600.722760 nChanged 498 SP:Iteration 11Q (116.280709 sec): 3 clusters Score: Raw -2918073.325822 + Penalty 3243.209157 = -2914830.116665 nChanged 426 SP:Iteration 12Q (116.375368 sec): 3 clusters Score: Raw -2918262.722459 + Penalty 3243.209157 = -2915019.513301 nChanged 375 SP:Iteration 13Q (116.456121 sec): 3 clusters Score: Raw -2918417.738236 + Penalty 3243.209157 = -2915174.529078 nChanged 340 SP:Iteration 14Q (116.514333 sec): 3 clusters Score: Raw -2918540.848026 + Penalty 3243.209157 = -2915297.638869 nChanged 297 SP:Iteration 15Q (116.575550 sec): 3 clusters Score: Raw -2918652.397539 + Penalty 3243.209157 = -2915409.188382 nChanged 247 SP:Iteration 16Q (116.623323 sec): 3 clusters Score: Raw -2918737.398730 + Penalty 3243.209157 = -2915494.189573 nChanged 206 SP:Iteration 17Q (116.670853 sec): 3 clusters Score: Raw -2918803.984800 + Penalty 3243.209157 = -2915560.775643 nChanged 189 SP:Iteration 18Q (116.717713 sec): 3 clusters Score: Raw -2918870.088394 + Penalty 3243.209157 = -2915626.879237 nChanged 170 SP:Iteration 19Q (116.764597 sec): 3 clusters Score: Raw -2918923.341614 + Penalty 3243.209157 = -2915680.132457 nChanged 159 SP:Iteration 20F (116.813057 sec): 3 clusters Score: Raw -2918965.581914 + Penalty 3243.209157 = -2915722.372757 nChanged 145 SP:Iteration 21Q (116.901848 sec): 3 clusters Score: Raw -2918999.757035 + Penalty 3243.209157 = -2915756.547878 nChanged 123 SP:Iteration 22Q (116.987282 sec): 3 clusters Score: Raw -2919026.008253 + Penalty 3243.209157 = -2915782.799096 nChanged 108 SP:Iteration 23Q (117.031093 sec): 3 clusters Score: Raw -2919052.847885 + Penalty 3243.209157 = -2915809.638728 nChanged 110 SP:Iteration 24Q (117.078109 sec): 3 clusters Score: Raw -2919078.645188 + Penalty 3243.209157 = -2915835.436030 nChanged 112 SP:Iteration 25Q (117.123946 sec): 3 clusters Score: Raw -2919101.548070 + Penalty 3243.209157 = -2915858.338913 nChanged 101 SP:Iteration 26Q (117.180275 sec): 3 clusters Score: Raw -2919125.117238 + Penalty 3243.209157 = -2915881.908080 nChanged 100 SP:Iteration 27Q (117.230525 sec): 3 clusters Score: Raw -2919147.617589 + Penalty 3243.209157 = -2915904.408432 nChanged 103 SP:Iteration 28Q (117.290681 sec): 3 clusters Score: Raw -2919172.913968 + Penalty 3243.209157 = -2915929.704810 nChanged 111 SP:Iteration 29Q (117.350639 sec): 3 clusters Score: Raw -2919193.227795 + Penalty 3243.209157 = -2915950.018637 nChanged 82 SP:Iteration 30Q (117.410460 sec): 3 clusters Score: Raw -2919208.503179 + Penalty 3243.209157 = -2915965.294022 nChanged 77 SP:Iteration 31Q (117.470103 sec): 3 clusters Score: Raw -2919223.913020 + Penalty 3243.209157 = -2915980.703863 nChanged 92 SP:Iteration 32Q (117.529362 sec): 3 clusters Score: Raw -2919243.435310 + Penalty 3243.209157 = -2916000.226153 nChanged 72 SP:Iteration 33Q (117.588821 sec): 3 clusters Score: Raw -2919259.249576 + Penalty 3243.209157 = -2916016.040419 nChanged 78 SP:Iteration 34Q (117.647902 sec): 3 clusters Score: Raw -2919276.006102 + Penalty 3243.209157 = -2916032.796945 nChanged 75 SP:Iteration 35Q (117.707462 sec): 3 clusters Score: Raw -2919293.513030 + Penalty 3243.209157 = -2916050.303872 nChanged 76 SP:Iteration 36Q (117.800486 sec): 3 clusters Score: Raw -2919310.371412 + Penalty 3243.209157 = -2916067.162254 nChanged 73 SP:Iteration 37Q (117.884587 sec): 3 clusters Score: Raw -2919323.924477 + Penalty 3243.209157 = -2916080.715320 nChanged 66 SP:Iteration 38Q (117.956423 sec): 3 clusters Score: Raw -2919334.873290 + Penalty 3243.209157 = -2916091.664133 nChanged 65 SP:Iteration 39Q (118.052757 sec): 3 clusters Score: Raw -2919347.062097 + Penalty 3243.209157 = -2916103.852939 nChanged 56 SP:Iteration 40F (118.133683 sec): 3 clusters Score: Raw -2919355.933758 + Penalty 3243.209157 = -2916112.724601 nChanged 40 SP:Iteration 41Q (118.223641 sec): 3 clusters Score: Raw -2919362.924746 + Penalty 3243.209157 = -2916119.715589 nChanged 42 SP:Iteration 42Q (118.301105 sec): 3 clusters Score: Raw -2919371.866331 + Penalty 3243.209157 = -2916128.657174 nChanged 55 SP:Iteration 43Q (118.373648 sec): 3 clusters Score: Raw -2919388.804976 + Penalty 3243.209157 = -2916145.595819 nChanged 59 SP:Iteration 44Q (118.461342 sec): 3 clusters Score: Raw -2919403.125685 + Penalty 3243.209157 = -2916159.916528 nChanged 57 SP:Iteration 45Q (118.542092 sec): 3 clusters Score: Raw -2919415.986923 + Penalty 3243.209157 = -2916172.777766 nChanged 53 SP:Iteration 46Q (118.612507 sec): 3 clusters Score: Raw -2919425.921816 + Penalty 3243.209157 = -2916182.712659 nChanged 57 SP:Iteration 47Q (118.698404 sec): 3 clusters Score: Raw -2919439.184813 + Penalty 3243.209157 = -2916195.975656 nChanged 63 SP:Iteration 48Q (118.780728 sec): 3 clusters Score: Raw -2919453.271396 + Penalty 3243.209157 = -2916210.062239 nChanged 73 SP:Iteration 49Q (118.863359 sec): 3 clusters Score: Raw -2919467.711087 + Penalty 3243.209157 = -2916224.501930 nChanged 60 SP:Iteration 50Q (118.944080 sec): 3 clusters Score: Raw -2919478.569152 + Penalty 3243.209157 = -2916235.359995 nChanged 48 SP:Iteration 51Q (119.012712 sec): 3 clusters Score: Raw -2919491.283952 + Penalty 3243.209157 = -2916248.074795 nChanged 66 SP:Iteration 52Q (119.095081 sec): 3 clusters Score: Raw -2919509.786897 + Penalty 3243.209157 = -2916266.577740 nChanged 66 SP:Iteration 53Q (119.176909 sec): 3 clusters Score: Raw -2919525.124612 + Penalty 3243.209157 = -2916281.915455 nChanged 50 SP:Iteration 54Q (119.261900 sec): 3 clusters Score: Raw -2919534.817782 + Penalty 3243.209157 = -2916291.608625 nChanged 49 SP:Iteration 55Q (119.344862 sec): 3 clusters Score: Raw -2919543.393160 + Penalty 3243.209157 = -2916300.184003 nChanged 39 SP:Iteration 56Q (119.429762 sec): 3 clusters Score: Raw -2919549.701783 + Penalty 3243.209157 = -2916306.492626 nChanged 38 SP:Iteration 57Q (119.524708 sec): 3 clusters Score: Raw -2919555.916876 + Penalty 3243.209157 = -2916312.707719 nChanged 35 SP:Iteration 58Q (119.596374 sec): 3 clusters Score: Raw -2919562.160689 + Penalty 3243.209157 = -2916318.951532 nChanged 35 SP:Iteration 59Q (119.681026 sec): 3 clusters Score: Raw -2919568.543207 + Penalty 3243.209157 = -2916325.334049 nChanged 37 SP:Iteration 60F (119.768464 sec): 3 clusters Score: Raw -2919575.307112 + Penalty 3243.209157 = -2916332.097955 nChanged 33 SP:Iteration 61Q (119.851728 sec): 3 clusters Score: Raw -2919582.755172 + Penalty 3243.209157 = -2916339.546015 nChanged 28 SP:Iteration 62Q (119.935516 sec): 3 clusters Score: Raw -2919588.733836 + Penalty 3243.209157 = -2916345.524679 nChanged 27 SP:Iteration 63Q (120.019578 sec): 3 clusters Score: Raw -2919595.094429 + Penalty 3243.209157 = -2916351.885271 nChanged 34 SP:Iteration 64Q (120.098018 sec): 3 clusters Score: Raw -2919603.188035 + Penalty 3243.209157 = -2916359.978878 nChanged 31 SP:Iteration 65Q (120.172988 sec): 3 clusters Score: Raw -2919609.599507 + Penalty 3243.209157 = -2916366.390350 nChanged 30 SP:Iteration 66Q (120.249775 sec): 3 clusters Score: Raw -2919615.463229 + Penalty 3243.209157 = -2916372.254072 nChanged 28 SP:Iteration 67Q (120.326766 sec): 3 clusters Score: Raw -2919621.609770 + Penalty 3243.209157 = -2916378.400612 nChanged 38 SP:Iteration 68Q (120.407246 sec): 3 clusters Score: Raw -2919633.737254 + Penalty 3243.209157 = -2916390.528097 nChanged 43 SP:Iteration 69Q (120.488092 sec): 3 clusters Score: Raw -2919646.373719 + Penalty 3243.209157 = -2916403.164562 nChanged 47 SP:Iteration 70Q (120.569529 sec): 3 clusters Score: Raw -2919656.931745 + Penalty 3243.209157 = -2916413.722588 nChanged 36 SP:Iteration 71Q (120.651007 sec): 3 clusters Score: Raw -2919667.567094 + Penalty 3243.209157 = -2916424.357937 nChanged 49 SP:Iteration 72Q (120.732436 sec): 3 clusters Score: Raw -2919680.951435 + Penalty 3243.209157 = -2916437.742277 nChanged 47 SP:Iteration 73Q (120.813681 sec): 3 clusters Score: Raw -2919696.820095 + Penalty 3243.209157 = -2916453.610938 nChanged 64 SP:Iteration 74Q (120.894997 sec): 3 clusters Score: Raw -2919716.128016 + Penalty 3243.209157 = -2916472.918859 nChanged 64 SP:Iteration 75Q (120.976071 sec): 3 clusters Score: Raw -2919736.831417 + Penalty 3243.209157 = -2916493.622260 nChanged 58 SP:Iteration 76Q (121.057166 sec): 3 clusters Score: Raw -2919756.363547 + Penalty 3243.209157 = -2916513.154390 nChanged 61 SP:Iteration 77Q (121.136670 sec): 3 clusters Score: Raw -2919776.333852 + Penalty 3243.209157 = -2916533.124694 nChanged 51 SP:Iteration 78Q (121.216743 sec): 3 clusters Score: Raw -2919792.812052 + Penalty 3243.209157 = -2916549.602895 nChanged 54 SP:Iteration 79Q (121.295725 sec): 3 clusters Score: Raw -2919810.673166 + Penalty 3243.209157 = -2916567.464009 nChanged 53 SP:Iteration 80F (121.379460 sec): 3 clusters Score: Raw -2919827.273073 + Penalty 3243.209157 = -2916584.063915 nChanged 50 SP:Iteration 81Q (121.458635 sec): 3 clusters Score: Raw -2919843.882163 + Penalty 3243.209157 = -2916600.673005 nChanged 49 SP:Iteration 82Q (121.526816 sec): 3 clusters Score: Raw -2919864.505389 + Penalty 3243.209157 = -2916621.296232 nChanged 48 SP:Iteration 83Q (121.604775 sec): 3 clusters Score: Raw -2919881.179849 + Penalty 3243.209157 = -2916637.970692 nChanged 49 SP:Iteration 84Q (121.678125 sec): 3 clusters Score: Raw -2919894.069552 + Penalty 3243.209157 = -2916650.860395 nChanged 34 SP:Iteration 85Q (121.759440 sec): 3 clusters Score: Raw -2919902.657015 + Penalty 3243.209157 = -2916659.447858 nChanged 23 SP:Iteration 86Q (121.838356 sec): 3 clusters Score: Raw -2919908.443187 + Penalty 3243.209157 = -2916665.234030 nChanged 11 SP:Iteration 87Q (121.917217 sec): 3 clusters Score: Raw -2919910.892612 + Penalty 3243.209157 = -2916667.683455 nChanged 12 SP:Iteration 88Q (121.999930 sec): 3 clusters Score: Raw -2919913.136605 + Penalty 3243.209157 = -2916669.927447 nChanged 5 SP:Iteration 89Q (122.092988 sec): 3 clusters Score: Raw -2919914.174442 + Penalty 3243.209157 = -2916670.965285 nChanged 5 SP:Iteration 90Q (122.163255 sec): 3 clusters Score: Raw -2919915.190931 + Penalty 3243.209157 = -2916671.981774 nChanged 3 SP:Iteration 91Q (122.245483 sec): 3 clusters Score: Raw -2919915.587490 + Penalty 3243.209157 = -2916672.378333 nChanged 2 SP:Iteration 92Q (122.337270 sec): 3 clusters Score: Raw -2919915.936121 + Penalty 3243.209157 = -2916672.726963 nChanged 0 SP:Iteration 93F (122.424829 sec): 3 clusters Score: Raw -2919915.936121 + Penalty 3243.209157 = -2916672.726963 nChanged 0 Trying to split cluster 12 (18638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.475550 sec): 2 clusters Score: Raw -2474129.969649 + Penalty 1597.855640 = -2472532.114008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.553678 sec): 3 clusters Score: Raw -2463009.560797 + Penalty 3195.711281 = -2459813.849517 nChanged 8394 SP:Iteration 1F (122.631125 sec): 3 clusters Score: Raw -2467737.793909 + Penalty 3195.711281 = -2464542.082629 nChanged 1061 SP:Iteration 2F (122.708719 sec): 3 clusters Score: Raw -2468237.669802 + Penalty 3195.711281 = -2465041.958521 nChanged 1052 SP:Iteration 3F (122.786979 sec): 3 clusters Score: Raw -2468844.374444 + Penalty 3195.711281 = -2465648.663164 nChanged 1100 SP:Iteration 4F (122.867058 sec): 3 clusters Score: Raw -2469547.713570 + Penalty 3195.711281 = -2466352.002289 nChanged 1196 SP:Iteration 5F (122.938691 sec): 3 clusters Score: Raw -2470463.682445 + Penalty 3195.711281 = -2467267.971165 nChanged 1196 SP:Iteration 6F (123.004218 sec): 3 clusters Score: Raw -2471529.946422 + Penalty 3195.711281 = -2468334.235141 nChanged 1018 SP:Iteration 7F (123.089354 sec): 3 clusters Score: Raw -2472700.574473 + Penalty 3195.711281 = -2469504.863193 nChanged 686 SP:Iteration 8Q (123.173926 sec): 3 clusters Score: Raw -2474817.092815 + Penalty 3195.711281 = -2471621.381534 nChanged 784 SP:Iteration 9Q (123.252648 sec): 3 clusters Score: Raw -2476946.385928 + Penalty 3195.711281 = -2473750.674648 nChanged 1627 SP:Iteration 10F (123.333289 sec): 3 clusters Score: Raw -2479405.090453 + Penalty 3195.711281 = -2476209.379173 nChanged 1879 SP:Iteration 11F (123.413993 sec): 3 clusters Score: Raw -2482165.584652 + Penalty 3195.711281 = -2478969.873372 nChanged 1948 SP:Iteration 12F (123.494696 sec): 3 clusters Score: Raw -2484932.671871 + Penalty 3195.711281 = -2481736.960591 nChanged 1559 SP:Iteration 13F (123.575392 sec): 3 clusters Score: Raw -2486909.973022 + Penalty 3195.711281 = -2483714.261742 nChanged 953 SP:Iteration 14F (123.656104 sec): 3 clusters Score: Raw -2488082.503744 + Penalty 3195.711281 = -2484886.792463 nChanged 538 SP:Iteration 15Q (123.734839 sec): 3 clusters Score: Raw -2488856.722305 + Penalty 3195.711281 = -2485661.011024 nChanged 355 SP:Iteration 16Q (123.801697 sec): 3 clusters Score: Raw -2489529.413616 + Penalty 3195.711281 = -2486333.702336 nChanged 234 SP:Iteration 17Q (123.875445 sec): 3 clusters Score: Raw -2490126.924074 + Penalty 3195.711281 = -2486931.212794 nChanged 149 SP:Iteration 18Q (123.934703 sec): 3 clusters Score: Raw -2490595.316490 + Penalty 3195.711281 = -2487399.605209 nChanged 83 SP:Iteration 19Q (124.005353 sec): 3 clusters Score: Raw -2490904.501921 + Penalty 3195.711281 = -2487708.790640 nChanged 23 SP:Iteration 20F (124.077050 sec): 3 clusters Score: Raw -2491174.787439 + Penalty 3195.711281 = -2487979.076158 nChanged 34 SP:Iteration 21Q (124.147694 sec): 3 clusters Score: Raw -2491615.465654 + Penalty 3195.711281 = -2488419.754374 nChanged 16 SP:Iteration 22Q (124.226503 sec): 3 clusters Score: Raw -2491939.132457 + Penalty 3195.711281 = -2488743.421177 nChanged 6 SP:Iteration 23Q (124.289074 sec): 3 clusters Score: Raw -2492165.789251 + Penalty 3195.711281 = -2488970.077970 nChanged 3 SP:Iteration 24Q (124.348230 sec): 3 clusters Score: Raw -2492208.424535 + Penalty 3195.711281 = -2489012.713255 nChanged 0 SP:Iteration 25F (124.427989 sec): 3 clusters Score: Raw -2492208.424535 + Penalty 3195.711281 = -2489012.713255 nChanged 0 Score: Raw -57242279.696039 + Penalty 29529.426449 = -57212750.269590 Splitting cluster 12 changes total score from -57057949.577217 to -57212750.269590 So it's getting split into cluster 6. Trying to split cluster 14 (15951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (128.573970 sec): 2 clusters Score: Raw -2056599.382640 + Penalty 1572.557480 = -2055026.825159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (128.658704 sec): 3 clusters Score: Raw -2047152.494879 + Penalty 3145.114961 = -2044007.379919 nChanged 7035 SP:Iteration 1F (128.726576 sec): 3 clusters Score: Raw -2051321.195008 + Penalty 3145.114961 = -2048176.080047 nChanged 1091 SP:Iteration 2F (128.797924 sec): 3 clusters Score: Raw -2052194.753910 + Penalty 3145.114961 = -2049049.638949 nChanged 1329 SP:Iteration 3F (128.860232 sec): 3 clusters Score: Raw -2053615.327977 + Penalty 3145.114961 = -2050470.213016 nChanged 1575 SP:Iteration 4F (128.931132 sec): 3 clusters Score: Raw -2055449.832059 + Penalty 3145.114961 = -2052304.717098 nChanged 1422 SP:Iteration 5F (128.993838 sec): 3 clusters Score: Raw -2057025.049906 + Penalty 3145.114961 = -2053879.934946 nChanged 1106 SP:Iteration 6F (129.057956 sec): 3 clusters Score: Raw -2058054.085938 + Penalty 3145.114961 = -2054908.970977 nChanged 768 SP:Iteration 7Q (129.131979 sec): 3 clusters Score: Raw -2058630.115195 + Penalty 3145.114961 = -2055485.000234 nChanged 512 SP:Iteration 8Q (129.199315 sec): 3 clusters Score: Raw -2059026.797882 + Penalty 3145.114961 = -2055881.682921 nChanged 361 SP:Iteration 9Q (129.263434 sec): 3 clusters Score: Raw -2059294.277490 + Penalty 3145.114961 = -2056149.162529 nChanged 273 SP:Iteration 10Q (129.336067 sec): 3 clusters Score: Raw -2059462.062683 + Penalty 3145.114961 = -2056316.947722 nChanged 204 SP:Iteration 11Q (129.408878 sec): 3 clusters Score: Raw -2059556.152067 + Penalty 3145.114961 = -2056411.037106 nChanged 131 SP:Iteration 12Q (129.471582 sec): 3 clusters Score: Raw -2059600.871598 + Penalty 3145.114961 = -2056455.756638 nChanged 94 SP:Iteration 13Q (129.536170 sec): 3 clusters Score: Raw -2059634.029936 + Penalty 3145.114961 = -2056488.914976 nChanged 95 SP:Iteration 14Q (129.600715 sec): 3 clusters Score: Raw -2059655.477097 + Penalty 3145.114961 = -2056510.362136 nChanged 87 SP:Iteration 15Q (129.665351 sec): 3 clusters Score: Raw -2059674.263435 + Penalty 3145.114961 = -2056529.148474 nChanged 96 SP:Iteration 16Q (129.746848 sec): 3 clusters Score: Raw -2059697.701423 + Penalty 3145.114961 = -2056552.586462 nChanged 91 SP:Iteration 17Q (129.792024 sec): 3 clusters Score: Raw -2059715.598310 + Penalty 3145.114961 = -2056570.483349 nChanged 78 SP:Iteration 18Q (129.864723 sec): 3 clusters Score: Raw -2059732.405472 + Penalty 3145.114961 = -2056587.290511 nChanged 66 SP:Iteration 19Q (129.936418 sec): 3 clusters Score: Raw -2059743.979956 + Penalty 3145.114961 = -2056598.864996 nChanged 69 SP:Iteration 20F (130.009770 sec): 3 clusters Score: Raw -2059753.418096 + Penalty 3145.114961 = -2056608.303135 nChanged 57 SP:Iteration 21Q (130.073423 sec): 3 clusters Score: Raw -2059762.042655 + Penalty 3145.114961 = -2056616.927695 nChanged 42 SP:Iteration 22Q (130.138553 sec): 3 clusters Score: Raw -2059767.689866 + Penalty 3145.114961 = -2056622.574905 nChanged 42 SP:Iteration 23Q (130.202916 sec): 3 clusters Score: Raw -2059774.337054 + Penalty 3145.114961 = -2056629.222093 nChanged 32 SP:Iteration 24Q (130.267522 sec): 3 clusters Score: Raw -2059778.815736 + Penalty 3145.114961 = -2056633.700775 nChanged 31 SP:Iteration 25Q (130.331714 sec): 3 clusters Score: Raw -2059783.276078 + Penalty 3145.114961 = -2056638.161117 nChanged 29 SP:Iteration 26Q (130.404822 sec): 3 clusters Score: Raw -2059787.244751 + Penalty 3145.114961 = -2056642.129791 nChanged 30 SP:Iteration 27Q (130.475506 sec): 3 clusters Score: Raw -2059790.858260 + Penalty 3145.114961 = -2056645.743299 nChanged 21 SP:Iteration 28Q (130.540655 sec): 3 clusters Score: Raw -2059792.959797 + Penalty 3145.114961 = -2056647.844836 nChanged 14 SP:Iteration 29Q (130.620656 sec): 3 clusters Score: Raw -2059794.461253 + Penalty 3145.114961 = -2056649.346292 nChanged 11 SP:Iteration 30Q (130.672563 sec): 3 clusters Score: Raw -2059795.614566 + Penalty 3145.114961 = -2056650.499605 nChanged 9 SP:Iteration 31Q (130.743653 sec): 3 clusters Score: Raw -2059796.454017 + Penalty 3145.114961 = -2056651.339057 nChanged 6 SP:Iteration 32Q (130.815493 sec): 3 clusters Score: Raw -2059796.878725 + Penalty 3145.114961 = -2056651.763764 nChanged 4 SP:Iteration 33Q (130.886801 sec): 3 clusters Score: Raw -2059797.255580 + Penalty 3145.114961 = -2056652.140619 nChanged 4 SP:Iteration 34Q (130.958085 sec): 3 clusters Score: Raw -2059797.626125 + Penalty 3145.114961 = -2056652.511164 nChanged 2 SP:Iteration 35Q (131.029582 sec): 3 clusters Score: Raw -2059797.771591 + Penalty 3145.114961 = -2056652.656631 nChanged 0 SP:Iteration 36F (131.095817 sec): 3 clusters Score: Raw -2059797.771591 + Penalty 3145.114961 = -2056652.656631 nChanged 0 Score: Raw -57245478.084990 + Penalty 31638.671195 = -57213839.413795 Splitting cluster 14 changes total score from -57057949.577217 to -57213839.413795 So it's getting split into cluster 9. Trying to split cluster 18 (1219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (135.689677 sec): 2 clusters Score: Raw -152047.612653 + Penalty 1154.690246 = -150892.922407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (135.740685 sec): 3 clusters Score: Raw -151651.667323 + Penalty 2309.380492 = -149342.286831 nChanged 389 SP:Iteration 1F (135.770674 sec): 3 clusters Score: Raw -151966.033868 + Penalty 2309.380492 = -149656.653376 nChanged 87 SP:Iteration 2F (135.821545 sec): 3 clusters Score: Raw -152055.469263 + Penalty 2309.380492 = -149746.088771 nChanged 55 SP:Iteration 3Q (135.871687 sec): 3 clusters Score: Raw -152119.569533 + Penalty 2309.380492 = -149810.189041 nChanged 44 SP:Iteration 4Q (135.922064 sec): 3 clusters Score: Raw -152151.811482 + Penalty 2309.380492 = -149842.430990 nChanged 24 SP:Iteration 5Q (135.972352 sec): 3 clusters Score: Raw -152174.388326 + Penalty 2309.380492 = -149865.007834 nChanged 27 SP:Iteration 6Q (136.019328 sec): 3 clusters Score: Raw -152198.883206 + Penalty 2309.380492 = -149889.502714 nChanged 28 SP:Iteration 7Q (136.069527 sec): 3 clusters Score: Raw -152222.517247 + Penalty 2309.380492 = -149913.136755 nChanged 29 SP:Iteration 8Q (136.119585 sec): 3 clusters Score: Raw -152254.955075 + Penalty 2309.380492 = -149945.574583 nChanged 31 SP:Iteration 9Q (136.169560 sec): 3 clusters Score: Raw -152295.580472 + Penalty 2309.380492 = -149986.199980 nChanged 22 SP:Iteration 10Q (136.211871 sec): 3 clusters Score: Raw -152328.066780 + Penalty 2309.380492 = -150018.686288 nChanged 36 SP:Iteration 11Q (136.257680 sec): 3 clusters Score: Raw -152370.619937 + Penalty 2309.380492 = -150061.239445 nChanged 42 SP:Iteration 12Q (136.307638 sec): 3 clusters Score: Raw -152413.526180 + Penalty 2309.380492 = -150104.145688 nChanged 34 SP:Iteration 13Q (136.357831 sec): 3 clusters Score: Raw -152446.922281 + Penalty 2309.380492 = -150137.541789 nChanged 38 SP:Iteration 14Q (136.408006 sec): 3 clusters Score: Raw -152494.074238 + Penalty 2309.380492 = -150184.693746 nChanged 32 SP:Iteration 15Q (136.449841 sec): 3 clusters Score: Raw -152530.423519 + Penalty 2309.380492 = -150221.043027 nChanged 26 SP:Iteration 16Q (136.499721 sec): 3 clusters Score: Raw -152581.736374 + Penalty 2309.380492 = -150272.355881 nChanged 30 SP:Iteration 17Q (136.546783 sec): 3 clusters Score: Raw -152628.705379 + Penalty 2309.380492 = -150319.324886 nChanged 29 SP:Iteration 18Q (136.596906 sec): 3 clusters Score: Raw -152681.195353 + Penalty 2309.380492 = -150371.814861 nChanged 34 SP:Iteration 19Q (136.659049 sec): 3 clusters Score: Raw -152719.732356 + Penalty 2309.380492 = -150410.351864 nChanged 29 SP:Iteration 20F (136.697744 sec): 3 clusters Score: Raw -152757.241540 + Penalty 2309.380492 = -150447.861048 nChanged 29 SP:Iteration 21Q (136.747748 sec): 3 clusters Score: Raw -152815.522291 + Penalty 2309.380492 = -150506.141799 nChanged 25 SP:Iteration 22Q (136.797907 sec): 3 clusters Score: Raw -152848.646156 + Penalty 2309.380492 = -150539.265664 nChanged 15 SP:Iteration 23Q (136.840742 sec): 3 clusters Score: Raw -152862.321686 + Penalty 2309.380492 = -150552.941193 nChanged 6 SP:Iteration 24Q (136.890770 sec): 3 clusters Score: Raw -152871.681593 + Penalty 2309.380492 = -150562.301101 nChanged 7 SP:Iteration 25Q (136.940681 sec): 3 clusters Score: Raw -152884.386584 + Penalty 2309.380492 = -150575.006092 nChanged 5 SP:Iteration 26Q (136.990756 sec): 3 clusters Score: Raw -152889.802244 + Penalty 2309.380492 = -150580.421752 nChanged 7 SP:Iteration 27Q (137.033483 sec): 3 clusters Score: Raw -152900.658752 + Penalty 2309.380492 = -150591.278260 nChanged 7 SP:Iteration 28Q (137.083557 sec): 3 clusters Score: Raw -152909.052888 + Penalty 2309.380492 = -150599.672396 nChanged 3 SP:Iteration 29Q (137.130090 sec): 3 clusters Score: Raw -152912.460667 + Penalty 2309.380492 = -150603.080175 nChanged 2 SP:Iteration 30Q (137.180168 sec): 3 clusters Score: Raw -152913.466183 + Penalty 2309.380492 = -150604.085691 nChanged 1 SP:Iteration 31Q (137.230092 sec): 3 clusters Score: Raw -152914.715765 + Penalty 2309.380492 = -150605.335273 nChanged 1 SP:Iteration 32Q (137.272728 sec): 3 clusters Score: Raw -152915.375135 + Penalty 2309.380492 = -150605.994643 nChanged 1 SP:Iteration 33Q (137.334766 sec): 3 clusters Score: Raw -152917.504611 + Penalty 2309.380492 = -150608.124119 nChanged 1 SP:Iteration 34Q (137.377718 sec): 3 clusters Score: Raw -152918.727034 + Penalty 2309.380492 = -150609.346541 nChanged 1 SP:Iteration 35Q (137.416443 sec): 3 clusters Score: Raw -152919.257832 + Penalty 2309.380492 = -150609.877340 nChanged 0 SP:Iteration 36F (137.459634 sec): 3 clusters Score: Raw -152919.257832 + Penalty 2309.380492 = -150609.877340 nChanged 0 Trying to split cluster 19 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.485029 sec): 2 clusters Score: Raw -62258.233705 + Penalty 1002.561744 = -61255.671961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.546740 sec): 3 clusters Score: Raw -62223.025387 + Penalty 2005.123488 = -60217.901899 nChanged 112 SP:Iteration 1F (137.594494 sec): 3 clusters Score: Raw -62367.844500 + Penalty 2005.123488 = -60362.721012 nChanged 23 SP:Iteration 2Q (137.632146 sec): 3 clusters Score: Raw -62397.098225 + Penalty 2005.123488 = -60391.974737 nChanged 11 SP:Iteration 3Q (137.689263 sec): 3 clusters Score: Raw -62414.434044 + Penalty 2005.123488 = -60409.310556 nChanged 7 SP:Iteration 4Q (137.726963 sec): 3 clusters Score: Raw -62426.912524 + Penalty 2005.123488 = -60421.789036 nChanged 5 SP:Iteration 5Q (137.776421 sec): 3 clusters Score: Raw -62439.137253 + Penalty 2005.123488 = -60434.013765 nChanged 5 SP:Iteration 6Q (137.825742 sec): 3 clusters Score: Raw -62447.308430 + Penalty 2005.123488 = -60442.184942 nChanged 3 SP:Iteration 7Q (137.868022 sec): 3 clusters Score: Raw -62454.607909 + Penalty 2005.123488 = -60449.484421 nChanged 7 SP:Iteration 8Q (137.914419 sec): 3 clusters Score: Raw -62468.686842 + Penalty 2005.123488 = -60463.563354 nChanged 4 SP:Iteration 9Q (137.964214 sec): 3 clusters Score: Raw -62474.570352 + Penalty 2005.123488 = -60469.446864 nChanged 1 SP:Iteration 10Q (138.008835 sec): 3 clusters Score: Raw -62475.860859 + Penalty 2005.123488 = -60470.737371 nChanged 0 SP:Iteration 11F (138.058268 sec): 3 clusters Score: Raw -62475.860859 + Penalty 2005.123488 = -60470.737371 nChanged 0 Iteration 20F (142.603137 sec): 16 clusters Score: Raw -57279856.445428 + Penalty 31638.671195 = -57248217.774233 nChanged 26721 Iteration 21F (146.797053 sec): 16 clusters Score: Raw -57304905.663642 + Penalty 31638.671195 = -57273266.992447 nChanged 15939 Iteration 22Q (149.174669 sec): 16 clusters Score: Raw -57314516.163703 + Penalty 31638.671195 = -57282877.492508 nChanged 11852 Iteration 23Q (151.569183 sec): 16 clusters Score: Raw -57319761.563458 + Penalty 31638.671195 = -57288122.892263 nChanged 9580 Iteration 24Q (153.882812 sec): 16 clusters Score: Raw -57323195.576068 + Penalty 31638.671195 = -57291556.904873 nChanged 8069 Iteration 25Q (156.134644 sec): 16 clusters Score: Raw -57325696.484872 + Penalty 31638.671195 = -57294057.813677 nChanged 7067 Iteration 26Q (158.478054 sec): 16 clusters Score: Raw -57327700.930290 + Penalty 31638.671195 = -57296062.259095 nChanged 6389 Iteration 27Q (160.888867 sec): 16 clusters Score: Raw -57329384.746395 + Penalty 31638.671195 = -57297746.075200 nChanged 5660 Iteration 28Q (163.450353 sec): 16 clusters Score: Raw -57330785.181770 + Penalty 31638.671195 = -57299146.510575 nChanged 5116 Iteration 29Q (165.968038 sec): 16 clusters Score: Raw -57332036.794250 + Penalty 31638.671195 = -57300398.123055 nChanged 4773 Iteration 30Q (168.441598 sec): 16 clusters Score: Raw -57333186.920886 + Penalty 31638.671195 = -57301548.249691 nChanged 4375 Iteration 31Q (170.913773 sec): 16 clusters Score: Raw -57334208.546970 + Penalty 31638.671195 = -57302569.875776 nChanged 4063 Iteration 32Q (173.214957 sec): 16 clusters Score: Raw -57335099.256534 + Penalty 31638.671195 = -57303460.585339 nChanged 3705 Iteration 33Q (175.466647 sec): 16 clusters Score: Raw -57335848.930201 + Penalty 31638.671195 = -57304210.259007 nChanged 3394 Iteration 34Q (177.801991 sec): 16 clusters Score: Raw -57336486.779862 + Penalty 31638.671195 = -57304848.108667 nChanged 3010 Iteration 35Q (180.139949 sec): 16 clusters Score: Raw -57337018.352650 + Penalty 31638.671195 = -57305379.681455 nChanged 2722 Iteration 36Q (182.459804 sec): 16 clusters Score: Raw -57337470.576673 + Penalty 31638.671195 = -57305831.905478 nChanged 2538 Iteration 37Q (184.767549 sec): 16 clusters Score: Raw -57337869.679206 + Penalty 31638.671195 = -57306231.008011 nChanged 2298 Iteration 38Q (187.065396 sec): 16 clusters Score: Raw -57338212.224796 + Penalty 31638.671195 = -57306573.553601 nChanged 2088 Iteration 39Q (189.401612 sec): 16 clusters Score: Raw -57338522.581598 + Penalty 31638.671195 = -57306883.910403 nChanged 1973 Iteration 40F (193.716241 sec): 16 clusters Score: Raw -57339150.118056 + Penalty 31638.671195 = -57307511.446861 nChanged 2029 Iteration 41Q (196.493943 sec): 16 clusters Score: Raw -57340116.221498 + Penalty 31638.671195 = -57308477.550303 nChanged 1957 Iteration 42Q (199.038551 sec): 16 clusters Score: Raw -57340476.018655 + Penalty 31638.671195 = -57308837.347460 nChanged 1869 Iteration 43Q (201.605409 sec): 16 clusters Score: Raw -57340821.852609 + Penalty 31638.671195 = -57309183.181414 nChanged 1846 Iteration 44Q (204.126391 sec): 16 clusters Score: Raw -57341190.380068 + Penalty 31638.671195 = -57309551.708874 nChanged 1765 Iteration 45Q (206.449434 sec): 16 clusters Score: Raw -57341626.483912 + Penalty 31638.671195 = -57309987.812717 nChanged 1898 Iteration 46Q (208.813475 sec): 16 clusters Score: Raw -57342092.701403 + Penalty 31638.671195 = -57310454.030208 nChanged 1927 Iteration 47Q (211.166544 sec): 16 clusters Score: Raw -57342573.141631 + Penalty 31638.671195 = -57310934.470436 nChanged 1924 Iteration 48Q (213.485008 sec): 16 clusters Score: Raw -57343038.748425 + Penalty 31638.671195 = -57311400.077230 nChanged 1888 Iteration 49Q (215.796913 sec): 16 clusters Score: Raw -57343443.982625 + Penalty 31638.671195 = -57311805.311431 nChanged 1838 Iteration 50Q (218.113072 sec): 16 clusters Score: Raw -57343792.841100 + Penalty 31638.671195 = -57312154.169905 nChanged 1716 Iteration 51Q (220.448600 sec): 16 clusters Score: Raw -57344071.821807 + Penalty 31638.671195 = -57312433.150612 nChanged 1610 Iteration 52Q (222.883792 sec): 16 clusters Score: Raw -57344314.370171 + Penalty 31638.671195 = -57312675.698976 nChanged 1520 Iteration 53Q (225.439859 sec): 16 clusters Score: Raw -57344524.864604 + Penalty 31638.671195 = -57312886.193409 nChanged 1424 Iteration 54Q (227.896533 sec): 16 clusters Score: Raw -57344705.731354 + Penalty 31638.671195 = -57313067.060160 nChanged 1353 Iteration 55Q (230.325127 sec): 16 clusters Score: Raw -57344867.496935 + Penalty 31638.671195 = -57313228.825740 nChanged 1259 Iteration 56Q (232.796102 sec): 16 clusters Score: Raw -57344995.359585 + Penalty 31638.671195 = -57313356.688390 nChanged 1154 Iteration 57Q (234.991946 sec): 16 clusters Score: Raw -57345103.607062 + Penalty 31638.671195 = -57313464.935867 nChanged 1052 Iteration 58Q (237.294528 sec): 16 clusters Score: Raw -57345198.674298 + Penalty 31638.671195 = -57313560.003103 nChanged 980 Writing temp clu file Because OldScore, -57313464.935867, is greater than current (better) Score,-57313560.003103 Compute initial score before splitting: Score: Raw -57345198.674298 + Penalty 31638.671195 = -57313560.003103 Trying to split cluster 1 (11885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.467632 sec): 2 clusters Score: Raw -1651816.906872 + Penalty 1524.742762 = -1650292.164110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.537160 sec): 3 clusters Score: Raw -1644846.751217 + Penalty 3049.485523 = -1641797.265693 nChanged 5226 SP:Iteration 1F (237.602956 sec): 3 clusters Score: Raw -1647811.816002 + Penalty 3049.485523 = -1644762.330478 nChanged 715 SP:Iteration 2F (237.669963 sec): 3 clusters Score: Raw -1648164.068214 + Penalty 3049.485523 = -1645114.582690 nChanged 712 SP:Iteration 3F (237.728269 sec): 3 clusters Score: Raw -1648600.690012 + Penalty 3049.485523 = -1645551.204488 nChanged 744 SP:Iteration 4F (237.805323 sec): 3 clusters Score: Raw -1649084.933955 + Penalty 3049.485523 = -1646035.448432 nChanged 772 SP:Iteration 5F (237.860646 sec): 3 clusters Score: Raw -1649668.986415 + Penalty 3049.485523 = -1646619.500892 nChanged 792 SP:Iteration 6F (237.926930 sec): 3 clusters Score: Raw -1650391.912978 + Penalty 3049.485523 = -1647342.427454 nChanged 701 SP:Iteration 7F (237.987246 sec): 3 clusters Score: Raw -1651075.213595 + Penalty 3049.485523 = -1648025.728072 nChanged 466 SP:Iteration 8Q (238.058336 sec): 3 clusters Score: Raw -1651522.825409 + Penalty 3049.485523 = -1648473.339885 nChanged 254 SP:Iteration 9Q (238.124689 sec): 3 clusters Score: Raw -1651759.550509 + Penalty 3049.485523 = -1648710.064986 nChanged 141 SP:Iteration 10Q (238.179042 sec): 3 clusters Score: Raw -1651885.511339 + Penalty 3049.485523 = -1648836.025815 nChanged 86 SP:Iteration 11Q (238.250708 sec): 3 clusters Score: Raw -1651969.044084 + Penalty 3049.485523 = -1648919.558561 nChanged 50 SP:Iteration 12Q (238.314518 sec): 3 clusters Score: Raw -1652021.982167 + Penalty 3049.485523 = -1648972.496643 nChanged 33 SP:Iteration 13Q (238.378923 sec): 3 clusters Score: Raw -1652064.303418 + Penalty 3049.485523 = -1649014.817895 nChanged 18 SP:Iteration 14Q (238.432128 sec): 3 clusters Score: Raw -1652083.508950 + Penalty 3049.485523 = -1649034.023426 nChanged 13 SP:Iteration 15Q (238.500869 sec): 3 clusters Score: Raw -1652093.679658 + Penalty 3049.485523 = -1649044.194134 nChanged 10 SP:Iteration 16Q (238.562911 sec): 3 clusters Score: Raw -1652104.029810 + Penalty 3049.485523 = -1649054.544286 nChanged 9 SP:Iteration 17Q (238.612870 sec): 3 clusters Score: Raw -1652113.686598 + Penalty 3049.485523 = -1649064.201074 nChanged 7 SP:Iteration 18Q (238.670669 sec): 3 clusters Score: Raw -1652119.118096 + Penalty 3049.485523 = -1649069.632573 nChanged 1 SP:Iteration 19Q (238.742828 sec): 3 clusters Score: Raw -1652120.534467 + Penalty 3049.485523 = -1649071.048944 nChanged 0 SP:Iteration 20F (238.808480 sec): 3 clusters Score: Raw -1652120.534467 + Penalty 3049.485523 = -1649071.048944 nChanged 0 Trying to split cluster 2 (121882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (238.980494 sec): 2 clusters Score: Raw -16582801.738391 + Penalty 1903.006404 = -16580898.731987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.224312 sec): 3 clusters Score: Raw -16502697.531174 + Penalty 3806.012809 = -16498891.518365 nChanged 58731 SP:Iteration 1F (239.470624 sec): 3 clusters Score: Raw -16537691.510426 + Penalty 3806.012809 = -16533885.497617 nChanged 4749 SP:Iteration 2Q (239.722562 sec): 3 clusters Score: Raw -16539430.927670 + Penalty 3806.012809 = -16535624.914861 nChanged 5440 SP:Iteration 3Q (239.974774 sec): 3 clusters Score: Raw -16542069.596182 + Penalty 3806.012809 = -16538263.583373 nChanged 6558 SP:Iteration 4F (240.224681 sec): 3 clusters Score: Raw -16546037.259420 + Penalty 3806.012809 = -16542231.246611 nChanged 7593 SP:Iteration 5F (240.462050 sec): 3 clusters Score: Raw -16551563.274411 + Penalty 3806.012809 = -16547757.261602 nChanged 8200 SP:Iteration 6F (240.715085 sec): 3 clusters Score: Raw -16558164.546804 + Penalty 3806.012809 = -16554358.533995 nChanged 7927 SP:Iteration 7F (240.955072 sec): 3 clusters Score: Raw -16564408.265198 + Penalty 3806.012809 = -16560602.252389 nChanged 6901 SP:Iteration 8F (241.197907 sec): 3 clusters Score: Raw -16569476.628585 + Penalty 3806.012809 = -16565670.615776 nChanged 5720 SP:Iteration 9Q (241.433616 sec): 3 clusters Score: Raw -16573326.378196 + Penalty 3806.012809 = -16569520.365387 nChanged 4546 SP:Iteration 10Q (241.674223 sec): 3 clusters Score: Raw -16576174.934906 + Penalty 3806.012809 = -16572368.922098 nChanged 3608 SP:Iteration 11Q (241.905915 sec): 3 clusters Score: Raw -16578277.179190 + Penalty 3806.012809 = -16574471.166381 nChanged 2818 SP:Iteration 12Q (242.126125 sec): 3 clusters Score: Raw -16579812.191137 + Penalty 3806.012809 = -16576006.178328 nChanged 2135 SP:Iteration 13Q (242.354604 sec): 3 clusters Score: Raw -16580907.004762 + Penalty 3806.012809 = -16577100.991953 nChanged 1633 SP:Iteration 14Q (242.557481 sec): 3 clusters Score: Raw -16581672.421459 + Penalty 3806.012809 = -16577866.408650 nChanged 1204 SP:Iteration 15Q (242.776741 sec): 3 clusters Score: Raw -16582183.498553 + Penalty 3806.012809 = -16578377.485745 nChanged 893 SP:Iteration 16Q (242.986246 sec): 3 clusters Score: Raw -16582546.128843 + Penalty 3806.012809 = -16578740.116034 nChanged 658 SP:Iteration 17Q (243.186989 sec): 3 clusters Score: Raw -16582801.521228 + Penalty 3806.012809 = -16578995.508419 nChanged 519 SP:Iteration 18Q (243.410853 sec): 3 clusters Score: Raw -16582998.682754 + Penalty 3806.012809 = -16579192.669945 nChanged 377 SP:Iteration 19Q (243.623186 sec): 3 clusters Score: Raw -16583123.041195 + Penalty 3806.012809 = -16579317.028386 nChanged 310 SP:Iteration 20F (243.861229 sec): 3 clusters Score: Raw -16583224.515152 + Penalty 3806.012809 = -16579418.502343 nChanged 243 SP:Iteration 21Q (244.065781 sec): 3 clusters Score: Raw -16583298.796922 + Penalty 3806.012809 = -16579492.784113 nChanged 189 SP:Iteration 22Q (244.298020 sec): 3 clusters Score: Raw -16583358.298347 + Penalty 3806.012809 = -16579552.285538 nChanged 153 SP:Iteration 23Q (244.517240 sec): 3 clusters Score: Raw -16583401.934731 + Penalty 3806.012809 = -16579595.921922 nChanged 133 SP:Iteration 24Q (244.731490 sec): 3 clusters Score: Raw -16583436.227316 + Penalty 3806.012809 = -16579630.214507 nChanged 100 SP:Iteration 25Q (244.944966 sec): 3 clusters Score: Raw -16583459.012929 + Penalty 3806.012809 = -16579653.000120 nChanged 80 SP:Iteration 26Q (245.152700 sec): 3 clusters Score: Raw -16583478.035539 + Penalty 3806.012809 = -16579672.022730 nChanged 74 SP:Iteration 27Q (245.350681 sec): 3 clusters Score: Raw -16583494.497888 + Penalty 3806.012809 = -16579688.485079 nChanged 56 SP:Iteration 28Q (245.562396 sec): 3 clusters Score: Raw -16583506.628489 + Penalty 3806.012809 = -16579700.615680 nChanged 43 SP:Iteration 29Q (245.770008 sec): 3 clusters Score: Raw -16583515.675163 + Penalty 3806.012809 = -16579709.662354 nChanged 34 SP:Iteration 30Q (245.967347 sec): 3 clusters Score: Raw -16583522.599581 + Penalty 3806.012809 = -16579716.586772 nChanged 32 SP:Iteration 31Q (246.167436 sec): 3 clusters Score: Raw -16583527.556315 + Penalty 3806.012809 = -16579721.543506 nChanged 24 SP:Iteration 32Q (246.378927 sec): 3 clusters Score: Raw -16583531.941836 + Penalty 3806.012809 = -16579725.929027 nChanged 24 SP:Iteration 33Q (246.590648 sec): 3 clusters Score: Raw -16583536.157011 + Penalty 3806.012809 = -16579730.144202 nChanged 20 SP:Iteration 34Q (246.798730 sec): 3 clusters Score: Raw -16583539.786577 + Penalty 3806.012809 = -16579733.773768 nChanged 18 SP:Iteration 35Q (247.007117 sec): 3 clusters Score: Raw -16583544.140995 + Penalty 3806.012809 = -16579738.128187 nChanged 23 SP:Iteration 36Q (247.211078 sec): 3 clusters Score: Raw -16583549.248466 + Penalty 3806.012809 = -16579743.235657 nChanged 15 SP:Iteration 37Q (247.412073 sec): 3 clusters Score: Raw -16583552.509374 + Penalty 3806.012809 = -16579746.496566 nChanged 13 SP:Iteration 38Q (247.615720 sec): 3 clusters Score: Raw -16583555.320382 + Penalty 3806.012809 = -16579749.307573 nChanged 10 SP:Iteration 39Q (247.782773 sec): 3 clusters Score: Raw -16583557.740633 + Penalty 3806.012809 = -16579751.727825 nChanged 16 SP:Iteration 40F (248.011899 sec): 3 clusters Score: Raw -16583561.120593 + Penalty 3806.012809 = -16579755.107784 nChanged 12 SP:Iteration 41Q (248.206196 sec): 3 clusters Score: Raw -16583562.500786 + Penalty 3806.012809 = -16579756.487977 nChanged 7 SP:Iteration 42Q (248.393839 sec): 3 clusters Score: Raw -16583563.358652 + Penalty 3806.012809 = -16579757.345843 nChanged 5 SP:Iteration 43Q (248.579184 sec): 3 clusters Score: Raw -16583564.274469 + Penalty 3806.012809 = -16579758.261660 nChanged 6 SP:Iteration 44Q (248.774005 sec): 3 clusters Score: Raw -16583565.312818 + Penalty 3806.012809 = -16579759.300009 nChanged 9 SP:Iteration 45Q (248.968052 sec): 3 clusters Score: Raw -16583566.677337 + Penalty 3806.012809 = -16579760.664528 nChanged 7 SP:Iteration 46Q (249.162804 sec): 3 clusters Score: Raw -16583567.554594 + Penalty 3806.012809 = -16579761.541786 nChanged 2 SP:Iteration 47Q (249.367298 sec): 3 clusters Score: Raw -16583567.752479 + Penalty 3806.012809 = -16579761.739671 nChanged 1 SP:Iteration 48Q (249.570321 sec): 3 clusters Score: Raw -16583567.845462 + Penalty 3806.012809 = -16579761.832653 nChanged 1 SP:Iteration 49Q (249.768293 sec): 3 clusters Score: Raw -16583568.023375 + Penalty 3806.012809 = -16579762.010566 nChanged 2 SP:Iteration 50Q (249.966440 sec): 3 clusters Score: Raw -16583568.500555 + Penalty 3806.012809 = -16579762.487746 nChanged 3 SP:Iteration 51Q (250.179447 sec): 3 clusters Score: Raw -16583568.862859 + Penalty 3806.012809 = -16579762.850050 nChanged 2 SP:Iteration 52Q (250.387351 sec): 3 clusters Score: Raw -16583569.039708 + Penalty 3806.012809 = -16579763.026899 nChanged 0 SP:Iteration 53F (250.615470 sec): 3 clusters Score: Raw -16583569.039708 + Penalty 3806.012809 = -16579763.026899 nChanged 0 Trying to split cluster 3 (453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (250.637642 sec): 2 clusters Score: Raw -48711.250868 + Penalty 993.832470 = -47717.418398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (250.687590 sec): 3 clusters Score: Raw -48789.983552 + Penalty 1987.664941 = -46802.318611 nChanged 127 SP:Iteration 1F (250.736490 sec): 3 clusters Score: Raw -49079.942147 + Penalty 1987.664941 = -47092.277206 nChanged 50 SP:Iteration 2F (250.785636 sec): 3 clusters Score: Raw -49176.595534 + Penalty 1987.664941 = -47188.930593 nChanged 20 SP:Iteration 3Q (250.832709 sec): 3 clusters Score: Raw -49223.173310 + Penalty 1987.664941 = -47235.508369 nChanged 13 SP:Iteration 4Q (250.881922 sec): 3 clusters Score: Raw -49249.463129 + Penalty 1987.664941 = -47261.798189 nChanged 9 SP:Iteration 5Q (250.928481 sec): 3 clusters Score: Raw -49263.812770 + Penalty 1987.664941 = -47276.147829 nChanged 4 SP:Iteration 6Q (250.977463 sec): 3 clusters Score: Raw -49276.993541 + Penalty 1987.664941 = -47289.328600 nChanged 4 SP:Iteration 7Q (251.024922 sec): 3 clusters Score: Raw -49306.645577 + Penalty 1987.664941 = -47318.980636 nChanged 4 SP:Iteration 8Q (251.086101 sec): 3 clusters Score: Raw -49312.851862 + Penalty 1987.664941 = -47325.186922 nChanged 2 SP:Iteration 9Q (251.135727 sec): 3 clusters Score: Raw -49316.516244 + Penalty 1987.664941 = -47328.851303 nChanged 1 SP:Iteration 10Q (251.164528 sec): 3 clusters Score: Raw -49317.252294 + Penalty 1987.664941 = -47329.587353 nChanged 0 SP:Iteration 11F (251.214556 sec): 3 clusters Score: Raw -49317.252294 + Penalty 1987.664941 = -47329.587353 nChanged 0 Trying to split cluster 4 (11886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (251.253825 sec): 2 clusters Score: Raw -1489983.133131 + Penalty 1524.756434 = -1488458.376697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (251.324404 sec): 3 clusters Score: Raw -1483086.678865 + Penalty 3049.512868 = -1480037.165998 nChanged 5213 SP:Iteration 1F (251.382263 sec): 3 clusters Score: Raw -1486061.134336 + Penalty 3049.512868 = -1483011.621468 nChanged 815 SP:Iteration 2F (251.451196 sec): 3 clusters Score: Raw -1486558.889250 + Penalty 3049.512868 = -1483509.376382 nChanged 811 SP:Iteration 3F (251.512193 sec): 3 clusters Score: Raw -1487177.971352 + Penalty 3049.512868 = -1484128.458484 nChanged 848 SP:Iteration 4F (251.581563 sec): 3 clusters Score: Raw -1487994.004676 + Penalty 3049.512868 = -1484944.491809 nChanged 965 SP:Iteration 5F (251.651007 sec): 3 clusters Score: Raw -1488962.655102 + Penalty 3049.512868 = -1485913.142235 nChanged 930 SP:Iteration 6F (251.720223 sec): 3 clusters Score: Raw -1489854.944538 + Penalty 3049.512868 = -1486805.431671 nChanged 836 SP:Iteration 7F (251.777842 sec): 3 clusters Score: Raw -1490560.757446 + Penalty 3049.512868 = -1487511.244578 nChanged 615 SP:Iteration 8F (251.849661 sec): 3 clusters Score: Raw -1490967.144658 + Penalty 3049.512868 = -1487917.631791 nChanged 336 SP:Iteration 9Q (251.915197 sec): 3 clusters Score: Raw -1491129.690720 + Penalty 3049.512868 = -1488080.177853 nChanged 216 SP:Iteration 10Q (251.984263 sec): 3 clusters Score: Raw -1491210.565163 + Penalty 3049.512868 = -1488161.052296 nChanged 127 SP:Iteration 11Q (252.053141 sec): 3 clusters Score: Raw -1491246.023144 + Penalty 3049.512868 = -1488196.510277 nChanged 92 SP:Iteration 12Q (252.122312 sec): 3 clusters Score: Raw -1491268.008640 + Penalty 3049.512868 = -1488218.495772 nChanged 59 SP:Iteration 13Q (252.192477 sec): 3 clusters Score: Raw -1491278.567148 + Penalty 3049.512868 = -1488229.054280 nChanged 39 SP:Iteration 14Q (252.261939 sec): 3 clusters Score: Raw -1491284.985056 + Penalty 3049.512868 = -1488235.472188 nChanged 24 SP:Iteration 15Q (252.331148 sec): 3 clusters Score: Raw -1491289.137504 + Penalty 3049.512868 = -1488239.624636 nChanged 20 SP:Iteration 16Q (252.401065 sec): 3 clusters Score: Raw -1491292.388386 + Penalty 3049.512868 = -1488242.875519 nChanged 13 SP:Iteration 17Q (252.470250 sec): 3 clusters Score: Raw -1491294.322332 + Penalty 3049.512868 = -1488244.809464 nChanged 14 SP:Iteration 18Q (252.539462 sec): 3 clusters Score: Raw -1491295.882976 + Penalty 3049.512868 = -1488246.370108 nChanged 9 SP:Iteration 19Q (252.609197 sec): 3 clusters Score: Raw -1491296.930313 + Penalty 3049.512868 = -1488247.417445 nChanged 9 SP:Iteration 20F (252.678936 sec): 3 clusters Score: Raw -1491298.117172 + Penalty 3049.512868 = -1488248.604304 nChanged 7 SP:Iteration 21Q (252.748392 sec): 3 clusters Score: Raw -1491299.098724 + Penalty 3049.512868 = -1488249.585856 nChanged 7 SP:Iteration 22Q (252.818036 sec): 3 clusters Score: Raw -1491299.941863 + Penalty 3049.512868 = -1488250.428995 nChanged 6 SP:Iteration 23Q (252.888898 sec): 3 clusters Score: Raw -1491300.488739 + Penalty 3049.512868 = -1488250.975872 nChanged 3 SP:Iteration 24Q (252.968863 sec): 3 clusters Score: Raw -1491300.959848 + Penalty 3049.512868 = -1488251.446980 nChanged 1 SP:Iteration 25Q (253.018556 sec): 3 clusters Score: Raw -1491301.135438 + Penalty 3049.512868 = -1488251.622571 nChanged 2 SP:Iteration 26Q (253.077400 sec): 3 clusters Score: Raw -1491301.494231 + Penalty 3049.512868 = -1488251.981364 nChanged 4 SP:Iteration 27Q (253.146618 sec): 3 clusters Score: Raw -1491302.108964 + Penalty 3049.512868 = -1488252.596096 nChanged 5 SP:Iteration 28Q (253.216585 sec): 3 clusters Score: Raw -1491302.488948 + Penalty 3049.512868 = -1488252.976080 nChanged 1 SP:Iteration 29Q (253.274277 sec): 3 clusters Score: Raw -1491302.645533 + Penalty 3049.512868 = -1488253.132666 nChanged 2 SP:Iteration 30Q (253.343879 sec): 3 clusters Score: Raw -1491302.870046 + Penalty 3049.512868 = -1488253.357178 nChanged 0 SP:Iteration 31F (253.402206 sec): 3 clusters Score: Raw -1491302.870046 + Penalty 3049.512868 = -1488253.357178 nChanged 0 Trying to split cluster 5 (102993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.559011 sec): 2 clusters Score: Raw -13909980.531109 + Penalty 1875.642649 = -13908104.888460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.762299 sec): 3 clusters Score: Raw -13843190.662666 + Penalty 3751.285299 = -13839439.377367 nChanged 49004 SP:Iteration 1F (253.969604 sec): 3 clusters Score: Raw -13873555.662129 + Penalty 3751.285299 = -13869804.376830 nChanged 5694 SP:Iteration 2F (254.172032 sec): 3 clusters Score: Raw -13876775.993135 + Penalty 3751.285299 = -13873024.707836 nChanged 6842 SP:Iteration 3F (254.373239 sec): 3 clusters Score: Raw -13881753.114974 + Penalty 3751.285299 = -13878001.829675 nChanged 8149 SP:Iteration 4F (254.575150 sec): 3 clusters Score: Raw -13888523.100815 + Penalty 3751.285299 = -13884771.815516 nChanged 8515 SP:Iteration 5F (254.771471 sec): 3 clusters Score: Raw -13895673.840795 + Penalty 3751.285299 = -13891922.555496 nChanged 7497 SP:Iteration 6F (254.975153 sec): 3 clusters Score: Raw -13901685.196317 + Penalty 3751.285299 = -13897933.911019 nChanged 5734 SP:Iteration 7F (255.177799 sec): 3 clusters Score: Raw -13905977.410626 + Penalty 3751.285299 = -13902226.125328 nChanged 4394 SP:Iteration 8Q (255.380531 sec): 3 clusters Score: Raw -13908982.442714 + Penalty 3751.285299 = -13905231.157415 nChanged 3482 SP:Iteration 9Q (255.587690 sec): 3 clusters Score: Raw -13911097.412091 + Penalty 3751.285299 = -13907346.126792 nChanged 3019 SP:Iteration 10Q (255.795064 sec): 3 clusters Score: Raw -13912858.794283 + Penalty 3751.285299 = -13909107.508985 nChanged 2752 SP:Iteration 11Q (256.001540 sec): 3 clusters Score: Raw -13914457.903097 + Penalty 3751.285299 = -13910706.617798 nChanged 2568 SP:Iteration 12Q (256.201445 sec): 3 clusters Score: Raw -13915864.626743 + Penalty 3751.285299 = -13912113.341445 nChanged 2379 SP:Iteration 13Q (256.408286 sec): 3 clusters Score: Raw -13917028.016195 + Penalty 3751.285299 = -13913276.730897 nChanged 2005 SP:Iteration 14Q (256.635824 sec): 3 clusters Score: Raw -13917768.351188 + Penalty 3751.285299 = -13914017.065889 nChanged 1558 SP:Iteration 15Q (256.852259 sec): 3 clusters Score: Raw -13918167.648555 + Penalty 3751.285299 = -13914416.363256 nChanged 1136 SP:Iteration 16Q (257.061798 sec): 3 clusters Score: Raw -13918390.433680 + Penalty 3751.285299 = -13914639.148382 nChanged 909 SP:Iteration 17Q (257.275766 sec): 3 clusters Score: Raw -13918528.263992 + Penalty 3751.285299 = -13914776.978693 nChanged 684 SP:Iteration 18Q (257.481013 sec): 3 clusters Score: Raw -13918610.246363 + Penalty 3751.285299 = -13914858.961064 nChanged 497 SP:Iteration 19Q (257.665942 sec): 3 clusters Score: Raw -13918657.668449 + Penalty 3751.285299 = -13914906.383151 nChanged 397 SP:Iteration 20F (257.885325 sec): 3 clusters Score: Raw -13918689.095824 + Penalty 3751.285299 = -13914937.810525 nChanged 313 SP:Iteration 21Q (258.096794 sec): 3 clusters Score: Raw -13918707.992584 + Penalty 3751.285299 = -13914956.707285 nChanged 241 SP:Iteration 22Q (258.307561 sec): 3 clusters Score: Raw -13918720.300965 + Penalty 3751.285299 = -13914969.015666 nChanged 221 SP:Iteration 23Q (258.516998 sec): 3 clusters Score: Raw -13918730.726777 + Penalty 3751.285299 = -13914979.441478 nChanged 199 SP:Iteration 24Q (258.732905 sec): 3 clusters Score: Raw -13918739.360964 + Penalty 3751.285299 = -13914988.075665 nChanged 166 SP:Iteration 25Q (258.941945 sec): 3 clusters Score: Raw -13918745.168406 + Penalty 3751.285299 = -13914993.883107 nChanged 135 SP:Iteration 26Q (259.160940 sec): 3 clusters Score: Raw -13918750.613145 + Penalty 3751.285299 = -13914999.327846 nChanged 130 SP:Iteration 27Q (259.374392 sec): 3 clusters Score: Raw -13918756.409584 + Penalty 3751.285299 = -13915005.124285 nChanged 121 SP:Iteration 28Q (259.586667 sec): 3 clusters Score: Raw -13918761.233745 + Penalty 3751.285299 = -13915009.948446 nChanged 112 SP:Iteration 29Q (259.803247 sec): 3 clusters Score: Raw -13918764.967386 + Penalty 3751.285299 = -13915013.682087 nChanged 91 SP:Iteration 30Q (260.007752 sec): 3 clusters Score: Raw -13918767.461714 + Penalty 3751.285299 = -13915016.176415 nChanged 85 SP:Iteration 31Q (260.233316 sec): 3 clusters Score: Raw -13918769.625128 + Penalty 3751.285299 = -13915018.339830 nChanged 77 SP:Iteration 32Q (260.438731 sec): 3 clusters Score: Raw -13918771.821882 + Penalty 3751.285299 = -13915020.536583 nChanged 69 SP:Iteration 33Q (260.651863 sec): 3 clusters Score: Raw -13918773.348556 + Penalty 3751.285299 = -13915022.063257 nChanged 61 SP:Iteration 34Q (260.871217 sec): 3 clusters Score: Raw -13918774.831885 + Penalty 3751.285299 = -13915023.546586 nChanged 68 SP:Iteration 35Q (261.098552 sec): 3 clusters Score: Raw -13918776.335865 + Penalty 3751.285299 = -13915025.050566 nChanged 65 SP:Iteration 36Q (261.309611 sec): 3 clusters Score: Raw -13918777.655920 + Penalty 3751.285299 = -13915026.370622 nChanged 53 SP:Iteration 37Q (261.524154 sec): 3 clusters Score: Raw -13918778.733116 + Penalty 3751.285299 = -13915027.447817 nChanged 37 SP:Iteration 38Q (261.734458 sec): 3 clusters Score: Raw -13918779.353706 + Penalty 3751.285299 = -13915028.068408 nChanged 31 SP:Iteration 39Q (261.946984 sec): 3 clusters Score: Raw -13918779.778754 + Penalty 3751.285299 = -13915028.493456 nChanged 29 SP:Iteration 40F (262.160265 sec): 3 clusters Score: Raw -13918780.289945 + Penalty 3751.285299 = -13915029.004646 nChanged 27 SP:Iteration 41Q (262.348825 sec): 3 clusters Score: Raw -13918780.671796 + Penalty 3751.285299 = -13915029.386498 nChanged 33 SP:Iteration 42Q (262.554946 sec): 3 clusters Score: Raw -13918781.203613 + Penalty 3751.285299 = -13915029.918315 nChanged 33 SP:Iteration 43Q (262.769750 sec): 3 clusters Score: Raw -13918781.722078 + Penalty 3751.285299 = -13915030.436779 nChanged 24 SP:Iteration 44Q (262.981030 sec): 3 clusters Score: Raw -13918782.098666 + Penalty 3751.285299 = -13915030.813368 nChanged 21 SP:Iteration 45Q (263.207273 sec): 3 clusters Score: Raw -13918782.464318 + Penalty 3751.285299 = -13915031.179019 nChanged 24 SP:Iteration 46Q (263.418129 sec): 3 clusters Score: Raw -13918782.873770 + Penalty 3751.285299 = -13915031.588471 nChanged 25 SP:Iteration 47Q (263.641455 sec): 3 clusters Score: Raw -13918783.398751 + Penalty 3751.285299 = -13915032.113453 nChanged 32 SP:Iteration 48Q (263.847631 sec): 3 clusters Score: Raw -13918783.886346 + Penalty 3751.285299 = -13915032.601047 nChanged 38 SP:Iteration 49Q (264.062605 sec): 3 clusters Score: Raw -13918784.419056 + Penalty 3751.285299 = -13915033.133757 nChanged 24 SP:Iteration 50Q (264.268966 sec): 3 clusters Score: Raw -13918784.740531 + Penalty 3751.285299 = -13915033.455232 nChanged 12 SP:Iteration 51Q (264.481116 sec): 3 clusters Score: Raw -13918784.892701 + Penalty 3751.285299 = -13915033.607402 nChanged 9 SP:Iteration 52Q (264.695581 sec): 3 clusters Score: Raw -13918784.977414 + Penalty 3751.285299 = -13915033.692115 nChanged 7 SP:Iteration 53Q (264.907765 sec): 3 clusters Score: Raw -13918785.030232 + Penalty 3751.285299 = -13915033.744933 nChanged 6 SP:Iteration 54Q (265.129867 sec): 3 clusters Score: Raw -13918785.085909 + Penalty 3751.285299 = -13915033.800611 nChanged 3 SP:Iteration 55Q (265.340324 sec): 3 clusters Score: Raw -13918785.132628 + Penalty 3751.285299 = -13915033.847329 nChanged 2 SP:Iteration 56Q (265.553118 sec): 3 clusters Score: Raw -13918785.153505 + Penalty 3751.285299 = -13915033.868207 nChanged 1 SP:Iteration 57Q (265.769016 sec): 3 clusters Score: Raw -13918785.162537 + Penalty 3751.285299 = -13915033.877239 nChanged 2 SP:Iteration 58Q (265.989404 sec): 3 clusters Score: Raw -13918785.194204 + Penalty 3751.285299 = -13915033.908905 nChanged 4 SP:Iteration 59Q (266.192937 sec): 3 clusters Score: Raw -13918785.242524 + Penalty 3751.285299 = -13915033.957225 nChanged 5 SP:Iteration 60F (266.408103 sec): 3 clusters Score: Raw -13918785.343906 + Penalty 3751.285299 = -13915034.058607 nChanged 6 SP:Iteration 61Q (266.633285 sec): 3 clusters Score: Raw -13918785.402415 + Penalty 3751.285299 = -13915034.117116 nChanged 4 SP:Iteration 62Q (266.849840 sec): 3 clusters Score: Raw -13918785.440819 + Penalty 3751.285299 = -13915034.155520 nChanged 3 SP:Iteration 63Q (267.065078 sec): 3 clusters Score: Raw -13918785.480456 + Penalty 3751.285299 = -13915034.195157 nChanged 4 SP:Iteration 64Q (267.278180 sec): 3 clusters Score: Raw -13918785.520283 + Penalty 3751.285299 = -13915034.234985 nChanged 5 SP:Iteration 65Q (267.492670 sec): 3 clusters Score: Raw -13918785.560853 + Penalty 3751.285299 = -13915034.275554 nChanged 4 SP:Iteration 66Q (267.707027 sec): 3 clusters Score: Raw -13918785.593099 + Penalty 3751.285299 = -13915034.307800 nChanged 3 SP:Iteration 67Q (267.907725 sec): 3 clusters Score: Raw -13918785.615542 + Penalty 3751.285299 = -13915034.330244 nChanged 0 SP:Iteration 68F (268.127121 sec): 3 clusters Score: Raw -13918785.615542 + Penalty 3751.285299 = -13915034.330244 nChanged 0 Score: Raw -57354048.636143 + Penalty 33747.915941 = -57320300.720202 Splitting cluster 5 changes total score from -57313560.003103 to -57320300.720202 So it's getting split into cluster 13. Trying to split cluster 6 (11117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (272.769337 sec): 2 clusters Score: Raw -1502085.303876 + Penalty 1513.887496 = -1500571.416379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.829093 sec): 3 clusters Score: Raw -1495686.771228 + Penalty 3027.774993 = -1492658.996235 nChanged 4860 SP:Iteration 1F (272.895481 sec): 3 clusters Score: Raw -1498431.017435 + Penalty 3027.774993 = -1495403.242442 nChanged 726 SP:Iteration 2F (272.961837 sec): 3 clusters Score: Raw -1498790.434704 + Penalty 3027.774993 = -1495762.659712 nChanged 624 SP:Iteration 3F (273.024024 sec): 3 clusters Score: Raw -1499097.491555 + Penalty 3027.774993 = -1496069.716562 nChanged 529 SP:Iteration 4Q (273.093459 sec): 3 clusters Score: Raw -1499347.165900 + Penalty 3027.774993 = -1496319.390907 nChanged 487 SP:Iteration 5Q (273.146521 sec): 3 clusters Score: Raw -1499577.236645 + Penalty 3027.774993 = -1496549.461652 nChanged 479 SP:Iteration 6Q (273.213630 sec): 3 clusters Score: Raw -1499810.381394 + Penalty 3027.774993 = -1496782.606401 nChanged 467 SP:Iteration 7Q (273.280595 sec): 3 clusters Score: Raw -1500051.401269 + Penalty 3027.774993 = -1497023.626276 nChanged 469 SP:Iteration 8Q (273.340764 sec): 3 clusters Score: Raw -1500310.332792 + Penalty 3027.774993 = -1497282.557799 nChanged 469 SP:Iteration 9Q (273.413292 sec): 3 clusters Score: Raw -1500591.078124 + Penalty 3027.774993 = -1497563.303131 nChanged 475 SP:Iteration 10Q (273.474065 sec): 3 clusters Score: Raw -1500911.227072 + Penalty 3027.774993 = -1497883.452080 nChanged 469 SP:Iteration 11Q (273.540530 sec): 3 clusters Score: Raw -1501228.624501 + Penalty 3027.774993 = -1498200.849508 nChanged 401 SP:Iteration 12Q (273.606971 sec): 3 clusters Score: Raw -1501505.624680 + Penalty 3027.774993 = -1498477.849687 nChanged 350 SP:Iteration 13Q (273.673038 sec): 3 clusters Score: Raw -1501732.545091 + Penalty 3027.774993 = -1498704.770098 nChanged 292 SP:Iteration 14Q (273.739023 sec): 3 clusters Score: Raw -1501913.347511 + Penalty 3027.774993 = -1498885.572518 nChanged 245 SP:Iteration 15Q (273.804522 sec): 3 clusters Score: Raw -1502060.993103 + Penalty 3027.774993 = -1499033.218110 nChanged 220 SP:Iteration 16Q (273.869370 sec): 3 clusters Score: Raw -1502188.512423 + Penalty 3027.774993 = -1499160.737430 nChanged 176 SP:Iteration 17Q (273.944289 sec): 3 clusters Score: Raw -1502279.170401 + Penalty 3027.774993 = -1499251.395408 nChanged 152 SP:Iteration 18Q (273.997097 sec): 3 clusters Score: Raw -1502362.505024 + Penalty 3027.774993 = -1499334.730031 nChanged 140 SP:Iteration 19Q (274.056166 sec): 3 clusters Score: Raw -1502446.893707 + Penalty 3027.774993 = -1499419.118714 nChanged 147 SP:Iteration 20F (274.122805 sec): 3 clusters Score: Raw -1502528.948777 + Penalty 3027.774993 = -1499501.173784 nChanged 106 SP:Iteration 21Q (274.182943 sec): 3 clusters Score: Raw -1502587.012231 + Penalty 3027.774993 = -1499559.237238 nChanged 82 SP:Iteration 22Q (274.242012 sec): 3 clusters Score: Raw -1502626.187210 + Penalty 3027.774993 = -1499598.412218 nChanged 49 SP:Iteration 23Q (274.306279 sec): 3 clusters Score: Raw -1502644.783311 + Penalty 3027.774993 = -1499617.008319 nChanged 45 SP:Iteration 24Q (274.369870 sec): 3 clusters Score: Raw -1502668.920809 + Penalty 3027.774993 = -1499641.145816 nChanged 35 SP:Iteration 25Q (274.432524 sec): 3 clusters Score: Raw -1502687.203385 + Penalty 3027.774993 = -1499659.428392 nChanged 30 SP:Iteration 26Q (274.495453 sec): 3 clusters Score: Raw -1502699.199858 + Penalty 3027.774993 = -1499671.424866 nChanged 22 SP:Iteration 27Q (274.557932 sec): 3 clusters Score: Raw -1502709.395943 + Penalty 3027.774993 = -1499681.620950 nChanged 29 SP:Iteration 28Q (274.620642 sec): 3 clusters Score: Raw -1502721.882899 + Penalty 3027.774993 = -1499694.107906 nChanged 26 SP:Iteration 29Q (274.683203 sec): 3 clusters Score: Raw -1502731.926455 + Penalty 3027.774993 = -1499704.151462 nChanged 22 SP:Iteration 30Q (274.745566 sec): 3 clusters Score: Raw -1502741.936569 + Penalty 3027.774993 = -1499714.161576 nChanged 13 SP:Iteration 31Q (274.809328 sec): 3 clusters Score: Raw -1502749.974043 + Penalty 3027.774993 = -1499722.199050 nChanged 17 SP:Iteration 32Q (274.866370 sec): 3 clusters Score: Raw -1502757.985514 + Penalty 3027.774993 = -1499730.210521 nChanged 16 SP:Iteration 33Q (274.927286 sec): 3 clusters Score: Raw -1502767.478204 + Penalty 3027.774993 = -1499739.703211 nChanged 17 SP:Iteration 34Q (274.988688 sec): 3 clusters Score: Raw -1502777.925529 + Penalty 3027.774993 = -1499750.150536 nChanged 19 SP:Iteration 35Q (275.051137 sec): 3 clusters Score: Raw -1502786.976553 + Penalty 3027.774993 = -1499759.201560 nChanged 18 SP:Iteration 36Q (275.110733 sec): 3 clusters Score: Raw -1502794.985391 + Penalty 3027.774993 = -1499767.210398 nChanged 11 SP:Iteration 37Q (275.173439 sec): 3 clusters Score: Raw -1502798.771690 + Penalty 3027.774993 = -1499770.996697 nChanged 7 SP:Iteration 38Q (275.240660 sec): 3 clusters Score: Raw -1502803.715978 + Penalty 3027.774993 = -1499775.940985 nChanged 10 SP:Iteration 39Q (275.297723 sec): 3 clusters Score: Raw -1502810.746094 + Penalty 3027.774993 = -1499782.971101 nChanged 11 SP:Iteration 40F (275.347162 sec): 3 clusters Score: Raw -1502819.419680 + Penalty 3027.774993 = -1499791.644687 nChanged 10 SP:Iteration 41Q (275.399837 sec): 3 clusters Score: Raw -1502826.166497 + Penalty 3027.774993 = -1499798.391504 nChanged 14 SP:Iteration 42Q (275.456071 sec): 3 clusters Score: Raw -1502832.440408 + Penalty 3027.774993 = -1499804.665415 nChanged 6 SP:Iteration 43Q (275.520020 sec): 3 clusters Score: Raw -1502835.587124 + Penalty 3027.774993 = -1499807.812131 nChanged 7 SP:Iteration 44Q (275.581042 sec): 3 clusters Score: Raw -1502838.794663 + Penalty 3027.774993 = -1499811.019670 nChanged 7 SP:Iteration 45Q (275.647113 sec): 3 clusters Score: Raw -1502842.184967 + Penalty 3027.774993 = -1499814.409974 nChanged 9 SP:Iteration 46Q (275.700678 sec): 3 clusters Score: Raw -1502848.479930 + Penalty 3027.774993 = -1499820.704937 nChanged 11 SP:Iteration 47Q (275.768276 sec): 3 clusters Score: Raw -1502855.938853 + Penalty 3027.774993 = -1499828.163860 nChanged 15 SP:Iteration 48Q (275.827914 sec): 3 clusters Score: Raw -1502869.208187 + Penalty 3027.774993 = -1499841.433194 nChanged 8 SP:Iteration 49Q (275.885208 sec): 3 clusters Score: Raw -1502874.670925 + Penalty 3027.774993 = -1499846.895932 nChanged 5 SP:Iteration 50Q (275.938728 sec): 3 clusters Score: Raw -1502877.405305 + Penalty 3027.774993 = -1499849.630312 nChanged 5 SP:Iteration 51Q (275.999741 sec): 3 clusters Score: Raw -1502881.664155 + Penalty 3027.774993 = -1499853.889163 nChanged 3 SP:Iteration 52Q (276.061032 sec): 3 clusters Score: Raw -1502883.496854 + Penalty 3027.774993 = -1499855.721861 nChanged 1 SP:Iteration 53Q (276.126747 sec): 3 clusters Score: Raw -1502883.880802 + Penalty 3027.774993 = -1499856.105810 nChanged 0 SP:Iteration 54F (276.176956 sec): 3 clusters Score: Raw -1502883.880802 + Penalty 3027.774993 = -1499856.105810 nChanged 0 Trying to split cluster 7 (75043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.287800 sec): 2 clusters Score: Raw -10105252.646053 + Penalty 1824.195191 = -10103428.450862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.447358 sec): 3 clusters Score: Raw -10056982.265000 + Penalty 3648.390383 = -10053333.874617 nChanged 35615 SP:Iteration 1F (276.599844 sec): 3 clusters Score: Raw -10077826.256152 + Penalty 3648.390383 = -10074177.865770 nChanged 3002 SP:Iteration 2Q (276.768906 sec): 3 clusters Score: Raw -10078805.390034 + Penalty 3648.390383 = -10075156.999651 nChanged 3227 SP:Iteration 3Q (276.939676 sec): 3 clusters Score: Raw -10080050.629461 + Penalty 3648.390383 = -10076402.239078 nChanged 3482 SP:Iteration 4Q (277.106897 sec): 3 clusters Score: Raw -10081583.173753 + Penalty 3648.390383 = -10077934.783370 nChanged 3849 SP:Iteration 5F (277.269990 sec): 3 clusters Score: Raw -10083608.328923 + Penalty 3648.390383 = -10079959.938541 nChanged 4229 SP:Iteration 6F (277.421414 sec): 3 clusters Score: Raw -10086108.074063 + Penalty 3648.390383 = -10082459.683680 nChanged 4303 SP:Iteration 7F (277.583909 sec): 3 clusters Score: Raw -10088840.112477 + Penalty 3648.390383 = -10085191.722095 nChanged 4023 SP:Iteration 8F (277.737068 sec): 3 clusters Score: Raw -10091211.410321 + Penalty 3648.390383 = -10087563.019938 nChanged 3343 SP:Iteration 9Q (277.905027 sec): 3 clusters Score: Raw -10092808.748657 + Penalty 3648.390383 = -10089160.358274 nChanged 2398 SP:Iteration 10Q (278.072763 sec): 3 clusters Score: Raw -10093631.295433 + Penalty 3648.390383 = -10089982.905051 nChanged 1565 SP:Iteration 11Q (278.236621 sec): 3 clusters Score: Raw -10094073.947737 + Penalty 3648.390383 = -10090425.557354 nChanged 1248 SP:Iteration 12Q (278.390520 sec): 3 clusters Score: Raw -10094435.082601 + Penalty 3648.390383 = -10090786.692219 nChanged 1103 SP:Iteration 13Q (278.547874 sec): 3 clusters Score: Raw -10094776.091417 + Penalty 3648.390383 = -10091127.701034 nChanged 1132 SP:Iteration 14Q (278.712678 sec): 3 clusters Score: Raw -10095122.356322 + Penalty 3648.390383 = -10091473.965939 nChanged 1141 SP:Iteration 15Q (278.874137 sec): 3 clusters Score: Raw -10095495.421137 + Penalty 3648.390383 = -10091847.030755 nChanged 1212 SP:Iteration 16Q (279.037829 sec): 3 clusters Score: Raw -10095929.906035 + Penalty 3648.390383 = -10092281.515652 nChanged 1302 SP:Iteration 17Q (279.200909 sec): 3 clusters Score: Raw -10096479.125691 + Penalty 3648.390383 = -10092830.735308 nChanged 1435 SP:Iteration 18Q (279.362851 sec): 3 clusters Score: Raw -10097131.103193 + Penalty 3648.390383 = -10093482.712810 nChanged 1491 SP:Iteration 19Q (279.525584 sec): 3 clusters Score: Raw -10097836.517285 + Penalty 3648.390383 = -10094188.126902 nChanged 1500 SP:Iteration 20F (279.669478 sec): 3 clusters Score: Raw -10098529.057903 + Penalty 3648.390383 = -10094880.667520 nChanged 1446 SP:Iteration 21Q (279.828475 sec): 3 clusters Score: Raw -10099169.347047 + Penalty 3648.390383 = -10095520.956665 nChanged 1413 SP:Iteration 22Q (279.990524 sec): 3 clusters Score: Raw -10099750.873575 + Penalty 3648.390383 = -10096102.483193 nChanged 1339 SP:Iteration 23Q (280.142469 sec): 3 clusters Score: Raw -10100236.902384 + Penalty 3648.390383 = -10096588.512002 nChanged 1218 SP:Iteration 24Q (280.304045 sec): 3 clusters Score: Raw -10100651.661971 + Penalty 3648.390383 = -10097003.271589 nChanged 1075 SP:Iteration 25Q (280.453471 sec): 3 clusters Score: Raw -10100982.741413 + Penalty 3648.390383 = -10097334.351030 nChanged 961 SP:Iteration 26Q (280.613761 sec): 3 clusters Score: Raw -10101252.256298 + Penalty 3648.390383 = -10097603.865916 nChanged 813 SP:Iteration 27Q (280.759734 sec): 3 clusters Score: Raw -10101462.929093 + Penalty 3648.390383 = -10097814.538710 nChanged 735 SP:Iteration 28Q (280.924121 sec): 3 clusters Score: Raw -10101640.234830 + Penalty 3648.390383 = -10097991.844447 nChanged 684 SP:Iteration 29Q (281.089930 sec): 3 clusters Score: Raw -10101803.696919 + Penalty 3648.390383 = -10098155.306537 nChanged 638 SP:Iteration 30Q (281.258814 sec): 3 clusters Score: Raw -10101949.599082 + Penalty 3648.390383 = -10098301.208700 nChanged 617 SP:Iteration 31Q (281.426631 sec): 3 clusters Score: Raw -10102081.552420 + Penalty 3648.390383 = -10098433.162037 nChanged 587 SP:Iteration 32Q (281.582851 sec): 3 clusters Score: Raw -10102204.587157 + Penalty 3648.390383 = -10098556.196775 nChanged 590 SP:Iteration 33Q (281.744111 sec): 3 clusters Score: Raw -10102333.213501 + Penalty 3648.390383 = -10098684.823118 nChanged 627 SP:Iteration 34Q (281.920128 sec): 3 clusters Score: Raw -10102483.679410 + Penalty 3648.390383 = -10098835.289027 nChanged 620 SP:Iteration 35Q (282.078496 sec): 3 clusters Score: Raw -10102630.187065 + Penalty 3648.390383 = -10098981.796682 nChanged 618 SP:Iteration 36Q (282.242632 sec): 3 clusters Score: Raw -10102791.549071 + Penalty 3648.390383 = -10099143.158689 nChanged 612 SP:Iteration 37Q (282.410188 sec): 3 clusters Score: Raw -10102950.225786 + Penalty 3648.390383 = -10099301.835404 nChanged 605 SP:Iteration 38Q (282.570852 sec): 3 clusters Score: Raw -10103104.293294 + Penalty 3648.390383 = -10099455.902911 nChanged 565 SP:Iteration 39Q (282.739514 sec): 3 clusters Score: Raw -10103253.898507 + Penalty 3648.390383 = -10099605.508125 nChanged 564 SP:Iteration 40F (282.905719 sec): 3 clusters Score: Raw -10103410.095835 + Penalty 3648.390383 = -10099761.705453 nChanged 546 SP:Iteration 41Q (283.071402 sec): 3 clusters Score: Raw -10103555.548853 + Penalty 3648.390383 = -10099907.158471 nChanged 525 SP:Iteration 42Q (283.238112 sec): 3 clusters Score: Raw -10103695.864610 + Penalty 3648.390383 = -10100047.474227 nChanged 527 SP:Iteration 43Q (283.391317 sec): 3 clusters Score: Raw -10103845.402979 + Penalty 3648.390383 = -10100197.012596 nChanged 524 SP:Iteration 44Q (283.528469 sec): 3 clusters Score: Raw -10103990.455166 + Penalty 3648.390383 = -10100342.064783 nChanged 503 SP:Iteration 45Q (283.654639 sec): 3 clusters Score: Raw -10104134.519998 + Penalty 3648.390383 = -10100486.129616 nChanged 510 SP:Iteration 46Q (283.807884 sec): 3 clusters Score: Raw -10104281.360011 + Penalty 3648.390383 = -10100632.969629 nChanged 507 SP:Iteration 47Q (283.966892 sec): 3 clusters Score: Raw -10104425.408624 + Penalty 3648.390383 = -10100777.018242 nChanged 424 SP:Iteration 48Q (284.128388 sec): 3 clusters Score: Raw -10104538.583974 + Penalty 3648.390383 = -10100890.193592 nChanged 362 SP:Iteration 49Q (284.296764 sec): 3 clusters Score: Raw -10104638.805118 + Penalty 3648.390383 = -10100990.414735 nChanged 360 SP:Iteration 50Q (284.444039 sec): 3 clusters Score: Raw -10104737.871884 + Penalty 3648.390383 = -10101089.481502 nChanged 343 SP:Iteration 51Q (284.602538 sec): 3 clusters Score: Raw -10104829.458581 + Penalty 3648.390383 = -10101181.068198 nChanged 334 SP:Iteration 52Q (284.763672 sec): 3 clusters Score: Raw -10104918.831556 + Penalty 3648.390383 = -10101270.441173 nChanged 297 SP:Iteration 53Q (284.918060 sec): 3 clusters Score: Raw -10104998.996078 + Penalty 3648.390383 = -10101350.605696 nChanged 293 SP:Iteration 54Q (285.078068 sec): 3 clusters Score: Raw -10105082.018194 + Penalty 3648.390383 = -10101433.627811 nChanged 278 SP:Iteration 55Q (285.240181 sec): 3 clusters Score: Raw -10105160.411973 + Penalty 3648.390383 = -10101512.021591 nChanged 263 SP:Iteration 56Q (285.385571 sec): 3 clusters Score: Raw -10105242.993699 + Penalty 3648.390383 = -10101594.603317 nChanged 238 SP:Iteration 57Q (285.541218 sec): 3 clusters Score: Raw -10105310.539350 + Penalty 3648.390383 = -10101662.148968 nChanged 209 SP:Iteration 58Q (285.683864 sec): 3 clusters Score: Raw -10105367.849559 + Penalty 3648.390383 = -10101719.459176 nChanged 207 SP:Iteration 59Q (285.842630 sec): 3 clusters Score: Raw -10105427.722302 + Penalty 3648.390383 = -10101779.331920 nChanged 179 SP:Iteration 60F (286.009320 sec): 3 clusters Score: Raw -10105480.286515 + Penalty 3648.390383 = -10101831.896132 nChanged 154 SP:Iteration 61Q (286.162204 sec): 3 clusters Score: Raw -10105521.874584 + Penalty 3648.390383 = -10101873.484202 nChanged 132 SP:Iteration 62Q (286.281911 sec): 3 clusters Score: Raw -10105559.522876 + Penalty 3648.390383 = -10101911.132494 nChanged 112 SP:Iteration 63Q (286.413752 sec): 3 clusters Score: Raw -10105593.388395 + Penalty 3648.390383 = -10101944.998012 nChanged 88 SP:Iteration 64Q (286.533066 sec): 3 clusters Score: Raw -10105620.841744 + Penalty 3648.390383 = -10101972.451362 nChanged 102 SP:Iteration 65Q (286.678836 sec): 3 clusters Score: Raw -10105654.410094 + Penalty 3648.390383 = -10102006.019712 nChanged 95 SP:Iteration 66Q (286.850129 sec): 3 clusters Score: Raw -10105683.432160 + Penalty 3648.390383 = -10102035.041777 nChanged 81 SP:Iteration 67Q (287.004265 sec): 3 clusters Score: Raw -10105703.614712 + Penalty 3648.390383 = -10102055.224329 nChanged 60 SP:Iteration 68Q (287.144156 sec): 3 clusters Score: Raw -10105717.969406 + Penalty 3648.390383 = -10102069.579023 nChanged 58 SP:Iteration 69Q (287.295973 sec): 3 clusters Score: Raw -10105729.182295 + Penalty 3648.390383 = -10102080.791913 nChanged 32 SP:Iteration 70Q (287.448142 sec): 3 clusters Score: Raw -10105734.934114 + Penalty 3648.390383 = -10102086.543732 nChanged 28 SP:Iteration 71Q (287.605454 sec): 3 clusters Score: Raw -10105739.516798 + Penalty 3648.390383 = -10102091.126415 nChanged 20 SP:Iteration 72Q (287.722441 sec): 3 clusters Score: Raw -10105743.925094 + Penalty 3648.390383 = -10102095.534712 nChanged 19 SP:Iteration 73Q (287.865035 sec): 3 clusters Score: Raw -10105748.313195 + Penalty 3648.390383 = -10102099.922813 nChanged 21 SP:Iteration 74Q (288.020248 sec): 3 clusters Score: Raw -10105750.959788 + Penalty 3648.390383 = -10102102.569405 nChanged 16 SP:Iteration 75Q (288.153727 sec): 3 clusters Score: Raw -10105753.598484 + Penalty 3648.390383 = -10102105.208102 nChanged 16 SP:Iteration 76Q (288.306240 sec): 3 clusters Score: Raw -10105755.847408 + Penalty 3648.390383 = -10102107.457025 nChanged 12 SP:Iteration 77Q (288.441429 sec): 3 clusters Score: Raw -10105758.041450 + Penalty 3648.390383 = -10102109.651068 nChanged 15 SP:Iteration 78Q (288.593243 sec): 3 clusters Score: Raw -10105760.609883 + Penalty 3648.390383 = -10102112.219501 nChanged 4 SP:Iteration 79Q (288.749245 sec): 3 clusters Score: Raw -10105761.596232 + Penalty 3648.390383 = -10102113.205849 nChanged 6 SP:Iteration 80F (288.918518 sec): 3 clusters Score: Raw -10105762.263018 + Penalty 3648.390383 = -10102113.872636 nChanged 8 SP:Iteration 81Q (289.063368 sec): 3 clusters Score: Raw -10105763.807268 + Penalty 3648.390383 = -10102115.416886 nChanged 6 SP:Iteration 82Q (289.207643 sec): 3 clusters Score: Raw -10105764.824205 + Penalty 3648.390383 = -10102116.433823 nChanged 9 SP:Iteration 83Q (289.353640 sec): 3 clusters Score: Raw -10105766.413802 + Penalty 3648.390383 = -10102118.023419 nChanged 13 SP:Iteration 84Q (289.503759 sec): 3 clusters Score: Raw -10105768.888095 + Penalty 3648.390383 = -10102120.497712 nChanged 10 SP:Iteration 85Q (289.667767 sec): 3 clusters Score: Raw -10105771.392024 + Penalty 3648.390383 = -10102123.001642 nChanged 13 SP:Iteration 86Q (289.818150 sec): 3 clusters Score: Raw -10105774.362478 + Penalty 3648.390383 = -10102125.972096 nChanged 14 SP:Iteration 87Q (289.959708 sec): 3 clusters Score: Raw -10105776.917844 + Penalty 3648.390383 = -10102128.527462 nChanged 13 SP:Iteration 88Q (290.111782 sec): 3 clusters Score: Raw -10105778.371402 + Penalty 3648.390383 = -10102129.981019 nChanged 10 SP:Iteration 89Q (290.272673 sec): 3 clusters Score: Raw -10105779.831958 + Penalty 3648.390383 = -10102131.441576 nChanged 10 SP:Iteration 90Q (290.412859 sec): 3 clusters Score: Raw -10105781.440487 + Penalty 3648.390383 = -10102133.050105 nChanged 5 SP:Iteration 91Q (290.568809 sec): 3 clusters Score: Raw -10105782.199348 + Penalty 3648.390383 = -10102133.808966 nChanged 6 SP:Iteration 92Q (290.709206 sec): 3 clusters Score: Raw -10105783.015926 + Penalty 3648.390383 = -10102134.625544 nChanged 5 SP:Iteration 93Q (290.865857 sec): 3 clusters Score: Raw -10105783.852174 + Penalty 3648.390383 = -10102135.461791 nChanged 4 SP:Iteration 94Q (291.011182 sec): 3 clusters Score: Raw -10105784.450106 + Penalty 3648.390383 = -10102136.059723 nChanged 3 SP:Iteration 95Q (291.164789 sec): 3 clusters Score: Raw -10105784.756971 + Penalty 3648.390383 = -10102136.366589 nChanged 2 SP:Iteration 96Q (291.294276 sec): 3 clusters Score: Raw -10105784.907288 + Penalty 3648.390383 = -10102136.516906 nChanged 0 SP:Iteration 97F (291.472274 sec): 3 clusters Score: Raw -10105784.907288 + Penalty 3648.390383 = -10102136.516906 nChanged 0 Trying to split cluster 8 (51719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (291.560828 sec): 2 clusters Score: Raw -6757603.301229 + Penalty 1763.706831 = -6755839.594398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (291.693091 sec): 3 clusters Score: Raw -6724680.177092 + Penalty 3527.413662 = -6721152.763430 nChanged 24409 SP:Iteration 1F (291.816353 sec): 3 clusters Score: Raw -6738914.078844 + Penalty 3527.413662 = -6735386.665182 nChanged 2436 SP:Iteration 2Q (291.960527 sec): 3 clusters Score: Raw -6739713.733457 + Penalty 3527.413662 = -6736186.319795 nChanged 2524 SP:Iteration 3Q (292.090278 sec): 3 clusters Score: Raw -6740642.524904 + Penalty 3527.413662 = -6737115.111242 nChanged 2643 SP:Iteration 4F (292.226108 sec): 3 clusters Score: Raw -6741739.204801 + Penalty 3527.413662 = -6738211.791139 nChanged 2808 SP:Iteration 5F (292.365558 sec): 3 clusters Score: Raw -6743071.038802 + Penalty 3527.413662 = -6739543.625140 nChanged 2907 SP:Iteration 6F (292.504419 sec): 3 clusters Score: Raw -6744631.041372 + Penalty 3527.413662 = -6741103.627711 nChanged 3023 SP:Iteration 7F (292.642739 sec): 3 clusters Score: Raw -6746488.670590 + Penalty 3527.413662 = -6742961.256929 nChanged 3113 SP:Iteration 8F (292.771074 sec): 3 clusters Score: Raw -6748741.761956 + Penalty 3527.413662 = -6745214.348295 nChanged 3128 SP:Iteration 9F (292.913847 sec): 3 clusters Score: Raw -6751192.188775 + Penalty 3527.413662 = -6747664.775113 nChanged 2731 SP:Iteration 10F (293.060307 sec): 3 clusters Score: Raw -6753439.624438 + Penalty 3527.413662 = -6749912.210776 nChanged 2118 SP:Iteration 11Q (293.191804 sec): 3 clusters Score: Raw -6755171.196756 + Penalty 3527.413662 = -6751643.783094 nChanged 1480 SP:Iteration 12Q (293.324786 sec): 3 clusters Score: Raw -6756346.025900 + Penalty 3527.413662 = -6752818.612239 nChanged 898 SP:Iteration 13Q (293.458596 sec): 3 clusters Score: Raw -6757029.619439 + Penalty 3527.413662 = -6753502.205777 nChanged 535 SP:Iteration 14Q (293.589046 sec): 3 clusters Score: Raw -6757442.359853 + Penalty 3527.413662 = -6753914.946192 nChanged 282 SP:Iteration 15Q (293.714209 sec): 3 clusters Score: Raw -6757647.312486 + Penalty 3527.413662 = -6754119.898824 nChanged 153 SP:Iteration 16Q (293.828340 sec): 3 clusters Score: Raw -6757759.764604 + Penalty 3527.413662 = -6754232.350942 nChanged 100 SP:Iteration 17Q (293.948030 sec): 3 clusters Score: Raw -6757834.972981 + Penalty 3527.413662 = -6754307.559319 nChanged 61 SP:Iteration 18Q (294.077579 sec): 3 clusters Score: Raw -6757874.165908 + Penalty 3527.413662 = -6754346.752246 nChanged 40 SP:Iteration 19Q (294.192774 sec): 3 clusters Score: Raw -6757897.667092 + Penalty 3527.413662 = -6754370.253430 nChanged 33 SP:Iteration 20F (294.328860 sec): 3 clusters Score: Raw -6757923.184540 + Penalty 3527.413662 = -6754395.770878 nChanged 27 SP:Iteration 21Q (294.459151 sec): 3 clusters Score: Raw -6757940.434647 + Penalty 3527.413662 = -6754413.020985 nChanged 29 SP:Iteration 22Q (294.580888 sec): 3 clusters Score: Raw -6757959.740916 + Penalty 3527.413662 = -6754432.327255 nChanged 25 SP:Iteration 23Q (294.702566 sec): 3 clusters Score: Raw -6757973.812525 + Penalty 3527.413662 = -6754446.398863 nChanged 13 SP:Iteration 24Q (294.824028 sec): 3 clusters Score: Raw -6757981.125522 + Penalty 3527.413662 = -6754453.711860 nChanged 14 SP:Iteration 25Q (294.945178 sec): 3 clusters Score: Raw -6757990.774092 + Penalty 3527.413662 = -6754463.360430 nChanged 5 SP:Iteration 26Q (295.066956 sec): 3 clusters Score: Raw -6757993.680993 + Penalty 3527.413662 = -6754466.267331 nChanged 8 SP:Iteration 27Q (295.176447 sec): 3 clusters Score: Raw -6757996.570391 + Penalty 3527.413662 = -6754469.156729 nChanged 9 SP:Iteration 28Q (295.310650 sec): 3 clusters Score: Raw -6758003.077083 + Penalty 3527.413662 = -6754475.663421 nChanged 11 SP:Iteration 29Q (295.420485 sec): 3 clusters Score: Raw -6758008.357931 + Penalty 3527.413662 = -6754480.944269 nChanged 7 SP:Iteration 30Q (295.542152 sec): 3 clusters Score: Raw -6758011.123650 + Penalty 3527.413662 = -6754483.709988 nChanged 4 SP:Iteration 31Q (295.676283 sec): 3 clusters Score: Raw -6758012.786244 + Penalty 3527.413662 = -6754485.372582 nChanged 3 SP:Iteration 32Q (295.786118 sec): 3 clusters Score: Raw -6758014.169249 + Penalty 3527.413662 = -6754486.755587 nChanged 2 SP:Iteration 33Q (295.906467 sec): 3 clusters Score: Raw -6758016.879436 + Penalty 3527.413662 = -6754489.465774 nChanged 4 SP:Iteration 34Q (296.028310 sec): 3 clusters Score: Raw -6758018.624282 + Penalty 3527.413662 = -6754491.210621 nChanged 3 SP:Iteration 35Q (296.150232 sec): 3 clusters Score: Raw -6758019.207107 + Penalty 3527.413662 = -6754491.793446 nChanged 1 SP:Iteration 36Q (296.275829 sec): 3 clusters Score: Raw -6758019.336533 + Penalty 3527.413662 = -6754491.922871 nChanged 0 SP:Iteration 37F (296.414856 sec): 3 clusters Score: Raw -6758019.336533 + Penalty 3527.413662 = -6754491.922871 nChanged 0 Trying to split cluster 9 (15817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (296.476748 sec): 2 clusters Score: Raw -2054847.442826 + Penalty 1571.186596 = -2053276.256230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (296.553746 sec): 3 clusters Score: Raw -2045638.940366 + Penalty 3142.373192 = -2042496.567174 nChanged 7042 SP:Iteration 1F (296.618547 sec): 3 clusters Score: Raw -2049580.153655 + Penalty 3142.373192 = -2046437.780463 nChanged 933 SP:Iteration 2F (296.702365 sec): 3 clusters Score: Raw -2049974.251120 + Penalty 3142.373192 = -2046831.877928 nChanged 915 SP:Iteration 3F (296.767186 sec): 3 clusters Score: Raw -2050397.742401 + Penalty 3142.373192 = -2047255.369209 nChanged 872 SP:Iteration 4F (296.847864 sec): 3 clusters Score: Raw -2050888.814094 + Penalty 3142.373192 = -2047746.440903 nChanged 930 SP:Iteration 5F (296.908622 sec): 3 clusters Score: Raw -2051491.182366 + Penalty 3142.373192 = -2048348.809174 nChanged 983 SP:Iteration 6F (296.979066 sec): 3 clusters Score: Raw -2052223.632556 + Penalty 3142.373192 = -2049081.259365 nChanged 916 SP:Iteration 7F (297.057838 sec): 3 clusters Score: Raw -2052950.045307 + Penalty 3142.373192 = -2049807.672116 nChanged 816 SP:Iteration 8F (297.133150 sec): 3 clusters Score: Raw -2053617.177097 + Penalty 3142.373192 = -2050474.803905 nChanged 636 SP:Iteration 9Q (297.209768 sec): 3 clusters Score: Raw -2054130.941218 + Penalty 3142.373192 = -2050988.568026 nChanged 437 SP:Iteration 10Q (297.285923 sec): 3 clusters Score: Raw -2054513.768644 + Penalty 3142.373192 = -2051371.395452 nChanged 306 SP:Iteration 11Q (297.361150 sec): 3 clusters Score: Raw -2054790.965870 + Penalty 3142.373192 = -2051648.592678 nChanged 177 SP:Iteration 12Q (297.425135 sec): 3 clusters Score: Raw -2054931.972354 + Penalty 3142.373192 = -2051789.599163 nChanged 114 SP:Iteration 13Q (297.498767 sec): 3 clusters Score: Raw -2055021.115327 + Penalty 3142.373192 = -2051878.742135 nChanged 67 SP:Iteration 14Q (297.579234 sec): 3 clusters Score: Raw -2055068.425804 + Penalty 3142.373192 = -2051926.052613 nChanged 54 SP:Iteration 15Q (297.647388 sec): 3 clusters Score: Raw -2055100.465748 + Penalty 3142.373192 = -2051958.092556 nChanged 38 SP:Iteration 16Q (297.714283 sec): 3 clusters Score: Raw -2055117.700323 + Penalty 3142.373192 = -2051975.327131 nChanged 18 SP:Iteration 17Q (297.774569 sec): 3 clusters Score: Raw -2055125.787818 + Penalty 3142.373192 = -2051983.414626 nChanged 14 SP:Iteration 18Q (297.840609 sec): 3 clusters Score: Raw -2055132.716554 + Penalty 3142.373192 = -2051990.343362 nChanged 16 SP:Iteration 19Q (297.922559 sec): 3 clusters Score: Raw -2055139.905148 + Penalty 3142.373192 = -2051997.531956 nChanged 8 SP:Iteration 20F (297.997444 sec): 3 clusters Score: Raw -2055143.372229 + Penalty 3142.373192 = -2052000.999037 nChanged 7 SP:Iteration 21Q (298.045065 sec): 3 clusters Score: Raw -2055146.259333 + Penalty 3142.373192 = -2052003.886141 nChanged 5 SP:Iteration 22Q (298.111397 sec): 3 clusters Score: Raw -2055148.189781 + Penalty 3142.373192 = -2052005.816590 nChanged 2 SP:Iteration 23Q (298.181331 sec): 3 clusters Score: Raw -2055148.787979 + Penalty 3142.373192 = -2052006.414787 nChanged 1 SP:Iteration 24Q (298.251080 sec): 3 clusters Score: Raw -2055148.883420 + Penalty 3142.373192 = -2052006.510229 nChanged 0 SP:Iteration 25F (298.324867 sec): 3 clusters Score: Raw -2055148.883420 + Penalty 3142.373192 = -2052006.510229 nChanged 0 Trying to split cluster 10 (2418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.349698 sec): 2 clusters Score: Raw -305834.991337 + Penalty 1265.988105 = -304569.003232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.402435 sec): 3 clusters Score: Raw -304766.930941 + Penalty 2531.976210 = -302234.954731 nChanged 857 SP:Iteration 1F (298.446717 sec): 3 clusters Score: Raw -305332.839068 + Penalty 2531.976210 = -302800.862858 nChanged 213 SP:Iteration 2F (298.499062 sec): 3 clusters Score: Raw -305534.441518 + Penalty 2531.976210 = -303002.465308 nChanged 166 SP:Iteration 3F (298.540837 sec): 3 clusters Score: Raw -305719.925090 + Penalty 2531.976210 = -303187.948880 nChanged 156 SP:Iteration 4F (298.592793 sec): 3 clusters Score: Raw -305878.654187 + Penalty 2531.976210 = -303346.677977 nChanged 120 SP:Iteration 5Q (298.652839 sec): 3 clusters Score: Raw -306013.637528 + Penalty 2531.976210 = -303481.661318 nChanged 117 SP:Iteration 6Q (298.691142 sec): 3 clusters Score: Raw -306130.659198 + Penalty 2531.976210 = -303598.682988 nChanged 102 SP:Iteration 7Q (298.742996 sec): 3 clusters Score: Raw -306229.425928 + Penalty 2531.976210 = -303697.449718 nChanged 83 SP:Iteration 8Q (298.787206 sec): 3 clusters Score: Raw -306311.201966 + Penalty 2531.976210 = -303779.225756 nChanged 63 SP:Iteration 9Q (298.839017 sec): 3 clusters Score: Raw -306365.876608 + Penalty 2531.976210 = -303833.900398 nChanged 38 SP:Iteration 10Q (298.887112 sec): 3 clusters Score: Raw -306387.880142 + Penalty 2531.976210 = -303855.903932 nChanged 28 SP:Iteration 11Q (298.938670 sec): 3 clusters Score: Raw -306403.917388 + Penalty 2531.976210 = -303871.941178 nChanged 26 SP:Iteration 12Q (298.990629 sec): 3 clusters Score: Raw -306419.635165 + Penalty 2531.976210 = -303887.658954 nChanged 12 SP:Iteration 13Q (299.037507 sec): 3 clusters Score: Raw -306425.947290 + Penalty 2531.976210 = -303893.971080 nChanged 7 SP:Iteration 14Q (299.090314 sec): 3 clusters Score: Raw -306429.238608 + Penalty 2531.976210 = -303897.262398 nChanged 7 SP:Iteration 15Q (299.135813 sec): 3 clusters Score: Raw -306431.806717 + Penalty 2531.976210 = -303899.830507 nChanged 9 SP:Iteration 16Q (299.187570 sec): 3 clusters Score: Raw -306435.531551 + Penalty 2531.976210 = -303903.555341 nChanged 6 SP:Iteration 17Q (299.239211 sec): 3 clusters Score: Raw -306438.851491 + Penalty 2531.976210 = -303906.875281 nChanged 8 SP:Iteration 18Q (299.283767 sec): 3 clusters Score: Raw -306441.949577 + Penalty 2531.976210 = -303909.973367 nChanged 8 SP:Iteration 19Q (299.335484 sec): 3 clusters Score: Raw -306444.719013 + Penalty 2531.976210 = -303912.742803 nChanged 10 SP:Iteration 20F (299.383606 sec): 3 clusters Score: Raw -306449.672077 + Penalty 2531.976210 = -303917.695867 nChanged 12 SP:Iteration 21Q (299.435359 sec): 3 clusters Score: Raw -306457.041162 + Penalty 2531.976210 = -303925.064952 nChanged 10 SP:Iteration 22Q (299.487007 sec): 3 clusters Score: Raw -306463.653008 + Penalty 2531.976210 = -303931.676798 nChanged 16 SP:Iteration 23Q (299.535266 sec): 3 clusters Score: Raw -306474.637622 + Penalty 2531.976210 = -303942.661412 nChanged 13 SP:Iteration 24Q (299.592989 sec): 3 clusters Score: Raw -306487.921288 + Penalty 2531.976210 = -303955.945078 nChanged 18 SP:Iteration 25Q (299.639046 sec): 3 clusters Score: Raw -306507.211706 + Penalty 2531.976210 = -303975.235496 nChanged 24 SP:Iteration 26Q (299.687720 sec): 3 clusters Score: Raw -306541.359502 + Penalty 2531.976210 = -304009.383292 nChanged 42 SP:Iteration 27Q (299.740476 sec): 3 clusters Score: Raw -306661.642380 + Penalty 2531.976210 = -304129.666170 nChanged 66 SP:Iteration 28Q (299.793184 sec): 3 clusters Score: Raw -306883.832511 + Penalty 2531.976210 = -304351.856301 nChanged 75 SP:Iteration 29Q (299.845237 sec): 3 clusters Score: Raw -307018.521788 + Penalty 2531.976210 = -304486.545578 nChanged 54 SP:Iteration 30Q (299.897409 sec): 3 clusters Score: Raw -307065.624511 + Penalty 2531.976210 = -304533.648300 nChanged 35 SP:Iteration 31Q (299.937629 sec): 3 clusters Score: Raw -307088.627247 + Penalty 2531.976210 = -304556.651037 nChanged 27 SP:Iteration 32Q (299.989655 sec): 3 clusters Score: Raw -307100.808345 + Penalty 2531.976210 = -304568.832135 nChanged 18 SP:Iteration 33Q (300.042026 sec): 3 clusters Score: Raw -307107.414912 + Penalty 2531.976210 = -304575.438702 nChanged 7 SP:Iteration 34Q (300.094237 sec): 3 clusters Score: Raw -307110.296892 + Penalty 2531.976210 = -304578.320681 nChanged 9 SP:Iteration 35Q (300.146340 sec): 3 clusters Score: Raw -307114.875312 + Penalty 2531.976210 = -304582.899102 nChanged 3 SP:Iteration 36Q (300.198410 sec): 3 clusters Score: Raw -307116.140907 + Penalty 2531.976210 = -304584.164697 nChanged 3 SP:Iteration 37Q (300.243668 sec): 3 clusters Score: Raw -307117.719765 + Penalty 2531.976210 = -304585.743555 nChanged 3 SP:Iteration 38Q (300.294992 sec): 3 clusters Score: Raw -307118.420124 + Penalty 2531.976210 = -304586.443914 nChanged 1 SP:Iteration 39Q (300.347888 sec): 3 clusters Score: Raw -307118.520776 + Penalty 2531.976210 = -304586.544566 nChanged 1 SP:Iteration 40F (300.387366 sec): 3 clusters Score: Raw -307118.704518 + Penalty 2531.976210 = -304586.728308 nChanged 0 Score: Raw -57355332.349324 + Penalty 35857.160688 = -57319475.188637 Splitting cluster 10 changes total score from -57313560.003103 to -57319475.188637 So it's getting split into cluster 15. Trying to split cluster 11 (9413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (305.533749 sec): 2 clusters Score: Raw -1282611.966493 + Penalty 1486.850136 = -1281125.116357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (305.573847 sec): 3 clusters Score: Raw -1277246.261378 + Penalty 2973.700272 = -1274272.561106 nChanged 4062 SP:Iteration 1F (305.638451 sec): 3 clusters Score: Raw -1279457.205494 + Penalty 2973.700272 = -1276483.505222 nChanged 603 SP:Iteration 2F (305.696562 sec): 3 clusters Score: Raw -1279768.515460 + Penalty 2973.700272 = -1276794.815188 nChanged 549 SP:Iteration 3F (305.756074 sec): 3 clusters Score: Raw -1280068.634321 + Penalty 2973.700272 = -1277094.934049 nChanged 479 SP:Iteration 4F (305.818915 sec): 3 clusters Score: Raw -1280372.053153 + Penalty 2973.700272 = -1277398.352881 nChanged 479 SP:Iteration 5F (305.876326 sec): 3 clusters Score: Raw -1280700.117704 + Penalty 2973.700272 = -1277726.417432 nChanged 428 SP:Iteration 6Q (305.939703 sec): 3 clusters Score: Raw -1281013.501401 + Penalty 2973.700272 = -1278039.801129 nChanged 430 SP:Iteration 7Q (306.003177 sec): 3 clusters Score: Raw -1281315.928658 + Penalty 2973.700272 = -1278342.228386 nChanged 377 SP:Iteration 8Q (306.075157 sec): 3 clusters Score: Raw -1281547.199909 + Penalty 2973.700272 = -1278573.499637 nChanged 326 SP:Iteration 9Q (306.115464 sec): 3 clusters Score: Raw -1281764.578636 + Penalty 2973.700272 = -1278790.878363 nChanged 321 SP:Iteration 10Q (306.178397 sec): 3 clusters Score: Raw -1281944.857047 + Penalty 2973.700272 = -1278971.156775 nChanged 289 SP:Iteration 11Q (306.235552 sec): 3 clusters Score: Raw -1282102.507820 + Penalty 2973.700272 = -1279128.807548 nChanged 300 SP:Iteration 12Q (306.298800 sec): 3 clusters Score: Raw -1282259.853732 + Penalty 2973.700272 = -1279286.153459 nChanged 250 SP:Iteration 13Q (306.360506 sec): 3 clusters Score: Raw -1282379.580409 + Penalty 2973.700272 = -1279405.880137 nChanged 197 SP:Iteration 14Q (306.423536 sec): 3 clusters Score: Raw -1282463.546941 + Penalty 2973.700272 = -1279489.846669 nChanged 150 SP:Iteration 15Q (306.483398 sec): 3 clusters Score: Raw -1282511.640068 + Penalty 2973.700272 = -1279537.939796 nChanged 114 SP:Iteration 16Q (306.543054 sec): 3 clusters Score: Raw -1282542.036945 + Penalty 2973.700272 = -1279568.336673 nChanged 77 SP:Iteration 17Q (306.599894 sec): 3 clusters Score: Raw -1282559.161971 + Penalty 2973.700272 = -1279585.461699 nChanged 64 SP:Iteration 18Q (306.662634 sec): 3 clusters Score: Raw -1282574.340163 + Penalty 2973.700272 = -1279600.639891 nChanged 54 SP:Iteration 19Q (306.725248 sec): 3 clusters Score: Raw -1282585.774101 + Penalty 2973.700272 = -1279612.073829 nChanged 52 SP:Iteration 20F (306.788522 sec): 3 clusters Score: Raw -1282596.361888 + Penalty 2973.700272 = -1279622.661616 nChanged 44 SP:Iteration 21Q (306.858685 sec): 3 clusters Score: Raw -1282606.002804 + Penalty 2973.700272 = -1279632.302531 nChanged 46 SP:Iteration 22Q (306.901892 sec): 3 clusters Score: Raw -1282614.557373 + Penalty 2973.700272 = -1279640.857101 nChanged 36 SP:Iteration 23Q (306.959444 sec): 3 clusters Score: Raw -1282621.652160 + Penalty 2973.700272 = -1279647.951888 nChanged 28 SP:Iteration 24Q (307.032614 sec): 3 clusters Score: Raw -1282626.908507 + Penalty 2973.700272 = -1279653.208235 nChanged 27 SP:Iteration 25Q (307.083610 sec): 3 clusters Score: Raw -1282631.390820 + Penalty 2973.700272 = -1279657.690548 nChanged 23 SP:Iteration 26Q (307.146146 sec): 3 clusters Score: Raw -1282635.856622 + Penalty 2973.700272 = -1279662.156350 nChanged 34 SP:Iteration 27Q (307.208363 sec): 3 clusters Score: Raw -1282644.955188 + Penalty 2973.700272 = -1279671.254916 nChanged 46 SP:Iteration 28Q (307.264570 sec): 3 clusters Score: Raw -1282656.680247 + Penalty 2973.700272 = -1279682.979975 nChanged 43 SP:Iteration 29Q (307.327058 sec): 3 clusters Score: Raw -1282666.866794 + Penalty 2973.700272 = -1279693.166522 nChanged 51 SP:Iteration 30Q (307.395259 sec): 3 clusters Score: Raw -1282679.032550 + Penalty 2973.700272 = -1279705.332277 nChanged 54 SP:Iteration 31Q (307.445805 sec): 3 clusters Score: Raw -1282689.446976 + Penalty 2973.700272 = -1279715.746703 nChanged 53 SP:Iteration 32Q (307.508222 sec): 3 clusters Score: Raw -1282702.481866 + Penalty 2973.700272 = -1279728.781593 nChanged 48 SP:Iteration 33Q (307.570649 sec): 3 clusters Score: Raw -1282712.668000 + Penalty 2973.700272 = -1279738.967728 nChanged 58 SP:Iteration 34Q (307.633320 sec): 3 clusters Score: Raw -1282726.053185 + Penalty 2973.700272 = -1279752.352913 nChanged 67 SP:Iteration 35Q (307.695968 sec): 3 clusters Score: Raw -1282743.025032 + Penalty 2973.700272 = -1279769.324759 nChanged 66 SP:Iteration 36Q (307.758570 sec): 3 clusters Score: Raw -1282759.705893 + Penalty 2973.700272 = -1279786.005620 nChanged 51 SP:Iteration 37Q (307.819242 sec): 3 clusters Score: Raw -1282771.454333 + Penalty 2973.700272 = -1279797.754060 nChanged 41 SP:Iteration 38Q (307.881566 sec): 3 clusters Score: Raw -1282780.000922 + Penalty 2973.700272 = -1279806.300649 nChanged 45 SP:Iteration 39Q (307.943923 sec): 3 clusters Score: Raw -1282789.277544 + Penalty 2973.700272 = -1279815.577272 nChanged 54 SP:Iteration 40F (308.007285 sec): 3 clusters Score: Raw -1282803.150322 + Penalty 2973.700272 = -1279829.450050 nChanged 54 SP:Iteration 41Q (308.069779 sec): 3 clusters Score: Raw -1282819.178186 + Penalty 2973.700272 = -1279845.477914 nChanged 67 SP:Iteration 42Q (308.143130 sec): 3 clusters Score: Raw -1282835.100780 + Penalty 2973.700272 = -1279861.400508 nChanged 62 SP:Iteration 43Q (308.188905 sec): 3 clusters Score: Raw -1282850.630933 + Penalty 2973.700272 = -1279876.930660 nChanged 57 SP:Iteration 44Q (308.251593 sec): 3 clusters Score: Raw -1282864.234483 + Penalty 2973.700272 = -1279890.534211 nChanged 55 SP:Iteration 45Q (308.308923 sec): 3 clusters Score: Raw -1282876.988966 + Penalty 2973.700272 = -1279903.288694 nChanged 57 SP:Iteration 46Q (308.382758 sec): 3 clusters Score: Raw -1282892.505440 + Penalty 2973.700272 = -1279918.805168 nChanged 67 SP:Iteration 47Q (308.436484 sec): 3 clusters Score: Raw -1282912.022300 + Penalty 2973.700272 = -1279938.322027 nChanged 76 SP:Iteration 48Q (308.498759 sec): 3 clusters Score: Raw -1282934.228356 + Penalty 2973.700272 = -1279960.528083 nChanged 71 SP:Iteration 49Q (308.549981 sec): 3 clusters Score: Raw -1282953.484546 + Penalty 2973.700272 = -1279979.784273 nChanged 67 SP:Iteration 50Q (308.612832 sec): 3 clusters Score: Raw -1282971.822468 + Penalty 2973.700272 = -1279998.122195 nChanged 65 SP:Iteration 51Q (308.675640 sec): 3 clusters Score: Raw -1282989.309389 + Penalty 2973.700272 = -1280015.609117 nChanged 67 SP:Iteration 52Q (308.746022 sec): 3 clusters Score: Raw -1283006.380467 + Penalty 2973.700272 = -1280032.680195 nChanged 74 SP:Iteration 53Q (308.809107 sec): 3 clusters Score: Raw -1283027.878548 + Penalty 2973.700272 = -1280054.178276 nChanged 84 SP:Iteration 54Q (308.854216 sec): 3 clusters Score: Raw -1283053.000768 + Penalty 2973.700272 = -1280079.300496 nChanged 93 SP:Iteration 55Q (308.917246 sec): 3 clusters Score: Raw -1283075.694920 + Penalty 2973.700272 = -1280101.994647 nChanged 73 SP:Iteration 56Q (308.979946 sec): 3 clusters Score: Raw -1283095.536059 + Penalty 2973.700272 = -1280121.835787 nChanged 69 SP:Iteration 57Q (309.042772 sec): 3 clusters Score: Raw -1283111.951375 + Penalty 2973.700272 = -1280138.251103 nChanged 54 SP:Iteration 58Q (309.101748 sec): 3 clusters Score: Raw -1283124.775836 + Penalty 2973.700272 = -1280151.075564 nChanged 48 SP:Iteration 59Q (309.164369 sec): 3 clusters Score: Raw -1283135.012679 + Penalty 2973.700272 = -1280161.312407 nChanged 54 SP:Iteration 60F (309.227955 sec): 3 clusters Score: Raw -1283147.145982 + Penalty 2973.700272 = -1280173.445710 nChanged 53 SP:Iteration 61Q (309.291348 sec): 3 clusters Score: Raw -1283160.322121 + Penalty 2973.700272 = -1280186.621849 nChanged 51 SP:Iteration 62Q (309.353858 sec): 3 clusters Score: Raw -1283173.221854 + Penalty 2973.700272 = -1280199.521581 nChanged 52 SP:Iteration 63Q (309.427302 sec): 3 clusters Score: Raw -1283186.404371 + Penalty 2973.700272 = -1280212.704099 nChanged 59 SP:Iteration 64Q (309.474155 sec): 3 clusters Score: Raw -1283205.223861 + Penalty 2973.700272 = -1280231.523589 nChanged 64 SP:Iteration 65Q (309.536146 sec): 3 clusters Score: Raw -1283223.213165 + Penalty 2973.700272 = -1280249.512893 nChanged 66 SP:Iteration 66Q (309.566736 sec): 3 clusters Score: Raw -1283242.112392 + Penalty 2973.700272 = -1280268.412120 nChanged 77 SP:Iteration 67Q (309.629705 sec): 3 clusters Score: Raw -1283266.788258 + Penalty 2973.700272 = -1280293.087986 nChanged 83 SP:Iteration 68Q (309.685319 sec): 3 clusters Score: Raw -1283292.515586 + Penalty 2973.700272 = -1280318.815313 nChanged 66 SP:Iteration 69Q (309.741835 sec): 3 clusters Score: Raw -1283312.773846 + Penalty 2973.700272 = -1280339.073574 nChanged 65 SP:Iteration 70Q (309.805253 sec): 3 clusters Score: Raw -1283333.842647 + Penalty 2973.700272 = -1280360.142375 nChanged 67 SP:Iteration 71Q (309.867237 sec): 3 clusters Score: Raw -1283352.744774 + Penalty 2973.700272 = -1280379.044502 nChanged 68 SP:Iteration 72Q (309.925191 sec): 3 clusters Score: Raw -1283371.629479 + Penalty 2973.700272 = -1280397.929207 nChanged 62 SP:Iteration 73Q (309.987871 sec): 3 clusters Score: Raw -1283388.070157 + Penalty 2973.700272 = -1280414.369885 nChanged 48 SP:Iteration 74Q (310.049751 sec): 3 clusters Score: Raw -1283403.627358 + Penalty 2973.700272 = -1280429.927085 nChanged 59 SP:Iteration 75Q (310.111776 sec): 3 clusters Score: Raw -1283421.797027 + Penalty 2973.700272 = -1280448.096755 nChanged 54 SP:Iteration 76Q (310.174444 sec): 3 clusters Score: Raw -1283434.882231 + Penalty 2973.700272 = -1280461.181959 nChanged 51 SP:Iteration 77Q (310.235502 sec): 3 clusters Score: Raw -1283453.766095 + Penalty 2973.700272 = -1280480.065823 nChanged 49 SP:Iteration 78Q (310.297751 sec): 3 clusters Score: Raw -1283467.635669 + Penalty 2973.700272 = -1280493.935397 nChanged 51 SP:Iteration 79Q (310.357070 sec): 3 clusters Score: Raw -1283483.406586 + Penalty 2973.700272 = -1280509.706314 nChanged 46 SP:Iteration 80F (310.431170 sec): 3 clusters Score: Raw -1283496.252209 + Penalty 2973.700272 = -1280522.551937 nChanged 50 SP:Iteration 81Q (310.483330 sec): 3 clusters Score: Raw -1283510.192007 + Penalty 2973.700272 = -1280536.491735 nChanged 49 SP:Iteration 82Q (310.533685 sec): 3 clusters Score: Raw -1283528.254583 + Penalty 2973.700272 = -1280554.554311 nChanged 48 SP:Iteration 83Q (310.587301 sec): 3 clusters Score: Raw -1283541.612674 + Penalty 2973.700272 = -1280567.912402 nChanged 40 SP:Iteration 84Q (310.646236 sec): 3 clusters Score: Raw -1283554.653354 + Penalty 2973.700272 = -1280580.953082 nChanged 45 SP:Iteration 85Q (310.704998 sec): 3 clusters Score: Raw -1283567.087756 + Penalty 2973.700272 = -1280593.387484 nChanged 40 SP:Iteration 86Q (310.767355 sec): 3 clusters Score: Raw -1283577.198697 + Penalty 2973.700272 = -1280603.498425 nChanged 31 SP:Iteration 87Q (310.829009 sec): 3 clusters Score: Raw -1283584.479340 + Penalty 2973.700272 = -1280610.779068 nChanged 20 SP:Iteration 88Q (310.890826 sec): 3 clusters Score: Raw -1283588.484149 + Penalty 2973.700272 = -1280614.783877 nChanged 14 SP:Iteration 89Q (310.951398 sec): 3 clusters Score: Raw -1283591.059019 + Penalty 2973.700272 = -1280617.358746 nChanged 7 SP:Iteration 90Q (311.012968 sec): 3 clusters Score: Raw -1283592.044258 + Penalty 2973.700272 = -1280618.343986 nChanged 5 SP:Iteration 91Q (311.073941 sec): 3 clusters Score: Raw -1283592.943772 + Penalty 2973.700272 = -1280619.243499 nChanged 8 SP:Iteration 92Q (311.146776 sec): 3 clusters Score: Raw -1283594.244144 + Penalty 2973.700272 = -1280620.543871 nChanged 9 SP:Iteration 93Q (311.197117 sec): 3 clusters Score: Raw -1283595.663195 + Penalty 2973.700272 = -1280621.962923 nChanged 7 SP:Iteration 94Q (311.263301 sec): 3 clusters Score: Raw -1283597.199929 + Penalty 2973.700272 = -1280623.499657 nChanged 12 SP:Iteration 95Q (311.303140 sec): 3 clusters Score: Raw -1283598.937098 + Penalty 2973.700272 = -1280625.236826 nChanged 7 SP:Iteration 96Q (311.364761 sec): 3 clusters Score: Raw -1283599.752045 + Penalty 2973.700272 = -1280626.051772 nChanged 5 SP:Iteration 97Q (311.425190 sec): 3 clusters Score: Raw -1283600.689435 + Penalty 2973.700272 = -1280626.989162 nChanged 2 SP:Iteration 98Q (311.487230 sec): 3 clusters Score: Raw -1283600.850163 + Penalty 2973.700272 = -1280627.149891 nChanged 1 SP:Iteration 99Q (311.550209 sec): 3 clusters Score: Raw -1283600.969769 + Penalty 2973.700272 = -1280627.269496 nChanged 1 SP:Iteration 100F (311.613855 sec): 3 clusters Score: Raw -1283601.259725 + Penalty 2973.700272 = -1280627.559453 nChanged 2 SP:Iteration 101Q (311.676410 sec): 3 clusters Score: Raw -1283602.308339 + Penalty 2973.700272 = -1280628.608067 nChanged 5 SP:Iteration 102Q (311.734063 sec): 3 clusters Score: Raw -1283603.368765 + Penalty 2973.700272 = -1280629.668493 nChanged 6 SP:Iteration 103Q (311.803205 sec): 3 clusters Score: Raw -1283604.969535 + Penalty 2973.700272 = -1280631.269263 nChanged 7 SP:Iteration 104Q (311.854661 sec): 3 clusters Score: Raw -1283606.965425 + Penalty 2973.700272 = -1280633.265153 nChanged 9 SP:Iteration 105Q (311.916218 sec): 3 clusters Score: Raw -1283609.186481 + Penalty 2973.700272 = -1280635.486209 nChanged 11 SP:Iteration 106Q (311.977337 sec): 3 clusters Score: Raw -1283611.447937 + Penalty 2973.700272 = -1280637.747665 nChanged 14 SP:Iteration 107Q (312.039706 sec): 3 clusters Score: Raw -1283614.234344 + Penalty 2973.700272 = -1280640.534072 nChanged 18 SP:Iteration 108Q (312.101865 sec): 3 clusters Score: Raw -1283620.095506 + Penalty 2973.700272 = -1280646.395234 nChanged 26 SP:Iteration 109Q (312.165281 sec): 3 clusters Score: Raw -1283625.801576 + Penalty 2973.700272 = -1280652.101304 nChanged 21 SP:Iteration 110Q (312.216842 sec): 3 clusters Score: Raw -1283631.362452 + Penalty 2973.700272 = -1280657.662180 nChanged 23 SP:Iteration 111Q (312.278213 sec): 3 clusters Score: Raw -1283637.559665 + Penalty 2973.700272 = -1280663.859392 nChanged 20 SP:Iteration 112Q (312.340537 sec): 3 clusters Score: Raw -1283642.010804 + Penalty 2973.700272 = -1280668.310532 nChanged 14 SP:Iteration 113Q (312.401427 sec): 3 clusters Score: Raw -1283645.973756 + Penalty 2973.700272 = -1280672.273483 nChanged 18 SP:Iteration 114Q (312.464496 sec): 3 clusters Score: Raw -1283651.060822 + Penalty 2973.700272 = -1280677.360550 nChanged 21 SP:Iteration 115Q (312.526781 sec): 3 clusters Score: Raw -1283655.989838 + Penalty 2973.700272 = -1280682.289566 nChanged 11 SP:Iteration 116Q (312.590187 sec): 3 clusters Score: Raw -1283658.870784 + Penalty 2973.700272 = -1280685.170512 nChanged 10 SP:Iteration 117Q (312.635848 sec): 3 clusters Score: Raw -1283660.876937 + Penalty 2973.700272 = -1280687.176665 nChanged 8 SP:Iteration 118Q (312.700125 sec): 3 clusters Score: Raw -1283662.496140 + Penalty 2973.700272 = -1280688.795867 nChanged 8 SP:Iteration 119Q (312.755661 sec): 3 clusters Score: Raw -1283663.900677 + Penalty 2973.700272 = -1280690.200405 nChanged 9 SP:Iteration 120F (312.816479 sec): 3 clusters Score: Raw -1283665.348999 + Penalty 2973.700272 = -1280691.648727 nChanged 9 SP:Iteration 121Q (312.878415 sec): 3 clusters Score: Raw -1283667.544944 + Penalty 2973.700272 = -1280693.844671 nChanged 7 SP:Iteration 122Q (312.935060 sec): 3 clusters Score: Raw -1283669.052239 + Penalty 2973.700272 = -1280695.351966 nChanged 6 SP:Iteration 123Q (312.983512 sec): 3 clusters Score: Raw -1283670.499386 + Penalty 2973.700272 = -1280696.799114 nChanged 4 SP:Iteration 124Q (313.036151 sec): 3 clusters Score: Raw -1283671.489924 + Penalty 2973.700272 = -1280697.789652 nChanged 6 SP:Iteration 125Q (313.099831 sec): 3 clusters Score: Raw -1283672.418148 + Penalty 2973.700272 = -1280698.717876 nChanged 5 SP:Iteration 126Q (313.160125 sec): 3 clusters Score: Raw -1283673.435602 + Penalty 2973.700272 = -1280699.735330 nChanged 7 SP:Iteration 127Q (313.211721 sec): 3 clusters Score: Raw -1283675.305472 + Penalty 2973.700272 = -1280701.605200 nChanged 5 SP:Iteration 128Q (313.266485 sec): 3 clusters Score: Raw -1283676.337891 + Penalty 2973.700272 = -1280702.637618 nChanged 5 SP:Iteration 129Q (313.335378 sec): 3 clusters Score: Raw -1283677.444358 + Penalty 2973.700272 = -1280703.744085 nChanged 4 SP:Iteration 130Q (313.394337 sec): 3 clusters Score: Raw -1283678.230124 + Penalty 2973.700272 = -1280704.529851 nChanged 3 SP:Iteration 131Q (313.449168 sec): 3 clusters Score: Raw -1283679.175509 + Penalty 2973.700272 = -1280705.475237 nChanged 2 SP:Iteration 132Q (313.511055 sec): 3 clusters Score: Raw -1283679.773997 + Penalty 2973.700272 = -1280706.073724 nChanged 3 SP:Iteration 133Q (313.582317 sec): 3 clusters Score: Raw -1283680.186466 + Penalty 2973.700272 = -1280706.486194 nChanged 2 SP:Iteration 134Q (313.640463 sec): 3 clusters Score: Raw -1283680.369644 + Penalty 2973.700272 = -1280706.669372 nChanged 1 SP:Iteration 135Q (313.700639 sec): 3 clusters Score: Raw -1283680.486213 + Penalty 2973.700272 = -1280706.785941 nChanged 0 SP:Iteration 136F (313.754872 sec): 3 clusters Score: Raw -1283680.486213 + Penalty 2973.700272 = -1280706.785941 nChanged 0 Trying to split cluster 12 (10601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.784427 sec): 2 clusters Score: Raw -1419393.774550 + Penalty 1506.164337 = -1417887.610213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.849911 sec): 3 clusters Score: Raw -1413345.479663 + Penalty 3012.328675 = -1410333.150988 nChanged 4579 SP:Iteration 1F (313.902121 sec): 3 clusters Score: Raw -1415849.677614 + Penalty 3012.328675 = -1412837.348939 nChanged 654 SP:Iteration 2F (313.969276 sec): 3 clusters Score: Raw -1416187.635153 + Penalty 3012.328675 = -1413175.306478 nChanged 611 SP:Iteration 3F (314.042397 sec): 3 clusters Score: Raw -1416520.893270 + Penalty 3012.328675 = -1413508.564595 nChanged 576 SP:Iteration 4F (314.110750 sec): 3 clusters Score: Raw -1416829.291241 + Penalty 3012.328675 = -1413816.962566 nChanged 540 SP:Iteration 5F (314.175085 sec): 3 clusters Score: Raw -1417130.678531 + Penalty 3012.328675 = -1414118.349856 nChanged 527 SP:Iteration 6Q (314.242367 sec): 3 clusters Score: Raw -1417469.779300 + Penalty 3012.328675 = -1414457.450625 nChanged 530 SP:Iteration 7Q (314.299882 sec): 3 clusters Score: Raw -1417822.148900 + Penalty 3012.328675 = -1414809.820225 nChanged 498 SP:Iteration 8Q (314.372612 sec): 3 clusters Score: Raw -1418181.423690 + Penalty 3012.328675 = -1415169.095015 nChanged 464 SP:Iteration 9Q (314.431119 sec): 3 clusters Score: Raw -1418525.974324 + Penalty 3012.328675 = -1415513.645649 nChanged 423 SP:Iteration 10Q (314.504341 sec): 3 clusters Score: Raw -1418846.399634 + Penalty 3012.328675 = -1415834.070959 nChanged 310 SP:Iteration 11Q (314.564517 sec): 3 clusters Score: Raw -1419090.056392 + Penalty 3012.328675 = -1416077.727717 nChanged 251 SP:Iteration 12Q (314.640305 sec): 3 clusters Score: Raw -1419295.999216 + Penalty 3012.328675 = -1416283.670541 nChanged 185 SP:Iteration 13Q (314.696509 sec): 3 clusters Score: Raw -1419436.221635 + Penalty 3012.328675 = -1416423.892960 nChanged 133 SP:Iteration 14Q (314.768907 sec): 3 clusters Score: Raw -1419527.002830 + Penalty 3012.328675 = -1416514.674155 nChanged 89 SP:Iteration 15Q (314.824502 sec): 3 clusters Score: Raw -1419571.765914 + Penalty 3012.328675 = -1416559.437239 nChanged 54 SP:Iteration 16Q (314.888419 sec): 3 clusters Score: Raw -1419598.767380 + Penalty 3012.328675 = -1416586.438705 nChanged 46 SP:Iteration 17Q (314.963006 sec): 3 clusters Score: Raw -1419624.357662 + Penalty 3012.328675 = -1416612.028987 nChanged 35 SP:Iteration 18Q (315.027915 sec): 3 clusters Score: Raw -1419640.151560 + Penalty 3012.328675 = -1416627.822885 nChanged 30 SP:Iteration 19Q (315.080654 sec): 3 clusters Score: Raw -1419655.139193 + Penalty 3012.328675 = -1416642.810518 nChanged 27 SP:Iteration 20F (315.145571 sec): 3 clusters Score: Raw -1419669.557292 + Penalty 3012.328675 = -1416657.228618 nChanged 25 SP:Iteration 21Q (315.207455 sec): 3 clusters Score: Raw -1419682.568931 + Penalty 3012.328675 = -1416670.240256 nChanged 20 SP:Iteration 22Q (315.281324 sec): 3 clusters Score: Raw -1419691.938266 + Penalty 3012.328675 = -1416679.609591 nChanged 9 SP:Iteration 23Q (315.329427 sec): 3 clusters Score: Raw -1419694.558791 + Penalty 3012.328675 = -1416682.230116 nChanged 8 SP:Iteration 24Q (315.403768 sec): 3 clusters Score: Raw -1419696.527782 + Penalty 3012.328675 = -1416684.199107 nChanged 7 SP:Iteration 25Q (315.463838 sec): 3 clusters Score: Raw -1419698.583607 + Penalty 3012.328675 = -1416686.254932 nChanged 5 SP:Iteration 26Q (315.522946 sec): 3 clusters Score: Raw -1419701.242993 + Penalty 3012.328675 = -1416688.914318 nChanged 3 SP:Iteration 27Q (315.587398 sec): 3 clusters Score: Raw -1419702.376408 + Penalty 3012.328675 = -1416690.047733 nChanged 4 SP:Iteration 28Q (315.651037 sec): 3 clusters Score: Raw -1419703.872936 + Penalty 3012.328675 = -1416691.544261 nChanged 4 SP:Iteration 29Q (315.699915 sec): 3 clusters Score: Raw -1419705.379222 + Penalty 3012.328675 = -1416693.050547 nChanged 5 SP:Iteration 30Q (315.767713 sec): 3 clusters Score: Raw -1419706.992622 + Penalty 3012.328675 = -1416694.663947 nChanged 4 SP:Iteration 31Q (315.828745 sec): 3 clusters Score: Raw -1419708.796810 + Penalty 3012.328675 = -1416696.468135 nChanged 0 SP:Iteration 32F (315.882198 sec): 3 clusters Score: Raw -1419708.796810 + Penalty 3012.328675 = -1416696.468135 nChanged 0 Trying to split cluster 14 (6616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (315.924747 sec): 2 clusters Score: Raw -867434.502721 + Penalty 1429.552513 = -866004.950208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (315.971778 sec): 3 clusters Score: Raw -863864.399230 + Penalty 2859.105027 = -861005.294203 nChanged 2808 SP:Iteration 1F (316.036148 sec): 3 clusters Score: Raw -865488.287189 + Penalty 2859.105027 = -862629.182162 nChanged 464 SP:Iteration 2F (316.080558 sec): 3 clusters Score: Raw -865756.197228 + Penalty 2859.105027 = -862897.092201 nChanged 365 SP:Iteration 3F (316.151499 sec): 3 clusters Score: Raw -865961.355008 + Penalty 2859.105027 = -863102.249981 nChanged 308 SP:Iteration 4Q (316.200690 sec): 3 clusters Score: Raw -866119.726578 + Penalty 2859.105027 = -863260.621551 nChanged 272 SP:Iteration 5Q (316.259955 sec): 3 clusters Score: Raw -866259.027677 + Penalty 2859.105027 = -863399.922650 nChanged 249 SP:Iteration 6Q (316.318712 sec): 3 clusters Score: Raw -866395.104319 + Penalty 2859.105027 = -863535.999292 nChanged 249 SP:Iteration 7Q (316.385972 sec): 3 clusters Score: Raw -866510.290604 + Penalty 2859.105027 = -863651.185577 nChanged 212 SP:Iteration 8Q (316.423188 sec): 3 clusters Score: Raw -866608.564394 + Penalty 2859.105027 = -863749.459367 nChanged 195 SP:Iteration 9Q (316.477829 sec): 3 clusters Score: Raw -866694.554637 + Penalty 2859.105027 = -863835.449610 nChanged 163 SP:Iteration 10Q (316.530234 sec): 3 clusters Score: Raw -866763.712266 + Penalty 2859.105027 = -863904.607239 nChanged 163 SP:Iteration 11Q (316.575723 sec): 3 clusters Score: Raw -866844.410850 + Penalty 2859.105027 = -863985.305823 nChanged 182 SP:Iteration 12Q (316.632283 sec): 3 clusters Score: Raw -866930.387658 + Penalty 2859.105027 = -864071.282631 nChanged 158 SP:Iteration 13Q (316.691649 sec): 3 clusters Score: Raw -866986.811166 + Penalty 2859.105027 = -864127.706139 nChanged 139 SP:Iteration 14Q (316.762612 sec): 3 clusters Score: Raw -867042.822546 + Penalty 2859.105027 = -864183.717519 nChanged 133 SP:Iteration 15Q (316.819389 sec): 3 clusters Score: Raw -867097.475735 + Penalty 2859.105027 = -864238.370708 nChanged 135 SP:Iteration 16Q (316.869080 sec): 3 clusters Score: Raw -867147.833434 + Penalty 2859.105027 = -864288.728407 nChanged 124 SP:Iteration 17Q (316.931766 sec): 3 clusters Score: Raw -867191.157870 + Penalty 2859.105027 = -864332.052843 nChanged 103 SP:Iteration 18Q (316.993522 sec): 3 clusters Score: Raw -867222.890106 + Penalty 2859.105027 = -864363.785079 nChanged 85 SP:Iteration 19Q (317.043997 sec): 3 clusters Score: Raw -867245.996513 + Penalty 2859.105027 = -864386.891486 nChanged 70 SP:Iteration 20F (317.099882 sec): 3 clusters Score: Raw -867264.310444 + Penalty 2859.105027 = -864405.205417 nChanged 62 SP:Iteration 21Q (317.161761 sec): 3 clusters Score: Raw -867280.071444 + Penalty 2859.105027 = -864420.966417 nChanged 47 SP:Iteration 22Q (317.204065 sec): 3 clusters Score: Raw -867289.138477 + Penalty 2859.105027 = -864430.033450 nChanged 41 SP:Iteration 23Q (317.262500 sec): 3 clusters Score: Raw -867299.296039 + Penalty 2859.105027 = -864440.191012 nChanged 43 SP:Iteration 24Q (317.312675 sec): 3 clusters Score: Raw -867308.806162 + Penalty 2859.105027 = -864449.701135 nChanged 32 SP:Iteration 25Q (317.372128 sec): 3 clusters Score: Raw -867315.476311 + Penalty 2859.105027 = -864456.371284 nChanged 33 SP:Iteration 26Q (317.422872 sec): 3 clusters Score: Raw -867321.941081 + Penalty 2859.105027 = -864462.836054 nChanged 18 SP:Iteration 27Q (317.482572 sec): 3 clusters Score: Raw -867324.897837 + Penalty 2859.105027 = -864465.792810 nChanged 18 SP:Iteration 28Q (317.545139 sec): 3 clusters Score: Raw -867327.403278 + Penalty 2859.105027 = -864468.298251 nChanged 9 SP:Iteration 29Q (317.594153 sec): 3 clusters Score: Raw -867328.658089 + Penalty 2859.105027 = -864469.553062 nChanged 7 SP:Iteration 30Q (317.665499 sec): 3 clusters Score: Raw -867330.178242 + Penalty 2859.105027 = -864471.073215 nChanged 9 SP:Iteration 31Q (317.713608 sec): 3 clusters Score: Raw -867331.312055 + Penalty 2859.105027 = -864472.207028 nChanged 8 SP:Iteration 32Q (317.776135 sec): 3 clusters Score: Raw -867332.128640 + Penalty 2859.105027 = -864473.023613 nChanged 6 SP:Iteration 33Q (317.820206 sec): 3 clusters Score: Raw -867333.099127 + Penalty 2859.105027 = -864473.994100 nChanged 3 SP:Iteration 34Q (317.884400 sec): 3 clusters Score: Raw -867333.374348 + Penalty 2859.105027 = -864474.269321 nChanged 3 SP:Iteration 35Q (317.943189 sec): 3 clusters Score: Raw -867333.665891 + Penalty 2859.105027 = -864474.560864 nChanged 3 SP:Iteration 36Q (317.999446 sec): 3 clusters Score: Raw -867333.992698 + Penalty 2859.105027 = -864474.887671 nChanged 3 SP:Iteration 37Q (318.052931 sec): 3 clusters Score: Raw -867334.267306 + Penalty 2859.105027 = -864475.162279 nChanged 4 SP:Iteration 38Q (318.099555 sec): 3 clusters Score: Raw -867334.805963 + Penalty 2859.105027 = -864475.700936 nChanged 8 SP:Iteration 39Q (318.157860 sec): 3 clusters Score: Raw -867336.305660 + Penalty 2859.105027 = -864477.200633 nChanged 11 SP:Iteration 40F (318.218674 sec): 3 clusters Score: Raw -867338.040449 + Penalty 2859.105027 = -864478.935422 nChanged 12 SP:Iteration 41Q (318.276265 sec): 3 clusters Score: Raw -867339.945221 + Penalty 2859.105027 = -864480.840195 nChanged 21 SP:Iteration 42Q (318.330893 sec): 3 clusters Score: Raw -867343.125085 + Penalty 2859.105027 = -864484.020059 nChanged 16 SP:Iteration 43Q (318.392449 sec): 3 clusters Score: Raw -867346.352222 + Penalty 2859.105027 = -864487.247195 nChanged 19 SP:Iteration 44Q (318.451115 sec): 3 clusters Score: Raw -867348.466782 + Penalty 2859.105027 = -864489.361755 nChanged 10 SP:Iteration 45Q (318.499464 sec): 3 clusters Score: Raw -867349.777216 + Penalty 2859.105027 = -864490.672189 nChanged 12 SP:Iteration 46Q (318.558033 sec): 3 clusters Score: Raw -867351.626561 + Penalty 2859.105027 = -864492.521534 nChanged 13 SP:Iteration 47Q (318.615028 sec): 3 clusters Score: Raw -867353.472563 + Penalty 2859.105027 = -864494.367536 nChanged 11 SP:Iteration 48Q (318.677955 sec): 3 clusters Score: Raw -867354.825083 + Penalty 2859.105027 = -864495.720057 nChanged 8 SP:Iteration 49Q (318.739505 sec): 3 clusters Score: Raw -867355.831292 + Penalty 2859.105027 = -864496.726266 nChanged 6 SP:Iteration 50Q (318.798402 sec): 3 clusters Score: Raw -867356.705607 + Penalty 2859.105027 = -864497.600580 nChanged 6 SP:Iteration 51Q (318.854746 sec): 3 clusters Score: Raw -867357.394063 + Penalty 2859.105027 = -864498.289036 nChanged 3 SP:Iteration 52Q (318.910490 sec): 3 clusters Score: Raw -867357.722279 + Penalty 2859.105027 = -864498.617252 nChanged 3 SP:Iteration 53Q (318.966605 sec): 3 clusters Score: Raw -867358.062331 + Penalty 2859.105027 = -864498.957304 nChanged 4 SP:Iteration 54Q (319.011866 sec): 3 clusters Score: Raw -867358.911802 + Penalty 2859.105027 = -864499.806775 nChanged 5 SP:Iteration 55Q (319.069211 sec): 3 clusters Score: Raw -867359.516863 + Penalty 2859.105027 = -864500.411836 nChanged 2 SP:Iteration 56Q (319.139795 sec): 3 clusters Score: Raw -867359.750295 + Penalty 2859.105027 = -864500.645268 nChanged 2 SP:Iteration 57Q (319.197831 sec): 3 clusters Score: Raw -867359.903818 + Penalty 2859.105027 = -864500.798791 nChanged 1 SP:Iteration 58Q (319.254001 sec): 3 clusters Score: Raw -867359.968993 + Penalty 2859.105027 = -864500.863966 nChanged 0 SP:Iteration 59F (319.311750 sec): 3 clusters Score: Raw -867359.968993 + Penalty 2859.105027 = -864500.863966 nChanged 0 Trying to split cluster 18 (1332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.338114 sec): 2 clusters Score: Raw -166793.996172 + Penalty 1169.095988 = -165624.900183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.386641 sec): 3 clusters Score: Raw -166382.773619 + Penalty 2338.191977 = -164044.581643 nChanged 417 SP:Iteration 1F (319.435383 sec): 3 clusters Score: Raw -166753.305530 + Penalty 2338.191977 = -164415.113553 nChanged 110 SP:Iteration 2F (319.481519 sec): 3 clusters Score: Raw -166853.745490 + Penalty 2338.191977 = -164515.553514 nChanged 68 SP:Iteration 3F (319.529845 sec): 3 clusters Score: Raw -166942.175227 + Penalty 2338.191977 = -164603.983251 nChanged 60 SP:Iteration 4Q (319.581816 sec): 3 clusters Score: Raw -167032.819343 + Penalty 2338.191977 = -164694.627366 nChanged 52 SP:Iteration 5Q (319.628113 sec): 3 clusters Score: Raw -167095.376267 + Penalty 2338.191977 = -164757.184291 nChanged 40 SP:Iteration 6Q (319.664278 sec): 3 clusters Score: Raw -167146.844060 + Penalty 2338.191977 = -164808.652083 nChanged 39 SP:Iteration 7Q (319.714659 sec): 3 clusters Score: Raw -167184.830600 + Penalty 2338.191977 = -164846.638623 nChanged 32 SP:Iteration 8Q (319.768572 sec): 3 clusters Score: Raw -167214.500204 + Penalty 2338.191977 = -164876.308227 nChanged 25 SP:Iteration 9Q (319.808602 sec): 3 clusters Score: Raw -167240.713029 + Penalty 2338.191977 = -164902.521053 nChanged 22 SP:Iteration 10Q (319.851825 sec): 3 clusters Score: Raw -167264.330455 + Penalty 2338.191977 = -164926.138478 nChanged 17 SP:Iteration 11Q (319.902175 sec): 3 clusters Score: Raw -167282.867795 + Penalty 2338.191977 = -164944.675818 nChanged 18 SP:Iteration 12Q (319.945833 sec): 3 clusters Score: Raw -167302.136840 + Penalty 2338.191977 = -164963.944863 nChanged 11 SP:Iteration 13Q (319.994392 sec): 3 clusters Score: Raw -167326.239256 + Penalty 2338.191977 = -164988.047279 nChanged 23 SP:Iteration 14Q (320.044000 sec): 3 clusters Score: Raw -167359.702233 + Penalty 2338.191977 = -165021.510256 nChanged 20 SP:Iteration 15Q (320.102554 sec): 3 clusters Score: Raw -167406.703765 + Penalty 2338.191977 = -165068.511788 nChanged 21 SP:Iteration 16Q (320.151375 sec): 3 clusters Score: Raw -167451.617706 + Penalty 2338.191977 = -165113.425730 nChanged 31 SP:Iteration 17Q (320.190286 sec): 3 clusters Score: Raw -167518.256985 + Penalty 2338.191977 = -165180.065009 nChanged 18 SP:Iteration 18Q (320.224823 sec): 3 clusters Score: Raw -167568.023319 + Penalty 2338.191977 = -165229.831343 nChanged 22 SP:Iteration 19Q (320.231908 sec): 3 clusters Score: Raw -167609.100539 + Penalty 2338.191977 = -165270.908563 nChanged 18 SP:Iteration 20F (320.238852 sec): 3 clusters Score: Raw -167642.721719 + Penalty 2338.191977 = -165304.529743 nChanged 22 SP:Iteration 21Q (320.245505 sec): 3 clusters Score: Raw -167670.587016 + Penalty 2338.191977 = -165332.395039 nChanged 12 SP:Iteration 22Q (320.252126 sec): 3 clusters Score: Raw -167687.112364 + Penalty 2338.191977 = -165348.920387 nChanged 8 SP:Iteration 23Q (320.258721 sec): 3 clusters Score: Raw -167694.704976 + Penalty 2338.191977 = -165356.513000 nChanged 6 SP:Iteration 24Q (320.265314 sec): 3 clusters Score: Raw -167698.213345 + Penalty 2338.191977 = -165360.021368 nChanged 5 SP:Iteration 25Q (320.271897 sec): 3 clusters Score: Raw -167701.650088 + Penalty 2338.191977 = -165363.458111 nChanged 3 SP:Iteration 26Q (320.278499 sec): 3 clusters Score: Raw -167704.356470 + Penalty 2338.191977 = -165366.164493 nChanged 2 SP:Iteration 27Q (320.285046 sec): 3 clusters Score: Raw -167706.049398 + Penalty 2338.191977 = -165367.857421 nChanged 2 SP:Iteration 28Q (320.291594 sec): 3 clusters Score: Raw -167708.280602 + Penalty 2338.191977 = -165370.088625 nChanged 3 SP:Iteration 29Q (320.298201 sec): 3 clusters Score: Raw -167711.195736 + Penalty 2338.191977 = -165373.003759 nChanged 2 SP:Iteration 30Q (320.304735 sec): 3 clusters Score: Raw -167711.951151 + Penalty 2338.191977 = -165373.759174 nChanged 0 SP:Iteration 31F (320.311525 sec): 3 clusters Score: Raw -167711.951151 + Penalty 2338.191977 = -165373.759174 nChanged 0 Trying to split cluster 19 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.319894 sec): 2 clusters Score: Raw -52820.324329 + Penalty 975.631648 = -51844.692680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.322687 sec): 3 clusters Score: Raw -52793.149489 + Penalty 1951.263297 = -50841.886193 nChanged 79 SP:Iteration 1F (320.325272 sec): 3 clusters Score: Raw -52916.962016 + Penalty 1951.263297 = -50965.698719 nChanged 15 SP:Iteration 2Q (320.327817 sec): 3 clusters Score: Raw -52948.723086 + Penalty 1951.263297 = -50997.459789 nChanged 12 SP:Iteration 3Q (320.368170 sec): 3 clusters Score: Raw -52978.184411 + Penalty 1951.263297 = -51026.921114 nChanged 9 SP:Iteration 4Q (320.417856 sec): 3 clusters Score: Raw -52995.604139 + Penalty 1951.263297 = -51044.340842 nChanged 5 SP:Iteration 5Q (320.468175 sec): 3 clusters Score: Raw -53005.150911 + Penalty 1951.263297 = -51053.887615 nChanged 2 SP:Iteration 6Q (320.516750 sec): 3 clusters Score: Raw -53009.140782 + Penalty 1951.263297 = -51057.877485 nChanged 1 SP:Iteration 7Q (320.565669 sec): 3 clusters Score: Raw -53011.031602 + Penalty 1951.263297 = -51059.768305 nChanged 0 SP:Iteration 8F (320.612428 sec): 3 clusters Score: Raw -53011.031602 + Penalty 1951.263297 = -51059.768305 nChanged 0 Iteration 59Q (323.468147 sec): 18 clusters Score: Raw -57357306.030313 + Penalty 35857.160688 = -57321448.869625 nChanged 3183 Iteration 60F (328.279151 sec): 18 clusters Score: Raw -57361060.678857 + Penalty 35857.160688 = -57325203.518170 nChanged 3610 Iteration 61Q (330.903256 sec): 18 clusters Score: Raw -57362973.905405 + Penalty 35857.160688 = -57327116.744717 nChanged 2836 Iteration 62Q (333.462076 sec): 18 clusters Score: Raw -57363831.478750 + Penalty 35857.160688 = -57327974.318063 nChanged 2450 Iteration 63Q (336.200538 sec): 18 clusters Score: Raw -57364383.410839 + Penalty 35857.160688 = -57328526.250151 nChanged 2151 Iteration 64Q (339.104333 sec): 18 clusters Score: Raw -57364768.006505 + Penalty 35857.160688 = -57328910.845818 nChanged 1903 Iteration 65Q (341.816396 sec): 18 clusters Score: Raw -57365120.535563 + Penalty 35857.160688 = -57329263.374875 nChanged 1717 Iteration 66Q (344.535790 sec): 18 clusters Score: Raw -57365407.629629 + Penalty 35857.160688 = -57329550.468942 nChanged 1568 Iteration 67Q (346.921613 sec): 18 clusters Score: Raw -57365630.118874 + Penalty 35857.160688 = -57329772.958186 nChanged 1368 Iteration 68Q (349.440412 sec): 18 clusters Score: Raw -57365811.798156 + Penalty 35857.160688 = -57329954.637469 nChanged 1283 Iteration 69Q (351.995649 sec): 18 clusters Score: Raw -57365971.892326 + Penalty 35857.160688 = -57330114.731638 nChanged 1076 Iteration 70Q (354.427338 sec): 18 clusters Score: Raw -57366105.356790 + Penalty 35857.160688 = -57330248.196103 nChanged 998 Iteration 71Q (356.833446 sec): 18 clusters Score: Raw -57366224.485308 + Penalty 35857.160688 = -57330367.324621 nChanged 816 Iteration 72Q (359.356088 sec): 18 clusters Score: Raw -57366316.059694 + Penalty 35857.160688 = -57330458.899006 nChanged 744 Iteration 73Q (361.946216 sec): 18 clusters Score: Raw -57366384.723814 + Penalty 35857.160688 = -57330527.563126 nChanged 634 Iteration 74Q (364.678524 sec): 18 clusters Score: Raw -57366444.210308 + Penalty 35857.160688 = -57330587.049620 nChanged 595 Iteration 75Q (367.418955 sec): 18 clusters Score: Raw -57366505.684960 + Penalty 35857.160688 = -57330648.524273 nChanged 571 Iteration 76Q (370.293227 sec): 18 clusters Score: Raw -57366557.341873 + Penalty 35857.160688 = -57330700.181185 nChanged 541 Iteration 77Q (372.959769 sec): 18 clusters Score: Raw -57366598.768062 + Penalty 35857.160688 = -57330741.607375 nChanged 497 Iteration 78Q (375.725790 sec): 18 clusters Score: Raw -57366634.206930 + Penalty 35857.160688 = -57330777.046242 nChanged 448 Iteration 79Q (378.360317 sec): 18 clusters Score: Raw -57366661.352878 + Penalty 35857.160688 = -57330804.192190 nChanged 405 Iteration 80F (383.172465 sec): 18 clusters Score: Raw -57366753.196532 + Penalty 35857.160688 = -57330896.035844 nChanged 412 Iteration 81Q (385.732509 sec): 18 clusters Score: Raw -57366844.907261 + Penalty 35857.160688 = -57330987.746573 nChanged 424 Iteration 82Q (388.327537 sec): 18 clusters Score: Raw -57366914.432983 + Penalty 35857.160688 = -57331057.272295 nChanged 447 Iteration 83Q (390.755612 sec): 18 clusters Score: Raw -57366957.951587 + Penalty 35857.160688 = -57331100.790900 nChanged 464 Iteration 84Q (393.213338 sec): 18 clusters Score: Raw -57366994.526048 + Penalty 35857.160688 = -57331137.365360 nChanged 418 Iteration 85Q (395.766781 sec): 18 clusters Score: Raw -57367024.970040 + Penalty 35857.160688 = -57331167.809353 nChanged 378 Iteration 86Q (398.386481 sec): 18 clusters Score: Raw -57367049.196020 + Penalty 35857.160688 = -57331192.035333 nChanged 356 Iteration 87Q (401.186896 sec): 18 clusters Score: Raw -57367070.843342 + Penalty 35857.160688 = -57331213.682655 nChanged 312 Iteration 88Q (403.904138 sec): 18 clusters Score: Raw -57367088.750029 + Penalty 35857.160688 = -57331231.589342 nChanged 290 Iteration 89Q (406.620402 sec): 18 clusters Score: Raw -57367104.727589 + Penalty 35857.160688 = -57331247.566902 nChanged 272 Iteration 90Q (409.421056 sec): 18 clusters Score: Raw -57367120.428599 + Penalty 35857.160688 = -57331263.267912 nChanged 261 Iteration 91Q (411.965959 sec): 18 clusters Score: Raw -57367137.341991 + Penalty 35857.160688 = -57331280.181303 nChanged 259 Iteration 92Q (414.397081 sec): 18 clusters Score: Raw -57367157.579846 + Penalty 35857.160688 = -57331300.419158 nChanged 262 Iteration 93Q (416.871781 sec): 18 clusters Score: Raw -57367178.142920 + Penalty 35857.160688 = -57331320.982233 nChanged 238 Iteration 94Q (419.386534 sec): 18 clusters Score: Raw -57367201.324850 + Penalty 35857.160688 = -57331344.164163 nChanged 225 Iteration 95Q (421.824884 sec): 18 clusters Score: Raw -57367228.150635 + Penalty 35857.160688 = -57331370.989947 nChanged 245 Iteration 96Q (424.259084 sec): 18 clusters Score: Raw -57367262.002183 + Penalty 35857.160688 = -57331404.841495 nChanged 257 Iteration 97Q (426.699660 sec): 18 clusters Score: Raw -57367309.683580 + Penalty 35857.160688 = -57331452.522892 nChanged 289 Iteration 98Q (429.087639 sec): 18 clusters Score: Raw -57367376.438631 + Penalty 35857.160688 = -57331519.277944 nChanged 312 Writing temp clu file Because OldScore, -57331452.522892, is greater than current (better) Score,-57331519.277944 Compute initial score before splitting: Score: Raw -57367376.438631 + Penalty 35857.160688 = -57331519.277944 Trying to split cluster 1 (16047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (429.266155 sec): 2 clusters Score: Raw -2227083.444683 + Penalty 1573.532544 = -2225509.912139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (429.342857 sec): 3 clusters Score: Raw -2217555.721829 + Penalty 3147.065088 = -2214408.656740 nChanged 7189 SP:Iteration 1F (429.418800 sec): 3 clusters Score: Raw -2221567.518921 + Penalty 3147.065088 = -2218420.453833 nChanged 895 SP:Iteration 2F (429.494982 sec): 3 clusters Score: Raw -2221944.587309 + Penalty 3147.065088 = -2218797.522221 nChanged 922 SP:Iteration 3F (429.571191 sec): 3 clusters Score: Raw -2222394.555435 + Penalty 3147.065088 = -2219247.490346 nChanged 1014 SP:Iteration 4F (429.638005 sec): 3 clusters Score: Raw -2223019.139467 + Penalty 3147.065088 = -2219872.074379 nChanged 1109 SP:Iteration 5F (429.714263 sec): 3 clusters Score: Raw -2223805.814259 + Penalty 3147.065088 = -2220658.749170 nChanged 1124 SP:Iteration 6F (429.790543 sec): 3 clusters Score: Raw -2224746.436305 + Penalty 3147.065088 = -2221599.371216 nChanged 1009 SP:Iteration 7F (429.858554 sec): 3 clusters Score: Raw -2225630.821314 + Penalty 3147.065088 = -2222483.756225 nChanged 764 SP:Iteration 8Q (429.944217 sec): 3 clusters Score: Raw -2226332.880993 + Penalty 3147.065088 = -2223185.815904 nChanged 528 SP:Iteration 9Q (430.009083 sec): 3 clusters Score: Raw -2226812.903723 + Penalty 3147.065088 = -2223665.838634 nChanged 337 SP:Iteration 10Q (430.084761 sec): 3 clusters Score: Raw -2227113.674991 + Penalty 3147.065088 = -2223966.609903 nChanged 184 SP:Iteration 11Q (430.168345 sec): 3 clusters Score: Raw -2227277.036899 + Penalty 3147.065088 = -2224129.971811 nChanged 131 SP:Iteration 12Q (430.233973 sec): 3 clusters Score: Raw -2227376.589969 + Penalty 3147.065088 = -2224229.524881 nChanged 84 SP:Iteration 13Q (430.296859 sec): 3 clusters Score: Raw -2227430.781806 + Penalty 3147.065088 = -2224283.716718 nChanged 70 SP:Iteration 14Q (430.367581 sec): 3 clusters Score: Raw -2227470.164658 + Penalty 3147.065088 = -2224323.099570 nChanged 53 SP:Iteration 15Q (430.447772 sec): 3 clusters Score: Raw -2227497.040555 + Penalty 3147.065088 = -2224349.975466 nChanged 41 SP:Iteration 16Q (430.520888 sec): 3 clusters Score: Raw -2227520.751353 + Penalty 3147.065088 = -2224373.686265 nChanged 30 SP:Iteration 17Q (430.591392 sec): 3 clusters Score: Raw -2227539.358728 + Penalty 3147.065088 = -2224392.293639 nChanged 33 SP:Iteration 18Q (430.660522 sec): 3 clusters Score: Raw -2227553.486873 + Penalty 3147.065088 = -2224406.421785 nChanged 25 SP:Iteration 19Q (430.723981 sec): 3 clusters Score: Raw -2227566.038955 + Penalty 3147.065088 = -2224418.973866 nChanged 19 SP:Iteration 20F (430.800620 sec): 3 clusters Score: Raw -2227576.617704 + Penalty 3147.065088 = -2224429.552616 nChanged 18 SP:Iteration 21Q (430.877199 sec): 3 clusters Score: Raw -2227590.719669 + Penalty 3147.065088 = -2224443.654580 nChanged 20 SP:Iteration 22Q (430.945705 sec): 3 clusters Score: Raw -2227602.698968 + Penalty 3147.065088 = -2224455.633880 nChanged 25 SP:Iteration 23Q (431.019619 sec): 3 clusters Score: Raw -2227618.521836 + Penalty 3147.065088 = -2224471.456748 nChanged 18 SP:Iteration 24Q (431.090514 sec): 3 clusters Score: Raw -2227627.180001 + Penalty 3147.065088 = -2224480.114913 nChanged 8 SP:Iteration 25Q (431.159444 sec): 3 clusters Score: Raw -2227632.068129 + Penalty 3147.065088 = -2224485.003041 nChanged 10 SP:Iteration 26Q (431.221377 sec): 3 clusters Score: Raw -2227635.978534 + Penalty 3147.065088 = -2224488.913446 nChanged 5 SP:Iteration 27Q (431.285567 sec): 3 clusters Score: Raw -2227638.048859 + Penalty 3147.065088 = -2224490.983770 nChanged 4 SP:Iteration 28Q (431.345366 sec): 3 clusters Score: Raw -2227639.204939 + Penalty 3147.065088 = -2224492.139851 nChanged 1 SP:Iteration 29Q (431.411683 sec): 3 clusters Score: Raw -2227639.563899 + Penalty 3147.065088 = -2224492.498810 nChanged 4 SP:Iteration 30Q (431.477895 sec): 3 clusters Score: Raw -2227641.063343 + Penalty 3147.065088 = -2224493.998254 nChanged 5 SP:Iteration 31Q (431.554425 sec): 3 clusters Score: Raw -2227642.829758 + Penalty 3147.065088 = -2224495.764669 nChanged 2 SP:Iteration 32Q (431.621440 sec): 3 clusters Score: Raw -2227643.287096 + Penalty 3147.065088 = -2224496.222007 nChanged 0 SP:Iteration 33F (431.684783 sec): 3 clusters Score: Raw -2227643.287096 + Penalty 3147.065088 = -2224496.222007 nChanged 0 Trying to split cluster 2 (121476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.873571 sec): 2 clusters Score: Raw -16519985.485537 + Penalty 1902.464199 = -16518083.021339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (432.128903 sec): 3 clusters Score: Raw -16440548.062117 + Penalty 3804.928397 = -16436743.133720 nChanged 58180 SP:Iteration 1F (432.369676 sec): 3 clusters Score: Raw -16475931.969743 + Penalty 3804.928397 = -16472127.041345 nChanged 5595 SP:Iteration 2Q (432.631596 sec): 3 clusters Score: Raw -16478274.299309 + Penalty 3804.928397 = -16474469.370912 nChanged 6460 SP:Iteration 3F (432.866741 sec): 3 clusters Score: Raw -16481539.982810 + Penalty 3804.928397 = -16477735.054413 nChanged 7432 SP:Iteration 4F (433.111487 sec): 3 clusters Score: Raw -16485865.086324 + Penalty 3804.928397 = -16482060.157927 nChanged 7911 SP:Iteration 5F (433.356385 sec): 3 clusters Score: Raw -16490881.954835 + Penalty 3804.928397 = -16487077.026438 nChanged 7670 SP:Iteration 6F (433.600194 sec): 3 clusters Score: Raw -16496108.230448 + Penalty 3804.928397 = -16492303.302050 nChanged 6796 SP:Iteration 7F (433.849729 sec): 3 clusters Score: Raw -16500636.035590 + Penalty 3804.928397 = -16496831.107193 nChanged 5352 SP:Iteration 8Q (434.109720 sec): 3 clusters Score: Raw -16503943.130971 + Penalty 3804.928397 = -16500138.202574 nChanged 4065 SP:Iteration 9Q (434.361097 sec): 3 clusters Score: Raw -16506047.454145 + Penalty 3804.928397 = -16502242.525747 nChanged 3033 SP:Iteration 10Q (434.604918 sec): 3 clusters Score: Raw -16507364.468037 + Penalty 3804.928397 = -16503559.539640 nChanged 2392 SP:Iteration 11Q (434.860226 sec): 3 clusters Score: Raw -16508303.736907 + Penalty 3804.928397 = -16504498.808510 nChanged 2188 SP:Iteration 12Q (435.094795 sec): 3 clusters Score: Raw -16509151.442338 + Penalty 3804.928397 = -16505346.513941 nChanged 2097 SP:Iteration 13Q (435.347681 sec): 3 clusters Score: Raw -16509935.903243 + Penalty 3804.928397 = -16506130.974845 nChanged 2115 SP:Iteration 14Q (435.577101 sec): 3 clusters Score: Raw -16510758.556551 + Penalty 3804.928397 = -16506953.628153 nChanged 2158 SP:Iteration 15Q (435.815779 sec): 3 clusters Score: Raw -16511639.027585 + Penalty 3804.928397 = -16507834.099188 nChanged 2197 SP:Iteration 16Q (436.047551 sec): 3 clusters Score: Raw -16512580.648797 + Penalty 3804.928397 = -16508775.720400 nChanged 2102 SP:Iteration 17Q (436.278955 sec): 3 clusters Score: Raw -16513505.840342 + Penalty 3804.928397 = -16509700.911944 nChanged 2028 SP:Iteration 18Q (436.509094 sec): 3 clusters Score: Raw -16514424.408168 + Penalty 3804.928397 = -16510619.479771 nChanged 1878 SP:Iteration 19Q (436.744836 sec): 3 clusters Score: Raw -16515276.693586 + Penalty 3804.928397 = -16511471.765189 nChanged 1692 SP:Iteration 20F (436.987541 sec): 3 clusters Score: Raw -16516056.742338 + Penalty 3804.928397 = -16512251.813941 nChanged 1520 SP:Iteration 21Q (437.214554 sec): 3 clusters Score: Raw -16516775.812453 + Penalty 3804.928397 = -16512970.884056 nChanged 1364 SP:Iteration 22Q (437.432244 sec): 3 clusters Score: Raw -16517443.485035 + Penalty 3804.928397 = -16513638.556637 nChanged 1208 SP:Iteration 23Q (437.659034 sec): 3 clusters Score: Raw -16518068.038707 + Penalty 3804.928397 = -16514263.110310 nChanged 1040 SP:Iteration 24Q (437.865310 sec): 3 clusters Score: Raw -16518624.751085 + Penalty 3804.928397 = -16514819.822687 nChanged 852 SP:Iteration 25Q (438.091127 sec): 3 clusters Score: Raw -16519054.129960 + Penalty 3804.928397 = -16515249.201563 nChanged 675 SP:Iteration 26Q (438.297670 sec): 3 clusters Score: Raw -16519404.053026 + Penalty 3804.928397 = -16515599.124629 nChanged 533 SP:Iteration 27Q (438.521059 sec): 3 clusters Score: Raw -16519684.918555 + Penalty 3804.928397 = -16515879.990157 nChanged 444 SP:Iteration 28Q (438.704862 sec): 3 clusters Score: Raw -16519912.682913 + Penalty 3804.928397 = -16516107.754516 nChanged 359 SP:Iteration 29Q (438.910602 sec): 3 clusters Score: Raw -16520105.710873 + Penalty 3804.928397 = -16516300.782476 nChanged 286 SP:Iteration 30Q (439.114347 sec): 3 clusters Score: Raw -16520253.824035 + Penalty 3804.928397 = -16516448.895638 nChanged 204 SP:Iteration 31Q (439.330367 sec): 3 clusters Score: Raw -16520371.529798 + Penalty 3804.928397 = -16516566.601400 nChanged 160 SP:Iteration 32Q (439.521723 sec): 3 clusters Score: Raw -16520465.585127 + Penalty 3804.928397 = -16516660.656730 nChanged 110 SP:Iteration 33Q (439.712095 sec): 3 clusters Score: Raw -16520524.166568 + Penalty 3804.928397 = -16516719.238171 nChanged 99 SP:Iteration 34Q (439.902814 sec): 3 clusters Score: Raw -16520570.255937 + Penalty 3804.928397 = -16516765.327540 nChanged 80 SP:Iteration 35Q (440.115571 sec): 3 clusters Score: Raw -16520604.620000 + Penalty 3804.928397 = -16516799.691603 nChanged 55 SP:Iteration 36Q (440.318554 sec): 3 clusters Score: Raw -16520628.001943 + Penalty 3804.928397 = -16516823.073546 nChanged 50 SP:Iteration 37Q (440.520474 sec): 3 clusters Score: Raw -16520648.290157 + Penalty 3804.928397 = -16516843.361760 nChanged 40 SP:Iteration 38Q (440.739419 sec): 3 clusters Score: Raw -16520665.216715 + Penalty 3804.928397 = -16516860.288318 nChanged 38 SP:Iteration 39Q (440.945966 sec): 3 clusters Score: Raw -16520677.781554 + Penalty 3804.928397 = -16516872.853156 nChanged 36 SP:Iteration 40F (441.185792 sec): 3 clusters Score: Raw -16520687.746345 + Penalty 3804.928397 = -16516882.817948 nChanged 24 SP:Iteration 41Q (441.402068 sec): 3 clusters Score: Raw -16520695.375430 + Penalty 3804.928397 = -16516890.447033 nChanged 22 SP:Iteration 42Q (441.606501 sec): 3 clusters Score: Raw -16520701.282852 + Penalty 3804.928397 = -16516896.354455 nChanged 21 SP:Iteration 43Q (441.821131 sec): 3 clusters Score: Raw -16520708.277095 + Penalty 3804.928397 = -16516903.348698 nChanged 25 SP:Iteration 44Q (442.032469 sec): 3 clusters Score: Raw -16520715.876738 + Penalty 3804.928397 = -16516910.948341 nChanged 21 SP:Iteration 45Q (442.249688 sec): 3 clusters Score: Raw -16520721.955552 + Penalty 3804.928397 = -16516917.027155 nChanged 22 SP:Iteration 46Q (442.454525 sec): 3 clusters Score: Raw -16520729.374852 + Penalty 3804.928397 = -16516924.446455 nChanged 20 SP:Iteration 47Q (442.674055 sec): 3 clusters Score: Raw -16520736.676229 + Penalty 3804.928397 = -16516931.747832 nChanged 20 SP:Iteration 48Q (442.889093 sec): 3 clusters Score: Raw -16520743.402235 + Penalty 3804.928397 = -16516938.473838 nChanged 19 SP:Iteration 49Q (443.101335 sec): 3 clusters Score: Raw -16520750.949462 + Penalty 3804.928397 = -16516946.021065 nChanged 27 SP:Iteration 50Q (443.299073 sec): 3 clusters Score: Raw -16520761.895793 + Penalty 3804.928397 = -16516956.967396 nChanged 26 SP:Iteration 51Q (443.505270 sec): 3 clusters Score: Raw -16520770.393066 + Penalty 3804.928397 = -16516965.464669 nChanged 20 SP:Iteration 52Q (443.723101 sec): 3 clusters Score: Raw -16520776.277003 + Penalty 3804.928397 = -16516971.348606 nChanged 22 SP:Iteration 53Q (443.927477 sec): 3 clusters Score: Raw -16520785.582043 + Penalty 3804.928397 = -16516980.653645 nChanged 25 SP:Iteration 54Q (444.137025 sec): 3 clusters Score: Raw -16520795.305393 + Penalty 3804.928397 = -16516990.376996 nChanged 26 SP:Iteration 55Q (444.337802 sec): 3 clusters Score: Raw -16520805.831862 + Penalty 3804.928397 = -16517000.903465 nChanged 26 SP:Iteration 56Q (444.551633 sec): 3 clusters Score: Raw -16520816.515576 + Penalty 3804.928397 = -16517011.587179 nChanged 25 SP:Iteration 57Q (444.756601 sec): 3 clusters Score: Raw -16520823.403264 + Penalty 3804.928397 = -16517018.474866 nChanged 22 SP:Iteration 58Q (444.965394 sec): 3 clusters Score: Raw -16520832.376017 + Penalty 3804.928397 = -16517027.447620 nChanged 26 SP:Iteration 59Q (445.178259 sec): 3 clusters Score: Raw -16520840.588701 + Penalty 3804.928397 = -16517035.660304 nChanged 26 SP:Iteration 60F (445.431679 sec): 3 clusters Score: Raw -16520850.851852 + Penalty 3804.928397 = -16517045.923454 nChanged 21 SP:Iteration 61Q (445.627162 sec): 3 clusters Score: Raw -16520857.159083 + Penalty 3804.928397 = -16517052.230686 nChanged 22 SP:Iteration 62Q (445.833870 sec): 3 clusters Score: Raw -16520864.228376 + Penalty 3804.928397 = -16517059.299979 nChanged 26 SP:Iteration 63Q (446.038083 sec): 3 clusters Score: Raw -16520873.683930 + Penalty 3804.928397 = -16517068.755533 nChanged 25 SP:Iteration 64Q (446.243389 sec): 3 clusters Score: Raw -16520882.745309 + Penalty 3804.928397 = -16517077.816911 nChanged 25 SP:Iteration 65Q (446.445780 sec): 3 clusters Score: Raw -16520891.142390 + Penalty 3804.928397 = -16517086.213993 nChanged 18 SP:Iteration 66Q (446.653509 sec): 3 clusters Score: Raw -16520895.624402 + Penalty 3804.928397 = -16517090.696005 nChanged 7 SP:Iteration 67Q (446.863938 sec): 3 clusters Score: Raw -16520897.112456 + Penalty 3804.928397 = -16517092.184059 nChanged 3 SP:Iteration 68Q (447.066558 sec): 3 clusters Score: Raw -16520898.038093 + Penalty 3804.928397 = -16517093.109696 nChanged 7 SP:Iteration 69Q (447.275259 sec): 3 clusters Score: Raw -16520899.800973 + Penalty 3804.928397 = -16517094.872575 nChanged 7 SP:Iteration 70Q (447.480743 sec): 3 clusters Score: Raw -16520901.607684 + Penalty 3804.928397 = -16517096.679286 nChanged 4 SP:Iteration 71Q (447.695067 sec): 3 clusters Score: Raw -16520902.942309 + Penalty 3804.928397 = -16517098.013912 nChanged 8 SP:Iteration 72Q (447.899235 sec): 3 clusters Score: Raw -16520905.200680 + Penalty 3804.928397 = -16517100.272282 nChanged 9 SP:Iteration 73Q (448.111786 sec): 3 clusters Score: Raw -16520907.232112 + Penalty 3804.928397 = -16517102.303715 nChanged 4 SP:Iteration 74Q (448.308950 sec): 3 clusters Score: Raw -16520908.265700 + Penalty 3804.928397 = -16517103.337303 nChanged 5 SP:Iteration 75Q (448.500062 sec): 3 clusters Score: Raw -16520909.028368 + Penalty 3804.928397 = -16517104.099971 nChanged 4 SP:Iteration 76Q (448.679833 sec): 3 clusters Score: Raw -16520909.619292 + Penalty 3804.928397 = -16517104.690895 nChanged 1 SP:Iteration 77Q (448.871470 sec): 3 clusters Score: Raw -16520909.784724 + Penalty 3804.928397 = -16517104.856327 nChanged 3 SP:Iteration 78Q (449.063608 sec): 3 clusters Score: Raw -16520910.724017 + Penalty 3804.928397 = -16517105.795620 nChanged 7 SP:Iteration 79Q (449.243570 sec): 3 clusters Score: Raw -16520912.030927 + Penalty 3804.928397 = -16517107.102530 nChanged 9 SP:Iteration 80F (449.472779 sec): 3 clusters Score: Raw -16520915.143634 + Penalty 3804.928397 = -16517110.215237 nChanged 19 SP:Iteration 81Q (449.665863 sec): 3 clusters Score: Raw -16520920.757269 + Penalty 3804.928397 = -16517115.828871 nChanged 12 SP:Iteration 82Q (449.868683 sec): 3 clusters Score: Raw -16520923.035122 + Penalty 3804.928397 = -16517118.106724 nChanged 5 SP:Iteration 83Q (450.066400 sec): 3 clusters Score: Raw -16520923.749799 + Penalty 3804.928397 = -16517118.821402 nChanged 5 SP:Iteration 84Q (450.260714 sec): 3 clusters Score: Raw -16520924.937130 + Penalty 3804.928397 = -16517120.008733 nChanged 5 SP:Iteration 85Q (450.467792 sec): 3 clusters Score: Raw -16520926.416073 + Penalty 3804.928397 = -16517121.487676 nChanged 9 SP:Iteration 86Q (450.659030 sec): 3 clusters Score: Raw -16520928.253854 + Penalty 3804.928397 = -16517123.325457 nChanged 8 SP:Iteration 87Q (450.860145 sec): 3 clusters Score: Raw -16520929.591572 + Penalty 3804.928397 = -16517124.663174 nChanged 3 SP:Iteration 88Q (451.053503 sec): 3 clusters Score: Raw -16520930.038991 + Penalty 3804.928397 = -16517125.110594 nChanged 1 SP:Iteration 89Q (451.246365 sec): 3 clusters Score: Raw -16520930.405612 + Penalty 3804.928397 = -16517125.477215 nChanged 2 SP:Iteration 90Q (451.439040 sec): 3 clusters Score: Raw -16520931.857352 + Penalty 3804.928397 = -16517126.928955 nChanged 4 SP:Iteration 91Q (451.632444 sec): 3 clusters Score: Raw -16520932.844097 + Penalty 3804.928397 = -16517127.915700 nChanged 2 SP:Iteration 92Q (451.822177 sec): 3 clusters Score: Raw -16520933.100701 + Penalty 3804.928397 = -16517128.172304 nChanged 1 SP:Iteration 93Q (452.005975 sec): 3 clusters Score: Raw -16520933.322557 + Penalty 3804.928397 = -16517128.394160 nChanged 3 SP:Iteration 94Q (452.188860 sec): 3 clusters Score: Raw -16520933.817544 + Penalty 3804.928397 = -16517128.889147 nChanged 3 SP:Iteration 95Q (452.380857 sec): 3 clusters Score: Raw -16520934.334831 + Penalty 3804.928397 = -16517129.406434 nChanged 1 SP:Iteration 96Q (452.571667 sec): 3 clusters Score: Raw -16520934.476978 + Penalty 3804.928397 = -16517129.548581 nChanged 1 SP:Iteration 97Q (452.763729 sec): 3 clusters Score: Raw -16520934.923509 + Penalty 3804.928397 = -16517129.995112 nChanged 2 SP:Iteration 98Q (452.954950 sec): 3 clusters Score: Raw -16520935.168040 + Penalty 3804.928397 = -16517130.239643 nChanged 3 SP:Iteration 99Q (453.139066 sec): 3 clusters Score: Raw -16520936.155606 + Penalty 3804.928397 = -16517131.227209 nChanged 2 SP:Iteration 100F (453.366487 sec): 3 clusters Score: Raw -16520936.624617 + Penalty 3804.928397 = -16517131.696219 nChanged 2 SP:Iteration 101Q (453.558555 sec): 3 clusters Score: Raw -16520937.008272 + Penalty 3804.928397 = -16517132.079875 nChanged 0 SP:Iteration 102F (453.785786 sec): 3 clusters Score: Raw -16520937.008272 + Penalty 3804.928397 = -16517132.079875 nChanged 0 Trying to split cluster 3 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.808088 sec): 2 clusters Score: Raw -41694.056716 + Penalty 973.206230 = -40720.850486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.846954 sec): 3 clusters Score: Raw -41919.787307 + Penalty 1946.412460 = -39973.374846 nChanged 103 SP:Iteration 1F (453.890492 sec): 3 clusters Score: Raw -42239.349416 + Penalty 1946.412460 = -40292.936955 nChanged 33 SP:Iteration 2F (453.951731 sec): 3 clusters Score: Raw -42310.035283 + Penalty 1946.412460 = -40363.622822 nChanged 20 SP:Iteration 3F (453.985266 sec): 3 clusters Score: Raw -42354.971228 + Penalty 1946.412460 = -40408.558767 nChanged 12 SP:Iteration 4Q (454.034295 sec): 3 clusters Score: Raw -42385.182174 + Penalty 1946.412460 = -40438.769713 nChanged 11 SP:Iteration 5Q (454.081437 sec): 3 clusters Score: Raw -42413.205798 + Penalty 1946.412460 = -40466.793338 nChanged 4 SP:Iteration 6Q (454.128484 sec): 3 clusters Score: Raw -42419.005903 + Penalty 1946.412460 = -40472.593442 nChanged 3 SP:Iteration 7Q (454.189694 sec): 3 clusters Score: Raw -42425.319743 + Penalty 1946.412460 = -40478.907283 nChanged 4 SP:Iteration 8Q (454.227027 sec): 3 clusters Score: Raw -42460.860786 + Penalty 1946.412460 = -40514.448326 nChanged 5 SP:Iteration 9Q (454.276122 sec): 3 clusters Score: Raw -42479.130399 + Penalty 1946.412460 = -40532.717939 nChanged 1 SP:Iteration 10Q (454.325055 sec): 3 clusters Score: Raw -42481.113796 + Penalty 1946.412460 = -40534.701335 nChanged 1 SP:Iteration 11Q (454.373946 sec): 3 clusters Score: Raw -42483.250311 + Penalty 1946.412460 = -40536.837850 nChanged 0 SP:Iteration 12F (454.415946 sec): 3 clusters Score: Raw -42488.169080 + Penalty 1946.412460 = -40541.756620 nChanged 1 SP:Iteration 13Q (454.462389 sec): 3 clusters Score: Raw -42515.123989 + Penalty 1946.412460 = -40568.711528 nChanged 5 SP:Iteration 14Q (454.511339 sec): 3 clusters Score: Raw -42573.990152 + Penalty 1946.412460 = -40627.577691 nChanged 9 SP:Iteration 15Q (454.560350 sec): 3 clusters Score: Raw -42624.248721 + Penalty 1946.412460 = -40677.836260 nChanged 6 SP:Iteration 16Q (454.609463 sec): 3 clusters Score: Raw -42671.895354 + Penalty 1946.412460 = -40725.482893 nChanged 7 SP:Iteration 17Q (454.658370 sec): 3 clusters Score: Raw -42834.394465 + Penalty 1946.412460 = -40887.982004 nChanged 3 SP:Iteration 18Q (454.707233 sec): 3 clusters Score: Raw -42913.181165 + Penalty 1946.412460 = -40966.768704 nChanged 2 SP:Iteration 19Q (454.754384 sec): 3 clusters Score: Raw -42919.674431 + Penalty 1946.412460 = -40973.261970 nChanged 2 SP:Iteration 20F (454.803595 sec): 3 clusters Score: Raw -42925.461637 + Penalty 1946.412460 = -40979.049176 nChanged 0 Score: Raw -57368646.729716 + Penalty 37966.405434 = -57330680.324282 Splitting cluster 3 changes total score from -57331519.277944 to -57330680.324282 So it's not getting split. Trying to split cluster 4 (12355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (459.792970 sec): 2 clusters Score: Raw -1549117.331701 + Penalty 1531.045119 = -1547586.286582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (459.863488 sec): 3 clusters Score: Raw -1542119.081260 + Penalty 3062.090238 = -1539056.991022 nChanged 5367 SP:Iteration 1F (459.928204 sec): 3 clusters Score: Raw -1545435.224733 + Penalty 3062.090238 = -1542373.134495 nChanged 1003 SP:Iteration 2F (459.993062 sec): 3 clusters Score: Raw -1546341.457185 + Penalty 3062.090238 = -1543279.366947 nChanged 1093 SP:Iteration 3F (460.050929 sec): 3 clusters Score: Raw -1547350.131077 + Penalty 3062.090238 = -1544288.040838 nChanged 1102 SP:Iteration 4F (460.118607 sec): 3 clusters Score: Raw -1548358.727062 + Penalty 3062.090238 = -1545296.636823 nChanged 966 SP:Iteration 5F (460.189444 sec): 3 clusters Score: Raw -1549189.349896 + Penalty 3062.090238 = -1546127.259658 nChanged 796 SP:Iteration 6F (460.259006 sec): 3 clusters Score: Raw -1549792.712505 + Penalty 3062.090238 = -1546730.622267 nChanged 566 SP:Iteration 7Q (460.318482 sec): 3 clusters Score: Raw -1550129.094004 + Penalty 3062.090238 = -1547067.003765 nChanged 342 SP:Iteration 8Q (460.386190 sec): 3 clusters Score: Raw -1550283.188990 + Penalty 3062.090238 = -1547221.098751 nChanged 237 SP:Iteration 9Q (460.462745 sec): 3 clusters Score: Raw -1550362.968523 + Penalty 3062.090238 = -1547300.878285 nChanged 157 SP:Iteration 10Q (460.529785 sec): 3 clusters Score: Raw -1550407.076885 + Penalty 3062.090238 = -1547344.986647 nChanged 119 SP:Iteration 11Q (460.599581 sec): 3 clusters Score: Raw -1550436.491042 + Penalty 3062.090238 = -1547374.400803 nChanged 84 SP:Iteration 12Q (460.655671 sec): 3 clusters Score: Raw -1550452.896548 + Penalty 3062.090238 = -1547390.806310 nChanged 61 SP:Iteration 13Q (460.732297 sec): 3 clusters Score: Raw -1550465.543385 + Penalty 3062.090238 = -1547403.453146 nChanged 53 SP:Iteration 14Q (460.801382 sec): 3 clusters Score: Raw -1550474.238279 + Penalty 3062.090238 = -1547412.148040 nChanged 43 SP:Iteration 15Q (460.868643 sec): 3 clusters Score: Raw -1550481.877452 + Penalty 3062.090238 = -1547419.787214 nChanged 41 SP:Iteration 16Q (460.925710 sec): 3 clusters Score: Raw -1550487.672898 + Penalty 3062.090238 = -1547425.582660 nChanged 34 SP:Iteration 17Q (460.993858 sec): 3 clusters Score: Raw -1550493.470571 + Penalty 3062.090238 = -1547431.380333 nChanged 43 SP:Iteration 18Q (461.052525 sec): 3 clusters Score: Raw -1550499.802279 + Penalty 3062.090238 = -1547437.712041 nChanged 28 SP:Iteration 19Q (461.111755 sec): 3 clusters Score: Raw -1550503.391294 + Penalty 3062.090238 = -1547441.301056 nChanged 18 SP:Iteration 20F (461.173134 sec): 3 clusters Score: Raw -1550506.360323 + Penalty 3062.090238 = -1547444.270084 nChanged 22 SP:Iteration 21Q (461.250507 sec): 3 clusters Score: Raw -1550509.355692 + Penalty 3062.090238 = -1547447.265454 nChanged 13 SP:Iteration 22Q (461.321005 sec): 3 clusters Score: Raw -1550510.510816 + Penalty 3062.090238 = -1547448.420577 nChanged 10 SP:Iteration 23Q (461.391014 sec): 3 clusters Score: Raw -1550511.882871 + Penalty 3062.090238 = -1547449.792633 nChanged 8 SP:Iteration 24Q (461.451338 sec): 3 clusters Score: Raw -1550512.507871 + Penalty 3062.090238 = -1547450.417632 nChanged 5 SP:Iteration 25Q (461.530731 sec): 3 clusters Score: Raw -1550512.908871 + Penalty 3062.090238 = -1547450.818633 nChanged 5 SP:Iteration 26Q (461.591125 sec): 3 clusters Score: Raw -1550513.398287 + Penalty 3062.090238 = -1547451.308049 nChanged 4 SP:Iteration 27Q (461.670706 sec): 3 clusters Score: Raw -1550513.932811 + Penalty 3062.090238 = -1547451.842573 nChanged 7 SP:Iteration 28Q (461.731009 sec): 3 clusters Score: Raw -1550514.560952 + Penalty 3062.090238 = -1547452.470713 nChanged 6 SP:Iteration 29Q (461.808670 sec): 3 clusters Score: Raw -1550515.003198 + Penalty 3062.090238 = -1547452.912959 nChanged 5 SP:Iteration 30Q (461.878590 sec): 3 clusters Score: Raw -1550515.657206 + Penalty 3062.090238 = -1547453.566967 nChanged 5 SP:Iteration 31Q (461.937478 sec): 3 clusters Score: Raw -1550516.144962 + Penalty 3062.090238 = -1547454.054724 nChanged 4 SP:Iteration 32Q (462.002049 sec): 3 clusters Score: Raw -1550516.429249 + Penalty 3062.090238 = -1547454.339011 nChanged 5 SP:Iteration 33Q (462.082645 sec): 3 clusters Score: Raw -1550516.878020 + Penalty 3062.090238 = -1547454.787782 nChanged 6 SP:Iteration 34Q (462.144031 sec): 3 clusters Score: Raw -1550517.333068 + Penalty 3062.090238 = -1547455.242829 nChanged 7 SP:Iteration 35Q (462.223548 sec): 3 clusters Score: Raw -1550517.804637 + Penalty 3062.090238 = -1547455.714399 nChanged 7 SP:Iteration 36Q (462.294366 sec): 3 clusters Score: Raw -1550518.278567 + Penalty 3062.090238 = -1547456.188328 nChanged 9 SP:Iteration 37Q (462.355258 sec): 3 clusters Score: Raw -1550519.154744 + Penalty 3062.090238 = -1547457.064505 nChanged 9 SP:Iteration 38Q (462.434027 sec): 3 clusters Score: Raw -1550520.115564 + Penalty 3062.090238 = -1547458.025325 nChanged 10 SP:Iteration 39Q (462.497470 sec): 3 clusters Score: Raw -1550521.221604 + Penalty 3062.090238 = -1547459.131365 nChanged 10 SP:Iteration 40F (462.563891 sec): 3 clusters Score: Raw -1550522.433161 + Penalty 3062.090238 = -1547460.342922 nChanged 7 SP:Iteration 41Q (462.632327 sec): 3 clusters Score: Raw -1550523.341931 + Penalty 3062.090238 = -1547461.251692 nChanged 5 SP:Iteration 42Q (462.700655 sec): 3 clusters Score: Raw -1550523.839995 + Penalty 3062.090238 = -1547461.749756 nChanged 6 SP:Iteration 43Q (462.759197 sec): 3 clusters Score: Raw -1550524.892979 + Penalty 3062.090238 = -1547462.802741 nChanged 8 SP:Iteration 44Q (462.823671 sec): 3 clusters Score: Raw -1550525.821405 + Penalty 3062.090238 = -1547463.731167 nChanged 5 SP:Iteration 45Q (462.887383 sec): 3 clusters Score: Raw -1550526.312172 + Penalty 3062.090238 = -1547464.221933 nChanged 1 SP:Iteration 46Q (462.952907 sec): 3 clusters Score: Raw -1550526.430819 + Penalty 3062.090238 = -1547464.340581 nChanged 1 SP:Iteration 47Q (463.021569 sec): 3 clusters Score: Raw -1550526.486176 + Penalty 3062.090238 = -1547464.395937 nChanged 1 SP:Iteration 48Q (463.091705 sec): 3 clusters Score: Raw -1550526.530019 + Penalty 3062.090238 = -1547464.439781 nChanged 2 SP:Iteration 49Q (463.156178 sec): 3 clusters Score: Raw -1550526.704294 + Penalty 3062.090238 = -1547464.614056 nChanged 2 SP:Iteration 50Q (463.229809 sec): 3 clusters Score: Raw -1550526.847901 + Penalty 3062.090238 = -1547464.757663 nChanged 1 SP:Iteration 51Q (463.289906 sec): 3 clusters Score: Raw -1550526.896728 + Penalty 3062.090238 = -1547464.806489 nChanged 0 SP:Iteration 52F (463.357861 sec): 3 clusters Score: Raw -1550526.896728 + Penalty 3062.090238 = -1547464.806489 nChanged 0 Trying to split cluster 5 (61745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (463.473062 sec): 2 clusters Score: Raw -8435210.298239 + Penalty 1792.499845 = -8433417.798394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (463.623600 sec): 3 clusters Score: Raw -8395634.215872 + Penalty 3584.999691 = -8392049.216181 nChanged 29369 SP:Iteration 1F (463.795922 sec): 3 clusters Score: Raw -8412671.426128 + Penalty 3584.999691 = -8409086.426437 nChanged 2455 SP:Iteration 2Q (463.958203 sec): 3 clusters Score: Raw -8413435.153746 + Penalty 3584.999691 = -8409850.154055 nChanged 2523 SP:Iteration 3Q (464.115645 sec): 3 clusters Score: Raw -8414377.547273 + Penalty 3584.999691 = -8410792.547582 nChanged 2817 SP:Iteration 4Q (464.272545 sec): 3 clusters Score: Raw -8415656.442902 + Penalty 3584.999691 = -8412071.443211 nChanged 3069 SP:Iteration 5Q (464.433478 sec): 3 clusters Score: Raw -8417226.687327 + Penalty 3584.999691 = -8413641.687637 nChanged 3351 SP:Iteration 6F (464.585435 sec): 3 clusters Score: Raw -8419126.512838 + Penalty 3584.999691 = -8415541.513147 nChanged 3446 SP:Iteration 7F (464.739928 sec): 3 clusters Score: Raw -8421094.270738 + Penalty 3584.999691 = -8417509.271047 nChanged 3426 SP:Iteration 8F (464.884846 sec): 3 clusters Score: Raw -8423046.049501 + Penalty 3584.999691 = -8419461.049810 nChanged 3175 SP:Iteration 9F (465.041215 sec): 3 clusters Score: Raw -8424740.890630 + Penalty 3584.999691 = -8421155.890939 nChanged 2779 SP:Iteration 10Q (465.208373 sec): 3 clusters Score: Raw -8426059.628612 + Penalty 3584.999691 = -8422474.628922 nChanged 2314 SP:Iteration 11Q (465.377551 sec): 3 clusters Score: Raw -8427045.364955 + Penalty 3584.999691 = -8423460.365264 nChanged 1911 SP:Iteration 12Q (465.538568 sec): 3 clusters Score: Raw -8427791.678083 + Penalty 3584.999691 = -8424206.678392 nChanged 1644 SP:Iteration 13Q (465.686556 sec): 3 clusters Score: Raw -8428414.428422 + Penalty 3584.999691 = -8424829.428731 nChanged 1481 SP:Iteration 14Q (465.846768 sec): 3 clusters Score: Raw -8428935.485321 + Penalty 3584.999691 = -8425350.485630 nChanged 1268 SP:Iteration 15Q (466.000269 sec): 3 clusters Score: Raw -8429339.798677 + Penalty 3584.999691 = -8425754.798986 nChanged 1129 SP:Iteration 16Q (466.165558 sec): 3 clusters Score: Raw -8429677.061543 + Penalty 3584.999691 = -8426092.061852 nChanged 1070 SP:Iteration 17Q (466.310268 sec): 3 clusters Score: Raw -8430002.352436 + Penalty 3584.999691 = -8426417.352746 nChanged 974 SP:Iteration 18Q (466.466870 sec): 3 clusters Score: Raw -8430308.928007 + Penalty 3584.999691 = -8426723.928317 nChanged 942 SP:Iteration 19Q (466.613519 sec): 3 clusters Score: Raw -8430608.100294 + Penalty 3584.999691 = -8427023.100603 nChanged 934 SP:Iteration 20F (466.765673 sec): 3 clusters Score: Raw -8430925.206227 + Penalty 3584.999691 = -8427340.206537 nChanged 925 SP:Iteration 21Q (466.909817 sec): 3 clusters Score: Raw -8431235.230845 + Penalty 3584.999691 = -8427650.231154 nChanged 892 SP:Iteration 22Q (467.051780 sec): 3 clusters Score: Raw -8431528.460585 + Penalty 3584.999691 = -8427943.460894 nChanged 892 SP:Iteration 23Q (467.193823 sec): 3 clusters Score: Raw -8431848.711551 + Penalty 3584.999691 = -8428263.711860 nChanged 911 SP:Iteration 24Q (467.346448 sec): 3 clusters Score: Raw -8432193.301800 + Penalty 3584.999691 = -8428608.302109 nChanged 878 SP:Iteration 25Q (467.478161 sec): 3 clusters Score: Raw -8432541.285719 + Penalty 3584.999691 = -8428956.286028 nChanged 822 SP:Iteration 26Q (467.623898 sec): 3 clusters Score: Raw -8432857.592482 + Penalty 3584.999691 = -8429272.592791 nChanged 796 SP:Iteration 27Q (467.776881 sec): 3 clusters Score: Raw -8433171.596414 + Penalty 3584.999691 = -8429586.596723 nChanged 711 SP:Iteration 28Q (467.914978 sec): 3 clusters Score: Raw -8433445.532882 + Penalty 3584.999691 = -8429860.533192 nChanged 631 SP:Iteration 29Q (468.056106 sec): 3 clusters Score: Raw -8433691.141874 + Penalty 3584.999691 = -8430106.142183 nChanged 582 SP:Iteration 30Q (468.205155 sec): 3 clusters Score: Raw -8433917.671285 + Penalty 3584.999691 = -8430332.671594 nChanged 520 SP:Iteration 31Q (468.334213 sec): 3 clusters Score: Raw -8434121.607247 + Penalty 3584.999691 = -8430536.607556 nChanged 439 SP:Iteration 32Q (468.468513 sec): 3 clusters Score: Raw -8434287.450101 + Penalty 3584.999691 = -8430702.450411 nChanged 381 SP:Iteration 33Q (468.612497 sec): 3 clusters Score: Raw -8434431.571166 + Penalty 3584.999691 = -8430846.571476 nChanged 368 SP:Iteration 34Q (468.713770 sec): 3 clusters Score: Raw -8434582.249313 + Penalty 3584.999691 = -8430997.249622 nChanged 357 SP:Iteration 35Q (468.850519 sec): 3 clusters Score: Raw -8434733.232379 + Penalty 3584.999691 = -8431148.232688 nChanged 312 SP:Iteration 36Q (468.987653 sec): 3 clusters Score: Raw -8434858.843427 + Penalty 3584.999691 = -8431273.843736 nChanged 262 SP:Iteration 37Q (469.087231 sec): 3 clusters Score: Raw -8434970.887315 + Penalty 3584.999691 = -8431385.887624 nChanged 235 SP:Iteration 38Q (469.200272 sec): 3 clusters Score: Raw -8435065.191023 + Penalty 3584.999691 = -8431480.191333 nChanged 195 SP:Iteration 39Q (469.345501 sec): 3 clusters Score: Raw -8435137.766336 + Penalty 3584.999691 = -8431552.766645 nChanged 139 SP:Iteration 40F (469.492386 sec): 3 clusters Score: Raw -8435182.154838 + Penalty 3584.999691 = -8431597.155147 nChanged 115 SP:Iteration 41Q (469.594427 sec): 3 clusters Score: Raw -8435221.712517 + Penalty 3584.999691 = -8431636.712826 nChanged 101 SP:Iteration 42Q (469.691530 sec): 3 clusters Score: Raw -8435254.209539 + Penalty 3584.999691 = -8431669.209848 nChanged 93 SP:Iteration 43Q (469.788658 sec): 3 clusters Score: Raw -8435285.764628 + Penalty 3584.999691 = -8431700.764937 nChanged 86 SP:Iteration 44Q (469.898334 sec): 3 clusters Score: Raw -8435322.346085 + Penalty 3584.999691 = -8431737.346394 nChanged 70 SP:Iteration 45Q (470.007562 sec): 3 clusters Score: Raw -8435357.648241 + Penalty 3584.999691 = -8431772.648550 nChanged 83 SP:Iteration 46Q (470.138582 sec): 3 clusters Score: Raw -8435398.982480 + Penalty 3584.999691 = -8431813.982789 nChanged 78 SP:Iteration 47Q (470.269739 sec): 3 clusters Score: Raw -8435436.120682 + Penalty 3584.999691 = -8431851.120991 nChanged 64 SP:Iteration 48Q (470.402862 sec): 3 clusters Score: Raw -8435464.222977 + Penalty 3584.999691 = -8431879.223286 nChanged 61 SP:Iteration 49Q (470.529395 sec): 3 clusters Score: Raw -8435493.720035 + Penalty 3584.999691 = -8431908.720345 nChanged 54 SP:Iteration 50Q (470.665879 sec): 3 clusters Score: Raw -8435512.975254 + Penalty 3584.999691 = -8431927.975563 nChanged 42 SP:Iteration 51Q (470.790201 sec): 3 clusters Score: Raw -8435530.243711 + Penalty 3584.999691 = -8431945.244020 nChanged 35 SP:Iteration 52Q (470.920339 sec): 3 clusters Score: Raw -8435544.540354 + Penalty 3584.999691 = -8431959.540663 nChanged 28 SP:Iteration 53Q (471.046154 sec): 3 clusters Score: Raw -8435557.020213 + Penalty 3584.999691 = -8431972.020522 nChanged 26 SP:Iteration 54Q (471.182882 sec): 3 clusters Score: Raw -8435566.069577 + Penalty 3584.999691 = -8431981.069886 nChanged 20 SP:Iteration 55Q (471.304918 sec): 3 clusters Score: Raw -8435572.904124 + Penalty 3584.999691 = -8431987.904433 nChanged 19 SP:Iteration 56Q (471.435313 sec): 3 clusters Score: Raw -8435581.178381 + Penalty 3584.999691 = -8431996.178690 nChanged 25 SP:Iteration 57Q (471.568722 sec): 3 clusters Score: Raw -8435591.946211 + Penalty 3584.999691 = -8432006.946520 nChanged 20 SP:Iteration 58Q (471.701358 sec): 3 clusters Score: Raw -8435597.900261 + Penalty 3584.999691 = -8432012.900570 nChanged 13 SP:Iteration 59Q (471.831130 sec): 3 clusters Score: Raw -8435601.871350 + Penalty 3584.999691 = -8432016.871660 nChanged 9 SP:Iteration 60F (471.978770 sec): 3 clusters Score: Raw -8435606.160563 + Penalty 3584.999691 = -8432021.160872 nChanged 8 SP:Iteration 61Q (472.105233 sec): 3 clusters Score: Raw -8435608.731219 + Penalty 3584.999691 = -8432023.731528 nChanged 11 SP:Iteration 62Q (472.239491 sec): 3 clusters Score: Raw -8435612.405272 + Penalty 3584.999691 = -8432027.405581 nChanged 15 SP:Iteration 63Q (472.357356 sec): 3 clusters Score: Raw -8435618.721050 + Penalty 3584.999691 = -8432033.721359 nChanged 11 SP:Iteration 64Q (472.490845 sec): 3 clusters Score: Raw -8435625.098894 + Penalty 3584.999691 = -8432040.099203 nChanged 12 SP:Iteration 65Q (472.613231 sec): 3 clusters Score: Raw -8435629.936262 + Penalty 3584.999691 = -8432044.936571 nChanged 10 SP:Iteration 66Q (472.741006 sec): 3 clusters Score: Raw -8435633.693330 + Penalty 3584.999691 = -8432048.693640 nChanged 4 SP:Iteration 67Q (472.872086 sec): 3 clusters Score: Raw -8435634.463450 + Penalty 3584.999691 = -8432049.463759 nChanged 2 SP:Iteration 68Q (472.999409 sec): 3 clusters Score: Raw -8435634.899364 + Penalty 3584.999691 = -8432049.899674 nChanged 1 SP:Iteration 69Q (473.133501 sec): 3 clusters Score: Raw -8435635.113921 + Penalty 3584.999691 = -8432050.114230 nChanged 2 SP:Iteration 70Q (473.265736 sec): 3 clusters Score: Raw -8435635.636065 + Penalty 3584.999691 = -8432050.636374 nChanged 1 SP:Iteration 71Q (473.396530 sec): 3 clusters Score: Raw -8435635.873127 + Penalty 3584.999691 = -8432050.873436 nChanged 1 SP:Iteration 72Q (473.527190 sec): 3 clusters Score: Raw -8435636.051917 + Penalty 3584.999691 = -8432051.052226 nChanged 2 SP:Iteration 73Q (473.669765 sec): 3 clusters Score: Raw -8435636.519690 + Penalty 3584.999691 = -8432051.519999 nChanged 1 SP:Iteration 74Q (473.797098 sec): 3 clusters Score: Raw -8435637.137437 + Penalty 3584.999691 = -8432052.137746 nChanged 1 SP:Iteration 75Q (473.927818 sec): 3 clusters Score: Raw -8435637.217654 + Penalty 3584.999691 = -8432052.217964 nChanged 1 SP:Iteration 76Q (474.044997 sec): 3 clusters Score: Raw -8435637.654032 + Penalty 3584.999691 = -8432052.654341 nChanged 1 SP:Iteration 77Q (474.181342 sec): 3 clusters Score: Raw -8435638.760456 + Penalty 3584.999691 = -8432053.760765 nChanged 2 SP:Iteration 78Q (474.304478 sec): 3 clusters Score: Raw -8435639.180806 + Penalty 3584.999691 = -8432054.181115 nChanged 2 SP:Iteration 79Q (474.430206 sec): 3 clusters Score: Raw -8435640.110738 + Penalty 3584.999691 = -8432055.111047 nChanged 4 SP:Iteration 80F (474.589271 sec): 3 clusters Score: Raw -8435641.869346 + Penalty 3584.999691 = -8432056.869655 nChanged 5 SP:Iteration 81Q (474.720924 sec): 3 clusters Score: Raw -8435643.692699 + Penalty 3584.999691 = -8432058.693008 nChanged 3 SP:Iteration 82Q (474.846562 sec): 3 clusters Score: Raw -8435644.491739 + Penalty 3584.999691 = -8432059.492048 nChanged 4 SP:Iteration 83Q (474.980981 sec): 3 clusters Score: Raw -8435646.241999 + Penalty 3584.999691 = -8432061.242309 nChanged 5 SP:Iteration 84Q (475.102769 sec): 3 clusters Score: Raw -8435647.566300 + Penalty 3584.999691 = -8432062.566609 nChanged 3 SP:Iteration 85Q (475.232335 sec): 3 clusters Score: Raw -8435648.535350 + Penalty 3584.999691 = -8432063.535659 nChanged 2 SP:Iteration 86Q (475.365230 sec): 3 clusters Score: Raw -8435649.013182 + Penalty 3584.999691 = -8432064.013491 nChanged 2 SP:Iteration 87Q (475.499425 sec): 3 clusters Score: Raw -8435649.555120 + Penalty 3584.999691 = -8432064.555430 nChanged 0 SP:Iteration 88F (475.650176 sec): 3 clusters Score: Raw -8435649.555120 + Penalty 3584.999691 = -8432064.555430 nChanged 0 Trying to split cluster 6 (11340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (475.692587 sec): 2 clusters Score: Raw -1530621.245110 + Penalty 1517.114881 = -1529104.130229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (475.759828 sec): 3 clusters Score: Raw -1524151.423701 + Penalty 3034.229763 = -1521117.193938 nChanged 4931 SP:Iteration 1F (475.827423 sec): 3 clusters Score: Raw -1526844.831351 + Penalty 3034.229763 = -1523810.601589 nChanged 696 SP:Iteration 2F (475.893784 sec): 3 clusters Score: Raw -1527142.953179 + Penalty 3034.229763 = -1524108.723417 nChanged 535 SP:Iteration 3Q (475.962531 sec): 3 clusters Score: Raw -1527366.913335 + Penalty 3034.229763 = -1524332.683572 nChanged 486 SP:Iteration 4Q (476.020883 sec): 3 clusters Score: Raw -1527614.326681 + Penalty 3034.229763 = -1524580.096919 nChanged 537 SP:Iteration 5Q (476.083935 sec): 3 clusters Score: Raw -1527948.412465 + Penalty 3034.229763 = -1524914.182702 nChanged 621 SP:Iteration 6F (476.146630 sec): 3 clusters Score: Raw -1528404.631122 + Penalty 3034.229763 = -1525370.401359 nChanged 664 SP:Iteration 7F (476.213802 sec): 3 clusters Score: Raw -1528931.845377 + Penalty 3034.229763 = -1525897.615614 nChanged 622 SP:Iteration 8F (476.279912 sec): 3 clusters Score: Raw -1529433.177816 + Penalty 3034.229763 = -1526398.948054 nChanged 555 SP:Iteration 9Q (476.355421 sec): 3 clusters Score: Raw -1529876.950531 + Penalty 3034.229763 = -1526842.720768 nChanged 423 SP:Iteration 10Q (476.420113 sec): 3 clusters Score: Raw -1530170.689532 + Penalty 3034.229763 = -1527136.459769 nChanged 310 SP:Iteration 11Q (476.475239 sec): 3 clusters Score: Raw -1530371.290978 + Penalty 3034.229763 = -1527337.061215 nChanged 258 SP:Iteration 12Q (476.542849 sec): 3 clusters Score: Raw -1530531.726115 + Penalty 3034.229763 = -1527497.496352 nChanged 199 SP:Iteration 13Q (476.597921 sec): 3 clusters Score: Raw -1530644.251512 + Penalty 3034.229763 = -1527610.021749 nChanged 160 SP:Iteration 14Q (476.662860 sec): 3 clusters Score: Raw -1530749.331234 + Penalty 3034.229763 = -1527715.101471 nChanged 141 SP:Iteration 15Q (476.725366 sec): 3 clusters Score: Raw -1530846.549917 + Penalty 3034.229763 = -1527812.320154 nChanged 121 SP:Iteration 16Q (476.799600 sec): 3 clusters Score: Raw -1530924.916923 + Penalty 3034.229763 = -1527890.687160 nChanged 88 SP:Iteration 17Q (476.845978 sec): 3 clusters Score: Raw -1530986.151808 + Penalty 3034.229763 = -1527951.922045 nChanged 75 SP:Iteration 18Q (476.910368 sec): 3 clusters Score: Raw -1531027.827933 + Penalty 3034.229763 = -1527993.598170 nChanged 63 SP:Iteration 19Q (476.968063 sec): 3 clusters Score: Raw -1531061.019115 + Penalty 3034.229763 = -1528026.789352 nChanged 46 SP:Iteration 20F (477.036164 sec): 3 clusters Score: Raw -1531081.103014 + Penalty 3034.229763 = -1528046.873251 nChanged 42 SP:Iteration 21Q (477.100072 sec): 3 clusters Score: Raw -1531100.154318 + Penalty 3034.229763 = -1528065.924556 nChanged 38 SP:Iteration 22Q (477.163859 sec): 3 clusters Score: Raw -1531118.479356 + Penalty 3034.229763 = -1528084.249594 nChanged 34 SP:Iteration 23Q (477.237380 sec): 3 clusters Score: Raw -1531137.280875 + Penalty 3034.229763 = -1528103.051112 nChanged 38 SP:Iteration 24Q (477.291348 sec): 3 clusters Score: Raw -1531161.076046 + Penalty 3034.229763 = -1528126.846284 nChanged 32 SP:Iteration 25Q (477.346534 sec): 3 clusters Score: Raw -1531176.269815 + Penalty 3034.229763 = -1528142.040053 nChanged 15 SP:Iteration 26Q (477.410311 sec): 3 clusters Score: Raw -1531182.254302 + Penalty 3034.229763 = -1528148.024539 nChanged 11 SP:Iteration 27Q (477.470443 sec): 3 clusters Score: Raw -1531187.009603 + Penalty 3034.229763 = -1528152.779840 nChanged 9 SP:Iteration 28Q (477.539189 sec): 3 clusters Score: Raw -1531191.768966 + Penalty 3034.229763 = -1528157.539203 nChanged 11 SP:Iteration 29Q (477.592072 sec): 3 clusters Score: Raw -1531195.276748 + Penalty 3034.229763 = -1528161.046985 nChanged 6 SP:Iteration 30Q (477.642965 sec): 3 clusters Score: Raw -1531197.808974 + Penalty 3034.229763 = -1528163.579212 nChanged 4 SP:Iteration 31Q (477.707842 sec): 3 clusters Score: Raw -1531198.761318 + Penalty 3034.229763 = -1528164.531555 nChanged 3 SP:Iteration 32Q (477.780953 sec): 3 clusters Score: Raw -1531199.421396 + Penalty 3034.229763 = -1528165.191634 nChanged 3 SP:Iteration 33Q (477.834311 sec): 3 clusters Score: Raw -1531200.405883 + Penalty 3034.229763 = -1528166.176121 nChanged 3 SP:Iteration 34Q (477.887993 sec): 3 clusters Score: Raw -1531201.379046 + Penalty 3034.229763 = -1528167.149283 nChanged 1 SP:Iteration 35Q (477.952389 sec): 3 clusters Score: Raw -1531202.057161 + Penalty 3034.229763 = -1528167.827399 nChanged 0 SP:Iteration 36F (478.018349 sec): 3 clusters Score: Raw -1531202.057161 + Penalty 3034.229763 = -1528167.827399 nChanged 0 Trying to split cluster 7 (68130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (478.114557 sec): 2 clusters Score: Raw -9183150.614739 + Penalty 1808.490600 = -9181342.124139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (478.267876 sec): 3 clusters Score: Raw -9139345.072102 + Penalty 3616.981200 = -9135728.090902 nChanged 32368 SP:Iteration 1F (478.415707 sec): 3 clusters Score: Raw -9158150.210748 + Penalty 3616.981200 = -9154533.229547 nChanged 3652 SP:Iteration 2F (478.557302 sec): 3 clusters Score: Raw -9160103.366445 + Penalty 3616.981200 = -9156486.385245 nChanged 4783 SP:Iteration 3F (478.685055 sec): 3 clusters Score: Raw -9163529.674590 + Penalty 3616.981200 = -9159912.693390 nChanged 5621 SP:Iteration 4F (478.835623 sec): 3 clusters Score: Raw -9168235.031076 + Penalty 3616.981200 = -9164618.049875 nChanged 5470 SP:Iteration 5F (478.981789 sec): 3 clusters Score: Raw -9172862.378606 + Penalty 3616.981200 = -9169245.397406 nChanged 4416 SP:Iteration 6F (479.135109 sec): 3 clusters Score: Raw -9176017.238035 + Penalty 3616.981200 = -9172400.256835 nChanged 3166 SP:Iteration 7Q (479.289785 sec): 3 clusters Score: Raw -9177710.069611 + Penalty 3616.981200 = -9174093.088411 nChanged 2121 SP:Iteration 8Q (479.445154 sec): 3 clusters Score: Raw -9178603.527359 + Penalty 3616.981200 = -9174986.546159 nChanged 1495 SP:Iteration 9Q (479.598227 sec): 3 clusters Score: Raw -9179135.398086 + Penalty 3616.981200 = -9175518.416886 nChanged 1094 SP:Iteration 10Q (479.750522 sec): 3 clusters Score: Raw -9179469.536081 + Penalty 3616.981200 = -9175852.554881 nChanged 844 SP:Iteration 11Q (479.912418 sec): 3 clusters Score: Raw -9179729.324521 + Penalty 3616.981200 = -9176112.343321 nChanged 734 SP:Iteration 12Q (480.072244 sec): 3 clusters Score: Raw -9179936.866166 + Penalty 3616.981200 = -9176319.884966 nChanged 614 SP:Iteration 13Q (480.221203 sec): 3 clusters Score: Raw -9180111.406747 + Penalty 3616.981200 = -9176494.425547 nChanged 618 SP:Iteration 14Q (480.367129 sec): 3 clusters Score: Raw -9180296.077055 + Penalty 3616.981200 = -9176679.095855 nChanged 613 SP:Iteration 15Q (480.513272 sec): 3 clusters Score: Raw -9180486.973362 + Penalty 3616.981200 = -9176869.992162 nChanged 606 SP:Iteration 16Q (480.660268 sec): 3 clusters Score: Raw -9180673.394679 + Penalty 3616.981200 = -9177056.413479 nChanged 566 SP:Iteration 17Q (480.794669 sec): 3 clusters Score: Raw -9180849.780378 + Penalty 3616.981200 = -9177232.799177 nChanged 551 SP:Iteration 18Q (480.939840 sec): 3 clusters Score: Raw -9181024.660985 + Penalty 3616.981200 = -9177407.679785 nChanged 566 SP:Iteration 19Q (481.084457 sec): 3 clusters Score: Raw -9181190.975962 + Penalty 3616.981200 = -9177573.994762 nChanged 556 SP:Iteration 20F (481.232901 sec): 3 clusters Score: Raw -9181356.364368 + Penalty 3616.981200 = -9177739.383168 nChanged 556 SP:Iteration 21Q (481.364742 sec): 3 clusters Score: Raw -9181521.753927 + Penalty 3616.981200 = -9177904.772726 nChanged 533 SP:Iteration 22Q (481.507331 sec): 3 clusters Score: Raw -9181686.217453 + Penalty 3616.981200 = -9178069.236253 nChanged 532 SP:Iteration 23Q (481.649056 sec): 3 clusters Score: Raw -9181858.776737 + Penalty 3616.981200 = -9178241.795536 nChanged 525 SP:Iteration 24Q (481.784949 sec): 3 clusters Score: Raw -9182030.061133 + Penalty 3616.981200 = -9178413.079933 nChanged 498 SP:Iteration 25Q (481.925565 sec): 3 clusters Score: Raw -9182189.537238 + Penalty 3616.981200 = -9178572.556038 nChanged 496 SP:Iteration 26Q (482.065357 sec): 3 clusters Score: Raw -9182356.153959 + Penalty 3616.981200 = -9178739.172758 nChanged 488 SP:Iteration 27Q (482.206494 sec): 3 clusters Score: Raw -9182532.506388 + Penalty 3616.981200 = -9178915.525187 nChanged 483 SP:Iteration 28Q (482.342995 sec): 3 clusters Score: Raw -9182718.223780 + Penalty 3616.981200 = -9179101.242580 nChanged 488 SP:Iteration 29Q (482.481912 sec): 3 clusters Score: Raw -9182900.579227 + Penalty 3616.981200 = -9179283.598027 nChanged 441 SP:Iteration 30Q (482.621438 sec): 3 clusters Score: Raw -9183064.121454 + Penalty 3616.981200 = -9179447.140254 nChanged 400 SP:Iteration 31Q (482.758671 sec): 3 clusters Score: Raw -9183214.172314 + Penalty 3616.981200 = -9179597.191114 nChanged 386 SP:Iteration 32Q (482.891329 sec): 3 clusters Score: Raw -9183369.131812 + Penalty 3616.981200 = -9179752.150612 nChanged 363 SP:Iteration 33Q (483.027111 sec): 3 clusters Score: Raw -9183523.003644 + Penalty 3616.981200 = -9179906.022443 nChanged 343 SP:Iteration 34Q (483.156980 sec): 3 clusters Score: Raw -9183647.661106 + Penalty 3616.981200 = -9180030.679905 nChanged 318 SP:Iteration 35Q (483.281459 sec): 3 clusters Score: Raw -9183754.842023 + Penalty 3616.981200 = -9180137.860823 nChanged 292 SP:Iteration 36Q (483.417315 sec): 3 clusters Score: Raw -9183848.807465 + Penalty 3616.981200 = -9180231.826265 nChanged 288 SP:Iteration 37Q (483.553226 sec): 3 clusters Score: Raw -9183940.164273 + Penalty 3616.981200 = -9180323.183072 nChanged 242 SP:Iteration 38Q (483.688225 sec): 3 clusters Score: Raw -9184007.895864 + Penalty 3616.981200 = -9180390.914664 nChanged 209 SP:Iteration 39Q (483.817554 sec): 3 clusters Score: Raw -9184062.502424 + Penalty 3616.981200 = -9180445.521223 nChanged 202 SP:Iteration 40F (483.966547 sec): 3 clusters Score: Raw -9184115.619666 + Penalty 3616.981200 = -9180498.638466 nChanged 197 SP:Iteration 41Q (484.101974 sec): 3 clusters Score: Raw -9184168.111642 + Penalty 3616.981200 = -9180551.130442 nChanged 178 SP:Iteration 42Q (484.237115 sec): 3 clusters Score: Raw -9184221.037177 + Penalty 3616.981200 = -9180604.055976 nChanged 176 SP:Iteration 43Q (484.373549 sec): 3 clusters Score: Raw -9184266.857312 + Penalty 3616.981200 = -9180649.876112 nChanged 143 SP:Iteration 44Q (484.499021 sec): 3 clusters Score: Raw -9184303.560106 + Penalty 3616.981200 = -9180686.578906 nChanged 140 SP:Iteration 45Q (484.630710 sec): 3 clusters Score: Raw -9184337.980092 + Penalty 3616.981200 = -9180720.998891 nChanged 124 SP:Iteration 46Q (484.751863 sec): 3 clusters Score: Raw -9184366.614696 + Penalty 3616.981200 = -9180749.633496 nChanged 102 SP:Iteration 47Q (484.885843 sec): 3 clusters Score: Raw -9184384.876336 + Penalty 3616.981200 = -9180767.895136 nChanged 84 SP:Iteration 48Q (485.030698 sec): 3 clusters Score: Raw -9184397.403878 + Penalty 3616.981200 = -9180780.422678 nChanged 80 SP:Iteration 49Q (485.178226 sec): 3 clusters Score: Raw -9184409.530026 + Penalty 3616.981200 = -9180792.548826 nChanged 83 SP:Iteration 50Q (485.321224 sec): 3 clusters Score: Raw -9184421.147507 + Penalty 3616.981200 = -9180804.166307 nChanged 66 SP:Iteration 51Q (485.468356 sec): 3 clusters Score: Raw -9184432.700365 + Penalty 3616.981200 = -9180815.719165 nChanged 68 SP:Iteration 52Q (485.613609 sec): 3 clusters Score: Raw -9184443.984840 + Penalty 3616.981200 = -9180827.003640 nChanged 67 SP:Iteration 53Q (485.748727 sec): 3 clusters Score: Raw -9184456.796382 + Penalty 3616.981200 = -9180839.815182 nChanged 61 SP:Iteration 54Q (485.902653 sec): 3 clusters Score: Raw -9184466.651416 + Penalty 3616.981200 = -9180849.670216 nChanged 65 SP:Iteration 55Q (486.041377 sec): 3 clusters Score: Raw -9184477.344345 + Penalty 3616.981200 = -9180860.363144 nChanged 55 SP:Iteration 56Q (486.182625 sec): 3 clusters Score: Raw -9184485.608408 + Penalty 3616.981200 = -9180868.627208 nChanged 57 SP:Iteration 57Q (486.319623 sec): 3 clusters Score: Raw -9184493.107198 + Penalty 3616.981200 = -9180876.125998 nChanged 39 SP:Iteration 58Q (486.447812 sec): 3 clusters Score: Raw -9184498.109662 + Penalty 3616.981200 = -9180881.128462 nChanged 39 SP:Iteration 59Q (486.592582 sec): 3 clusters Score: Raw -9184502.164925 + Penalty 3616.981200 = -9180885.183725 nChanged 28 SP:Iteration 60F (486.754568 sec): 3 clusters Score: Raw -9184504.388814 + Penalty 3616.981200 = -9180887.407614 nChanged 19 SP:Iteration 61Q (486.879008 sec): 3 clusters Score: Raw -9184506.134991 + Penalty 3616.981200 = -9180889.153791 nChanged 17 SP:Iteration 62Q (487.012365 sec): 3 clusters Score: Raw -9184507.725702 + Penalty 3616.981200 = -9180890.744502 nChanged 9 SP:Iteration 63Q (487.165375 sec): 3 clusters Score: Raw -9184508.584072 + Penalty 3616.981200 = -9180891.602871 nChanged 9 SP:Iteration 64Q (487.302506 sec): 3 clusters Score: Raw -9184509.319023 + Penalty 3616.981200 = -9180892.337823 nChanged 14 SP:Iteration 65Q (487.439501 sec): 3 clusters Score: Raw -9184510.458674 + Penalty 3616.981200 = -9180893.477474 nChanged 15 SP:Iteration 66Q (487.581586 sec): 3 clusters Score: Raw -9184511.631520 + Penalty 3616.981200 = -9180894.650320 nChanged 12 SP:Iteration 67Q (487.714316 sec): 3 clusters Score: Raw -9184512.315852 + Penalty 3616.981200 = -9180895.334652 nChanged 8 SP:Iteration 68Q (487.853640 sec): 3 clusters Score: Raw -9184512.989966 + Penalty 3616.981200 = -9180896.008765 nChanged 10 SP:Iteration 69Q (487.990441 sec): 3 clusters Score: Raw -9184513.702696 + Penalty 3616.981200 = -9180896.721496 nChanged 8 SP:Iteration 70Q (488.127406 sec): 3 clusters Score: Raw -9184514.347001 + Penalty 3616.981200 = -9180897.365801 nChanged 5 SP:Iteration 71Q (488.257439 sec): 3 clusters Score: Raw -9184514.744045 + Penalty 3616.981200 = -9180897.762845 nChanged 9 SP:Iteration 72Q (488.393386 sec): 3 clusters Score: Raw -9184515.404903 + Penalty 3616.981200 = -9180898.423703 nChanged 6 SP:Iteration 73Q (488.531994 sec): 3 clusters Score: Raw -9184515.751979 + Penalty 3616.981200 = -9180898.770779 nChanged 3 SP:Iteration 74Q (488.666369 sec): 3 clusters Score: Raw -9184515.954980 + Penalty 3616.981200 = -9180898.973780 nChanged 2 SP:Iteration 75Q (488.807034 sec): 3 clusters Score: Raw -9184516.050020 + Penalty 3616.981200 = -9180899.068819 nChanged 1 SP:Iteration 76Q (488.948534 sec): 3 clusters Score: Raw -9184516.149188 + Penalty 3616.981200 = -9180899.167988 nChanged 3 SP:Iteration 77Q (489.086333 sec): 3 clusters Score: Raw -9184516.274863 + Penalty 3616.981200 = -9180899.293663 nChanged 3 SP:Iteration 78Q (489.203357 sec): 3 clusters Score: Raw -9184516.440442 + Penalty 3616.981200 = -9180899.459241 nChanged 0 SP:Iteration 79F (489.328681 sec): 3 clusters Score: Raw -9184516.440442 + Penalty 3616.981200 = -9180899.459241 nChanged 0 Trying to split cluster 8 (53940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.427669 sec): 2 clusters Score: Raw -7046838.549053 + Penalty 1770.539484 = -7045068.009568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (489.569621 sec): 3 clusters Score: Raw -7012389.466319 + Penalty 3541.078969 = -7008848.387351 nChanged 25432 SP:Iteration 1F (489.704462 sec): 3 clusters Score: Raw -7027011.013384 + Penalty 3541.078969 = -7023469.934415 nChanged 2287 SP:Iteration 2Q (489.841863 sec): 3 clusters Score: Raw -7027715.001289 + Penalty 3541.078969 = -7024173.922320 nChanged 2482 SP:Iteration 3Q (489.987450 sec): 3 clusters Score: Raw -7028631.014105 + Penalty 3541.078969 = -7025089.935136 nChanged 2793 SP:Iteration 4F (490.123735 sec): 3 clusters Score: Raw -7029908.402665 + Penalty 3541.078969 = -7026367.323696 nChanged 3333 SP:Iteration 5F (490.261664 sec): 3 clusters Score: Raw -7031829.391485 + Penalty 3541.078969 = -7028288.312516 nChanged 3877 SP:Iteration 6F (490.398601 sec): 3 clusters Score: Raw -7034619.672612 + Penalty 3541.078969 = -7031078.593643 nChanged 4049 SP:Iteration 7F (490.528752 sec): 3 clusters Score: Raw -7038041.422150 + Penalty 3541.078969 = -7034500.343181 nChanged 3771 SP:Iteration 8F (490.666239 sec): 3 clusters Score: Raw -7041490.558197 + Penalty 3541.078969 = -7037949.479228 nChanged 2769 SP:Iteration 9F (490.805770 sec): 3 clusters Score: Raw -7044070.763367 + Penalty 3541.078969 = -7040529.684398 nChanged 1709 SP:Iteration 10Q (490.948665 sec): 3 clusters Score: Raw -7045602.245809 + Penalty 3541.078969 = -7042061.166840 nChanged 900 SP:Iteration 11Q (491.083155 sec): 3 clusters Score: Raw -7046341.331166 + Penalty 3541.078969 = -7042800.252197 nChanged 495 SP:Iteration 12Q (491.217535 sec): 3 clusters Score: Raw -7046718.383990 + Penalty 3541.078969 = -7043177.305021 nChanged 250 SP:Iteration 13Q (491.340228 sec): 3 clusters Score: Raw -7046910.292428 + Penalty 3541.078969 = -7043369.213459 nChanged 122 SP:Iteration 14Q (491.460337 sec): 3 clusters Score: Raw -7047001.335587 + Penalty 3541.078969 = -7043460.256618 nChanged 75 SP:Iteration 15Q (491.566787 sec): 3 clusters Score: Raw -7047055.473375 + Penalty 3541.078969 = -7043514.394406 nChanged 50 SP:Iteration 16Q (491.690301 sec): 3 clusters Score: Raw -7047084.828921 + Penalty 3541.078969 = -7043543.749952 nChanged 33 SP:Iteration 17Q (491.806668 sec): 3 clusters Score: Raw -7047104.090805 + Penalty 3541.078969 = -7043563.011836 nChanged 29 SP:Iteration 18Q (491.928146 sec): 3 clusters Score: Raw -7047119.834394 + Penalty 3541.078969 = -7043578.755425 nChanged 22 SP:Iteration 19Q (492.052794 sec): 3 clusters Score: Raw -7047131.685922 + Penalty 3541.078969 = -7043590.606953 nChanged 19 SP:Iteration 20F (492.179778 sec): 3 clusters Score: Raw -7047146.065927 + Penalty 3541.078969 = -7043604.986958 nChanged 22 SP:Iteration 21Q (492.312916 sec): 3 clusters Score: Raw -7047158.737573 + Penalty 3541.078969 = -7043617.658604 nChanged 16 SP:Iteration 22Q (492.423100 sec): 3 clusters Score: Raw -7047167.864729 + Penalty 3541.078969 = -7043626.785760 nChanged 12 SP:Iteration 23Q (492.546937 sec): 3 clusters Score: Raw -7047172.139037 + Penalty 3541.078969 = -7043631.060068 nChanged 5 SP:Iteration 24Q (492.664147 sec): 3 clusters Score: Raw -7047175.433082 + Penalty 3541.078969 = -7043634.354113 nChanged 5 SP:Iteration 25Q (492.783165 sec): 3 clusters Score: Raw -7047178.302747 + Penalty 3541.078969 = -7043637.223778 nChanged 4 SP:Iteration 26Q (492.911165 sec): 3 clusters Score: Raw -7047181.746232 + Penalty 3541.078969 = -7043640.667263 nChanged 6 SP:Iteration 27Q (493.031714 sec): 3 clusters Score: Raw -7047186.401963 + Penalty 3541.078969 = -7043645.322994 nChanged 11 SP:Iteration 28Q (493.157783 sec): 3 clusters Score: Raw -7047191.263217 + Penalty 3541.078969 = -7043650.184248 nChanged 6 SP:Iteration 29Q (493.276647 sec): 3 clusters Score: Raw -7047194.119887 + Penalty 3541.078969 = -7043653.040918 nChanged 2 SP:Iteration 30Q (493.390682 sec): 3 clusters Score: Raw -7047195.779261 + Penalty 3541.078969 = -7043654.700292 nChanged 1 SP:Iteration 31Q (493.504632 sec): 3 clusters Score: Raw -7047196.055013 + Penalty 3541.078969 = -7043654.976044 nChanged 0 SP:Iteration 32F (493.628515 sec): 3 clusters Score: Raw -7047196.055013 + Penalty 3541.078969 = -7043654.976044 nChanged 0 Trying to split cluster 9 (8516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (493.676201 sec): 2 clusters Score: Raw -1105849.529339 + Penalty 1470.576579 = -1104378.952760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.737250 sec): 3 clusters Score: Raw -1101144.465985 + Penalty 2941.153158 = -1098203.312827 nChanged 3575 SP:Iteration 1F (493.798015 sec): 3 clusters Score: Raw -1103205.607453 + Penalty 2941.153158 = -1100264.454295 nChanged 581 SP:Iteration 2F (493.858797 sec): 3 clusters Score: Raw -1103609.010397 + Penalty 2941.153158 = -1100667.857238 nChanged 585 SP:Iteration 3F (493.921159 sec): 3 clusters Score: Raw -1104100.134929 + Penalty 2941.153158 = -1101158.981770 nChanged 662 SP:Iteration 4F (493.977781 sec): 3 clusters Score: Raw -1104726.271002 + Penalty 2941.153158 = -1101785.117843 nChanged 740 SP:Iteration 5F (494.039262 sec): 3 clusters Score: Raw -1105512.762463 + Penalty 2941.153158 = -1102571.609304 nChanged 690 SP:Iteration 6F (494.090306 sec): 3 clusters Score: Raw -1106254.730589 + Penalty 2941.153158 = -1103313.577431 nChanged 475 SP:Iteration 7F (494.150457 sec): 3 clusters Score: Raw -1106594.498295 + Penalty 2941.153158 = -1103653.345137 nChanged 256 SP:Iteration 8Q (494.209788 sec): 3 clusters Score: Raw -1106753.706485 + Penalty 2941.153158 = -1103812.553326 nChanged 143 SP:Iteration 9Q (494.276386 sec): 3 clusters Score: Raw -1106835.712621 + Penalty 2941.153158 = -1103894.559463 nChanged 84 SP:Iteration 10Q (494.338596 sec): 3 clusters Score: Raw -1106879.426009 + Penalty 2941.153158 = -1103938.272850 nChanged 62 SP:Iteration 11Q (494.362698 sec): 3 clusters Score: Raw -1106908.542031 + Penalty 2941.153158 = -1103967.388872 nChanged 38 SP:Iteration 12Q (494.428116 sec): 3 clusters Score: Raw -1106926.607733 + Penalty 2941.153158 = -1103985.454574 nChanged 25 SP:Iteration 13Q (494.490697 sec): 3 clusters Score: Raw -1106938.069652 + Penalty 2941.153158 = -1103996.916493 nChanged 20 SP:Iteration 14Q (494.547811 sec): 3 clusters Score: Raw -1106945.465253 + Penalty 2941.153158 = -1104004.312095 nChanged 16 SP:Iteration 15Q (494.600684 sec): 3 clusters Score: Raw -1106952.389558 + Penalty 2941.153158 = -1104011.236400 nChanged 21 SP:Iteration 16Q (494.672093 sec): 3 clusters Score: Raw -1106963.107660 + Penalty 2941.153158 = -1104021.954501 nChanged 18 SP:Iteration 17Q (494.730517 sec): 3 clusters Score: Raw -1106974.741674 + Penalty 2941.153158 = -1104033.588515 nChanged 21 SP:Iteration 18Q (494.791447 sec): 3 clusters Score: Raw -1106991.949889 + Penalty 2941.153158 = -1104050.796731 nChanged 21 SP:Iteration 19Q (494.849720 sec): 3 clusters Score: Raw -1107011.798281 + Penalty 2941.153158 = -1104070.645123 nChanged 25 SP:Iteration 20F (494.898202 sec): 3 clusters Score: Raw -1107054.497943 + Penalty 2941.153158 = -1104113.344784 nChanged 29 SP:Iteration 21Q (494.965515 sec): 3 clusters Score: Raw -1107177.371603 + Penalty 2941.153158 = -1104236.218445 nChanged 40 SP:Iteration 22Q (495.029485 sec): 3 clusters Score: Raw -1107444.307189 + Penalty 2941.153158 = -1104503.154031 nChanged 18 SP:Iteration 23Q (495.078703 sec): 3 clusters Score: Raw -1107501.731363 + Penalty 2941.153158 = -1104560.578205 nChanged 9 SP:Iteration 24Q (495.146405 sec): 3 clusters Score: Raw -1107503.329459 + Penalty 2941.153158 = -1104562.176301 nChanged 2 SP:Iteration 25Q (495.198879 sec): 3 clusters Score: Raw -1107503.589730 + Penalty 2941.153158 = -1104562.436572 nChanged 0 SP:Iteration 26F (495.248172 sec): 3 clusters Score: Raw -1107503.589730 + Penalty 2941.153158 = -1104562.436572 nChanged 0 Score: Raw -57369069.385186 + Penalty 37966.405434 = -57331102.979752 Splitting cluster 9 changes total score from -57331519.277944 to -57331102.979752 So it's not getting split. Trying to split cluster 10 (7230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (500.439196 sec): 2 clusters Score: Raw -946962.893593 + Penalty 1443.974076 = -945518.919517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (500.464688 sec): 3 clusters Score: Raw -943026.077523 + Penalty 2887.948152 = -940138.129370 nChanged 3028 SP:Iteration 1F (500.502670 sec): 3 clusters Score: Raw -944752.980205 + Penalty 2887.948152 = -941865.032053 nChanged 533 SP:Iteration 2F (500.526266 sec): 3 clusters Score: Raw -945059.353699 + Penalty 2887.948152 = -942171.405546 nChanged 473 SP:Iteration 3F (500.550896 sec): 3 clusters Score: Raw -945386.437345 + Penalty 2887.948152 = -942498.489193 nChanged 477 SP:Iteration 4F (500.575327 sec): 3 clusters Score: Raw -945787.829998 + Penalty 2887.948152 = -942899.881846 nChanged 495 SP:Iteration 5F (500.599865 sec): 3 clusters Score: Raw -946247.396573 + Penalty 2887.948152 = -943359.448421 nChanged 451 SP:Iteration 6F (500.624631 sec): 3 clusters Score: Raw -946624.375611 + Penalty 2887.948152 = -943736.427458 nChanged 334 SP:Iteration 7Q (500.649326 sec): 3 clusters Score: Raw -946855.452430 + Penalty 2887.948152 = -943967.504277 nChanged 242 SP:Iteration 8Q (500.676187 sec): 3 clusters Score: Raw -947003.596831 + Penalty 2887.948152 = -944115.648678 nChanged 158 SP:Iteration 9Q (500.713474 sec): 3 clusters Score: Raw -947091.853378 + Penalty 2887.948152 = -944203.905225 nChanged 129 SP:Iteration 10Q (500.737829 sec): 3 clusters Score: Raw -947156.026054 + Penalty 2887.948152 = -944268.077902 nChanged 107 SP:Iteration 11Q (500.762351 sec): 3 clusters Score: Raw -947205.481070 + Penalty 2887.948152 = -944317.532918 nChanged 78 SP:Iteration 12Q (500.786636 sec): 3 clusters Score: Raw -947242.079183 + Penalty 2887.948152 = -944354.131031 nChanged 76 SP:Iteration 13Q (500.810499 sec): 3 clusters Score: Raw -947269.707524 + Penalty 2887.948152 = -944381.759372 nChanged 56 SP:Iteration 14Q (500.872717 sec): 3 clusters Score: Raw -947290.413545 + Penalty 2887.948152 = -944402.465393 nChanged 36 SP:Iteration 15Q (500.933998 sec): 3 clusters Score: Raw -947305.522162 + Penalty 2887.948152 = -944417.574009 nChanged 30 SP:Iteration 16Q (501.006112 sec): 3 clusters Score: Raw -947315.666144 + Penalty 2887.948152 = -944427.717992 nChanged 18 SP:Iteration 17Q (501.067273 sec): 3 clusters Score: Raw -947323.788713 + Penalty 2887.948152 = -944435.840561 nChanged 27 SP:Iteration 18Q (501.127203 sec): 3 clusters Score: Raw -947335.130076 + Penalty 2887.948152 = -944447.181924 nChanged 26 SP:Iteration 19Q (501.172875 sec): 3 clusters Score: Raw -947344.474461 + Penalty 2887.948152 = -944456.526308 nChanged 16 SP:Iteration 20F (501.233911 sec): 3 clusters Score: Raw -947348.550045 + Penalty 2887.948152 = -944460.601892 nChanged 18 SP:Iteration 21Q (501.287085 sec): 3 clusters Score: Raw -947353.570446 + Penalty 2887.948152 = -944465.622294 nChanged 22 SP:Iteration 22Q (501.343666 sec): 3 clusters Score: Raw -947360.890007 + Penalty 2887.948152 = -944472.941855 nChanged 23 SP:Iteration 23Q (501.399937 sec): 3 clusters Score: Raw -947368.176194 + Penalty 2887.948152 = -944480.228042 nChanged 18 SP:Iteration 24Q (501.456283 sec): 3 clusters Score: Raw -947374.618713 + Penalty 2887.948152 = -944486.670561 nChanged 11 SP:Iteration 25Q (501.508589 sec): 3 clusters Score: Raw -947379.286328 + Penalty 2887.948152 = -944491.338176 nChanged 12 SP:Iteration 26Q (501.569822 sec): 3 clusters Score: Raw -947382.146454 + Penalty 2887.948152 = -944494.198301 nChanged 8 SP:Iteration 27Q (501.618979 sec): 3 clusters Score: Raw -947383.456632 + Penalty 2887.948152 = -944495.508479 nChanged 8 SP:Iteration 28Q (501.675898 sec): 3 clusters Score: Raw -947385.692620 + Penalty 2887.948152 = -944497.744467 nChanged 10 SP:Iteration 29Q (501.743664 sec): 3 clusters Score: Raw -947388.914001 + Penalty 2887.948152 = -944500.965848 nChanged 4 SP:Iteration 30Q (501.796146 sec): 3 clusters Score: Raw -947390.333032 + Penalty 2887.948152 = -944502.384879 nChanged 3 SP:Iteration 31Q (501.856830 sec): 3 clusters Score: Raw -947390.991971 + Penalty 2887.948152 = -944503.043819 nChanged 3 SP:Iteration 32Q (501.911549 sec): 3 clusters Score: Raw -947391.437352 + Penalty 2887.948152 = -944503.489199 nChanged 1 SP:Iteration 33Q (501.968887 sec): 3 clusters Score: Raw -947391.505953 + Penalty 2887.948152 = -944503.557801 nChanged 1 SP:Iteration 34Q (502.026339 sec): 3 clusters Score: Raw -947391.560363 + Penalty 2887.948152 = -944503.612210 nChanged 0 SP:Iteration 35F (502.087207 sec): 3 clusters Score: Raw -947391.560363 + Penalty 2887.948152 = -944503.612210 nChanged 0 Trying to split cluster 11 (11803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.127778 sec): 2 clusters Score: Raw -1604709.818986 + Penalty 1523.617715 = -1603186.201271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.195288 sec): 3 clusters Score: Raw -1597914.883857 + Penalty 3047.235430 = -1594867.648427 nChanged 5231 SP:Iteration 1F (502.262254 sec): 3 clusters Score: Raw -1600766.990918 + Penalty 3047.235430 = -1597719.755488 nChanged 827 SP:Iteration 2F (502.318353 sec): 3 clusters Score: Raw -1601290.438332 + Penalty 3047.235430 = -1598243.202902 nChanged 817 SP:Iteration 3F (502.380424 sec): 3 clusters Score: Raw -1601934.174479 + Penalty 3047.235430 = -1598886.939049 nChanged 859 SP:Iteration 4F (502.445881 sec): 3 clusters Score: Raw -1602672.555357 + Penalty 3047.235430 = -1599625.319927 nChanged 829 SP:Iteration 5F (502.501544 sec): 3 clusters Score: Raw -1603373.369500 + Penalty 3047.235430 = -1600326.134070 nChanged 791 SP:Iteration 6F (502.570284 sec): 3 clusters Score: Raw -1603991.108087 + Penalty 3047.235430 = -1600943.872657 nChanged 670 SP:Iteration 7F (502.624874 sec): 3 clusters Score: Raw -1604475.887472 + Penalty 3047.235430 = -1601428.652042 nChanged 537 SP:Iteration 8Q (502.697322 sec): 3 clusters Score: Raw -1604860.891969 + Penalty 3047.235430 = -1601813.656539 nChanged 444 SP:Iteration 9Q (502.766119 sec): 3 clusters Score: Raw -1605141.572888 + Penalty 3047.235430 = -1602094.337458 nChanged 360 SP:Iteration 10Q (502.829162 sec): 3 clusters Score: Raw -1605362.225632 + Penalty 3047.235430 = -1602314.990202 nChanged 278 SP:Iteration 11Q (502.886685 sec): 3 clusters Score: Raw -1605530.470791 + Penalty 3047.235430 = -1602483.235361 nChanged 218 SP:Iteration 12Q (502.953895 sec): 3 clusters Score: Raw -1605653.261879 + Penalty 3047.235430 = -1602606.026449 nChanged 190 SP:Iteration 13Q (503.020810 sec): 3 clusters Score: Raw -1605746.490506 + Penalty 3047.235430 = -1602699.255076 nChanged 152 SP:Iteration 14Q (503.071962 sec): 3 clusters Score: Raw -1605813.172352 + Penalty 3047.235430 = -1602765.936922 nChanged 135 SP:Iteration 15Q (503.140094 sec): 3 clusters Score: Raw -1605870.222186 + Penalty 3047.235430 = -1602822.986756 nChanged 95 SP:Iteration 16Q (503.216540 sec): 3 clusters Score: Raw -1605904.527332 + Penalty 3047.235430 = -1602857.291902 nChanged 92 SP:Iteration 17Q (503.280698 sec): 3 clusters Score: Raw -1605938.162616 + Penalty 3047.235430 = -1602890.927186 nChanged 75 SP:Iteration 18Q (503.346945 sec): 3 clusters Score: Raw -1605962.359716 + Penalty 3047.235430 = -1602915.124286 nChanged 63 SP:Iteration 19Q (503.407806 sec): 3 clusters Score: Raw -1605979.797943 + Penalty 3047.235430 = -1602932.562513 nChanged 56 SP:Iteration 20F (503.464845 sec): 3 clusters Score: Raw -1605996.834657 + Penalty 3047.235430 = -1602949.599227 nChanged 51 SP:Iteration 21Q (503.530150 sec): 3 clusters Score: Raw -1606013.345663 + Penalty 3047.235430 = -1602966.110233 nChanged 63 SP:Iteration 22Q (503.595590 sec): 3 clusters Score: Raw -1606034.102753 + Penalty 3047.235430 = -1602986.867323 nChanged 70 SP:Iteration 23Q (503.661737 sec): 3 clusters Score: Raw -1606054.068593 + Penalty 3047.235430 = -1603006.833163 nChanged 49 SP:Iteration 24Q (503.726927 sec): 3 clusters Score: Raw -1606065.593665 + Penalty 3047.235430 = -1603018.358235 nChanged 36 SP:Iteration 25Q (503.788032 sec): 3 clusters Score: Raw -1606073.257571 + Penalty 3047.235430 = -1603026.022141 nChanged 24 SP:Iteration 26Q (503.853201 sec): 3 clusters Score: Raw -1606077.311659 + Penalty 3047.235430 = -1603030.076229 nChanged 19 SP:Iteration 27Q (503.918259 sec): 3 clusters Score: Raw -1606080.781468 + Penalty 3047.235430 = -1603033.546038 nChanged 11 SP:Iteration 28Q (503.976199 sec): 3 clusters Score: Raw -1606082.377569 + Penalty 3047.235430 = -1603035.142139 nChanged 11 SP:Iteration 29Q (504.030139 sec): 3 clusters Score: Raw -1606084.223167 + Penalty 3047.235430 = -1603036.987737 nChanged 14 SP:Iteration 30Q (504.095086 sec): 3 clusters Score: Raw -1606086.188981 + Penalty 3047.235430 = -1603038.953551 nChanged 8 SP:Iteration 31Q (504.160297 sec): 3 clusters Score: Raw -1606087.029346 + Penalty 3047.235430 = -1603039.793916 nChanged 4 SP:Iteration 32Q (504.226437 sec): 3 clusters Score: Raw -1606087.819305 + Penalty 3047.235430 = -1603040.583875 nChanged 6 SP:Iteration 33Q (504.289120 sec): 3 clusters Score: Raw -1606089.512424 + Penalty 3047.235430 = -1603042.276994 nChanged 10 SP:Iteration 34Q (504.349317 sec): 3 clusters Score: Raw -1606091.430619 + Penalty 3047.235430 = -1603044.195189 nChanged 10 SP:Iteration 35Q (504.411960 sec): 3 clusters Score: Raw -1606092.890118 + Penalty 3047.235430 = -1603045.654688 nChanged 4 SP:Iteration 36Q (504.475583 sec): 3 clusters Score: Raw -1606093.446593 + Penalty 3047.235430 = -1603046.211163 nChanged 3 SP:Iteration 37Q (504.534597 sec): 3 clusters Score: Raw -1606093.774413 + Penalty 3047.235430 = -1603046.538983 nChanged 1 SP:Iteration 38Q (504.594984 sec): 3 clusters Score: Raw -1606093.946842 + Penalty 3047.235430 = -1603046.711412 nChanged 2 SP:Iteration 39Q (504.655916 sec): 3 clusters Score: Raw -1606094.336779 + Penalty 3047.235430 = -1603047.101349 nChanged 6 SP:Iteration 40F (504.724776 sec): 3 clusters Score: Raw -1606095.204836 + Penalty 3047.235430 = -1603047.969406 nChanged 5 SP:Iteration 41Q (504.791522 sec): 3 clusters Score: Raw -1606095.889899 + Penalty 3047.235430 = -1603048.654469 nChanged 6 SP:Iteration 42Q (504.853561 sec): 3 clusters Score: Raw -1606096.688578 + Penalty 3047.235430 = -1603049.453148 nChanged 3 SP:Iteration 43Q (504.912601 sec): 3 clusters Score: Raw -1606096.963841 + Penalty 3047.235430 = -1603049.728411 nChanged 3 SP:Iteration 44Q (504.972198 sec): 3 clusters Score: Raw -1606097.565507 + Penalty 3047.235430 = -1603050.330077 nChanged 1 SP:Iteration 45Q (505.031505 sec): 3 clusters Score: Raw -1606097.651258 + Penalty 3047.235430 = -1603050.415828 nChanged 1 SP:Iteration 46Q (505.098318 sec): 3 clusters Score: Raw -1606097.737322 + Penalty 3047.235430 = -1603050.501892 nChanged 1 SP:Iteration 47Q (505.165246 sec): 3 clusters Score: Raw -1606097.856573 + Penalty 3047.235430 = -1603050.621143 nChanged 1 SP:Iteration 48Q (505.221392 sec): 3 clusters Score: Raw -1606098.070667 + Penalty 3047.235430 = -1603050.835237 nChanged 2 SP:Iteration 49Q (505.280474 sec): 3 clusters Score: Raw -1606098.454000 + Penalty 3047.235430 = -1603051.218570 nChanged 1 SP:Iteration 50Q (505.339722 sec): 3 clusters Score: Raw -1606098.560374 + Penalty 3047.235430 = -1603051.324944 nChanged 1 SP:Iteration 51Q (505.399095 sec): 3 clusters Score: Raw -1606098.840956 + Penalty 3047.235430 = -1603051.605526 nChanged 0 SP:Iteration 52F (505.467863 sec): 3 clusters Score: Raw -1606098.840956 + Penalty 3047.235430 = -1603051.605526 nChanged 0 Trying to split cluster 12 (10895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.495317 sec): 2 clusters Score: Raw -1457220.670402 + Penalty 1510.609628 = -1455710.060774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.562518 sec): 3 clusters Score: Raw -1450992.439849 + Penalty 3021.219255 = -1447971.220593 nChanged 4750 SP:Iteration 1F (505.624804 sec): 3 clusters Score: Raw -1453840.732104 + Penalty 3021.219255 = -1450819.512849 nChanged 784 SP:Iteration 2F (505.687151 sec): 3 clusters Score: Raw -1454317.007965 + Penalty 3021.219255 = -1451295.788710 nChanged 708 SP:Iteration 3F (505.754811 sec): 3 clusters Score: Raw -1454740.820024 + Penalty 3021.219255 = -1451719.600769 nChanged 666 SP:Iteration 4F (505.811039 sec): 3 clusters Score: Raw -1455130.233664 + Penalty 3021.219255 = -1452109.014409 nChanged 587 SP:Iteration 5F (505.872434 sec): 3 clusters Score: Raw -1455469.930148 + Penalty 3021.219255 = -1452448.710892 nChanged 530 SP:Iteration 6Q (505.934665 sec): 3 clusters Score: Raw -1455779.722958 + Penalty 3021.219255 = -1452758.503703 nChanged 478 SP:Iteration 7Q (505.997498 sec): 3 clusters Score: Raw -1456081.766360 + Penalty 3021.219255 = -1453060.547104 nChanged 473 SP:Iteration 8Q (506.065365 sec): 3 clusters Score: Raw -1456361.439204 + Penalty 3021.219255 = -1453340.219949 nChanged 372 SP:Iteration 9Q (506.122051 sec): 3 clusters Score: Raw -1456539.832491 + Penalty 3021.219255 = -1453518.613235 nChanged 282 SP:Iteration 10Q (506.183714 sec): 3 clusters Score: Raw -1456661.630339 + Penalty 3021.219255 = -1453640.411083 nChanged 239 SP:Iteration 11Q (506.246304 sec): 3 clusters Score: Raw -1456752.659626 + Penalty 3021.219255 = -1453731.440371 nChanged 189 SP:Iteration 12Q (506.309187 sec): 3 clusters Score: Raw -1456816.163464 + Penalty 3021.219255 = -1453794.944209 nChanged 159 SP:Iteration 13Q (506.383766 sec): 3 clusters Score: Raw -1456864.640970 + Penalty 3021.219255 = -1453843.421715 nChanged 125 SP:Iteration 14Q (506.443342 sec): 3 clusters Score: Raw -1456899.679548 + Penalty 3021.219255 = -1453878.460292 nChanged 100 SP:Iteration 15Q (506.517845 sec): 3 clusters Score: Raw -1456926.072434 + Penalty 3021.219255 = -1453904.853178 nChanged 86 SP:Iteration 16Q (506.584392 sec): 3 clusters Score: Raw -1456945.089201 + Penalty 3021.219255 = -1453923.869945 nChanged 78 SP:Iteration 17Q (506.650902 sec): 3 clusters Score: Raw -1456963.560692 + Penalty 3021.219255 = -1453942.341437 nChanged 63 SP:Iteration 18Q (506.717512 sec): 3 clusters Score: Raw -1456976.601456 + Penalty 3021.219255 = -1453955.382201 nChanged 44 SP:Iteration 19Q (506.783566 sec): 3 clusters Score: Raw -1456984.844930 + Penalty 3021.219255 = -1453963.625674 nChanged 40 SP:Iteration 20F (506.838431 sec): 3 clusters Score: Raw -1456993.200108 + Penalty 3021.219255 = -1453971.980853 nChanged 38 SP:Iteration 21Q (506.897495 sec): 3 clusters Score: Raw -1457001.029221 + Penalty 3021.219255 = -1453979.809965 nChanged 43 SP:Iteration 22Q (506.967834 sec): 3 clusters Score: Raw -1457011.701886 + Penalty 3021.219255 = -1453990.482631 nChanged 35 SP:Iteration 23Q (507.029571 sec): 3 clusters Score: Raw -1457020.006279 + Penalty 3021.219255 = -1453998.787024 nChanged 29 SP:Iteration 24Q (507.094958 sec): 3 clusters Score: Raw -1457025.966979 + Penalty 3021.219255 = -1454004.747724 nChanged 26 SP:Iteration 25Q (507.158276 sec): 3 clusters Score: Raw -1457031.383668 + Penalty 3021.219255 = -1454010.164413 nChanged 22 SP:Iteration 26Q (507.218184 sec): 3 clusters Score: Raw -1457036.690948 + Penalty 3021.219255 = -1454015.471693 nChanged 20 SP:Iteration 27Q (507.283925 sec): 3 clusters Score: Raw -1457040.886685 + Penalty 3021.219255 = -1454019.667429 nChanged 17 SP:Iteration 28Q (507.349643 sec): 3 clusters Score: Raw -1457045.059810 + Penalty 3021.219255 = -1454023.840554 nChanged 23 SP:Iteration 29Q (507.415969 sec): 3 clusters Score: Raw -1457048.837224 + Penalty 3021.219255 = -1454027.617969 nChanged 24 SP:Iteration 30Q (507.479162 sec): 3 clusters Score: Raw -1457053.415088 + Penalty 3021.219255 = -1454032.195833 nChanged 27 SP:Iteration 31Q (507.549187 sec): 3 clusters Score: Raw -1457058.823175 + Penalty 3021.219255 = -1454037.603920 nChanged 27 SP:Iteration 32Q (507.602949 sec): 3 clusters Score: Raw -1457063.143541 + Penalty 3021.219255 = -1454041.924285 nChanged 21 SP:Iteration 33Q (507.667917 sec): 3 clusters Score: Raw -1457066.581127 + Penalty 3021.219255 = -1454045.361872 nChanged 20 SP:Iteration 34Q (507.732761 sec): 3 clusters Score: Raw -1457070.542824 + Penalty 3021.219255 = -1454049.323568 nChanged 26 SP:Iteration 35Q (507.797973 sec): 3 clusters Score: Raw -1457076.147760 + Penalty 3021.219255 = -1454054.928505 nChanged 33 SP:Iteration 36Q (507.862194 sec): 3 clusters Score: Raw -1457084.897441 + Penalty 3021.219255 = -1454063.678186 nChanged 33 SP:Iteration 37Q (507.927136 sec): 3 clusters Score: Raw -1457089.666344 + Penalty 3021.219255 = -1454068.447089 nChanged 20 SP:Iteration 38Q (507.991329 sec): 3 clusters Score: Raw -1457092.751422 + Penalty 3021.219255 = -1454071.532166 nChanged 12 SP:Iteration 39Q (508.055973 sec): 3 clusters Score: Raw -1457094.163910 + Penalty 3021.219255 = -1454072.944655 nChanged 7 SP:Iteration 40F (508.118597 sec): 3 clusters Score: Raw -1457094.961744 + Penalty 3021.219255 = -1454073.742489 nChanged 7 SP:Iteration 41Q (508.186100 sec): 3 clusters Score: Raw -1457096.054540 + Penalty 3021.219255 = -1454074.835285 nChanged 8 SP:Iteration 42Q (508.245864 sec): 3 clusters Score: Raw -1457097.165506 + Penalty 3021.219255 = -1454075.946250 nChanged 13 SP:Iteration 43Q (508.308940 sec): 3 clusters Score: Raw -1457099.448386 + Penalty 3021.219255 = -1454078.229131 nChanged 13 SP:Iteration 44Q (508.373617 sec): 3 clusters Score: Raw -1457102.057236 + Penalty 3021.219255 = -1454080.837980 nChanged 11 SP:Iteration 45Q (508.438155 sec): 3 clusters Score: Raw -1457104.119489 + Penalty 3021.219255 = -1454082.900234 nChanged 14 SP:Iteration 46Q (508.502548 sec): 3 clusters Score: Raw -1457106.657025 + Penalty 3021.219255 = -1454085.437769 nChanged 8 SP:Iteration 47Q (508.566957 sec): 3 clusters Score: Raw -1457108.108044 + Penalty 3021.219255 = -1454086.888789 nChanged 10 SP:Iteration 48Q (508.627855 sec): 3 clusters Score: Raw -1457109.374270 + Penalty 3021.219255 = -1454088.155014 nChanged 7 SP:Iteration 49Q (508.688559 sec): 3 clusters Score: Raw -1457110.668734 + Penalty 3021.219255 = -1454089.449478 nChanged 10 SP:Iteration 50Q (508.763729 sec): 3 clusters Score: Raw -1457113.215502 + Penalty 3021.219255 = -1454091.996247 nChanged 18 SP:Iteration 51Q (508.817175 sec): 3 clusters Score: Raw -1457117.546196 + Penalty 3021.219255 = -1454096.326941 nChanged 18 SP:Iteration 52Q (508.876866 sec): 3 clusters Score: Raw -1457122.410550 + Penalty 3021.219255 = -1454101.191295 nChanged 21 SP:Iteration 53Q (508.942237 sec): 3 clusters Score: Raw -1457127.871924 + Penalty 3021.219255 = -1454106.652668 nChanged 20 SP:Iteration 54Q (509.006560 sec): 3 clusters Score: Raw -1457130.802436 + Penalty 3021.219255 = -1454109.583181 nChanged 13 SP:Iteration 55Q (509.070662 sec): 3 clusters Score: Raw -1457132.826011 + Penalty 3021.219255 = -1454111.606755 nChanged 12 SP:Iteration 56Q (509.134798 sec): 3 clusters Score: Raw -1457134.409905 + Penalty 3021.219255 = -1454113.190650 nChanged 8 SP:Iteration 57Q (509.199680 sec): 3 clusters Score: Raw -1457135.485286 + Penalty 3021.219255 = -1454114.266030 nChanged 7 SP:Iteration 58Q (509.270926 sec): 3 clusters Score: Raw -1457136.962113 + Penalty 3021.219255 = -1454115.742858 nChanged 8 SP:Iteration 59Q (509.334807 sec): 3 clusters Score: Raw -1457137.867088 + Penalty 3021.219255 = -1454116.647832 nChanged 5 SP:Iteration 60F (509.399520 sec): 3 clusters Score: Raw -1457138.292289 + Penalty 3021.219255 = -1454117.073033 nChanged 4 SP:Iteration 61Q (509.452398 sec): 3 clusters Score: Raw -1457138.889305 + Penalty 3021.219255 = -1454117.670050 nChanged 3 SP:Iteration 62Q (509.513210 sec): 3 clusters Score: Raw -1457139.122848 + Penalty 3021.219255 = -1454117.903593 nChanged 3 SP:Iteration 63Q (509.577561 sec): 3 clusters Score: Raw -1457139.587820 + Penalty 3021.219255 = -1454118.368565 nChanged 4 SP:Iteration 64Q (509.644891 sec): 3 clusters Score: Raw -1457140.266718 + Penalty 3021.219255 = -1454119.047462 nChanged 1 SP:Iteration 65Q (509.692837 sec): 3 clusters Score: Raw -1457140.371963 + Penalty 3021.219255 = -1454119.152708 nChanged 2 SP:Iteration 66Q (509.757407 sec): 3 clusters Score: Raw -1457140.478052 + Penalty 3021.219255 = -1454119.258797 nChanged 1 SP:Iteration 67Q (509.821676 sec): 3 clusters Score: Raw -1457140.583941 + Penalty 3021.219255 = -1454119.364686 nChanged 0 SP:Iteration 68F (509.887546 sec): 3 clusters Score: Raw -1457140.583941 + Penalty 3021.219255 = -1454119.364686 nChanged 0 Trying to split cluster 13 (42965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (509.964129 sec): 2 clusters Score: Raw -5780416.416709 + Penalty 1733.572930 = -5778682.843779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.082455 sec): 3 clusters Score: Raw -5753420.499379 + Penalty 3467.145861 = -5749953.353518 nChanged 20082 SP:Iteration 1F (510.195310 sec): 3 clusters Score: Raw -5765584.350696 + Penalty 3467.145861 = -5762117.204836 nChanged 2501 SP:Iteration 2F (510.303795 sec): 3 clusters Score: Raw -5767196.483645 + Penalty 3467.145861 = -5763729.337784 nChanged 2875 SP:Iteration 3F (510.417117 sec): 3 clusters Score: Raw -5769460.006841 + Penalty 3467.145861 = -5765992.860981 nChanged 3121 SP:Iteration 4F (510.523083 sec): 3 clusters Score: Raw -5772070.276464 + Penalty 3467.145861 = -5768603.130603 nChanged 3142 SP:Iteration 5F (510.636433 sec): 3 clusters Score: Raw -5774663.044568 + Penalty 3467.145861 = -5771195.898707 nChanged 2911 SP:Iteration 6F (510.750321 sec): 3 clusters Score: Raw -5776867.825899 + Penalty 3467.145861 = -5773400.680039 nChanged 2462 SP:Iteration 7F (510.863988 sec): 3 clusters Score: Raw -5778434.489472 + Penalty 3467.145861 = -5774967.343612 nChanged 1929 SP:Iteration 8Q (510.968069 sec): 3 clusters Score: Raw -5779575.876640 + Penalty 3467.145861 = -5776108.730780 nChanged 1417 SP:Iteration 9Q (511.080727 sec): 3 clusters Score: Raw -5780496.707024 + Penalty 3467.145861 = -5777029.561163 nChanged 1161 SP:Iteration 10Q (511.193367 sec): 3 clusters Score: Raw -5781274.774965 + Penalty 3467.145861 = -5777807.629105 nChanged 984 SP:Iteration 11Q (511.294947 sec): 3 clusters Score: Raw -5781829.665875 + Penalty 3467.145861 = -5778362.520015 nChanged 777 SP:Iteration 12Q (511.402621 sec): 3 clusters Score: Raw -5782179.546257 + Penalty 3467.145861 = -5778712.400397 nChanged 684 SP:Iteration 13Q (511.513796 sec): 3 clusters Score: Raw -5782426.932667 + Penalty 3467.145861 = -5778959.786806 nChanged 554 SP:Iteration 14Q (511.625023 sec): 3 clusters Score: Raw -5782597.895066 + Penalty 3467.145861 = -5779130.749206 nChanged 496 SP:Iteration 15Q (511.735577 sec): 3 clusters Score: Raw -5782729.450461 + Penalty 3467.145861 = -5779262.304601 nChanged 377 SP:Iteration 16Q (511.840983 sec): 3 clusters Score: Raw -5782813.366446 + Penalty 3467.145861 = -5779346.220585 nChanged 337 SP:Iteration 17Q (511.949062 sec): 3 clusters Score: Raw -5782880.802808 + Penalty 3467.145861 = -5779413.656948 nChanged 284 SP:Iteration 18Q (512.059576 sec): 3 clusters Score: Raw -5782928.742427 + Penalty 3467.145861 = -5779461.596566 nChanged 225 SP:Iteration 19Q (512.168979 sec): 3 clusters Score: Raw -5782962.814696 + Penalty 3467.145861 = -5779495.668835 nChanged 204 SP:Iteration 20F (512.275341 sec): 3 clusters Score: Raw -5782986.757905 + Penalty 3467.145861 = -5779519.612044 nChanged 168 SP:Iteration 21Q (512.385221 sec): 3 clusters Score: Raw -5783004.606057 + Penalty 3467.145861 = -5779537.460196 nChanged 147 SP:Iteration 22Q (512.490056 sec): 3 clusters Score: Raw -5783018.149773 + Penalty 3467.145861 = -5779551.003912 nChanged 120 SP:Iteration 23Q (512.599081 sec): 3 clusters Score: Raw -5783028.037871 + Penalty 3467.145861 = -5779560.892010 nChanged 115 SP:Iteration 24Q (512.707178 sec): 3 clusters Score: Raw -5783037.142358 + Penalty 3467.145861 = -5779569.996498 nChanged 109 SP:Iteration 25Q (512.816758 sec): 3 clusters Score: Raw -5783046.109755 + Penalty 3467.145861 = -5779578.963894 nChanged 97 SP:Iteration 26Q (512.926635 sec): 3 clusters Score: Raw -5783054.784679 + Penalty 3467.145861 = -5779587.638818 nChanged 103 SP:Iteration 27Q (513.025082 sec): 3 clusters Score: Raw -5783062.431124 + Penalty 3467.145861 = -5779595.285263 nChanged 78 SP:Iteration 28Q (513.134007 sec): 3 clusters Score: Raw -5783067.492328 + Penalty 3467.145861 = -5779600.346468 nChanged 69 SP:Iteration 29Q (513.242851 sec): 3 clusters Score: Raw -5783071.540154 + Penalty 3467.145861 = -5779604.394293 nChanged 47 SP:Iteration 30Q (513.351468 sec): 3 clusters Score: Raw -5783073.982974 + Penalty 3467.145861 = -5779606.837113 nChanged 39 SP:Iteration 31Q (513.449179 sec): 3 clusters Score: Raw -5783076.322775 + Penalty 3467.145861 = -5779609.176914 nChanged 39 SP:Iteration 32Q (513.559713 sec): 3 clusters Score: Raw -5783078.853434 + Penalty 3467.145861 = -5779611.707573 nChanged 42 SP:Iteration 33Q (513.667820 sec): 3 clusters Score: Raw -5783080.987324 + Penalty 3467.145861 = -5779613.841463 nChanged 35 SP:Iteration 34Q (513.778441 sec): 3 clusters Score: Raw -5783082.808892 + Penalty 3467.145861 = -5779615.663031 nChanged 30 SP:Iteration 35Q (513.884408 sec): 3 clusters Score: Raw -5783084.524488 + Penalty 3467.145861 = -5779617.378627 nChanged 28 SP:Iteration 36Q (513.994528 sec): 3 clusters Score: Raw -5783086.184814 + Penalty 3467.145861 = -5779619.038954 nChanged 27 SP:Iteration 37Q (514.101381 sec): 3 clusters Score: Raw -5783087.287539 + Penalty 3467.145861 = -5779620.141678 nChanged 26 SP:Iteration 38Q (514.219739 sec): 3 clusters Score: Raw -5783088.196435 + Penalty 3467.145861 = -5779621.050575 nChanged 20 SP:Iteration 39Q (514.334670 sec): 3 clusters Score: Raw -5783089.169585 + Penalty 3467.145861 = -5779622.023725 nChanged 26 SP:Iteration 40F (514.445793 sec): 3 clusters Score: Raw -5783090.201300 + Penalty 3467.145861 = -5779623.055439 nChanged 23 SP:Iteration 41Q (514.565315 sec): 3 clusters Score: Raw -5783091.117422 + Penalty 3467.145861 = -5779623.971562 nChanged 18 SP:Iteration 42Q (514.680243 sec): 3 clusters Score: Raw -5783092.065967 + Penalty 3467.145861 = -5779624.920106 nChanged 20 SP:Iteration 43Q (514.802504 sec): 3 clusters Score: Raw -5783092.815002 + Penalty 3467.145861 = -5779625.669141 nChanged 18 SP:Iteration 44Q (514.909971 sec): 3 clusters Score: Raw -5783093.615399 + Penalty 3467.145861 = -5779626.469538 nChanged 17 SP:Iteration 45Q (515.028786 sec): 3 clusters Score: Raw -5783094.273151 + Penalty 3467.145861 = -5779627.127290 nChanged 11 SP:Iteration 46Q (515.147506 sec): 3 clusters Score: Raw -5783094.531247 + Penalty 3467.145861 = -5779627.385386 nChanged 11 SP:Iteration 47Q (515.267056 sec): 3 clusters Score: Raw -5783094.803381 + Penalty 3467.145861 = -5779627.657520 nChanged 4 SP:Iteration 48Q (515.373534 sec): 3 clusters Score: Raw -5783094.893835 + Penalty 3467.145861 = -5779627.747975 nChanged 5 SP:Iteration 49Q (515.498055 sec): 3 clusters Score: Raw -5783095.028004 + Penalty 3467.145861 = -5779627.882144 nChanged 4 SP:Iteration 50Q (515.601656 sec): 3 clusters Score: Raw -5783095.109428 + Penalty 3467.145861 = -5779627.963567 nChanged 5 SP:Iteration 51Q (515.716759 sec): 3 clusters Score: Raw -5783095.242063 + Penalty 3467.145861 = -5779628.096202 nChanged 7 SP:Iteration 52Q (515.836471 sec): 3 clusters Score: Raw -5783095.391600 + Penalty 3467.145861 = -5779628.245740 nChanged 5 SP:Iteration 53Q (515.956428 sec): 3 clusters Score: Raw -5783095.542874 + Penalty 3467.145861 = -5779628.397013 nChanged 8 SP:Iteration 54Q (516.065906 sec): 3 clusters Score: Raw -5783095.775412 + Penalty 3467.145861 = -5779628.629551 nChanged 6 SP:Iteration 55Q (516.183440 sec): 3 clusters Score: Raw -5783095.915248 + Penalty 3467.145861 = -5779628.769387 nChanged 7 SP:Iteration 56Q (516.299965 sec): 3 clusters Score: Raw -5783096.021775 + Penalty 3467.145861 = -5779628.875914 nChanged 3 SP:Iteration 57Q (516.402422 sec): 3 clusters Score: Raw -5783096.075842 + Penalty 3467.145861 = -5779628.929981 nChanged 1 SP:Iteration 58Q (516.524704 sec): 3 clusters Score: Raw -5783096.092174 + Penalty 3467.145861 = -5779628.946313 nChanged 0 SP:Iteration 59F (516.629471 sec): 3 clusters Score: Raw -5783096.092174 + Penalty 3467.145861 = -5779628.946313 nChanged 0 Score: Raw -57370095.000260 + Penalty 37966.405434 = -57332128.594826 Splitting cluster 13 changes total score from -57331519.277944 to -57332128.594826 So it's getting split into cluster 16. Trying to split cluster 14 (3806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (521.644014 sec): 2 clusters Score: Raw -500999.445682 + Penalty 1339.704283 = -499659.741399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (521.694723 sec): 3 clusters Score: Raw -499184.399852 + Penalty 2679.408566 = -496504.991287 nChanged 1473 SP:Iteration 1F (521.750092 sec): 3 clusters Score: Raw -500082.551518 + Penalty 2679.408566 = -497403.142952 nChanged 340 SP:Iteration 2F (521.803946 sec): 3 clusters Score: Raw -500439.302928 + Penalty 2679.408566 = -497759.894362 nChanged 262 SP:Iteration 3F (521.846611 sec): 3 clusters Score: Raw -500716.263437 + Penalty 2679.408566 = -498036.854872 nChanged 241 SP:Iteration 4F (521.899229 sec): 3 clusters Score: Raw -500950.655652 + Penalty 2679.408566 = -498271.247087 nChanged 242 SP:Iteration 5F (521.948676 sec): 3 clusters Score: Raw -501146.904157 + Penalty 2679.408566 = -498467.495591 nChanged 195 SP:Iteration 6F (522.007753 sec): 3 clusters Score: Raw -501274.401735 + Penalty 2679.408566 = -498594.993169 nChanged 151 SP:Iteration 7Q (522.064144 sec): 3 clusters Score: Raw -501362.357566 + Penalty 2679.408566 = -498682.949001 nChanged 119 SP:Iteration 8Q (522.118858 sec): 3 clusters Score: Raw -501433.748657 + Penalty 2679.408566 = -498754.340091 nChanged 108 SP:Iteration 9Q (522.170102 sec): 3 clusters Score: Raw -501493.574463 + Penalty 2679.408566 = -498814.165897 nChanged 78 SP:Iteration 10Q (522.213373 sec): 3 clusters Score: Raw -501527.955447 + Penalty 2679.408566 = -498848.546881 nChanged 54 SP:Iteration 11Q (522.266302 sec): 3 clusters Score: Raw -501550.715724 + Penalty 2679.408566 = -498871.307158 nChanged 30 SP:Iteration 12Q (522.310556 sec): 3 clusters Score: Raw -501561.970192 + Penalty 2679.408566 = -498882.561626 nChanged 27 SP:Iteration 13Q (522.357614 sec): 3 clusters Score: Raw -501572.910807 + Penalty 2679.408566 = -498893.502241 nChanged 23 SP:Iteration 14Q (522.420009 sec): 3 clusters Score: Raw -501579.327281 + Penalty 2679.408566 = -498899.918715 nChanged 13 SP:Iteration 15Q (522.466318 sec): 3 clusters Score: Raw -501584.278159 + Penalty 2679.408566 = -498904.869593 nChanged 14 SP:Iteration 16Q (522.517060 sec): 3 clusters Score: Raw -501588.146148 + Penalty 2679.408566 = -498908.737583 nChanged 13 SP:Iteration 17Q (522.572052 sec): 3 clusters Score: Raw -501591.758507 + Penalty 2679.408566 = -498912.349942 nChanged 8 SP:Iteration 18Q (522.616089 sec): 3 clusters Score: Raw -501594.172551 + Penalty 2679.408566 = -498914.763985 nChanged 12 SP:Iteration 19Q (522.658112 sec): 3 clusters Score: Raw -501597.398735 + Penalty 2679.408566 = -498917.990170 nChanged 11 SP:Iteration 20F (522.711750 sec): 3 clusters Score: Raw -501600.908534 + Penalty 2679.408566 = -498921.499968 nChanged 8 SP:Iteration 21Q (522.764105 sec): 3 clusters Score: Raw -501603.673655 + Penalty 2679.408566 = -498924.265089 nChanged 7 SP:Iteration 22Q (522.815729 sec): 3 clusters Score: Raw -501605.350394 + Penalty 2679.408566 = -498925.941828 nChanged 7 SP:Iteration 23Q (522.866574 sec): 3 clusters Score: Raw -501607.170814 + Penalty 2679.408566 = -498927.762248 nChanged 4 SP:Iteration 24Q (522.921862 sec): 3 clusters Score: Raw -501607.801661 + Penalty 2679.408566 = -498928.393095 nChanged 5 SP:Iteration 25Q (522.974323 sec): 3 clusters Score: Raw -501608.961136 + Penalty 2679.408566 = -498929.552571 nChanged 7 SP:Iteration 26Q (523.029378 sec): 3 clusters Score: Raw -501610.871520 + Penalty 2679.408566 = -498931.462955 nChanged 7 SP:Iteration 27Q (523.085419 sec): 3 clusters Score: Raw -501614.700788 + Penalty 2679.408566 = -498935.292222 nChanged 10 SP:Iteration 28Q (523.138559 sec): 3 clusters Score: Raw -501618.179223 + Penalty 2679.408566 = -498938.770658 nChanged 7 SP:Iteration 29Q (523.193174 sec): 3 clusters Score: Raw -501619.968837 + Penalty 2679.408566 = -498940.560272 nChanged 3 SP:Iteration 30Q (523.242111 sec): 3 clusters Score: Raw -501620.697374 + Penalty 2679.408566 = -498941.288808 nChanged 4 SP:Iteration 31Q (523.300794 sec): 3 clusters Score: Raw -501622.008586 + Penalty 2679.408566 = -498942.600020 nChanged 7 SP:Iteration 32Q (523.354704 sec): 3 clusters Score: Raw -501624.161737 + Penalty 2679.408566 = -498944.753171 nChanged 8 SP:Iteration 33Q (523.396462 sec): 3 clusters Score: Raw -501626.534538 + Penalty 2679.408566 = -498947.125972 nChanged 10 SP:Iteration 34Q (523.458169 sec): 3 clusters Score: Raw -501628.909739 + Penalty 2679.408566 = -498949.501174 nChanged 7 SP:Iteration 35Q (523.511597 sec): 3 clusters Score: Raw -501630.804090 + Penalty 2679.408566 = -498951.395524 nChanged 7 SP:Iteration 36Q (523.546732 sec): 3 clusters Score: Raw -501632.919279 + Penalty 2679.408566 = -498953.510713 nChanged 7 SP:Iteration 37Q (523.612976 sec): 3 clusters Score: Raw -501635.301354 + Penalty 2679.408566 = -498955.892788 nChanged 12 SP:Iteration 38Q (523.653572 sec): 3 clusters Score: Raw -501638.525091 + Penalty 2679.408566 = -498959.116525 nChanged 6 SP:Iteration 39Q (523.717421 sec): 3 clusters Score: Raw -501641.226892 + Penalty 2679.408566 = -498961.818326 nChanged 8 SP:Iteration 40F (523.768554 sec): 3 clusters Score: Raw -501644.265916 + Penalty 2679.408566 = -498964.857350 nChanged 11 SP:Iteration 41Q (523.822277 sec): 3 clusters Score: Raw -501648.461398 + Penalty 2679.408566 = -498969.052833 nChanged 12 SP:Iteration 42Q (523.857398 sec): 3 clusters Score: Raw -501653.090790 + Penalty 2679.408566 = -498973.682225 nChanged 16 SP:Iteration 43Q (523.910144 sec): 3 clusters Score: Raw -501658.784412 + Penalty 2679.408566 = -498979.375847 nChanged 18 SP:Iteration 44Q (523.963976 sec): 3 clusters Score: Raw -501664.870357 + Penalty 2679.408566 = -498985.461792 nChanged 14 SP:Iteration 45Q (524.004634 sec): 3 clusters Score: Raw -501669.352905 + Penalty 2679.408566 = -498989.944339 nChanged 15 SP:Iteration 46Q (524.066870 sec): 3 clusters Score: Raw -501675.669872 + Penalty 2679.408566 = -498996.261306 nChanged 20 SP:Iteration 47Q (524.108608 sec): 3 clusters Score: Raw -501683.193991 + Penalty 2679.408566 = -499003.785426 nChanged 22 SP:Iteration 48Q (524.169540 sec): 3 clusters Score: Raw -501691.619242 + Penalty 2679.408566 = -499012.210676 nChanged 17 SP:Iteration 49Q (524.218169 sec): 3 clusters Score: Raw -501700.516241 + Penalty 2679.408566 = -499021.107676 nChanged 17 SP:Iteration 50Q (524.269876 sec): 3 clusters Score: Raw -501708.591114 + Penalty 2679.408566 = -499029.182548 nChanged 14 SP:Iteration 51Q (524.310521 sec): 3 clusters Score: Raw -501714.529267 + Penalty 2679.408566 = -499035.120702 nChanged 18 SP:Iteration 52Q (524.360661 sec): 3 clusters Score: Raw -501721.505836 + Penalty 2679.408566 = -499042.097270 nChanged 19 SP:Iteration 53Q (524.419521 sec): 3 clusters Score: Raw -501730.087849 + Penalty 2679.408566 = -499050.679283 nChanged 14 SP:Iteration 54Q (524.475281 sec): 3 clusters Score: Raw -501736.603595 + Penalty 2679.408566 = -499057.195029 nChanged 13 SP:Iteration 55Q (524.520378 sec): 3 clusters Score: Raw -501742.995684 + Penalty 2679.408566 = -499063.587118 nChanged 7 SP:Iteration 56Q (524.586315 sec): 3 clusters Score: Raw -501745.412211 + Penalty 2679.408566 = -499066.003646 nChanged 8 SP:Iteration 57Q (524.639866 sec): 3 clusters Score: Raw -501748.052895 + Penalty 2679.408566 = -499068.644329 nChanged 8 SP:Iteration 58Q (524.694142 sec): 3 clusters Score: Raw -501750.245009 + Penalty 2679.408566 = -499070.836443 nChanged 3 SP:Iteration 59Q (524.747078 sec): 3 clusters Score: Raw -501751.547771 + Penalty 2679.408566 = -499072.139205 nChanged 1 SP:Iteration 60F (524.801990 sec): 3 clusters Score: Raw -501752.241665 + Penalty 2679.408566 = -499072.833099 nChanged 2 SP:Iteration 61Q (524.858779 sec): 3 clusters Score: Raw -501752.752373 + Penalty 2679.408566 = -499073.343807 nChanged 2 SP:Iteration 62Q (524.903015 sec): 3 clusters Score: Raw -501753.255126 + Penalty 2679.408566 = -499073.846560 nChanged 2 SP:Iteration 63Q (524.955174 sec): 3 clusters Score: Raw -501753.870780 + Penalty 2679.408566 = -499074.462215 nChanged 2 SP:Iteration 64Q (525.006997 sec): 3 clusters Score: Raw -501754.438842 + Penalty 2679.408566 = -499075.030277 nChanged 2 SP:Iteration 65Q (525.058746 sec): 3 clusters Score: Raw -501755.450851 + Penalty 2679.408566 = -499076.042285 nChanged 3 SP:Iteration 66Q (525.110045 sec): 3 clusters Score: Raw -501757.882781 + Penalty 2679.408566 = -499078.474215 nChanged 4 SP:Iteration 67Q (525.155654 sec): 3 clusters Score: Raw -501758.741653 + Penalty 2679.408566 = -499079.333088 nChanged 2 SP:Iteration 68Q (525.207761 sec): 3 clusters Score: Raw -501759.323970 + Penalty 2679.408566 = -499079.915404 nChanged 6 SP:Iteration 69Q (525.260923 sec): 3 clusters Score: Raw -501761.070079 + Penalty 2679.408566 = -499081.661513 nChanged 8 SP:Iteration 70Q (525.313761 sec): 3 clusters Score: Raw -501765.091934 + Penalty 2679.408566 = -499085.683369 nChanged 9 SP:Iteration 71Q (525.365329 sec): 3 clusters Score: Raw -501770.123076 + Penalty 2679.408566 = -499090.714511 nChanged 14 SP:Iteration 72Q (525.406455 sec): 3 clusters Score: Raw -501777.205535 + Penalty 2679.408566 = -499097.796969 nChanged 10 SP:Iteration 73Q (525.455182 sec): 3 clusters Score: Raw -501780.858843 + Penalty 2679.408566 = -499101.450277 nChanged 4 SP:Iteration 74Q (525.514111 sec): 3 clusters Score: Raw -501782.615546 + Penalty 2679.408566 = -499103.206980 nChanged 4 SP:Iteration 75Q (525.558850 sec): 3 clusters Score: Raw -501783.895330 + Penalty 2679.408566 = -499104.486764 nChanged 2 SP:Iteration 76Q (525.610994 sec): 3 clusters Score: Raw -501784.901567 + Penalty 2679.408566 = -499105.493001 nChanged 3 SP:Iteration 77Q (525.674440 sec): 3 clusters Score: Raw -501785.919555 + Penalty 2679.408566 = -499106.510990 nChanged 2 SP:Iteration 78Q (525.725173 sec): 3 clusters Score: Raw -501786.494266 + Penalty 2679.408566 = -499107.085700 nChanged 3 SP:Iteration 79Q (525.767321 sec): 3 clusters Score: Raw -501787.693930 + Penalty 2679.408566 = -499108.285365 nChanged 2 SP:Iteration 80F (525.820939 sec): 3 clusters Score: Raw -501788.074508 + Penalty 2679.408566 = -499108.665943 nChanged 1 SP:Iteration 81Q (525.856808 sec): 3 clusters Score: Raw -501788.251074 + Penalty 2679.408566 = -499108.842509 nChanged 1 SP:Iteration 82Q (525.903758 sec): 3 clusters Score: Raw -501788.716550 + Penalty 2679.408566 = -499109.307985 nChanged 1 SP:Iteration 83Q (525.953144 sec): 3 clusters Score: Raw -501789.348231 + Penalty 2679.408566 = -499109.939665 nChanged 3 SP:Iteration 84Q (526.001475 sec): 3 clusters Score: Raw -501790.197814 + Penalty 2679.408566 = -499110.789249 nChanged 3 SP:Iteration 85Q (526.056217 sec): 3 clusters Score: Raw -501791.026344 + Penalty 2679.408566 = -499111.617778 nChanged 3 SP:Iteration 86Q (526.094999 sec): 3 clusters Score: Raw -501791.866411 + Penalty 2679.408566 = -499112.457845 nChanged 5 SP:Iteration 87Q (526.159299 sec): 3 clusters Score: Raw -501793.177224 + Penalty 2679.408566 = -499113.768658 nChanged 2 SP:Iteration 88Q (526.213580 sec): 3 clusters Score: Raw -501793.669764 + Penalty 2679.408566 = -499114.261198 nChanged 4 SP:Iteration 89Q (526.256394 sec): 3 clusters Score: Raw -501795.074316 + Penalty 2679.408566 = -499115.665750 nChanged 2 SP:Iteration 90Q (526.312623 sec): 3 clusters Score: Raw -501795.686502 + Penalty 2679.408566 = -499116.277936 nChanged 1 SP:Iteration 91Q (526.361391 sec): 3 clusters Score: Raw -501796.112055 + Penalty 2679.408566 = -499116.703489 nChanged 1 SP:Iteration 92Q (526.425014 sec): 3 clusters Score: Raw -501796.287851 + Penalty 2679.408566 = -499116.879286 nChanged 0 SP:Iteration 93F (526.477648 sec): 3 clusters Score: Raw -501796.287851 + Penalty 2679.408566 = -499116.879286 nChanged 0 Trying to split cluster 15 (1488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (526.492334 sec): 2 clusters Score: Raw -188021.616624 + Penalty 1187.093085 = -186834.523539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.541256 sec): 3 clusters Score: Raw -187461.776894 + Penalty 2374.186170 = -185087.590724 nChanged 493 SP:Iteration 1F (526.589867 sec): 3 clusters Score: Raw -187814.214489 + Penalty 2374.186170 = -185440.028319 nChanged 121 SP:Iteration 2F (526.632087 sec): 3 clusters Score: Raw -187918.677252 + Penalty 2374.186170 = -185544.491082 nChanged 66 SP:Iteration 3Q (526.679905 sec): 3 clusters Score: Raw -187983.660374 + Penalty 2374.186170 = -185609.474204 nChanged 69 SP:Iteration 4Q (526.728571 sec): 3 clusters Score: Raw -188052.153204 + Penalty 2374.186170 = -185677.967034 nChanged 60 SP:Iteration 5Q (526.777251 sec): 3 clusters Score: Raw -188119.333348 + Penalty 2374.186170 = -185745.147178 nChanged 55 SP:Iteration 6Q (526.815958 sec): 3 clusters Score: Raw -188175.065034 + Penalty 2374.186170 = -185800.878864 nChanged 58 SP:Iteration 7Q (526.861248 sec): 3 clusters Score: Raw -188226.352432 + Penalty 2374.186170 = -185852.166262 nChanged 49 SP:Iteration 8Q (526.909308 sec): 3 clusters Score: Raw -188284.684978 + Penalty 2374.186170 = -185910.498808 nChanged 61 SP:Iteration 9Q (526.948554 sec): 3 clusters Score: Raw -188362.101598 + Penalty 2374.186170 = -185987.915428 nChanged 51 SP:Iteration 10Q (527.003120 sec): 3 clusters Score: Raw -188411.818757 + Penalty 2374.186170 = -186037.632587 nChanged 40 SP:Iteration 11Q (527.047844 sec): 3 clusters Score: Raw -188444.564639 + Penalty 2374.186170 = -186070.378469 nChanged 20 SP:Iteration 12Q (527.095366 sec): 3 clusters Score: Raw -188463.780606 + Penalty 2374.186170 = -186089.594436 nChanged 20 SP:Iteration 13Q (527.145295 sec): 3 clusters Score: Raw -188486.337780 + Penalty 2374.186170 = -186112.151610 nChanged 22 SP:Iteration 14Q (527.191402 sec): 3 clusters Score: Raw -188502.480657 + Penalty 2374.186170 = -186128.294487 nChanged 15 SP:Iteration 15Q (527.229205 sec): 3 clusters Score: Raw -188514.510537 + Penalty 2374.186170 = -186140.324367 nChanged 13 SP:Iteration 16Q (527.285931 sec): 3 clusters Score: Raw -188521.978374 + Penalty 2374.186170 = -186147.792204 nChanged 6 SP:Iteration 17Q (527.331703 sec): 3 clusters Score: Raw -188525.140230 + Penalty 2374.186170 = -186150.954060 nChanged 0 SP:Iteration 18F (527.368888 sec): 3 clusters Score: Raw -188525.140230 + Penalty 2374.186170 = -186150.954060 nChanged 0 Trying to split cluster 18 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.397384 sec): 2 clusters Score: Raw -144359.780394 + Penalty 1146.067171 = -143213.713224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (527.443895 sec): 3 clusters Score: Raw -143984.632688 + Penalty 2292.134341 = -141692.498347 nChanged 366 SP:Iteration 1F (527.491111 sec): 3 clusters Score: Raw -144372.860969 + Penalty 2292.134341 = -142080.726628 nChanged 117 SP:Iteration 2F (527.530168 sec): 3 clusters Score: Raw -144692.279544 + Penalty 2292.134341 = -142400.145203 nChanged 102 SP:Iteration 3F (527.572262 sec): 3 clusters Score: Raw -144879.710892 + Penalty 2292.134341 = -142587.576551 nChanged 69 SP:Iteration 4F (527.622770 sec): 3 clusters Score: Raw -144979.837701 + Penalty 2292.134341 = -142687.703360 nChanged 42 SP:Iteration 5Q (527.673069 sec): 3 clusters Score: Raw -145051.888668 + Penalty 2292.134341 = -142759.754327 nChanged 40 SP:Iteration 6Q (527.715129 sec): 3 clusters Score: Raw -145116.604319 + Penalty 2292.134341 = -142824.469978 nChanged 26 SP:Iteration 7Q (527.761943 sec): 3 clusters Score: Raw -145148.641471 + Penalty 2292.134341 = -142856.507130 nChanged 19 SP:Iteration 8Q (527.802854 sec): 3 clusters Score: Raw -145163.902703 + Penalty 2292.134341 = -142871.768362 nChanged 7 SP:Iteration 9Q (527.843562 sec): 3 clusters Score: Raw -145177.949110 + Penalty 2292.134341 = -142885.814769 nChanged 7 SP:Iteration 10Q (527.900809 sec): 3 clusters Score: Raw -145183.384690 + Penalty 2292.134341 = -142891.250349 nChanged 6 SP:Iteration 11Q (527.952108 sec): 3 clusters Score: Raw -145188.577840 + Penalty 2292.134341 = -142896.443499 nChanged 7 SP:Iteration 12Q (527.999929 sec): 3 clusters Score: Raw -145196.603701 + Penalty 2292.134341 = -142904.469360 nChanged 2 SP:Iteration 13Q (528.051183 sec): 3 clusters Score: Raw -145197.851314 + Penalty 2292.134341 = -142905.716973 nChanged 3 SP:Iteration 14Q (528.101603 sec): 3 clusters Score: Raw -145198.882010 + Penalty 2292.134341 = -142906.747669 nChanged 1 SP:Iteration 15Q (528.150756 sec): 3 clusters Score: Raw -145199.100856 + Penalty 2292.134341 = -142906.966515 nChanged 0 SP:Iteration 16F (528.188338 sec): 3 clusters Score: Raw -145199.100856 + Penalty 2292.134341 = -142906.966515 nChanged 0 Trying to split cluster 19 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (528.211562 sec): 2 clusters Score: Raw -40571.736069 + Penalty 933.238018 = -39638.498051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (528.254689 sec): 3 clusters Score: Raw -40626.733685 + Penalty 1866.476036 = -38760.257649 nChanged 52 SP:Iteration 1F (528.290715 sec): 3 clusters Score: Raw -40722.908362 + Penalty 1866.476036 = -38856.432326 nChanged 7 SP:Iteration 2Q (528.338649 sec): 3 clusters Score: Raw -40732.943224 + Penalty 1866.476036 = -38866.467188 nChanged 5 SP:Iteration 3Q (528.385929 sec): 3 clusters Score: Raw -40742.415988 + Penalty 1866.476036 = -38875.939952 nChanged 2 SP:Iteration 4Q (528.433616 sec): 3 clusters Score: Raw -40745.468938 + Penalty 1866.476036 = -38878.992902 nChanged 0 SP:Iteration 5F (528.490571 sec): 3 clusters Score: Raw -40745.468938 + Penalty 1866.476036 = -38878.992902 nChanged 0 Iteration 99Q (531.421927 sec): 19 clusters Score: Raw -57371563.055575 + Penalty 37966.405434 = -57333596.650141 nChanged 3642 Iteration 100F (536.600158 sec): 19 clusters Score: Raw -57372530.112904 + Penalty 37966.405434 = -57334563.707470 nChanged 2055 Iteration 101Q (539.558355 sec): 19 clusters Score: Raw -57372986.529590 + Penalty 37966.405434 = -57335020.124156 nChanged 1589 Iteration 102Q (542.384020 sec): 19 clusters Score: Raw -57373297.045251 + Penalty 37966.405434 = -57335330.639817 nChanged 1336 Iteration 103Q (545.172495 sec): 19 clusters Score: Raw -57373527.528706 + Penalty 37966.405434 = -57335561.123272 nChanged 1188 Iteration 104Q (547.790409 sec): 19 clusters Score: Raw -57373711.090968 + Penalty 37966.405434 = -57335744.685534 nChanged 1046 Iteration 105Q (550.389934 sec): 19 clusters Score: Raw -57373861.310817 + Penalty 37966.405434 = -57335894.905383 nChanged 968 Iteration 106Q (553.002242 sec): 19 clusters Score: Raw -57373991.241618 + Penalty 37966.405434 = -57336024.836184 nChanged 891 Iteration 107Q (555.689750 sec): 19 clusters Score: Raw -57374097.711270 + Penalty 37966.405434 = -57336131.305837 nChanged 783 Iteration 108Q (558.272301 sec): 19 clusters Score: Raw -57374188.670885 + Penalty 37966.405434 = -57336222.265451 nChanged 729 Iteration 109Q (560.924176 sec): 19 clusters Score: Raw -57374262.692679 + Penalty 37966.405434 = -57336296.287245 nChanged 656 Iteration 110Q (563.558267 sec): 19 clusters Score: Raw -57374319.693566 + Penalty 37966.405434 = -57336353.288132 nChanged 579 Iteration 111Q (566.409701 sec): 19 clusters Score: Raw -57374366.513091 + Penalty 37966.405434 = -57336400.107657 nChanged 553 Iteration 112Q (569.540593 sec): 19 clusters Score: Raw -57374411.462989 + Penalty 37966.405434 = -57336445.057556 nChanged 545 Iteration 113Q (572.338193 sec): 19 clusters Score: Raw -57374453.970167 + Penalty 37966.405434 = -57336487.564733 nChanged 549 Iteration 114Q (575.128848 sec): 19 clusters Score: Raw -57374490.929783 + Penalty 37966.405434 = -57336524.524349 nChanged 452 Iteration 115Q (577.828089 sec): 19 clusters Score: Raw -57374519.334969 + Penalty 37966.405434 = -57336552.929535 nChanged 399 Iteration 116Q (580.488824 sec): 19 clusters Score: Raw -57374543.931595 + Penalty 37966.405434 = -57336577.526161 nChanged 372 Iteration 117Q (583.145463 sec): 19 clusters Score: Raw -57374565.699612 + Penalty 37966.405434 = -57336599.294178 nChanged 351 Iteration 118Q (585.769404 sec): 19 clusters Score: Raw -57374584.469548 + Penalty 37966.405434 = -57336618.064114 nChanged 330 Iteration 119Q (588.407936 sec): 19 clusters Score: Raw -57374601.231802 + Penalty 37966.405434 = -57336634.826368 nChanged 296 Iteration 120F (593.460861 sec): 19 clusters Score: Raw -57374615.329312 + Penalty 37966.405434 = -57336648.923878 nChanged 261 Iteration 121Q (596.107189 sec): 19 clusters Score: Raw -57374627.965003 + Penalty 37966.405434 = -57336661.559569 nChanged 261 Iteration 122Q (598.871160 sec): 19 clusters Score: Raw -57374640.077604 + Penalty 37966.405434 = -57336673.672170 nChanged 272 Iteration 123Q (601.773192 sec): 19 clusters Score: Raw -57374651.654835 + Penalty 37966.405434 = -57336685.249401 nChanged 285 Iteration 124Q (604.630852 sec): 19 clusters Score: Raw -57374664.175022 + Penalty 37966.405434 = -57336697.769588 nChanged 245 Iteration 125Q (607.430896 sec): 19 clusters Score: Raw -57374673.134221 + Penalty 37966.405434 = -57336706.728787 nChanged 239 Iteration 126Q (610.285680 sec): 19 clusters Score: Raw -57374681.927487 + Penalty 37966.405434 = -57336715.522053 nChanged 238 Iteration 127Q (612.935895 sec): 19 clusters Score: Raw -57374690.354745 + Penalty 37966.405434 = -57336723.949311 nChanged 230 Iteration 128Q (615.592013 sec): 19 clusters Score: Raw -57374698.473606 + Penalty 37966.405434 = -57336732.068172 nChanged 212 Iteration 129Q (618.150532 sec): 19 clusters Score: Raw -57374705.830043 + Penalty 37966.405434 = -57336739.424609 nChanged 223 Iteration 130Q (620.792134 sec): 19 clusters Score: Raw -57374714.965477 + Penalty 37966.405434 = -57336748.560043 nChanged 230 Iteration 131Q (623.390783 sec): 19 clusters Score: Raw -57374723.967402 + Penalty 37966.405434 = -57336757.561968 nChanged 247 Iteration 132Q (626.016882 sec): 19 clusters Score: Raw -57374733.439527 + Penalty 37966.405434 = -57336767.034093 nChanged 253 Iteration 133Q (628.674674 sec): 19 clusters Score: Raw -57374742.403387 + Penalty 37966.405434 = -57336775.997953 nChanged 212 Iteration 134Q (631.522523 sec): 19 clusters Score: Raw -57374749.105984 + Penalty 37966.405434 = -57336782.700550 nChanged 197 Iteration 135Q (634.541945 sec): 19 clusters Score: Raw -57374754.936064 + Penalty 37966.405434 = -57336788.530630 nChanged 173 Iteration 136Q (637.322570 sec): 19 clusters Score: Raw -57374760.017553 + Penalty 37966.405434 = -57336793.612119 nChanged 155 Iteration 137Q (640.140446 sec): 19 clusters Score: Raw -57374764.964750 + Penalty 37966.405434 = -57336798.559316 nChanged 163 Iteration 138Q (642.851741 sec): 19 clusters Score: Raw -57374770.008462 + Penalty 37966.405434 = -57336803.603028 nChanged 160 Writing temp clu file Because OldScore, -57336798.559316, is greater than current (better) Score,-57336803.603028 Compute initial score before splitting: Score: Raw -57374770.008462 + Penalty 37966.405434 = -57336803.603028 Trying to split cluster 1 (16489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (643.034639 sec): 2 clusters Score: Raw -2287907.742345 + Penalty 1577.947925 = -2286329.794419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.095126 sec): 3 clusters Score: Raw -2278134.033776 + Penalty 3155.895851 = -2274978.137926 nChanged 7284 SP:Iteration 1F (643.160997 sec): 3 clusters Score: Raw -2282346.733346 + Penalty 3155.895851 = -2279190.837496 nChanged 1048 SP:Iteration 2F (643.232457 sec): 3 clusters Score: Raw -2282891.114142 + Penalty 3155.895851 = -2279735.218292 nChanged 1036 SP:Iteration 3F (643.311464 sec): 3 clusters Score: Raw -2283508.309593 + Penalty 3155.895851 = -2280352.413743 nChanged 1085 SP:Iteration 4F (643.381626 sec): 3 clusters Score: Raw -2284262.355645 + Penalty 3155.895851 = -2281106.459794 nChanged 1089 SP:Iteration 5F (643.457268 sec): 3 clusters Score: Raw -2285013.138955 + Penalty 3155.895851 = -2281857.243105 nChanged 991 SP:Iteration 6F (643.531532 sec): 3 clusters Score: Raw -2285671.652939 + Penalty 3155.895851 = -2282515.757089 nChanged 782 SP:Iteration 7Q (643.606620 sec): 3 clusters Score: Raw -2286158.426171 + Penalty 3155.895851 = -2283002.530321 nChanged 657 SP:Iteration 8Q (643.682947 sec): 3 clusters Score: Raw -2286559.932088 + Penalty 3155.895851 = -2283404.036238 nChanged 545 SP:Iteration 9Q (643.745612 sec): 3 clusters Score: Raw -2286863.754744 + Penalty 3155.895851 = -2283707.858894 nChanged 382 SP:Iteration 10Q (643.826576 sec): 3 clusters Score: Raw -2287033.862397 + Penalty 3155.895851 = -2283877.966546 nChanged 281 SP:Iteration 11Q (643.885608 sec): 3 clusters Score: Raw -2287138.716243 + Penalty 3155.895851 = -2283982.820392 nChanged 232 SP:Iteration 12Q (643.924387 sec): 3 clusters Score: Raw -2287230.068467 + Penalty 3155.895851 = -2284074.172617 nChanged 235 SP:Iteration 13Q (643.962989 sec): 3 clusters Score: Raw -2287314.509447 + Penalty 3155.895851 = -2284158.613596 nChanged 209 SP:Iteration 14Q (644.001423 sec): 3 clusters Score: Raw -2287380.538523 + Penalty 3155.895851 = -2284224.642672 nChanged 173 SP:Iteration 15Q (644.039698 sec): 3 clusters Score: Raw -2287433.869340 + Penalty 3155.895851 = -2284277.973489 nChanged 150 SP:Iteration 16Q (644.125857 sec): 3 clusters Score: Raw -2287480.306860 + Penalty 3155.895851 = -2284324.411009 nChanged 153 SP:Iteration 17Q (644.200858 sec): 3 clusters Score: Raw -2287529.801317 + Penalty 3155.895851 = -2284373.905466 nChanged 156 SP:Iteration 18Q (644.267890 sec): 3 clusters Score: Raw -2287580.829205 + Penalty 3155.895851 = -2284424.933355 nChanged 156 SP:Iteration 19Q (644.340869 sec): 3 clusters Score: Raw -2287631.709484 + Penalty 3155.895851 = -2284475.813634 nChanged 144 SP:Iteration 20F (644.419748 sec): 3 clusters Score: Raw -2287677.481796 + Penalty 3155.895851 = -2284521.585945 nChanged 134 SP:Iteration 21Q (644.486003 sec): 3 clusters Score: Raw -2287722.135668 + Penalty 3155.895851 = -2284566.239818 nChanged 131 SP:Iteration 22Q (644.564200 sec): 3 clusters Score: Raw -2287761.143396 + Penalty 3155.895851 = -2284605.247545 nChanged 122 SP:Iteration 23Q (644.641398 sec): 3 clusters Score: Raw -2287802.907489 + Penalty 3155.895851 = -2284647.011639 nChanged 116 SP:Iteration 24Q (644.716854 sec): 3 clusters Score: Raw -2287846.184498 + Penalty 3155.895851 = -2284690.288647 nChanged 133 SP:Iteration 25Q (644.787929 sec): 3 clusters Score: Raw -2287900.663097 + Penalty 3155.895851 = -2284744.767246 nChanged 140 SP:Iteration 26Q (644.847117 sec): 3 clusters Score: Raw -2287966.790980 + Penalty 3155.895851 = -2284810.895130 nChanged 141 SP:Iteration 27Q (644.933596 sec): 3 clusters Score: Raw -2288030.549965 + Penalty 3155.895851 = -2284874.654114 nChanged 119 SP:Iteration 28Q (645.008365 sec): 3 clusters Score: Raw -2288075.742026 + Penalty 3155.895851 = -2284919.846175 nChanged 100 SP:Iteration 29Q (645.082789 sec): 3 clusters Score: Raw -2288114.579902 + Penalty 3155.895851 = -2284958.684051 nChanged 85 SP:Iteration 30Q (645.156950 sec): 3 clusters Score: Raw -2288150.959643 + Penalty 3155.895851 = -2284995.063793 nChanged 71 SP:Iteration 31Q (645.218926 sec): 3 clusters Score: Raw -2288177.019208 + Penalty 3155.895851 = -2285021.123358 nChanged 74 SP:Iteration 32Q (645.292855 sec): 3 clusters Score: Raw -2288205.531593 + Penalty 3155.895851 = -2285049.635742 nChanged 59 SP:Iteration 33Q (645.373937 sec): 3 clusters Score: Raw -2288226.447934 + Penalty 3155.895851 = -2285070.552084 nChanged 43 SP:Iteration 34Q (645.441476 sec): 3 clusters Score: Raw -2288241.151237 + Penalty 3155.895851 = -2285085.255387 nChanged 31 SP:Iteration 35Q (645.513981 sec): 3 clusters Score: Raw -2288251.333011 + Penalty 3155.895851 = -2285095.437161 nChanged 28 SP:Iteration 36Q (645.586876 sec): 3 clusters Score: Raw -2288260.486927 + Penalty 3155.895851 = -2285104.591077 nChanged 36 SP:Iteration 37Q (645.659071 sec): 3 clusters Score: Raw -2288271.825622 + Penalty 3155.895851 = -2285115.929771 nChanged 44 SP:Iteration 38Q (645.728127 sec): 3 clusters Score: Raw -2288288.606646 + Penalty 3155.895851 = -2285132.710796 nChanged 57 SP:Iteration 39Q (645.802206 sec): 3 clusters Score: Raw -2288313.002333 + Penalty 3155.895851 = -2285157.106482 nChanged 42 SP:Iteration 40F (645.876700 sec): 3 clusters Score: Raw -2288329.037705 + Penalty 3155.895851 = -2285173.141854 nChanged 35 SP:Iteration 41Q (645.949022 sec): 3 clusters Score: Raw -2288344.389722 + Penalty 3155.895851 = -2285188.493871 nChanged 23 SP:Iteration 42Q (646.016037 sec): 3 clusters Score: Raw -2288353.579408 + Penalty 3155.895851 = -2285197.683558 nChanged 29 SP:Iteration 43Q (646.088173 sec): 3 clusters Score: Raw -2288365.838824 + Penalty 3155.895851 = -2285209.942973 nChanged 28 SP:Iteration 44Q (646.157667 sec): 3 clusters Score: Raw -2288374.987459 + Penalty 3155.895851 = -2285219.091609 nChanged 19 SP:Iteration 45Q (646.227404 sec): 3 clusters Score: Raw -2288382.867183 + Penalty 3155.895851 = -2285226.971333 nChanged 23 SP:Iteration 46Q (646.297214 sec): 3 clusters Score: Raw -2288392.161670 + Penalty 3155.895851 = -2285236.265819 nChanged 19 SP:Iteration 47Q (646.352945 sec): 3 clusters Score: Raw -2288401.118546 + Penalty 3155.895851 = -2285245.222695 nChanged 15 SP:Iteration 48Q (646.429619 sec): 3 clusters Score: Raw -2288407.938162 + Penalty 3155.895851 = -2285252.042312 nChanged 19 SP:Iteration 49Q (646.498779 sec): 3 clusters Score: Raw -2288414.551133 + Penalty 3155.895851 = -2285258.655282 nChanged 15 SP:Iteration 50Q (646.568921 sec): 3 clusters Score: Raw -2288418.808724 + Penalty 3155.895851 = -2285262.912874 nChanged 7 SP:Iteration 51Q (646.638808 sec): 3 clusters Score: Raw -2288421.340522 + Penalty 3155.895851 = -2285265.444672 nChanged 10 SP:Iteration 52Q (646.710178 sec): 3 clusters Score: Raw -2288424.449311 + Penalty 3155.895851 = -2285268.553460 nChanged 7 SP:Iteration 53Q (646.781266 sec): 3 clusters Score: Raw -2288426.306302 + Penalty 3155.895851 = -2285270.410451 nChanged 7 SP:Iteration 54Q (646.850696 sec): 3 clusters Score: Raw -2288428.738887 + Penalty 3155.895851 = -2285272.843036 nChanged 6 SP:Iteration 55Q (646.923255 sec): 3 clusters Score: Raw -2288430.216037 + Penalty 3155.895851 = -2285274.320187 nChanged 11 SP:Iteration 56Q (646.996110 sec): 3 clusters Score: Raw -2288432.845747 + Penalty 3155.895851 = -2285276.949896 nChanged 10 SP:Iteration 57Q (647.057519 sec): 3 clusters Score: Raw -2288435.850683 + Penalty 3155.895851 = -2285279.954833 nChanged 6 SP:Iteration 58Q (647.128959 sec): 3 clusters Score: Raw -2288437.218002 + Penalty 3155.895851 = -2285281.322152 nChanged 2 SP:Iteration 59Q (647.201520 sec): 3 clusters Score: Raw -2288437.913596 + Penalty 3155.895851 = -2285282.017745 nChanged 3 SP:Iteration 60F (647.278171 sec): 3 clusters Score: Raw -2288438.888757 + Penalty 3155.895851 = -2285282.992906 nChanged 2 SP:Iteration 61Q (647.352858 sec): 3 clusters Score: Raw -2288439.472405 + Penalty 3155.895851 = -2285283.576555 nChanged 3 SP:Iteration 62Q (647.425295 sec): 3 clusters Score: Raw -2288440.270198 + Penalty 3155.895851 = -2285284.374347 nChanged 6 SP:Iteration 63Q (647.497550 sec): 3 clusters Score: Raw -2288442.753826 + Penalty 3155.895851 = -2285286.857975 nChanged 10 SP:Iteration 64Q (647.558420 sec): 3 clusters Score: Raw -2288446.900583 + Penalty 3155.895851 = -2285291.004733 nChanged 8 SP:Iteration 65Q (647.633481 sec): 3 clusters Score: Raw -2288450.115554 + Penalty 3155.895851 = -2285294.219703 nChanged 12 SP:Iteration 66Q (647.705254 sec): 3 clusters Score: Raw -2288454.087886 + Penalty 3155.895851 = -2285298.192036 nChanged 9 SP:Iteration 67Q (647.785785 sec): 3 clusters Score: Raw -2288456.386603 + Penalty 3155.895851 = -2285300.490752 nChanged 6 SP:Iteration 68Q (647.858055 sec): 3 clusters Score: Raw -2288457.513121 + Penalty 3155.895851 = -2285301.617271 nChanged 7 SP:Iteration 69Q (647.930398 sec): 3 clusters Score: Raw -2288459.364627 + Penalty 3155.895851 = -2285303.468777 nChanged 4 SP:Iteration 70Q (648.002558 sec): 3 clusters Score: Raw -2288460.293686 + Penalty 3155.895851 = -2285304.397835 nChanged 3 SP:Iteration 71Q (648.065733 sec): 3 clusters Score: Raw -2288460.999859 + Penalty 3155.895851 = -2285305.104009 nChanged 3 SP:Iteration 72Q (648.135368 sec): 3 clusters Score: Raw -2288461.857257 + Penalty 3155.895851 = -2285305.961406 nChanged 3 SP:Iteration 73Q (648.203592 sec): 3 clusters Score: Raw -2288462.431831 + Penalty 3155.895851 = -2285306.535981 nChanged 2 SP:Iteration 74Q (648.274193 sec): 3 clusters Score: Raw -2288462.796884 + Penalty 3155.895851 = -2285306.901033 nChanged 0 SP:Iteration 75F (648.349300 sec): 3 clusters Score: Raw -2288462.796884 + Penalty 3155.895851 = -2285306.901033 nChanged 0 Trying to split cluster 2 (121600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (648.532419 sec): 2 clusters Score: Raw -16536998.866892 + Penalty 1902.629990 = -16535096.236901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (648.769455 sec): 3 clusters Score: Raw -16457494.103921 + Penalty 3805.259981 = -16453688.843940 nChanged 58310 SP:Iteration 1F (649.027153 sec): 3 clusters Score: Raw -16492547.050633 + Penalty 3805.259981 = -16488741.790652 nChanged 4805 SP:Iteration 2Q (649.276568 sec): 3 clusters Score: Raw -16494083.937430 + Penalty 3805.259981 = -16490278.677449 nChanged 5036 SP:Iteration 3Q (649.544288 sec): 3 clusters Score: Raw -16495897.518223 + Penalty 3805.259981 = -16492092.258242 nChanged 5454 SP:Iteration 4Q (649.806444 sec): 3 clusters Score: Raw -16498166.791822 + Penalty 3805.259981 = -16494361.531842 nChanged 6036 SP:Iteration 5Q (650.063259 sec): 3 clusters Score: Raw -16501015.351471 + Penalty 3805.259981 = -16497210.091490 nChanged 6493 SP:Iteration 6F (650.304445 sec): 3 clusters Score: Raw -16504329.835936 + Penalty 3805.259981 = -16500524.575955 nChanged 6764 SP:Iteration 7F (650.546789 sec): 3 clusters Score: Raw -16508205.727499 + Penalty 3805.259981 = -16504400.467518 nChanged 6918 SP:Iteration 8F (650.794185 sec): 3 clusters Score: Raw -16512510.991101 + Penalty 3805.259981 = -16508705.731120 nChanged 6625 SP:Iteration 9F (651.042213 sec): 3 clusters Score: Raw -16516565.688883 + Penalty 3805.259981 = -16512760.428903 nChanged 5726 SP:Iteration 10Q (651.293390 sec): 3 clusters Score: Raw -16519708.769075 + Penalty 3805.259981 = -16515903.509095 nChanged 4496 SP:Iteration 11Q (651.541299 sec): 3 clusters Score: Raw -16521636.334940 + Penalty 3805.259981 = -16517831.074959 nChanged 3225 SP:Iteration 12Q (651.785117 sec): 3 clusters Score: Raw -16522745.262879 + Penalty 3805.259981 = -16518940.002899 nChanged 2484 SP:Iteration 13Q (652.032155 sec): 3 clusters Score: Raw -16523582.413820 + Penalty 3805.259981 = -16519777.153839 nChanged 2233 SP:Iteration 14Q (652.266754 sec): 3 clusters Score: Raw -16524392.521184 + Penalty 3805.259981 = -16520587.261203 nChanged 2202 SP:Iteration 15Q (652.509623 sec): 3 clusters Score: Raw -16525202.491081 + Penalty 3805.259981 = -16521397.231101 nChanged 2184 SP:Iteration 16Q (652.751317 sec): 3 clusters Score: Raw -16526126.373409 + Penalty 3805.259981 = -16522321.113428 nChanged 2171 SP:Iteration 17Q (652.995971 sec): 3 clusters Score: Raw -16527073.981180 + Penalty 3805.259981 = -16523268.721199 nChanged 2136 SP:Iteration 18Q (653.237436 sec): 3 clusters Score: Raw -16528000.582506 + Penalty 3805.259981 = -16524195.322525 nChanged 2057 SP:Iteration 19Q (653.473328 sec): 3 clusters Score: Raw -16528876.870394 + Penalty 3805.259981 = -16525071.610414 nChanged 1971 SP:Iteration 20F (653.720419 sec): 3 clusters Score: Raw -16529693.017946 + Penalty 3805.259981 = -16525887.757965 nChanged 1764 SP:Iteration 21Q (653.956882 sec): 3 clusters Score: Raw -16530389.327917 + Penalty 3805.259981 = -16526584.067936 nChanged 1608 SP:Iteration 22Q (654.189171 sec): 3 clusters Score: Raw -16530954.532136 + Penalty 3805.259981 = -16527149.272156 nChanged 1453 SP:Iteration 23Q (654.426249 sec): 3 clusters Score: Raw -16531449.102477 + Penalty 3805.259981 = -16527643.842496 nChanged 1359 SP:Iteration 24Q (654.645991 sec): 3 clusters Score: Raw -16531881.930689 + Penalty 3805.259981 = -16528076.670709 nChanged 1255 SP:Iteration 25Q (654.875793 sec): 3 clusters Score: Raw -16532259.127625 + Penalty 3805.259981 = -16528453.867645 nChanged 1179 SP:Iteration 26Q (655.109219 sec): 3 clusters Score: Raw -16532606.299334 + Penalty 3805.259981 = -16528801.039353 nChanged 1122 SP:Iteration 27Q (655.340291 sec): 3 clusters Score: Raw -16532934.988169 + Penalty 3805.259981 = -16529129.728188 nChanged 1072 SP:Iteration 28Q (655.568205 sec): 3 clusters Score: Raw -16533254.390663 + Penalty 3805.259981 = -16529449.130682 nChanged 1032 SP:Iteration 29Q (655.785862 sec): 3 clusters Score: Raw -16533552.826262 + Penalty 3805.259981 = -16529747.566281 nChanged 974 SP:Iteration 30Q (656.010313 sec): 3 clusters Score: Raw -16533807.618399 + Penalty 3805.259981 = -16530002.358419 nChanged 883 SP:Iteration 31Q (656.235770 sec): 3 clusters Score: Raw -16534025.830084 + Penalty 3805.259981 = -16530220.570104 nChanged 806 SP:Iteration 32Q (656.455910 sec): 3 clusters Score: Raw -16534216.123534 + Penalty 3805.259981 = -16530410.863553 nChanged 790 SP:Iteration 33Q (656.672723 sec): 3 clusters Score: Raw -16534403.727014 + Penalty 3805.259981 = -16530598.467033 nChanged 759 SP:Iteration 34Q (656.898479 sec): 3 clusters Score: Raw -16534580.291590 + Penalty 3805.259981 = -16530775.031609 nChanged 731 SP:Iteration 35Q (657.126581 sec): 3 clusters Score: Raw -16534752.704072 + Penalty 3805.259981 = -16530947.444091 nChanged 716 SP:Iteration 36Q (657.347685 sec): 3 clusters Score: Raw -16534926.138951 + Penalty 3805.259981 = -16531120.878970 nChanged 728 SP:Iteration 37Q (657.563829 sec): 3 clusters Score: Raw -16535112.162610 + Penalty 3805.259981 = -16531306.902630 nChanged 728 SP:Iteration 38Q (657.795471 sec): 3 clusters Score: Raw -16535309.251231 + Penalty 3805.259981 = -16531503.991250 nChanged 711 SP:Iteration 39Q (658.002559 sec): 3 clusters Score: Raw -16535514.674495 + Penalty 3805.259981 = -16531709.414515 nChanged 703 SP:Iteration 40F (658.234819 sec): 3 clusters Score: Raw -16535720.524088 + Penalty 3805.259981 = -16531915.264107 nChanged 661 SP:Iteration 41Q (658.464580 sec): 3 clusters Score: Raw -16535910.694941 + Penalty 3805.259981 = -16532105.434960 nChanged 616 SP:Iteration 42Q (658.670457 sec): 3 clusters Score: Raw -16536106.266404 + Penalty 3805.259981 = -16532301.006423 nChanged 570 SP:Iteration 43Q (658.873439 sec): 3 clusters Score: Raw -16536294.228973 + Penalty 3805.259981 = -16532488.968992 nChanged 540 SP:Iteration 44Q (659.081248 sec): 3 clusters Score: Raw -16536465.905793 + Penalty 3805.259981 = -16532660.645813 nChanged 495 SP:Iteration 45Q (659.281288 sec): 3 clusters Score: Raw -16536616.423252 + Penalty 3805.259981 = -16532811.163271 nChanged 460 SP:Iteration 46Q (659.493843 sec): 3 clusters Score: Raw -16536761.703434 + Penalty 3805.259981 = -16532956.443453 nChanged 423 SP:Iteration 47Q (659.688695 sec): 3 clusters Score: Raw -16536897.827347 + Penalty 3805.259981 = -16533092.567366 nChanged 395 SP:Iteration 48Q (659.889516 sec): 3 clusters Score: Raw -16537030.507134 + Penalty 3805.259981 = -16533225.247153 nChanged 350 SP:Iteration 49Q (660.104092 sec): 3 clusters Score: Raw -16537150.521040 + Penalty 3805.259981 = -16533345.261059 nChanged 298 SP:Iteration 50Q (660.329594 sec): 3 clusters Score: Raw -16537256.251810 + Penalty 3805.259981 = -16533450.991829 nChanged 259 SP:Iteration 51Q (660.541446 sec): 3 clusters Score: Raw -16537345.369777 + Penalty 3805.259981 = -16533540.109796 nChanged 232 SP:Iteration 52Q (660.750078 sec): 3 clusters Score: Raw -16537424.004146 + Penalty 3805.259981 = -16533618.744165 nChanged 184 SP:Iteration 53Q (660.942968 sec): 3 clusters Score: Raw -16537476.249990 + Penalty 3805.259981 = -16533670.990010 nChanged 127 SP:Iteration 54Q (661.130589 sec): 3 clusters Score: Raw -16537514.371313 + Penalty 3805.259981 = -16533709.111332 nChanged 140 SP:Iteration 55Q (661.325142 sec): 3 clusters Score: Raw -16537558.004481 + Penalty 3805.259981 = -16533752.744500 nChanged 131 SP:Iteration 56Q (661.518935 sec): 3 clusters Score: Raw -16537604.303266 + Penalty 3805.259981 = -16533799.043285 nChanged 134 SP:Iteration 57Q (661.692655 sec): 3 clusters Score: Raw -16537654.150577 + Penalty 3805.259981 = -16533848.890596 nChanged 115 SP:Iteration 58Q (661.885348 sec): 3 clusters Score: Raw -16537694.000414 + Penalty 3805.259981 = -16533888.740434 nChanged 89 SP:Iteration 59Q (662.072165 sec): 3 clusters Score: Raw -16537721.717804 + Penalty 3805.259981 = -16533916.457823 nChanged 90 SP:Iteration 60F (662.300240 sec): 3 clusters Score: Raw -16537747.099376 + Penalty 3805.259981 = -16533941.839395 nChanged 72 SP:Iteration 61Q (662.493761 sec): 3 clusters Score: Raw -16537770.566647 + Penalty 3805.259981 = -16533965.306666 nChanged 67 SP:Iteration 62Q (662.687993 sec): 3 clusters Score: Raw -16537793.884250 + Penalty 3805.259981 = -16533988.624269 nChanged 66 SP:Iteration 63Q (662.881808 sec): 3 clusters Score: Raw -16537812.063273 + Penalty 3805.259981 = -16534006.803292 nChanged 59 SP:Iteration 64Q (663.075793 sec): 3 clusters Score: Raw -16537827.045836 + Penalty 3805.259981 = -16534021.785855 nChanged 49 SP:Iteration 65Q (663.257940 sec): 3 clusters Score: Raw -16537841.573707 + Penalty 3805.259981 = -16534036.313726 nChanged 46 SP:Iteration 66Q (663.450047 sec): 3 clusters Score: Raw -16537852.815948 + Penalty 3805.259981 = -16534047.555968 nChanged 39 SP:Iteration 67Q (663.644275 sec): 3 clusters Score: Raw -16537863.838654 + Penalty 3805.259981 = -16534058.578673 nChanged 38 SP:Iteration 68Q (663.839446 sec): 3 clusters Score: Raw -16537873.931688 + Penalty 3805.259981 = -16534068.671708 nChanged 40 SP:Iteration 69Q (664.034623 sec): 3 clusters Score: Raw -16537887.831880 + Penalty 3805.259981 = -16534082.571899 nChanged 48 SP:Iteration 70Q (664.212853 sec): 3 clusters Score: Raw -16537902.437349 + Penalty 3805.259981 = -16534097.177368 nChanged 43 SP:Iteration 71Q (664.404719 sec): 3 clusters Score: Raw -16537915.483985 + Penalty 3805.259981 = -16534110.224004 nChanged 44 SP:Iteration 72Q (664.596997 sec): 3 clusters Score: Raw -16537930.529364 + Penalty 3805.259981 = -16534125.269383 nChanged 40 SP:Iteration 73Q (664.805495 sec): 3 clusters Score: Raw -16537944.232619 + Penalty 3805.259981 = -16534138.972638 nChanged 30 SP:Iteration 74Q (665.011214 sec): 3 clusters Score: Raw -16537950.380328 + Penalty 3805.259981 = -16534145.120347 nChanged 22 SP:Iteration 75Q (665.216280 sec): 3 clusters Score: Raw -16537955.136822 + Penalty 3805.259981 = -16534149.876841 nChanged 17 SP:Iteration 76Q (665.419775 sec): 3 clusters Score: Raw -16537959.061287 + Penalty 3805.259981 = -16534153.801306 nChanged 13 SP:Iteration 77Q (665.621919 sec): 3 clusters Score: Raw -16537961.870312 + Penalty 3805.259981 = -16534156.610331 nChanged 15 SP:Iteration 78Q (665.820479 sec): 3 clusters Score: Raw -16537964.494984 + Penalty 3805.259981 = -16534159.235003 nChanged 12 SP:Iteration 79Q (666.030154 sec): 3 clusters Score: Raw -16537966.724767 + Penalty 3805.259981 = -16534161.464786 nChanged 6 SP:Iteration 80F (666.297625 sec): 3 clusters Score: Raw -16537968.335484 + Penalty 3805.259981 = -16534163.075503 nChanged 5 SP:Iteration 81Q (666.497246 sec): 3 clusters Score: Raw -16537969.374705 + Penalty 3805.259981 = -16534164.114724 nChanged 4 SP:Iteration 82Q (666.710377 sec): 3 clusters Score: Raw -16537969.768761 + Penalty 3805.259981 = -16534164.508780 nChanged 1 SP:Iteration 83Q (666.909776 sec): 3 clusters Score: Raw -16537969.953143 + Penalty 3805.259981 = -16534164.693162 nChanged 3 SP:Iteration 84Q (667.109444 sec): 3 clusters Score: Raw -16537970.297855 + Penalty 3805.259981 = -16534165.037874 nChanged 5 SP:Iteration 85Q (667.301341 sec): 3 clusters Score: Raw -16537971.186243 + Penalty 3805.259981 = -16534165.926263 nChanged 7 SP:Iteration 86Q (667.485960 sec): 3 clusters Score: Raw -16537972.877360 + Penalty 3805.259981 = -16534167.617379 nChanged 4 SP:Iteration 87Q (667.694962 sec): 3 clusters Score: Raw -16537973.412761 + Penalty 3805.259981 = -16534168.152781 nChanged 2 SP:Iteration 88Q (667.901530 sec): 3 clusters Score: Raw -16537973.682404 + Penalty 3805.259981 = -16534168.422423 nChanged 3 SP:Iteration 89Q (668.100716 sec): 3 clusters Score: Raw -16537974.118648 + Penalty 3805.259981 = -16534168.858668 nChanged 4 SP:Iteration 90Q (668.323073 sec): 3 clusters Score: Raw -16537974.555317 + Penalty 3805.259981 = -16534169.295336 nChanged 0 SP:Iteration 91F (668.556928 sec): 3 clusters Score: Raw -16537974.555317 + Penalty 3805.259981 = -16534169.295336 nChanged 0 Trying to split cluster 3 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.600481 sec): 2 clusters Score: Raw -41799.230573 + Penalty 973.612989 = -40825.617584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.643770 sec): 3 clusters Score: Raw -41996.402823 + Penalty 1947.225978 = -40049.176845 nChanged 112 SP:Iteration 1F (668.682702 sec): 3 clusters Score: Raw -42293.607219 + Penalty 1947.225978 = -40346.381241 nChanged 43 SP:Iteration 2F (668.727701 sec): 3 clusters Score: Raw -42432.164304 + Penalty 1947.225978 = -40484.938326 nChanged 38 SP:Iteration 3F (668.772860 sec): 3 clusters Score: Raw -42623.097122 + Penalty 1947.225978 = -40675.871144 nChanged 29 SP:Iteration 4F (668.814473 sec): 3 clusters Score: Raw -42850.774447 + Penalty 1947.225978 = -40903.548469 nChanged 20 SP:Iteration 5Q (668.862042 sec): 3 clusters Score: Raw -42998.439951 + Penalty 1947.225978 = -41051.213973 nChanged 8 SP:Iteration 6Q (668.910481 sec): 3 clusters Score: Raw -43026.194381 + Penalty 1947.225978 = -41078.968403 nChanged 1 SP:Iteration 7Q (668.960111 sec): 3 clusters Score: Raw -43029.853630 + Penalty 1947.225978 = -41082.627653 nChanged 1 SP:Iteration 8Q (668.998671 sec): 3 clusters Score: Raw -43031.814688 + Penalty 1947.225978 = -41084.588710 nChanged 0 SP:Iteration 9F (669.048761 sec): 3 clusters Score: Raw -43031.814688 + Penalty 1947.225978 = -41084.588710 nChanged 0 Score: Raw -57376005.766875 + Penalty 40075.650180 = -57335930.116694 Splitting cluster 3 changes total score from -57336803.603028 to -57335930.116694 So it's not getting split. Trying to split cluster 4 (13006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.348061 sec): 2 clusters Score: Raw -1630744.584597 + Penalty 1539.389486 = -1629205.195111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.415430 sec): 3 clusters Score: Raw -1623337.136083 + Penalty 3078.778972 = -1620258.357111 nChanged 5656 SP:Iteration 1F (674.483342 sec): 3 clusters Score: Raw -1626937.987732 + Penalty 3078.778972 = -1623859.208759 nChanged 1204 SP:Iteration 2F (674.549447 sec): 3 clusters Score: Raw -1628315.845519 + Penalty 3078.778972 = -1625237.066547 nChanged 1433 SP:Iteration 3F (674.615288 sec): 3 clusters Score: Raw -1629869.870669 + Penalty 3078.778972 = -1626791.091697 nChanged 1292 SP:Iteration 4F (674.679813 sec): 3 clusters Score: Raw -1631029.980124 + Penalty 3078.778972 = -1627951.201152 nChanged 869 SP:Iteration 5F (674.747814 sec): 3 clusters Score: Raw -1631606.386529 + Penalty 3078.778972 = -1628527.607557 nChanged 528 SP:Iteration 6Q (674.816043 sec): 3 clusters Score: Raw -1631851.292129 + Penalty 3078.778972 = -1628772.513157 nChanged 307 SP:Iteration 7Q (674.874066 sec): 3 clusters Score: Raw -1631970.081241 + Penalty 3078.778972 = -1628891.302269 nChanged 197 SP:Iteration 8Q (674.950465 sec): 3 clusters Score: Raw -1632025.621957 + Penalty 3078.778972 = -1628946.842985 nChanged 123 SP:Iteration 9Q (675.021371 sec): 3 clusters Score: Raw -1632049.916792 + Penalty 3078.778972 = -1628971.137820 nChanged 75 SP:Iteration 10Q (675.091916 sec): 3 clusters Score: Raw -1632063.543432 + Penalty 3078.778972 = -1628984.764460 nChanged 68 SP:Iteration 11Q (675.157444 sec): 3 clusters Score: Raw -1632074.726936 + Penalty 3078.778972 = -1628995.947964 nChanged 71 SP:Iteration 12Q (675.225254 sec): 3 clusters Score: Raw -1632087.514126 + Penalty 3078.778972 = -1629008.735154 nChanged 58 SP:Iteration 13Q (675.282615 sec): 3 clusters Score: Raw -1632097.168483 + Penalty 3078.778972 = -1629018.389511 nChanged 52 SP:Iteration 14Q (675.356296 sec): 3 clusters Score: Raw -1632104.718018 + Penalty 3078.778972 = -1629025.939046 nChanged 39 SP:Iteration 15Q (675.414790 sec): 3 clusters Score: Raw -1632109.784913 + Penalty 3078.778972 = -1629031.005941 nChanged 31 SP:Iteration 16Q (675.473895 sec): 3 clusters Score: Raw -1632113.708678 + Penalty 3078.778972 = -1629034.929706 nChanged 37 SP:Iteration 17Q (675.542396 sec): 3 clusters Score: Raw -1632118.420429 + Penalty 3078.778972 = -1629039.641457 nChanged 27 SP:Iteration 18Q (675.614322 sec): 3 clusters Score: Raw -1632121.876171 + Penalty 3078.778972 = -1629043.097199 nChanged 21 SP:Iteration 19Q (675.679706 sec): 3 clusters Score: Raw -1632124.092673 + Penalty 3078.778972 = -1629045.313701 nChanged 13 SP:Iteration 20F (675.735711 sec): 3 clusters Score: Raw -1632125.262333 + Penalty 3078.778972 = -1629046.483361 nChanged 11 SP:Iteration 21Q (675.806518 sec): 3 clusters Score: Raw -1632126.357018 + Penalty 3078.778972 = -1629047.578045 nChanged 12 SP:Iteration 22Q (675.876581 sec): 3 clusters Score: Raw -1632127.763602 + Penalty 3078.778972 = -1629048.984630 nChanged 17 SP:Iteration 23Q (675.945818 sec): 3 clusters Score: Raw -1632129.740780 + Penalty 3078.778972 = -1629050.961808 nChanged 14 SP:Iteration 24Q (676.022435 sec): 3 clusters Score: Raw -1632131.298727 + Penalty 3078.778972 = -1629052.519755 nChanged 11 SP:Iteration 25Q (676.083690 sec): 3 clusters Score: Raw -1632133.029400 + Penalty 3078.778972 = -1629054.250428 nChanged 8 SP:Iteration 26Q (676.160099 sec): 3 clusters Score: Raw -1632134.783647 + Penalty 3078.778972 = -1629056.004675 nChanged 11 SP:Iteration 27Q (676.231201 sec): 3 clusters Score: Raw -1632136.010590 + Penalty 3078.778972 = -1629057.231618 nChanged 12 SP:Iteration 28Q (676.297110 sec): 3 clusters Score: Raw -1632137.209890 + Penalty 3078.778972 = -1629058.430917 nChanged 12 SP:Iteration 29Q (676.359671 sec): 3 clusters Score: Raw -1632138.340026 + Penalty 3078.778972 = -1629059.561054 nChanged 5 SP:Iteration 30Q (676.430189 sec): 3 clusters Score: Raw -1632139.032945 + Penalty 3078.778972 = -1629060.253973 nChanged 5 SP:Iteration 31Q (676.509766 sec): 3 clusters Score: Raw -1632139.512801 + Penalty 3078.778972 = -1629060.733828 nChanged 5 SP:Iteration 32Q (676.570831 sec): 3 clusters Score: Raw -1632140.127399 + Penalty 3078.778972 = -1629061.348427 nChanged 2 SP:Iteration 33Q (676.641070 sec): 3 clusters Score: Raw -1632140.259884 + Penalty 3078.778972 = -1629061.480912 nChanged 2 SP:Iteration 34Q (676.711663 sec): 3 clusters Score: Raw -1632140.354391 + Penalty 3078.778972 = -1629061.575418 nChanged 0 SP:Iteration 35F (676.787045 sec): 3 clusters Score: Raw -1632140.354391 + Penalty 3078.778972 = -1629061.575418 nChanged 0 Trying to split cluster 5 (65544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (676.898560 sec): 2 clusters Score: Raw -8950094.689087 + Penalty 1802.202505 = -8948292.486583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.035761 sec): 3 clusters Score: Raw -8907973.308159 + Penalty 3604.405009 = -8904368.903149 nChanged 31069 SP:Iteration 1F (677.185698 sec): 3 clusters Score: Raw -8926404.244702 + Penalty 3604.405009 = -8922799.839693 nChanged 3317 SP:Iteration 2F (677.329009 sec): 3 clusters Score: Raw -8927854.374307 + Penalty 3604.405009 = -8924249.969298 nChanged 3895 SP:Iteration 3F (677.478834 sec): 3 clusters Score: Raw -8929954.482009 + Penalty 3604.405009 = -8926350.077000 nChanged 4598 SP:Iteration 4F (677.635653 sec): 3 clusters Score: Raw -8932920.166111 + Penalty 3604.405009 = -8929315.761102 nChanged 4957 SP:Iteration 5F (677.786192 sec): 3 clusters Score: Raw -8936636.128003 + Penalty 3604.405009 = -8933031.722993 nChanged 4616 SP:Iteration 6F (677.938847 sec): 3 clusters Score: Raw -8940181.984950 + Penalty 3604.405009 = -8936577.579940 nChanged 3669 SP:Iteration 7F (678.097419 sec): 3 clusters Score: Raw -8942991.312388 + Penalty 3604.405009 = -8939386.907379 nChanged 2754 SP:Iteration 8Q (678.250410 sec): 3 clusters Score: Raw -8944993.223321 + Penalty 3604.405009 = -8941388.818312 nChanged 2073 SP:Iteration 9Q (678.406975 sec): 3 clusters Score: Raw -8946359.587639 + Penalty 3604.405009 = -8942755.182629 nChanged 1525 SP:Iteration 10Q (678.555575 sec): 3 clusters Score: Raw -8947311.684985 + Penalty 3604.405009 = -8943707.279975 nChanged 1245 SP:Iteration 11Q (678.709115 sec): 3 clusters Score: Raw -8947999.202114 + Penalty 3604.405009 = -8944394.797104 nChanged 1062 SP:Iteration 12Q (678.858807 sec): 3 clusters Score: Raw -8948565.126974 + Penalty 3604.405009 = -8944960.721964 nChanged 893 SP:Iteration 13Q (679.012656 sec): 3 clusters Score: Raw -8949020.958415 + Penalty 3604.405009 = -8945416.553405 nChanged 757 SP:Iteration 14Q (679.158739 sec): 3 clusters Score: Raw -8949377.471510 + Penalty 3604.405009 = -8945773.066501 nChanged 721 SP:Iteration 15Q (679.307991 sec): 3 clusters Score: Raw -8949717.443390 + Penalty 3604.405009 = -8946113.038380 nChanged 606 SP:Iteration 16Q (679.456477 sec): 3 clusters Score: Raw -8949993.309247 + Penalty 3604.405009 = -8946388.904237 nChanged 508 SP:Iteration 17Q (679.596400 sec): 3 clusters Score: Raw -8950214.007922 + Penalty 3604.405009 = -8946609.602912 nChanged 447 SP:Iteration 18Q (679.741978 sec): 3 clusters Score: Raw -8950409.785448 + Penalty 3604.405009 = -8946805.380439 nChanged 382 SP:Iteration 19Q (679.887555 sec): 3 clusters Score: Raw -8950565.359880 + Penalty 3604.405009 = -8946960.954871 nChanged 296 SP:Iteration 20F (680.037466 sec): 3 clusters Score: Raw -8950675.380553 + Penalty 3604.405009 = -8947070.975544 nChanged 247 SP:Iteration 21Q (680.186557 sec): 3 clusters Score: Raw -8950764.574522 + Penalty 3604.405009 = -8947160.169513 nChanged 222 SP:Iteration 22Q (680.305642 sec): 3 clusters Score: Raw -8950847.937431 + Penalty 3604.405009 = -8947243.532422 nChanged 189 SP:Iteration 23Q (680.424447 sec): 3 clusters Score: Raw -8950911.318903 + Penalty 3604.405009 = -8947306.913894 nChanged 149 SP:Iteration 24Q (680.530146 sec): 3 clusters Score: Raw -8950952.963867 + Penalty 3604.405009 = -8947348.558858 nChanged 117 SP:Iteration 25Q (680.660709 sec): 3 clusters Score: Raw -8950986.050157 + Penalty 3604.405009 = -8947381.645148 nChanged 116 SP:Iteration 26Q (680.807080 sec): 3 clusters Score: Raw -8951017.099309 + Penalty 3604.405009 = -8947412.694299 nChanged 100 SP:Iteration 27Q (680.945951 sec): 3 clusters Score: Raw -8951044.032268 + Penalty 3604.405009 = -8947439.627259 nChanged 91 SP:Iteration 28Q (681.091799 sec): 3 clusters Score: Raw -8951064.241608 + Penalty 3604.405009 = -8947459.836598 nChanged 68 SP:Iteration 29Q (681.210614 sec): 3 clusters Score: Raw -8951081.142049 + Penalty 3604.405009 = -8947476.737039 nChanged 67 SP:Iteration 30Q (681.340078 sec): 3 clusters Score: Raw -8951100.520711 + Penalty 3604.405009 = -8947496.115702 nChanged 68 SP:Iteration 31Q (681.490078 sec): 3 clusters Score: Raw -8951120.550185 + Penalty 3604.405009 = -8947516.145175 nChanged 62 SP:Iteration 32Q (681.617207 sec): 3 clusters Score: Raw -8951136.646211 + Penalty 3604.405009 = -8947532.241202 nChanged 49 SP:Iteration 33Q (681.756483 sec): 3 clusters Score: Raw -8951147.279169 + Penalty 3604.405009 = -8947542.874160 nChanged 38 SP:Iteration 34Q (681.890370 sec): 3 clusters Score: Raw -8951154.985170 + Penalty 3604.405009 = -8947550.580161 nChanged 38 SP:Iteration 35Q (682.030141 sec): 3 clusters Score: Raw -8951162.804022 + Penalty 3604.405009 = -8947558.399013 nChanged 30 SP:Iteration 36Q (682.156181 sec): 3 clusters Score: Raw -8951167.790815 + Penalty 3604.405009 = -8947563.385805 nChanged 28 SP:Iteration 37Q (682.283076 sec): 3 clusters Score: Raw -8951171.857622 + Penalty 3604.405009 = -8947567.452613 nChanged 20 SP:Iteration 38Q (682.405535 sec): 3 clusters Score: Raw -8951174.780877 + Penalty 3604.405009 = -8947570.375867 nChanged 15 SP:Iteration 39Q (682.533906 sec): 3 clusters Score: Raw -8951177.478114 + Penalty 3604.405009 = -8947573.073104 nChanged 13 SP:Iteration 40F (682.673130 sec): 3 clusters Score: Raw -8951179.625813 + Penalty 3604.405009 = -8947575.220804 nChanged 10 SP:Iteration 41Q (682.796673 sec): 3 clusters Score: Raw -8951181.111672 + Penalty 3604.405009 = -8947576.706663 nChanged 9 SP:Iteration 42Q (682.925300 sec): 3 clusters Score: Raw -8951182.225549 + Penalty 3604.405009 = -8947577.820540 nChanged 4 SP:Iteration 43Q (683.052760 sec): 3 clusters Score: Raw -8951182.611368 + Penalty 3604.405009 = -8947578.206359 nChanged 2 SP:Iteration 44Q (683.177970 sec): 3 clusters Score: Raw -8951182.788485 + Penalty 3604.405009 = -8947578.383475 nChanged 0 SP:Iteration 45F (683.324462 sec): 3 clusters Score: Raw -8951182.788485 + Penalty 3604.405009 = -8947578.383475 nChanged 0 Trying to split cluster 6 (11350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.355792 sec): 2 clusters Score: Raw -1531701.906162 + Penalty 1517.258116 = -1530184.648046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.424227 sec): 3 clusters Score: Raw -1525229.514092 + Penalty 3034.516232 = -1522194.997859 nChanged 4955 SP:Iteration 1F (683.500761 sec): 3 clusters Score: Raw -1527989.943977 + Penalty 3034.516232 = -1524955.427745 nChanged 751 SP:Iteration 2F (683.561102 sec): 3 clusters Score: Raw -1528341.319819 + Penalty 3034.516232 = -1525306.803586 nChanged 687 SP:Iteration 3F (683.623277 sec): 3 clusters Score: Raw -1528681.400807 + Penalty 3034.516232 = -1525646.884574 nChanged 642 SP:Iteration 4F (683.691960 sec): 3 clusters Score: Raw -1529009.873499 + Penalty 3034.516232 = -1525975.357266 nChanged 617 SP:Iteration 5F (683.756693 sec): 3 clusters Score: Raw -1529311.063165 + Penalty 3034.516232 = -1526276.546932 nChanged 559 SP:Iteration 6Q (683.823107 sec): 3 clusters Score: Raw -1529615.839870 + Penalty 3034.516232 = -1526581.323637 nChanged 555 SP:Iteration 7Q (683.889014 sec): 3 clusters Score: Raw -1529935.070826 + Penalty 3034.516232 = -1526900.554593 nChanged 545 SP:Iteration 8Q (683.964238 sec): 3 clusters Score: Raw -1530246.458943 + Penalty 3034.516232 = -1527211.942711 nChanged 487 SP:Iteration 9Q (684.023532 sec): 3 clusters Score: Raw -1530512.605164 + Penalty 3034.516232 = -1527478.088931 nChanged 432 SP:Iteration 10Q (684.089313 sec): 3 clusters Score: Raw -1530729.480939 + Penalty 3034.516232 = -1527694.964707 nChanged 342 SP:Iteration 11Q (684.155461 sec): 3 clusters Score: Raw -1530870.062631 + Penalty 3034.516232 = -1527835.546398 nChanged 261 SP:Iteration 12Q (684.220375 sec): 3 clusters Score: Raw -1530980.501124 + Penalty 3034.516232 = -1527945.984891 nChanged 218 SP:Iteration 13Q (684.284740 sec): 3 clusters Score: Raw -1531068.877242 + Penalty 3034.516232 = -1528034.361010 nChanged 194 SP:Iteration 14Q (684.349131 sec): 3 clusters Score: Raw -1531150.442164 + Penalty 3034.516232 = -1528115.925932 nChanged 170 SP:Iteration 15Q (684.406373 sec): 3 clusters Score: Raw -1531220.974206 + Penalty 3034.516232 = -1528186.457974 nChanged 182 SP:Iteration 16Q (684.468735 sec): 3 clusters Score: Raw -1531297.632037 + Penalty 3034.516232 = -1528263.115805 nChanged 159 SP:Iteration 17Q (684.523636 sec): 3 clusters Score: Raw -1531365.057923 + Penalty 3034.516232 = -1528330.541691 nChanged 149 SP:Iteration 18Q (684.590147 sec): 3 clusters Score: Raw -1531427.182990 + Penalty 3034.516232 = -1528392.666758 nChanged 126 SP:Iteration 19Q (684.651460 sec): 3 clusters Score: Raw -1531472.414077 + Penalty 3034.516232 = -1528437.897844 nChanged 101 SP:Iteration 20F (684.718360 sec): 3 clusters Score: Raw -1531502.945453 + Penalty 3034.516232 = -1528468.429220 nChanged 91 SP:Iteration 21Q (684.772804 sec): 3 clusters Score: Raw -1531531.595295 + Penalty 3034.516232 = -1528497.079062 nChanged 85 SP:Iteration 22Q (684.847896 sec): 3 clusters Score: Raw -1531560.321165 + Penalty 3034.516232 = -1528525.804933 nChanged 98 SP:Iteration 23Q (684.915335 sec): 3 clusters Score: Raw -1531589.696415 + Penalty 3034.516232 = -1528555.180182 nChanged 87 SP:Iteration 24Q (684.977799 sec): 3 clusters Score: Raw -1531616.120016 + Penalty 3034.516232 = -1528581.603784 nChanged 86 SP:Iteration 25Q (685.040199 sec): 3 clusters Score: Raw -1531641.699796 + Penalty 3034.516232 = -1528607.183564 nChanged 88 SP:Iteration 26Q (685.102809 sec): 3 clusters Score: Raw -1531667.892501 + Penalty 3034.516232 = -1528633.376268 nChanged 75 SP:Iteration 27Q (685.166972 sec): 3 clusters Score: Raw -1531692.295815 + Penalty 3034.516232 = -1528657.779583 nChanged 73 SP:Iteration 28Q (685.230897 sec): 3 clusters Score: Raw -1531711.902438 + Penalty 3034.516232 = -1528677.386205 nChanged 64 SP:Iteration 29Q (685.294213 sec): 3 clusters Score: Raw -1531730.472062 + Penalty 3034.516232 = -1528695.955829 nChanged 56 SP:Iteration 30Q (685.357637 sec): 3 clusters Score: Raw -1531744.757111 + Penalty 3034.516232 = -1528710.240879 nChanged 54 SP:Iteration 31Q (685.421517 sec): 3 clusters Score: Raw -1531759.588937 + Penalty 3034.516232 = -1528725.072704 nChanged 59 SP:Iteration 32Q (685.485103 sec): 3 clusters Score: Raw -1531776.887964 + Penalty 3034.516232 = -1528742.371731 nChanged 51 SP:Iteration 33Q (685.549617 sec): 3 clusters Score: Raw -1531791.854267 + Penalty 3034.516232 = -1528757.338035 nChanged 44 SP:Iteration 34Q (685.612430 sec): 3 clusters Score: Raw -1531806.059817 + Penalty 3034.516232 = -1528771.543584 nChanged 47 SP:Iteration 35Q (685.671579 sec): 3 clusters Score: Raw -1531816.974577 + Penalty 3034.516232 = -1528782.458345 nChanged 32 SP:Iteration 36Q (685.735851 sec): 3 clusters Score: Raw -1531823.162859 + Penalty 3034.516232 = -1528788.646627 nChanged 23 SP:Iteration 37Q (685.800707 sec): 3 clusters Score: Raw -1531827.846555 + Penalty 3034.516232 = -1528793.330323 nChanged 27 SP:Iteration 38Q (685.864696 sec): 3 clusters Score: Raw -1531834.502669 + Penalty 3034.516232 = -1528799.986437 nChanged 34 SP:Iteration 39Q (685.928824 sec): 3 clusters Score: Raw -1531843.501132 + Penalty 3034.516232 = -1528808.984900 nChanged 39 SP:Iteration 40F (685.995091 sec): 3 clusters Score: Raw -1531853.832340 + Penalty 3034.516232 = -1528819.316107 nChanged 43 SP:Iteration 41Q (686.050515 sec): 3 clusters Score: Raw -1531866.453137 + Penalty 3034.516232 = -1528831.936904 nChanged 41 SP:Iteration 42Q (686.114587 sec): 3 clusters Score: Raw -1531877.155848 + Penalty 3034.516232 = -1528842.639615 nChanged 41 SP:Iteration 43Q (686.189618 sec): 3 clusters Score: Raw -1531887.531354 + Penalty 3034.516232 = -1528853.015121 nChanged 42 SP:Iteration 44Q (686.242819 sec): 3 clusters Score: Raw -1531898.899826 + Penalty 3034.516232 = -1528864.383593 nChanged 26 SP:Iteration 45Q (686.315966 sec): 3 clusters Score: Raw -1531903.895934 + Penalty 3034.516232 = -1528869.379702 nChanged 36 SP:Iteration 46Q (686.358830 sec): 3 clusters Score: Raw -1531913.200976 + Penalty 3034.516232 = -1528878.684744 nChanged 29 SP:Iteration 47Q (686.424018 sec): 3 clusters Score: Raw -1531921.913887 + Penalty 3034.516232 = -1528887.397654 nChanged 34 SP:Iteration 48Q (686.488300 sec): 3 clusters Score: Raw -1531931.342856 + Penalty 3034.516232 = -1528896.826624 nChanged 39 SP:Iteration 49Q (686.552493 sec): 3 clusters Score: Raw -1531942.094990 + Penalty 3034.516232 = -1528907.578758 nChanged 45 SP:Iteration 50Q (686.616768 sec): 3 clusters Score: Raw -1531953.958241 + Penalty 3034.516232 = -1528919.442009 nChanged 31 SP:Iteration 51Q (686.691793 sec): 3 clusters Score: Raw -1531962.496208 + Penalty 3034.516232 = -1528927.979976 nChanged 29 SP:Iteration 52Q (686.741259 sec): 3 clusters Score: Raw -1531969.981948 + Penalty 3034.516232 = -1528935.465715 nChanged 21 SP:Iteration 53Q (686.797093 sec): 3 clusters Score: Raw -1531978.045486 + Penalty 3034.516232 = -1528943.529253 nChanged 19 SP:Iteration 54Q (686.860756 sec): 3 clusters Score: Raw -1531983.308027 + Penalty 3034.516232 = -1528948.791795 nChanged 22 SP:Iteration 55Q (686.924780 sec): 3 clusters Score: Raw -1531988.856158 + Penalty 3034.516232 = -1528954.339925 nChanged 12 SP:Iteration 56Q (686.993558 sec): 3 clusters Score: Raw -1531991.645094 + Penalty 3034.516232 = -1528957.128862 nChanged 13 SP:Iteration 57Q (687.043735 sec): 3 clusters Score: Raw -1531995.202209 + Penalty 3034.516232 = -1528960.685976 nChanged 11 SP:Iteration 58Q (687.103224 sec): 3 clusters Score: Raw -1531997.668366 + Penalty 3034.516232 = -1528963.152133 nChanged 6 SP:Iteration 59Q (687.166845 sec): 3 clusters Score: Raw -1531998.502727 + Penalty 3034.516232 = -1528963.986494 nChanged 6 SP:Iteration 60F (687.233582 sec): 3 clusters Score: Raw -1532000.054294 + Penalty 3034.516232 = -1528965.538061 nChanged 13 SP:Iteration 61Q (687.297193 sec): 3 clusters Score: Raw -1532002.453799 + Penalty 3034.516232 = -1528967.937567 nChanged 16 SP:Iteration 62Q (687.371339 sec): 3 clusters Score: Raw -1532005.340001 + Penalty 3034.516232 = -1528970.823769 nChanged 7 SP:Iteration 63Q (687.423211 sec): 3 clusters Score: Raw -1532006.669569 + Penalty 3034.516232 = -1528972.153336 nChanged 10 SP:Iteration 64Q (687.486755 sec): 3 clusters Score: Raw -1532009.392514 + Penalty 3034.516232 = -1528974.876281 nChanged 11 SP:Iteration 65Q (687.544516 sec): 3 clusters Score: Raw -1532011.876937 + Penalty 3034.516232 = -1528977.360704 nChanged 9 SP:Iteration 66Q (687.604831 sec): 3 clusters Score: Raw -1532014.207824 + Penalty 3034.516232 = -1528979.691591 nChanged 9 SP:Iteration 67Q (687.660611 sec): 3 clusters Score: Raw -1532016.891832 + Penalty 3034.516232 = -1528982.375600 nChanged 9 SP:Iteration 68Q (687.724590 sec): 3 clusters Score: Raw -1532019.349604 + Penalty 3034.516232 = -1528984.833372 nChanged 11 SP:Iteration 69Q (687.788218 sec): 3 clusters Score: Raw -1532021.917841 + Penalty 3034.516232 = -1528987.401608 nChanged 6 SP:Iteration 70Q (687.852000 sec): 3 clusters Score: Raw -1532023.083358 + Penalty 3034.516232 = -1528988.567126 nChanged 5 SP:Iteration 71Q (687.907977 sec): 3 clusters Score: Raw -1532024.091922 + Penalty 3034.516232 = -1528989.575690 nChanged 3 SP:Iteration 72Q (687.965409 sec): 3 clusters Score: Raw -1532024.616256 + Penalty 3034.516232 = -1528990.100024 nChanged 5 SP:Iteration 73Q (688.025428 sec): 3 clusters Score: Raw -1532025.543559 + Penalty 3034.516232 = -1528991.027327 nChanged 4 SP:Iteration 74Q (688.080677 sec): 3 clusters Score: Raw -1532026.160568 + Penalty 3034.516232 = -1528991.644336 nChanged 4 SP:Iteration 75Q (688.144738 sec): 3 clusters Score: Raw -1532026.581654 + Penalty 3034.516232 = -1528992.065422 nChanged 2 SP:Iteration 76Q (688.208690 sec): 3 clusters Score: Raw -1532026.843438 + Penalty 3034.516232 = -1528992.327206 nChanged 2 SP:Iteration 77Q (688.272278 sec): 3 clusters Score: Raw -1532027.143832 + Penalty 3034.516232 = -1528992.627600 nChanged 2 SP:Iteration 78Q (688.329626 sec): 3 clusters Score: Raw -1532027.764103 + Penalty 3034.516232 = -1528993.247870 nChanged 2 SP:Iteration 79Q (688.386051 sec): 3 clusters Score: Raw -1532028.541489 + Penalty 3034.516232 = -1528994.025257 nChanged 5 SP:Iteration 80F (688.449033 sec): 3 clusters Score: Raw -1532030.108267 + Penalty 3034.516232 = -1528995.592035 nChanged 5 SP:Iteration 81Q (688.512093 sec): 3 clusters Score: Raw -1532030.961548 + Penalty 3034.516232 = -1528996.445316 nChanged 3 SP:Iteration 82Q (688.575842 sec): 3 clusters Score: Raw -1532031.691430 + Penalty 3034.516232 = -1528997.175197 nChanged 2 SP:Iteration 83Q (688.640140 sec): 3 clusters Score: Raw -1532032.052588 + Penalty 3034.516232 = -1528997.536355 nChanged 1 SP:Iteration 84Q (688.703105 sec): 3 clusters Score: Raw -1532032.148649 + Penalty 3034.516232 = -1528997.632417 nChanged 2 SP:Iteration 85Q (688.766562 sec): 3 clusters Score: Raw -1532032.415316 + Penalty 3034.516232 = -1528997.899084 nChanged 2 SP:Iteration 86Q (688.830329 sec): 3 clusters Score: Raw -1532032.804878 + Penalty 3034.516232 = -1528998.288646 nChanged 1 SP:Iteration 87Q (688.893620 sec): 3 clusters Score: Raw -1532032.965103 + Penalty 3034.516232 = -1528998.448871 nChanged 1 SP:Iteration 88Q (688.947397 sec): 3 clusters Score: Raw -1532033.127154 + Penalty 3034.516232 = -1528998.610922 nChanged 1 SP:Iteration 89Q (689.010344 sec): 3 clusters Score: Raw -1532033.476130 + Penalty 3034.516232 = -1528998.959897 nChanged 3 SP:Iteration 90Q (689.064034 sec): 3 clusters Score: Raw -1532034.167101 + Penalty 3034.516232 = -1528999.650869 nChanged 3 SP:Iteration 91Q (689.128181 sec): 3 clusters Score: Raw -1532035.274848 + Penalty 3034.516232 = -1529000.758615 nChanged 7 SP:Iteration 92Q (689.191652 sec): 3 clusters Score: Raw -1532037.391933 + Penalty 3034.516232 = -1529002.875701 nChanged 4 SP:Iteration 93Q (689.255228 sec): 3 clusters Score: Raw -1532038.633288 + Penalty 3034.516232 = -1529004.117056 nChanged 6 SP:Iteration 94Q (689.310778 sec): 3 clusters Score: Raw -1532040.457375 + Penalty 3034.516232 = -1529005.941143 nChanged 12 SP:Iteration 95Q (689.366947 sec): 3 clusters Score: Raw -1532043.434929 + Penalty 3034.516232 = -1529008.918696 nChanged 8 SP:Iteration 96Q (689.430306 sec): 3 clusters Score: Raw -1532046.074921 + Penalty 3034.516232 = -1529011.558688 nChanged 8 SP:Iteration 97Q (689.493615 sec): 3 clusters Score: Raw -1532048.646014 + Penalty 3034.516232 = -1529014.129781 nChanged 11 SP:Iteration 98Q (689.551748 sec): 3 clusters Score: Raw -1532051.324941 + Penalty 3034.516232 = -1529016.808709 nChanged 3 SP:Iteration 99Q (689.616411 sec): 3 clusters Score: Raw -1532051.999070 + Penalty 3034.516232 = -1529017.482837 nChanged 0 SP:Iteration 100F (689.683833 sec): 3 clusters Score: Raw -1532051.999070 + Penalty 3034.516232 = -1529017.482837 nChanged 0 Trying to split cluster 7 (65601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (689.788362 sec): 2 clusters Score: Raw -8847491.412970 + Penalty 1802.343761 = -8845689.069210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (689.938943 sec): 3 clusters Score: Raw -8805380.257505 + Penalty 3604.687521 = -8801775.569984 nChanged 31036 SP:Iteration 1F (690.085665 sec): 3 clusters Score: Raw -8823616.673059 + Penalty 3604.687521 = -8820011.985537 nChanged 2841 SP:Iteration 2Q (690.239599 sec): 3 clusters Score: Raw -8824668.758778 + Penalty 3604.687521 = -8821064.071257 nChanged 3273 SP:Iteration 3Q (690.394501 sec): 3 clusters Score: Raw -8826161.142809 + Penalty 3604.687521 = -8822556.455288 nChanged 3863 SP:Iteration 4F (690.541365 sec): 3 clusters Score: Raw -8828386.065373 + Penalty 3604.687521 = -8824781.377852 nChanged 4522 SP:Iteration 5F (690.686273 sec): 3 clusters Score: Raw -8831598.137218 + Penalty 3604.687521 = -8827993.449697 nChanged 4748 SP:Iteration 6F (690.828838 sec): 3 clusters Score: Raw -8835321.230885 + Penalty 3604.687521 = -8831716.543364 nChanged 4165 SP:Iteration 7F (690.964972 sec): 3 clusters Score: Raw -8838616.852603 + Penalty 3604.687521 = -8835012.165082 nChanged 3312 SP:Iteration 8F (691.101497 sec): 3 clusters Score: Raw -8840953.796789 + Penalty 3604.687521 = -8837349.109268 nChanged 2419 SP:Iteration 9Q (691.252130 sec): 3 clusters Score: Raw -8842382.851626 + Penalty 3604.687521 = -8838778.164105 nChanged 1777 SP:Iteration 10Q (691.390106 sec): 3 clusters Score: Raw -8843233.779720 + Penalty 3604.687521 = -8839629.092199 nChanged 1331 SP:Iteration 11Q (691.526510 sec): 3 clusters Score: Raw -8843768.821965 + Penalty 3604.687521 = -8840164.134444 nChanged 1022 SP:Iteration 12Q (691.663012 sec): 3 clusters Score: Raw -8844146.145464 + Penalty 3604.687521 = -8840541.457943 nChanged 790 SP:Iteration 13Q (691.811057 sec): 3 clusters Score: Raw -8844419.037336 + Penalty 3604.687521 = -8840814.349814 nChanged 722 SP:Iteration 14Q (691.956178 sec): 3 clusters Score: Raw -8844675.472052 + Penalty 3604.687521 = -8841070.784530 nChanged 665 SP:Iteration 15Q (692.089289 sec): 3 clusters Score: Raw -8844931.114993 + Penalty 3604.687521 = -8841326.427472 nChanged 663 SP:Iteration 16Q (692.243770 sec): 3 clusters Score: Raw -8845197.242075 + Penalty 3604.687521 = -8841592.554554 nChanged 685 SP:Iteration 17Q (692.395895 sec): 3 clusters Score: Raw -8845503.652373 + Penalty 3604.687521 = -8841898.964852 nChanged 704 SP:Iteration 18Q (692.548020 sec): 3 clusters Score: Raw -8845799.932515 + Penalty 3604.687521 = -8842195.244994 nChanged 610 SP:Iteration 19Q (692.690930 sec): 3 clusters Score: Raw -8846033.310141 + Penalty 3604.687521 = -8842428.622620 nChanged 584 SP:Iteration 20F (692.852660 sec): 3 clusters Score: Raw -8846233.151431 + Penalty 3604.687521 = -8842628.463910 nChanged 503 SP:Iteration 21Q (692.990356 sec): 3 clusters Score: Raw -8846383.117352 + Penalty 3604.687521 = -8842778.429831 nChanged 451 SP:Iteration 22Q (693.138908 sec): 3 clusters Score: Raw -8846515.063416 + Penalty 3604.687521 = -8842910.375895 nChanged 420 SP:Iteration 23Q (693.281126 sec): 3 clusters Score: Raw -8846646.696280 + Penalty 3604.687521 = -8843042.008759 nChanged 393 SP:Iteration 24Q (693.424317 sec): 3 clusters Score: Raw -8846767.846614 + Penalty 3604.687521 = -8843163.159093 nChanged 409 SP:Iteration 25Q (693.569794 sec): 3 clusters Score: Raw -8846890.215204 + Penalty 3604.687521 = -8843285.527683 nChanged 394 SP:Iteration 26Q (693.716403 sec): 3 clusters Score: Raw -8847005.884816 + Penalty 3604.687521 = -8843401.197295 nChanged 368 SP:Iteration 27Q (693.854634 sec): 3 clusters Score: Raw -8847112.528714 + Penalty 3604.687521 = -8843507.841193 nChanged 357 SP:Iteration 28Q (693.998679 sec): 3 clusters Score: Raw -8847225.331839 + Penalty 3604.687521 = -8843620.644318 nChanged 351 SP:Iteration 29Q (694.151449 sec): 3 clusters Score: Raw -8847349.662933 + Penalty 3604.687521 = -8843744.975412 nChanged 384 SP:Iteration 30Q (694.288828 sec): 3 clusters Score: Raw -8847494.762731 + Penalty 3604.687521 = -8843890.075210 nChanged 385 SP:Iteration 31Q (694.436354 sec): 3 clusters Score: Raw -8847651.259807 + Penalty 3604.687521 = -8844046.572286 nChanged 347 SP:Iteration 32Q (694.580063 sec): 3 clusters Score: Raw -8847804.808871 + Penalty 3604.687521 = -8844200.121350 nChanged 317 SP:Iteration 33Q (694.725136 sec): 3 clusters Score: Raw -8847916.328688 + Penalty 3604.687521 = -8844311.641167 nChanged 322 SP:Iteration 34Q (694.883248 sec): 3 clusters Score: Raw -8848024.104263 + Penalty 3604.687521 = -8844419.416742 nChanged 284 SP:Iteration 35Q (695.015637 sec): 3 clusters Score: Raw -8848111.795265 + Penalty 3604.687521 = -8844507.107744 nChanged 253 SP:Iteration 36Q (695.160230 sec): 3 clusters Score: Raw -8848193.923416 + Penalty 3604.687521 = -8844589.235895 nChanged 243 SP:Iteration 37Q (695.290244 sec): 3 clusters Score: Raw -8848262.254907 + Penalty 3604.687521 = -8844657.567386 nChanged 199 SP:Iteration 38Q (695.439249 sec): 3 clusters Score: Raw -8848310.365210 + Penalty 3604.687521 = -8844705.677688 nChanged 169 SP:Iteration 39Q (695.571045 sec): 3 clusters Score: Raw -8848350.195048 + Penalty 3604.687521 = -8844745.507527 nChanged 161 SP:Iteration 40F (695.732966 sec): 3 clusters Score: Raw -8848388.532009 + Penalty 3604.687521 = -8844783.844488 nChanged 152 SP:Iteration 41Q (695.871453 sec): 3 clusters Score: Raw -8848426.841583 + Penalty 3604.687521 = -8844822.154062 nChanged 140 SP:Iteration 42Q (696.012322 sec): 3 clusters Score: Raw -8848461.807616 + Penalty 3604.687521 = -8844857.120095 nChanged 159 SP:Iteration 43Q (696.155072 sec): 3 clusters Score: Raw -8848498.724507 + Penalty 3604.687521 = -8844894.036986 nChanged 140 SP:Iteration 44Q (696.297472 sec): 3 clusters Score: Raw -8848529.514428 + Penalty 3604.687521 = -8844924.826907 nChanged 118 SP:Iteration 45Q (696.441215 sec): 3 clusters Score: Raw -8848555.325412 + Penalty 3604.687521 = -8844950.637891 nChanged 108 SP:Iteration 46Q (696.585333 sec): 3 clusters Score: Raw -8848581.456304 + Penalty 3604.687521 = -8844976.768783 nChanged 112 SP:Iteration 47Q (696.726596 sec): 3 clusters Score: Raw -8848605.716765 + Penalty 3604.687521 = -8845001.029244 nChanged 91 SP:Iteration 48Q (696.860505 sec): 3 clusters Score: Raw -8848627.690839 + Penalty 3604.687521 = -8845023.003318 nChanged 90 SP:Iteration 49Q (697.003500 sec): 3 clusters Score: Raw -8848646.079451 + Penalty 3604.687521 = -8845041.391930 nChanged 82 SP:Iteration 50Q (697.153028 sec): 3 clusters Score: Raw -8848661.798833 + Penalty 3604.687521 = -8845057.111312 nChanged 80 SP:Iteration 51Q (697.291603 sec): 3 clusters Score: Raw -8848674.282777 + Penalty 3604.687521 = -8845069.595256 nChanged 68 SP:Iteration 52Q (697.425792 sec): 3 clusters Score: Raw -8848684.746581 + Penalty 3604.687521 = -8845080.059060 nChanged 57 SP:Iteration 53Q (697.560851 sec): 3 clusters Score: Raw -8848696.452663 + Penalty 3604.687521 = -8845091.765142 nChanged 65 SP:Iteration 54Q (697.697760 sec): 3 clusters Score: Raw -8848707.808379 + Penalty 3604.687521 = -8845103.120857 nChanged 56 SP:Iteration 55Q (697.833550 sec): 3 clusters Score: Raw -8848716.867672 + Penalty 3604.687521 = -8845112.180151 nChanged 53 SP:Iteration 56Q (697.968396 sec): 3 clusters Score: Raw -8848724.317737 + Penalty 3604.687521 = -8845119.630215 nChanged 43 SP:Iteration 57Q (698.103737 sec): 3 clusters Score: Raw -8848730.007076 + Penalty 3604.687521 = -8845125.319555 nChanged 38 SP:Iteration 58Q (698.252137 sec): 3 clusters Score: Raw -8848735.974989 + Penalty 3604.687521 = -8845131.287468 nChanged 41 SP:Iteration 59Q (698.394420 sec): 3 clusters Score: Raw -8848742.706809 + Penalty 3604.687521 = -8845138.019288 nChanged 35 SP:Iteration 60F (698.540027 sec): 3 clusters Score: Raw -8848748.535590 + Penalty 3604.687521 = -8845143.848069 nChanged 41 SP:Iteration 61Q (698.676969 sec): 3 clusters Score: Raw -8848754.535587 + Penalty 3604.687521 = -8845149.848066 nChanged 35 SP:Iteration 62Q (698.817299 sec): 3 clusters Score: Raw -8848758.892117 + Penalty 3604.687521 = -8845154.204596 nChanged 22 SP:Iteration 63Q (698.958732 sec): 3 clusters Score: Raw -8848761.763174 + Penalty 3604.687521 = -8845157.075653 nChanged 22 SP:Iteration 64Q (699.093371 sec): 3 clusters Score: Raw -8848764.330396 + Penalty 3604.687521 = -8845159.642875 nChanged 19 SP:Iteration 65Q (699.222587 sec): 3 clusters Score: Raw -8848766.348341 + Penalty 3604.687521 = -8845161.660820 nChanged 19 SP:Iteration 66Q (699.371739 sec): 3 clusters Score: Raw -8848767.823105 + Penalty 3604.687521 = -8845163.135584 nChanged 19 SP:Iteration 67Q (699.501743 sec): 3 clusters Score: Raw -8848770.179037 + Penalty 3604.687521 = -8845165.491516 nChanged 17 SP:Iteration 68Q (699.649853 sec): 3 clusters Score: Raw -8848772.267346 + Penalty 3604.687521 = -8845167.579825 nChanged 15 SP:Iteration 69Q (699.792463 sec): 3 clusters Score: Raw -8848773.888816 + Penalty 3604.687521 = -8845169.201295 nChanged 11 SP:Iteration 70Q (699.920541 sec): 3 clusters Score: Raw -8848774.635103 + Penalty 3604.687521 = -8845169.947581 nChanged 8 SP:Iteration 71Q (700.074929 sec): 3 clusters Score: Raw -8848775.249874 + Penalty 3604.687521 = -8845170.562353 nChanged 5 SP:Iteration 72Q (700.208152 sec): 3 clusters Score: Raw -8848775.608647 + Penalty 3604.687521 = -8845170.921126 nChanged 5 SP:Iteration 73Q (700.352717 sec): 3 clusters Score: Raw -8848776.037423 + Penalty 3604.687521 = -8845171.349902 nChanged 3 SP:Iteration 74Q (700.473384 sec): 3 clusters Score: Raw -8848776.196820 + Penalty 3604.687521 = -8845171.509299 nChanged 1 SP:Iteration 75Q (700.611012 sec): 3 clusters Score: Raw -8848776.276896 + Penalty 3604.687521 = -8845171.589375 nChanged 0 SP:Iteration 76F (700.766712 sec): 3 clusters Score: Raw -8848776.276896 + Penalty 3604.687521 = -8845171.589375 nChanged 0 Trying to split cluster 8 (50527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.858416 sec): 2 clusters Score: Raw -6601934.296845 + Penalty 1759.917758 = -6600174.379087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.994735 sec): 3 clusters Score: Raw -6569886.626525 + Penalty 3519.835516 = -6566366.791009 nChanged 23639 SP:Iteration 1F (701.128355 sec): 3 clusters Score: Raw -6583565.915533 + Penalty 3519.835516 = -6580046.080017 nChanged 2085 SP:Iteration 2Q (701.257290 sec): 3 clusters Score: Raw -6584200.217146 + Penalty 3519.835516 = -6580680.381630 nChanged 2089 SP:Iteration 3Q (701.404922 sec): 3 clusters Score: Raw -6584872.170871 + Penalty 3519.835516 = -6581352.335355 nChanged 2137 SP:Iteration 4Q (701.539050 sec): 3 clusters Score: Raw -6585582.883775 + Penalty 3519.835516 = -6582063.048259 nChanged 2099 SP:Iteration 5Q (701.675846 sec): 3 clusters Score: Raw -6586376.235608 + Penalty 3519.835516 = -6582856.400092 nChanged 2228 SP:Iteration 6Q (701.826306 sec): 3 clusters Score: Raw -6587405.430549 + Penalty 3519.835516 = -6583885.595033 nChanged 2471 SP:Iteration 7Q (701.967958 sec): 3 clusters Score: Raw -6588715.346849 + Penalty 3519.835516 = -6585195.511333 nChanged 2556 SP:Iteration 8F (702.097520 sec): 3 clusters Score: Raw -6590256.607893 + Penalty 3519.835516 = -6586736.772377 nChanged 2696 SP:Iteration 9F (702.230281 sec): 3 clusters Score: Raw -6591944.326445 + Penalty 3519.835516 = -6588424.490929 nChanged 2673 SP:Iteration 10F (702.365131 sec): 3 clusters Score: Raw -6593523.430881 + Penalty 3519.835516 = -6590003.595365 nChanged 2299 SP:Iteration 11Q (702.514264 sec): 3 clusters Score: Raw -6594664.973788 + Penalty 3519.835516 = -6591145.138272 nChanged 1833 SP:Iteration 12Q (702.647494 sec): 3 clusters Score: Raw -6595369.402386 + Penalty 3519.835516 = -6591849.566871 nChanged 1322 SP:Iteration 13Q (702.788920 sec): 3 clusters Score: Raw -6595755.857127 + Penalty 3519.835516 = -6592236.021611 nChanged 1002 SP:Iteration 14Q (702.916267 sec): 3 clusters Score: Raw -6595988.538355 + Penalty 3519.835516 = -6592468.702839 nChanged 741 SP:Iteration 15Q (703.063868 sec): 3 clusters Score: Raw -6596140.045999 + Penalty 3519.835516 = -6592620.210483 nChanged 575 SP:Iteration 16Q (703.187237 sec): 3 clusters Score: Raw -6596254.841493 + Penalty 3519.835516 = -6592735.005977 nChanged 521 SP:Iteration 17Q (703.319136 sec): 3 clusters Score: Raw -6596350.367790 + Penalty 3519.835516 = -6592830.532274 nChanged 456 SP:Iteration 18Q (703.461176 sec): 3 clusters Score: Raw -6596436.503734 + Penalty 3519.835516 = -6592916.668218 nChanged 464 SP:Iteration 19Q (703.587045 sec): 3 clusters Score: Raw -6596521.670725 + Penalty 3519.835516 = -6593001.835209 nChanged 455 SP:Iteration 20F (703.725694 sec): 3 clusters Score: Raw -6596600.961043 + Penalty 3519.835516 = -6593081.125528 nChanged 415 SP:Iteration 21Q (703.874902 sec): 3 clusters Score: Raw -6596669.098349 + Penalty 3519.835516 = -6593149.262833 nChanged 410 SP:Iteration 22Q (704.010898 sec): 3 clusters Score: Raw -6596737.260964 + Penalty 3519.835516 = -6593217.425448 nChanged 423 SP:Iteration 23Q (704.132272 sec): 3 clusters Score: Raw -6596808.090078 + Penalty 3519.835516 = -6593288.254562 nChanged 404 SP:Iteration 24Q (704.276468 sec): 3 clusters Score: Raw -6596879.519284 + Penalty 3519.835516 = -6593359.683768 nChanged 412 SP:Iteration 25Q (704.404005 sec): 3 clusters Score: Raw -6596959.916857 + Penalty 3519.835516 = -6593440.081341 nChanged 467 SP:Iteration 26Q (704.539564 sec): 3 clusters Score: Raw -6597061.578714 + Penalty 3519.835516 = -6593541.743198 nChanged 503 SP:Iteration 27Q (704.684044 sec): 3 clusters Score: Raw -6597169.071224 + Penalty 3519.835516 = -6593649.235708 nChanged 499 SP:Iteration 28Q (704.819829 sec): 3 clusters Score: Raw -6597290.127070 + Penalty 3519.835516 = -6593770.291554 nChanged 547 SP:Iteration 29Q (704.934043 sec): 3 clusters Score: Raw -6597435.379743 + Penalty 3519.835516 = -6593915.544227 nChanged 563 SP:Iteration 30Q (705.061773 sec): 3 clusters Score: Raw -6597581.131541 + Penalty 3519.835516 = -6594061.296025 nChanged 589 SP:Iteration 31Q (705.194032 sec): 3 clusters Score: Raw -6597755.648279 + Penalty 3519.835516 = -6594235.812763 nChanged 637 SP:Iteration 32Q (705.332805 sec): 3 clusters Score: Raw -6597941.332089 + Penalty 3519.835516 = -6594421.496573 nChanged 601 SP:Iteration 33Q (705.481319 sec): 3 clusters Score: Raw -6598119.926839 + Penalty 3519.835516 = -6594600.091323 nChanged 582 SP:Iteration 34Q (705.612551 sec): 3 clusters Score: Raw -6598290.753192 + Penalty 3519.835516 = -6594770.917676 nChanged 599 SP:Iteration 35Q (705.747149 sec): 3 clusters Score: Raw -6598460.267785 + Penalty 3519.835516 = -6594940.432269 nChanged 577 SP:Iteration 36Q (705.885073 sec): 3 clusters Score: Raw -6598612.402952 + Penalty 3519.835516 = -6595092.567436 nChanged 510 SP:Iteration 37Q (706.021287 sec): 3 clusters Score: Raw -6598732.978805 + Penalty 3519.835516 = -6595213.143289 nChanged 456 SP:Iteration 38Q (706.162256 sec): 3 clusters Score: Raw -6598834.622174 + Penalty 3519.835516 = -6595314.786658 nChanged 455 SP:Iteration 39Q (706.305851 sec): 3 clusters Score: Raw -6598929.105225 + Penalty 3519.835516 = -6595409.269709 nChanged 422 SP:Iteration 40F (706.430844 sec): 3 clusters Score: Raw -6599016.669882 + Penalty 3519.835516 = -6595496.834366 nChanged 387 SP:Iteration 41Q (706.579262 sec): 3 clusters Score: Raw -6599087.310166 + Penalty 3519.835516 = -6595567.474650 nChanged 329 SP:Iteration 42Q (706.715291 sec): 3 clusters Score: Raw -6599143.524972 + Penalty 3519.835516 = -6595623.689456 nChanged 303 SP:Iteration 43Q (706.840104 sec): 3 clusters Score: Raw -6599192.841915 + Penalty 3519.835516 = -6595673.006399 nChanged 288 SP:Iteration 44Q (706.979465 sec): 3 clusters Score: Raw -6599243.376866 + Penalty 3519.835516 = -6595723.541350 nChanged 290 SP:Iteration 45Q (707.115927 sec): 3 clusters Score: Raw -6599289.658058 + Penalty 3519.835516 = -6595769.822543 nChanged 285 SP:Iteration 46Q (707.246579 sec): 3 clusters Score: Raw -6599332.858759 + Penalty 3519.835516 = -6595813.023244 nChanged 256 SP:Iteration 47Q (707.375273 sec): 3 clusters Score: Raw -6599368.116978 + Penalty 3519.835516 = -6595848.281462 nChanged 226 SP:Iteration 48Q (707.497361 sec): 3 clusters Score: Raw -6599396.944043 + Penalty 3519.835516 = -6595877.108527 nChanged 214 SP:Iteration 49Q (707.631618 sec): 3 clusters Score: Raw -6599419.899681 + Penalty 3519.835516 = -6595900.064165 nChanged 176 SP:Iteration 50Q (707.762768 sec): 3 clusters Score: Raw -6599437.622072 + Penalty 3519.835516 = -6595917.786556 nChanged 158 SP:Iteration 51Q (707.903770 sec): 3 clusters Score: Raw -6599456.066237 + Penalty 3519.835516 = -6595936.230721 nChanged 167 SP:Iteration 52Q (708.035335 sec): 3 clusters Score: Raw -6599474.890267 + Penalty 3519.835516 = -6595955.054751 nChanged 163 SP:Iteration 53Q (708.161138 sec): 3 clusters Score: Raw -6599490.312532 + Penalty 3519.835516 = -6595970.477016 nChanged 134 SP:Iteration 54Q (708.294775 sec): 3 clusters Score: Raw -6599502.026452 + Penalty 3519.835516 = -6595982.190936 nChanged 110 SP:Iteration 55Q (708.412456 sec): 3 clusters Score: Raw -6599510.081681 + Penalty 3519.835516 = -6595990.246165 nChanged 101 SP:Iteration 56Q (708.547503 sec): 3 clusters Score: Raw -6599517.161693 + Penalty 3519.835516 = -6595997.326177 nChanged 91 SP:Iteration 57Q (708.668071 sec): 3 clusters Score: Raw -6599521.839681 + Penalty 3519.835516 = -6596002.004165 nChanged 75 SP:Iteration 58Q (708.799420 sec): 3 clusters Score: Raw -6599526.248667 + Penalty 3519.835516 = -6596006.413151 nChanged 71 SP:Iteration 59Q (708.925070 sec): 3 clusters Score: Raw -6599530.393916 + Penalty 3519.835516 = -6596010.558400 nChanged 65 SP:Iteration 60F (709.065885 sec): 3 clusters Score: Raw -6599533.377215 + Penalty 3519.835516 = -6596013.541699 nChanged 54 SP:Iteration 61Q (709.201144 sec): 3 clusters Score: Raw -6599536.124754 + Penalty 3519.835516 = -6596016.289238 nChanged 54 SP:Iteration 62Q (709.330590 sec): 3 clusters Score: Raw -6599538.007177 + Penalty 3519.835516 = -6596018.171662 nChanged 38 SP:Iteration 63Q (709.455446 sec): 3 clusters Score: Raw -6599539.384180 + Penalty 3519.835516 = -6596019.548664 nChanged 32 SP:Iteration 64Q (709.591225 sec): 3 clusters Score: Raw -6599540.490428 + Penalty 3519.835516 = -6596020.654912 nChanged 33 SP:Iteration 65Q (709.723431 sec): 3 clusters Score: Raw -6599541.790648 + Penalty 3519.835516 = -6596021.955132 nChanged 26 SP:Iteration 66Q (709.861094 sec): 3 clusters Score: Raw -6599542.757221 + Penalty 3519.835516 = -6596022.921705 nChanged 20 SP:Iteration 67Q (709.996246 sec): 3 clusters Score: Raw -6599543.388406 + Penalty 3519.835516 = -6596023.552890 nChanged 17 SP:Iteration 68Q (710.131848 sec): 3 clusters Score: Raw -6599543.923094 + Penalty 3519.835516 = -6596024.087578 nChanged 18 SP:Iteration 69Q (710.269118 sec): 3 clusters Score: Raw -6599544.481337 + Penalty 3519.835516 = -6596024.645821 nChanged 19 SP:Iteration 70Q (710.406147 sec): 3 clusters Score: Raw -6599545.318059 + Penalty 3519.835516 = -6596025.482543 nChanged 28 SP:Iteration 71Q (710.539984 sec): 3 clusters Score: Raw -6599546.485094 + Penalty 3519.835516 = -6596026.649578 nChanged 28 SP:Iteration 72Q (710.675950 sec): 3 clusters Score: Raw -6599547.516566 + Penalty 3519.835516 = -6596027.681050 nChanged 18 SP:Iteration 73Q (710.812712 sec): 3 clusters Score: Raw -6599548.084557 + Penalty 3519.835516 = -6596028.249041 nChanged 21 SP:Iteration 74Q (710.938508 sec): 3 clusters Score: Raw -6599548.779531 + Penalty 3519.835516 = -6596028.944015 nChanged 20 SP:Iteration 75Q (711.075362 sec): 3 clusters Score: Raw -6599549.416119 + Penalty 3519.835516 = -6596029.580603 nChanged 24 SP:Iteration 76Q (711.212522 sec): 3 clusters Score: Raw -6599550.231235 + Penalty 3519.835516 = -6596030.395719 nChanged 23 SP:Iteration 77Q (711.349640 sec): 3 clusters Score: Raw -6599551.083034 + Penalty 3519.835516 = -6596031.247518 nChanged 21 SP:Iteration 78Q (711.488898 sec): 3 clusters Score: Raw -6599551.762219 + Penalty 3519.835516 = -6596031.926703 nChanged 22 SP:Iteration 79Q (711.625570 sec): 3 clusters Score: Raw -6599552.516836 + Penalty 3519.835516 = -6596032.681320 nChanged 21 SP:Iteration 80F (711.760780 sec): 3 clusters Score: Raw -6599553.267341 + Penalty 3519.835516 = -6596033.431825 nChanged 17 SP:Iteration 81Q (711.898358 sec): 3 clusters Score: Raw -6599553.801388 + Penalty 3519.835516 = -6596033.965872 nChanged 15 SP:Iteration 82Q (712.034120 sec): 3 clusters Score: Raw -6599554.319130 + Penalty 3519.835516 = -6596034.483614 nChanged 12 SP:Iteration 83Q (712.169393 sec): 3 clusters Score: Raw -6599554.774202 + Penalty 3519.835516 = -6596034.938686 nChanged 14 SP:Iteration 84Q (712.313372 sec): 3 clusters Score: Raw -6599555.250390 + Penalty 3519.835516 = -6596035.414874 nChanged 22 SP:Iteration 85Q (712.457906 sec): 3 clusters Score: Raw -6599556.152762 + Penalty 3519.835516 = -6596036.317246 nChanged 21 SP:Iteration 86Q (712.602526 sec): 3 clusters Score: Raw -6599556.717683 + Penalty 3519.835516 = -6596036.882167 nChanged 11 SP:Iteration 87Q (712.729765 sec): 3 clusters Score: Raw -6599557.019670 + Penalty 3519.835516 = -6596037.184154 nChanged 12 SP:Iteration 88Q (712.854045 sec): 3 clusters Score: Raw -6599557.370778 + Penalty 3519.835516 = -6596037.535263 nChanged 7 SP:Iteration 89Q (712.976697 sec): 3 clusters Score: Raw -6599557.545888 + Penalty 3519.835516 = -6596037.710372 nChanged 6 SP:Iteration 90Q (713.097120 sec): 3 clusters Score: Raw -6599557.700863 + Penalty 3519.835516 = -6596037.865347 nChanged 6 SP:Iteration 91Q (713.231818 sec): 3 clusters Score: Raw -6599557.849973 + Penalty 3519.835516 = -6596038.014457 nChanged 5 SP:Iteration 92Q (713.366684 sec): 3 clusters Score: Raw -6599557.980827 + Penalty 3519.835516 = -6596038.145311 nChanged 3 SP:Iteration 93Q (713.491196 sec): 3 clusters Score: Raw -6599558.069241 + Penalty 3519.835516 = -6596038.233726 nChanged 4 SP:Iteration 94Q (713.626018 sec): 3 clusters Score: Raw -6599558.185249 + Penalty 3519.835516 = -6596038.349733 nChanged 3 SP:Iteration 95Q (713.760789 sec): 3 clusters Score: Raw -6599558.232765 + Penalty 3519.835516 = -6596038.397249 nChanged 1 SP:Iteration 96Q (713.894566 sec): 3 clusters Score: Raw -6599558.273113 + Penalty 3519.835516 = -6596038.437597 nChanged 3 SP:Iteration 97Q (714.029234 sec): 3 clusters Score: Raw -6599558.339566 + Penalty 3519.835516 = -6596038.504050 nChanged 2 SP:Iteration 98Q (714.163857 sec): 3 clusters Score: Raw -6599558.381198 + Penalty 3519.835516 = -6596038.545682 nChanged 4 SP:Iteration 99Q (714.299156 sec): 3 clusters Score: Raw -6599558.445901 + Penalty 3519.835516 = -6596038.610385 nChanged 1 SP:Iteration 100F (714.432731 sec): 3 clusters Score: Raw -6599558.463858 + Penalty 3519.835516 = -6596038.628342 nChanged 2 SP:Iteration 101Q (714.568711 sec): 3 clusters Score: Raw -6599558.544266 + Penalty 3519.835516 = -6596038.708751 nChanged 2 SP:Iteration 102Q (714.703299 sec): 3 clusters Score: Raw -6599558.599472 + Penalty 3519.835516 = -6596038.763956 nChanged 2 SP:Iteration 103Q (714.837768 sec): 3 clusters Score: Raw -6599558.684974 + Penalty 3519.835516 = -6596038.849458 nChanged 2 SP:Iteration 104Q (714.971517 sec): 3 clusters Score: Raw -6599558.743152 + Penalty 3519.835516 = -6596038.907636 nChanged 6 SP:Iteration 105Q (715.106027 sec): 3 clusters Score: Raw -6599558.888155 + Penalty 3519.835516 = -6596039.052639 nChanged 4 SP:Iteration 106Q (715.239477 sec): 3 clusters Score: Raw -6599559.044966 + Penalty 3519.835516 = -6596039.209450 nChanged 7 SP:Iteration 107Q (715.373965 sec): 3 clusters Score: Raw -6599559.288563 + Penalty 3519.835516 = -6596039.453047 nChanged 4 SP:Iteration 108Q (715.503572 sec): 3 clusters Score: Raw -6599559.421219 + Penalty 3519.835516 = -6596039.585703 nChanged 4 SP:Iteration 109Q (715.639185 sec): 3 clusters Score: Raw -6599559.599237 + Penalty 3519.835516 = -6596039.763721 nChanged 7 SP:Iteration 110Q (715.774612 sec): 3 clusters Score: Raw -6599559.753476 + Penalty 3519.835516 = -6596039.917960 nChanged 3 SP:Iteration 111Q (715.900208 sec): 3 clusters Score: Raw -6599559.805781 + Penalty 3519.835516 = -6596039.970265 nChanged 2 SP:Iteration 112Q (716.034968 sec): 3 clusters Score: Raw -6599559.842775 + Penalty 3519.835516 = -6596040.007259 nChanged 1 SP:Iteration 113Q (716.170165 sec): 3 clusters Score: Raw -6599559.857429 + Penalty 3519.835516 = -6596040.021913 nChanged 1 SP:Iteration 114Q (716.304429 sec): 3 clusters Score: Raw -6599559.877877 + Penalty 3519.835516 = -6596040.042361 nChanged 0 SP:Iteration 115F (716.439943 sec): 3 clusters Score: Raw -6599559.877877 + Penalty 3519.835516 = -6596040.042361 nChanged 0 Trying to split cluster 9 (8629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (716.469891 sec): 2 clusters Score: Raw -1121932.627677 + Penalty 1472.718634 = -1120459.909043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (716.527626 sec): 3 clusters Score: Raw -1117138.395334 + Penalty 2945.437268 = -1114192.958066 nChanged 3694 SP:Iteration 1F (716.585135 sec): 3 clusters Score: Raw -1119181.495266 + Penalty 2945.437268 = -1116236.057997 nChanged 608 SP:Iteration 2F (716.642326 sec): 3 clusters Score: Raw -1119587.481195 + Penalty 2945.437268 = -1116642.043927 nChanged 562 SP:Iteration 3F (716.704864 sec): 3 clusters Score: Raw -1120074.812236 + Penalty 2945.437268 = -1117129.374968 nChanged 679 SP:Iteration 4F (716.768359 sec): 3 clusters Score: Raw -1120782.580491 + Penalty 2945.437268 = -1117837.143223 nChanged 752 SP:Iteration 5F (716.828151 sec): 3 clusters Score: Raw -1121649.286862 + Penalty 2945.437268 = -1118703.849594 nChanged 730 SP:Iteration 6F (716.886120 sec): 3 clusters Score: Raw -1122378.439264 + Penalty 2945.437268 = -1119433.001996 nChanged 615 SP:Iteration 7F (716.939366 sec): 3 clusters Score: Raw -1122845.175840 + Penalty 2945.437268 = -1119899.738572 nChanged 393 SP:Iteration 8Q (717.002036 sec): 3 clusters Score: Raw -1123112.076417 + Penalty 2945.437268 = -1120166.639149 nChanged 224 SP:Iteration 9Q (717.064940 sec): 3 clusters Score: Raw -1123240.613914 + Penalty 2945.437268 = -1120295.176646 nChanged 122 SP:Iteration 10Q (717.123907 sec): 3 clusters Score: Raw -1123308.794375 + Penalty 2945.437268 = -1120363.357107 nChanged 80 SP:Iteration 11Q (717.182338 sec): 3 clusters Score: Raw -1123345.745215 + Penalty 2945.437268 = -1120400.307947 nChanged 38 SP:Iteration 12Q (717.236936 sec): 3 clusters Score: Raw -1123360.565842 + Penalty 2945.437268 = -1120415.128574 nChanged 25 SP:Iteration 13Q (717.299605 sec): 3 clusters Score: Raw -1123370.541252 + Penalty 2945.437268 = -1120425.103984 nChanged 15 SP:Iteration 14Q (717.362394 sec): 3 clusters Score: Raw -1123374.224485 + Penalty 2945.437268 = -1120428.787217 nChanged 10 SP:Iteration 15Q (717.425603 sec): 3 clusters Score: Raw -1123376.872558 + Penalty 2945.437268 = -1120431.435290 nChanged 10 SP:Iteration 16Q (717.488728 sec): 3 clusters Score: Raw -1123379.261717 + Penalty 2945.437268 = -1120433.824448 nChanged 10 SP:Iteration 17Q (717.551270 sec): 3 clusters Score: Raw -1123382.796657 + Penalty 2945.437268 = -1120437.359389 nChanged 11 SP:Iteration 18Q (717.614175 sec): 3 clusters Score: Raw -1123386.644848 + Penalty 2945.437268 = -1120441.207579 nChanged 10 SP:Iteration 19Q (717.677126 sec): 3 clusters Score: Raw -1123390.004092 + Penalty 2945.437268 = -1120444.566824 nChanged 8 SP:Iteration 20F (717.740065 sec): 3 clusters Score: Raw -1123392.773633 + Penalty 2945.437268 = -1120447.336364 nChanged 8 SP:Iteration 21Q (717.802899 sec): 3 clusters Score: Raw -1123395.489984 + Penalty 2945.437268 = -1120450.052716 nChanged 5 SP:Iteration 22Q (717.866142 sec): 3 clusters Score: Raw -1123396.286414 + Penalty 2945.437268 = -1120450.849146 nChanged 3 SP:Iteration 23Q (717.928036 sec): 3 clusters Score: Raw -1123397.066812 + Penalty 2945.437268 = -1120451.629543 nChanged 3 SP:Iteration 24Q (717.986298 sec): 3 clusters Score: Raw -1123398.253989 + Penalty 2945.437268 = -1120452.816720 nChanged 3 SP:Iteration 25Q (718.039931 sec): 3 clusters Score: Raw -1123398.692200 + Penalty 2945.437268 = -1120453.254932 nChanged 2 SP:Iteration 26Q (718.103021 sec): 3 clusters Score: Raw -1123399.087674 + Penalty 2945.437268 = -1120453.650406 nChanged 0 SP:Iteration 27F (718.165986 sec): 3 clusters Score: Raw -1123399.087674 + Penalty 2945.437268 = -1120453.650406 nChanged 0 Trying to split cluster 10 (6262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.198583 sec): 2 clusters Score: Raw -819230.167059 + Penalty 1420.616422 = -817809.550637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (718.258366 sec): 3 clusters Score: Raw -815863.741874 + Penalty 2841.232843 = -813022.509030 nChanged 2575 SP:Iteration 1F (718.317478 sec): 3 clusters Score: Raw -817295.265862 + Penalty 2841.232843 = -814454.033019 nChanged 465 SP:Iteration 2F (718.376312 sec): 3 clusters Score: Raw -817593.305610 + Penalty 2841.232843 = -814752.072767 nChanged 385 SP:Iteration 3F (718.424784 sec): 3 clusters Score: Raw -817848.779636 + Penalty 2841.232843 = -815007.546793 nChanged 375 SP:Iteration 4F (718.483969 sec): 3 clusters Score: Raw -818138.749753 + Penalty 2841.232843 = -815297.516910 nChanged 421 SP:Iteration 5F (718.534707 sec): 3 clusters Score: Raw -818465.588326 + Penalty 2841.232843 = -815624.355483 nChanged 415 SP:Iteration 6F (718.583684 sec): 3 clusters Score: Raw -818807.824220 + Penalty 2841.232843 = -815966.591377 nChanged 372 SP:Iteration 7F (718.643096 sec): 3 clusters Score: Raw -819106.911776 + Penalty 2841.232843 = -816265.678933 nChanged 301 SP:Iteration 8Q (718.696367 sec): 3 clusters Score: Raw -819331.633438 + Penalty 2841.232843 = -816490.400595 nChanged 215 SP:Iteration 9Q (718.755851 sec): 3 clusters Score: Raw -819490.627323 + Penalty 2841.232843 = -816649.394480 nChanged 159 SP:Iteration 10Q (718.815336 sec): 3 clusters Score: Raw -819602.123727 + Penalty 2841.232843 = -816760.890884 nChanged 100 SP:Iteration 11Q (718.874910 sec): 3 clusters Score: Raw -819659.474687 + Penalty 2841.232843 = -816818.241844 nChanged 68 SP:Iteration 12Q (718.931129 sec): 3 clusters Score: Raw -819696.702349 + Penalty 2841.232843 = -816855.469506 nChanged 50 SP:Iteration 13Q (718.980443 sec): 3 clusters Score: Raw -819726.284079 + Penalty 2841.232843 = -816885.051236 nChanged 52 SP:Iteration 14Q (719.038647 sec): 3 clusters Score: Raw -819756.374142 + Penalty 2841.232843 = -816915.141299 nChanged 49 SP:Iteration 15Q (719.084489 sec): 3 clusters Score: Raw -819783.081055 + Penalty 2841.232843 = -816941.848212 nChanged 41 SP:Iteration 16Q (719.136475 sec): 3 clusters Score: Raw -819802.988611 + Penalty 2841.232843 = -816961.755768 nChanged 32 SP:Iteration 17Q (719.194291 sec): 3 clusters Score: Raw -819821.430349 + Penalty 2841.232843 = -816980.197506 nChanged 23 SP:Iteration 18Q (719.252064 sec): 3 clusters Score: Raw -819830.693959 + Penalty 2841.232843 = -816989.461116 nChanged 13 SP:Iteration 19Q (719.308031 sec): 3 clusters Score: Raw -819839.365348 + Penalty 2841.232843 = -816998.132505 nChanged 23 SP:Iteration 20F (719.366373 sec): 3 clusters Score: Raw -819849.399349 + Penalty 2841.232843 = -817008.166506 nChanged 12 SP:Iteration 21Q (719.423986 sec): 3 clusters Score: Raw -819853.532750 + Penalty 2841.232843 = -817012.299907 nChanged 8 SP:Iteration 22Q (719.481727 sec): 3 clusters Score: Raw -819857.028832 + Penalty 2841.232843 = -817015.795989 nChanged 9 SP:Iteration 23Q (719.544864 sec): 3 clusters Score: Raw -819859.955568 + Penalty 2841.232843 = -817018.722725 nChanged 9 SP:Iteration 24Q (719.589452 sec): 3 clusters Score: Raw -819863.098401 + Penalty 2841.232843 = -817021.865558 nChanged 10 SP:Iteration 25Q (719.641810 sec): 3 clusters Score: Raw -819868.147882 + Penalty 2841.232843 = -817026.915039 nChanged 5 SP:Iteration 26Q (719.695456 sec): 3 clusters Score: Raw -819871.108663 + Penalty 2841.232843 = -817029.875820 nChanged 5 SP:Iteration 27Q (719.748479 sec): 3 clusters Score: Raw -819873.287824 + Penalty 2841.232843 = -817032.054981 nChanged 5 SP:Iteration 28Q (719.814040 sec): 3 clusters Score: Raw -819874.207671 + Penalty 2841.232843 = -817032.974828 nChanged 3 SP:Iteration 29Q (719.868948 sec): 3 clusters Score: Raw -819874.921192 + Penalty 2841.232843 = -817033.688349 nChanged 3 SP:Iteration 30Q (719.925380 sec): 3 clusters Score: Raw -819875.794017 + Penalty 2841.232843 = -817034.561173 nChanged 2 SP:Iteration 31Q (719.965763 sec): 3 clusters Score: Raw -819876.602900 + Penalty 2841.232843 = -817035.370057 nChanged 2 SP:Iteration 32Q (720.027682 sec): 3 clusters Score: Raw -819877.280502 + Penalty 2841.232843 = -817036.047659 nChanged 2 SP:Iteration 33Q (720.078903 sec): 3 clusters Score: Raw -819877.797754 + Penalty 2841.232843 = -817036.564911 nChanged 2 SP:Iteration 34Q (720.124756 sec): 3 clusters Score: Raw -819878.525623 + Penalty 2841.232843 = -817037.292780 nChanged 5 SP:Iteration 35Q (720.186174 sec): 3 clusters Score: Raw -819879.661181 + Penalty 2841.232843 = -817038.428338 nChanged 2 SP:Iteration 36Q (720.239518 sec): 3 clusters Score: Raw -819880.239359 + Penalty 2841.232843 = -817039.006516 nChanged 2 SP:Iteration 37Q (720.293872 sec): 3 clusters Score: Raw -819881.200801 + Penalty 2841.232843 = -817039.967958 nChanged 3 SP:Iteration 38Q (720.351249 sec): 3 clusters Score: Raw -819881.879152 + Penalty 2841.232843 = -817040.646308 nChanged 6 SP:Iteration 39Q (720.418792 sec): 3 clusters Score: Raw -819884.742488 + Penalty 2841.232843 = -817043.509645 nChanged 6 SP:Iteration 40F (720.476740 sec): 3 clusters Score: Raw -819887.162879 + Penalty 2841.232843 = -817045.930035 nChanged 6 SP:Iteration 41Q (720.533174 sec): 3 clusters Score: Raw -819889.136373 + Penalty 2841.232843 = -817047.903530 nChanged 3 SP:Iteration 42Q (720.589158 sec): 3 clusters Score: Raw -819890.179734 + Penalty 2841.232843 = -817048.946891 nChanged 3 SP:Iteration 43Q (720.642036 sec): 3 clusters Score: Raw -819891.777395 + Penalty 2841.232843 = -817050.544552 nChanged 3 SP:Iteration 44Q (720.697888 sec): 3 clusters Score: Raw -819893.877094 + Penalty 2841.232843 = -817052.644251 nChanged 3 SP:Iteration 45Q (720.756393 sec): 3 clusters Score: Raw -819896.419006 + Penalty 2841.232843 = -817055.186163 nChanged 2 SP:Iteration 46Q (720.810865 sec): 3 clusters Score: Raw -819896.922298 + Penalty 2841.232843 = -817055.689455 nChanged 2 SP:Iteration 47Q (720.857739 sec): 3 clusters Score: Raw -819897.493389 + Penalty 2841.232843 = -817056.260546 nChanged 2 SP:Iteration 48Q (720.921733 sec): 3 clusters Score: Raw -819898.466350 + Penalty 2841.232843 = -817057.233507 nChanged 0 SP:Iteration 49F (720.979640 sec): 3 clusters Score: Raw -819898.466350 + Penalty 2841.232843 = -817057.233507 nChanged 0 Trying to split cluster 11 (12646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (721.020300 sec): 2 clusters Score: Raw -1718501.925306 + Penalty 1534.828139 = -1716967.097167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (721.086484 sec): 3 clusters Score: Raw -1711159.155153 + Penalty 3069.656278 = -1708089.498875 nChanged 5605 SP:Iteration 1F (721.157295 sec): 3 clusters Score: Raw -1714311.841903 + Penalty 3069.656278 = -1711242.185626 nChanged 799 SP:Iteration 2F (721.218117 sec): 3 clusters Score: Raw -1714728.277852 + Penalty 3069.656278 = -1711658.621575 nChanged 742 SP:Iteration 3F (721.295760 sec): 3 clusters Score: Raw -1715206.927075 + Penalty 3069.656278 = -1712137.270798 nChanged 778 SP:Iteration 4F (721.364141 sec): 3 clusters Score: Raw -1715783.064431 + Penalty 3069.656278 = -1712713.408153 nChanged 817 SP:Iteration 5F (721.425163 sec): 3 clusters Score: Raw -1716389.777918 + Penalty 3069.656278 = -1713320.121640 nChanged 830 SP:Iteration 6F (721.493249 sec): 3 clusters Score: Raw -1717010.968976 + Penalty 3069.656278 = -1713941.312698 nChanged 778 SP:Iteration 7F (721.570785 sec): 3 clusters Score: Raw -1717620.879439 + Penalty 3069.656278 = -1714551.223162 nChanged 705 SP:Iteration 8F (721.638687 sec): 3 clusters Score: Raw -1718140.358314 + Penalty 3069.656278 = -1715070.702037 nChanged 581 SP:Iteration 9Q (721.706023 sec): 3 clusters Score: Raw -1718535.542118 + Penalty 3069.656278 = -1715465.885840 nChanged 489 SP:Iteration 10Q (721.759857 sec): 3 clusters Score: Raw -1718837.723260 + Penalty 3069.656278 = -1715768.066982 nChanged 375 SP:Iteration 11Q (721.833554 sec): 3 clusters Score: Raw -1719050.051658 + Penalty 3069.656278 = -1715980.395381 nChanged 298 SP:Iteration 12Q (721.901335 sec): 3 clusters Score: Raw -1719197.625825 + Penalty 3069.656278 = -1716127.969547 nChanged 233 SP:Iteration 13Q (721.966145 sec): 3 clusters Score: Raw -1719294.563703 + Penalty 3069.656278 = -1716224.907425 nChanged 200 SP:Iteration 14Q (722.033699 sec): 3 clusters Score: Raw -1719380.206208 + Penalty 3069.656278 = -1716310.549930 nChanged 194 SP:Iteration 15Q (722.101507 sec): 3 clusters Score: Raw -1719457.288051 + Penalty 3069.656278 = -1716387.631773 nChanged 171 SP:Iteration 16Q (722.169542 sec): 3 clusters Score: Raw -1719519.582583 + Penalty 3069.656278 = -1716449.926305 nChanged 130 SP:Iteration 17Q (722.236686 sec): 3 clusters Score: Raw -1719566.683568 + Penalty 3069.656278 = -1716497.027291 nChanged 139 SP:Iteration 18Q (722.288724 sec): 3 clusters Score: Raw -1719619.303458 + Penalty 3069.656278 = -1716549.647180 nChanged 121 SP:Iteration 19Q (722.355765 sec): 3 clusters Score: Raw -1719660.665827 + Penalty 3069.656278 = -1716591.009549 nChanged 106 SP:Iteration 20F (722.433493 sec): 3 clusters Score: Raw -1719696.669010 + Penalty 3069.656278 = -1716627.012732 nChanged 90 SP:Iteration 21Q (722.500099 sec): 3 clusters Score: Raw -1719725.881349 + Penalty 3069.656278 = -1716656.225071 nChanged 93 SP:Iteration 22Q (722.565003 sec): 3 clusters Score: Raw -1719757.927395 + Penalty 3069.656278 = -1716688.271118 nChanged 88 SP:Iteration 23Q (722.623243 sec): 3 clusters Score: Raw -1719788.573939 + Penalty 3069.656278 = -1716718.917661 nChanged 69 SP:Iteration 24Q (722.700636 sec): 3 clusters Score: Raw -1719809.334923 + Penalty 3069.656278 = -1716739.678645 nChanged 71 SP:Iteration 25Q (722.758406 sec): 3 clusters Score: Raw -1719830.758958 + Penalty 3069.656278 = -1716761.102680 nChanged 53 SP:Iteration 26Q (722.824219 sec): 3 clusters Score: Raw -1719846.501290 + Penalty 3069.656278 = -1716776.845013 nChanged 42 SP:Iteration 27Q (722.889923 sec): 3 clusters Score: Raw -1719858.557417 + Penalty 3069.656278 = -1716788.901139 nChanged 31 SP:Iteration 28Q (722.947272 sec): 3 clusters Score: Raw -1719866.294473 + Penalty 3069.656278 = -1716796.638195 nChanged 30 SP:Iteration 29Q (723.004468 sec): 3 clusters Score: Raw -1719873.724985 + Penalty 3069.656278 = -1716804.068708 nChanged 24 SP:Iteration 30Q (723.072791 sec): 3 clusters Score: Raw -1719877.055386 + Penalty 3069.656278 = -1716807.399108 nChanged 14 SP:Iteration 31Q (723.140274 sec): 3 clusters Score: Raw -1719880.111786 + Penalty 3069.656278 = -1716810.455509 nChanged 12 SP:Iteration 32Q (723.207314 sec): 3 clusters Score: Raw -1719882.711574 + Penalty 3069.656278 = -1716813.055296 nChanged 15 SP:Iteration 33Q (723.274996 sec): 3 clusters Score: Raw -1719886.283908 + Penalty 3069.656278 = -1716816.627630 nChanged 14 SP:Iteration 34Q (723.342467 sec): 3 clusters Score: Raw -1719888.824051 + Penalty 3069.656278 = -1716819.167773 nChanged 14 SP:Iteration 35Q (723.418924 sec): 3 clusters Score: Raw -1719891.688204 + Penalty 3069.656278 = -1716822.031927 nChanged 10 SP:Iteration 36Q (723.451726 sec): 3 clusters Score: Raw -1719893.654681 + Penalty 3069.656278 = -1716823.998403 nChanged 10 SP:Iteration 37Q (723.481194 sec): 3 clusters Score: Raw -1719895.294244 + Penalty 3069.656278 = -1716825.637966 nChanged 6 SP:Iteration 38Q (723.511367 sec): 3 clusters Score: Raw -1719895.971363 + Penalty 3069.656278 = -1716826.315085 nChanged 5 SP:Iteration 39Q (723.541286 sec): 3 clusters Score: Raw -1719896.693256 + Penalty 3069.656278 = -1716827.036979 nChanged 5 SP:Iteration 40F (723.574579 sec): 3 clusters Score: Raw -1719897.741824 + Penalty 3069.656278 = -1716828.085547 nChanged 7 SP:Iteration 41Q (723.604852 sec): 3 clusters Score: Raw -1719898.989817 + Penalty 3069.656278 = -1716829.333539 nChanged 7 SP:Iteration 42Q (723.635199 sec): 3 clusters Score: Raw -1719900.444359 + Penalty 3069.656278 = -1716830.788081 nChanged 11 SP:Iteration 43Q (723.665457 sec): 3 clusters Score: Raw -1719902.224453 + Penalty 3069.656278 = -1716832.568175 nChanged 9 SP:Iteration 44Q (723.709128 sec): 3 clusters Score: Raw -1719903.276980 + Penalty 3069.656278 = -1716833.620702 nChanged 4 SP:Iteration 45Q (723.738867 sec): 3 clusters Score: Raw -1719904.057676 + Penalty 3069.656278 = -1716834.401399 nChanged 3 SP:Iteration 46Q (723.769145 sec): 3 clusters Score: Raw -1719904.508836 + Penalty 3069.656278 = -1716834.852558 nChanged 3 SP:Iteration 47Q (723.810185 sec): 3 clusters Score: Raw -1719904.985731 + Penalty 3069.656278 = -1716835.329453 nChanged 5 SP:Iteration 48Q (723.829743 sec): 3 clusters Score: Raw -1719905.943392 + Penalty 3069.656278 = -1716836.287114 nChanged 5 SP:Iteration 49Q (723.859955 sec): 3 clusters Score: Raw -1719907.062145 + Penalty 3069.656278 = -1716837.405868 nChanged 7 SP:Iteration 50Q (723.890078 sec): 3 clusters Score: Raw -1719908.652785 + Penalty 3069.656278 = -1716838.996507 nChanged 5 SP:Iteration 51Q (723.920368 sec): 3 clusters Score: Raw -1719909.922917 + Penalty 3069.656278 = -1716840.266639 nChanged 4 SP:Iteration 52Q (723.963966 sec): 3 clusters Score: Raw -1719910.616597 + Penalty 3069.656278 = -1716840.960319 nChanged 3 SP:Iteration 53Q (723.993571 sec): 3 clusters Score: Raw -1719910.947231 + Penalty 3069.656278 = -1716841.290954 nChanged 2 SP:Iteration 54Q (724.023827 sec): 3 clusters Score: Raw -1719911.128128 + Penalty 3069.656278 = -1716841.471851 nChanged 2 SP:Iteration 55Q (724.054040 sec): 3 clusters Score: Raw -1719911.482946 + Penalty 3069.656278 = -1716841.826668 nChanged 4 SP:Iteration 56Q (724.084258 sec): 3 clusters Score: Raw -1719911.948482 + Penalty 3069.656278 = -1716842.292205 nChanged 1 SP:Iteration 57Q (724.114387 sec): 3 clusters Score: Raw -1719912.035057 + Penalty 3069.656278 = -1716842.378780 nChanged 1 SP:Iteration 58Q (724.144604 sec): 3 clusters Score: Raw -1719912.102486 + Penalty 3069.656278 = -1716842.446209 nChanged 0 SP:Iteration 59F (724.177839 sec): 3 clusters Score: Raw -1719912.102486 + Penalty 3069.656278 = -1716842.446209 nChanged 0 Trying to split cluster 12 (10901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (724.203989 sec): 2 clusters Score: Raw -1457951.416721 + Penalty 1510.699094 = -1456440.717627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (724.235769 sec): 3 clusters Score: Raw -1451661.323232 + Penalty 3021.398187 = -1448639.925045 nChanged 4737 SP:Iteration 1F (724.266586 sec): 3 clusters Score: Raw -1454345.387405 + Penalty 3021.398187 = -1451323.989218 nChanged 725 SP:Iteration 2F (724.344342 sec): 3 clusters Score: Raw -1454720.185019 + Penalty 3021.398187 = -1451698.786831 nChanged 655 SP:Iteration 3F (724.411474 sec): 3 clusters Score: Raw -1455061.403343 + Penalty 3021.398187 = -1452040.005155 nChanged 582 SP:Iteration 4F (724.468436 sec): 3 clusters Score: Raw -1455410.639903 + Penalty 3021.398187 = -1452389.241716 nChanged 623 SP:Iteration 5F (724.534541 sec): 3 clusters Score: Raw -1455793.731663 + Penalty 3021.398187 = -1452772.333476 nChanged 612 SP:Iteration 6F (724.604927 sec): 3 clusters Score: Raw -1456198.984987 + Penalty 3021.398187 = -1453177.586800 nChanged 581 SP:Iteration 7F (724.660941 sec): 3 clusters Score: Raw -1456574.844499 + Penalty 3021.398187 = -1453553.446311 nChanged 518 SP:Iteration 8Q (724.735942 sec): 3 clusters Score: Raw -1456898.936900 + Penalty 3021.398187 = -1453877.538712 nChanged 411 SP:Iteration 9Q (724.794616 sec): 3 clusters Score: Raw -1457137.411410 + Penalty 3021.398187 = -1454116.013223 nChanged 359 SP:Iteration 10Q (724.865127 sec): 3 clusters Score: Raw -1457341.520755 + Penalty 3021.398187 = -1454320.122568 nChanged 286 SP:Iteration 11Q (724.921842 sec): 3 clusters Score: Raw -1457482.285073 + Penalty 3021.398187 = -1454460.886886 nChanged 217 SP:Iteration 12Q (724.988095 sec): 3 clusters Score: Raw -1457573.336318 + Penalty 3021.398187 = -1454551.938131 nChanged 165 SP:Iteration 13Q (725.053138 sec): 3 clusters Score: Raw -1457631.325090 + Penalty 3021.398187 = -1454609.926902 nChanged 111 SP:Iteration 14Q (725.091640 sec): 3 clusters Score: Raw -1457668.372752 + Penalty 3021.398187 = -1454646.974564 nChanged 106 SP:Iteration 15Q (725.161980 sec): 3 clusters Score: Raw -1457697.278511 + Penalty 3021.398187 = -1454675.880324 nChanged 83 SP:Iteration 16Q (725.225846 sec): 3 clusters Score: Raw -1457722.500770 + Penalty 3021.398187 = -1454701.102582 nChanged 70 SP:Iteration 17Q (725.290087 sec): 3 clusters Score: Raw -1457745.616818 + Penalty 3021.398187 = -1454724.218631 nChanged 68 SP:Iteration 18Q (725.343476 sec): 3 clusters Score: Raw -1457769.730811 + Penalty 3021.398187 = -1454748.332623 nChanged 77 SP:Iteration 19Q (725.408107 sec): 3 clusters Score: Raw -1457799.461920 + Penalty 3021.398187 = -1454778.063733 nChanged 60 SP:Iteration 20F (725.481848 sec): 3 clusters Score: Raw -1457821.509842 + Penalty 3021.398187 = -1454800.111655 nChanged 62 SP:Iteration 21Q (725.546661 sec): 3 clusters Score: Raw -1457846.196879 + Penalty 3021.398187 = -1454824.798691 nChanged 64 SP:Iteration 22Q (725.602446 sec): 3 clusters Score: Raw -1457875.561397 + Penalty 3021.398187 = -1454854.163210 nChanged 71 SP:Iteration 23Q (725.675685 sec): 3 clusters Score: Raw -1457919.777362 + Penalty 3021.398187 = -1454898.379174 nChanged 84 SP:Iteration 24Q (725.724603 sec): 3 clusters Score: Raw -1457973.900285 + Penalty 3021.398187 = -1454952.502098 nChanged 87 SP:Iteration 25Q (725.791262 sec): 3 clusters Score: Raw -1458036.211086 + Penalty 3021.398187 = -1455014.812899 nChanged 90 SP:Iteration 26Q (725.854670 sec): 3 clusters Score: Raw -1458090.241092 + Penalty 3021.398187 = -1455068.842905 nChanged 77 SP:Iteration 27Q (725.917516 sec): 3 clusters Score: Raw -1458139.415786 + Penalty 3021.398187 = -1455118.017598 nChanged 65 SP:Iteration 28Q (725.969677 sec): 3 clusters Score: Raw -1458170.050304 + Penalty 3021.398187 = -1455148.652117 nChanged 61 SP:Iteration 29Q (726.032535 sec): 3 clusters Score: Raw -1458196.780575 + Penalty 3021.398187 = -1455175.382388 nChanged 50 SP:Iteration 30Q (726.099308 sec): 3 clusters Score: Raw -1458217.207814 + Penalty 3021.398187 = -1455195.809627 nChanged 42 SP:Iteration 31Q (726.155148 sec): 3 clusters Score: Raw -1458235.850225 + Penalty 3021.398187 = -1455214.452037 nChanged 40 SP:Iteration 32Q (726.225617 sec): 3 clusters Score: Raw -1458256.575696 + Penalty 3021.398187 = -1455235.177509 nChanged 35 SP:Iteration 33Q (726.276126 sec): 3 clusters Score: Raw -1458269.926432 + Penalty 3021.398187 = -1455248.528244 nChanged 24 SP:Iteration 34Q (726.335529 sec): 3 clusters Score: Raw -1458276.610194 + Penalty 3021.398187 = -1455255.212007 nChanged 12 SP:Iteration 35Q (726.407468 sec): 3 clusters Score: Raw -1458278.992303 + Penalty 3021.398187 = -1455257.594116 nChanged 9 SP:Iteration 36Q (726.471634 sec): 3 clusters Score: Raw -1458282.138820 + Penalty 3021.398187 = -1455260.740633 nChanged 16 SP:Iteration 37Q (726.524684 sec): 3 clusters Score: Raw -1458286.843901 + Penalty 3021.398187 = -1455265.445713 nChanged 11 SP:Iteration 38Q (726.587289 sec): 3 clusters Score: Raw -1458290.251901 + Penalty 3021.398187 = -1455268.853714 nChanged 12 SP:Iteration 39Q (726.654687 sec): 3 clusters Score: Raw -1458293.248418 + Penalty 3021.398187 = -1455271.850231 nChanged 14 SP:Iteration 40F (726.719976 sec): 3 clusters Score: Raw -1458296.442001 + Penalty 3021.398187 = -1455275.043813 nChanged 8 SP:Iteration 41Q (726.775922 sec): 3 clusters Score: Raw -1458298.109951 + Penalty 3021.398187 = -1455276.711764 nChanged 6 SP:Iteration 42Q (726.843254 sec): 3 clusters Score: Raw -1458299.206503 + Penalty 3021.398187 = -1455277.808315 nChanged 6 SP:Iteration 43Q (726.905662 sec): 3 clusters Score: Raw -1458300.512917 + Penalty 3021.398187 = -1455279.114729 nChanged 3 SP:Iteration 44Q (726.961864 sec): 3 clusters Score: Raw -1458301.405566 + Penalty 3021.398187 = -1455280.007379 nChanged 6 SP:Iteration 45Q (727.022004 sec): 3 clusters Score: Raw -1458302.623313 + Penalty 3021.398187 = -1455281.225125 nChanged 4 SP:Iteration 46Q (727.084106 sec): 3 clusters Score: Raw -1458303.744243 + Penalty 3021.398187 = -1455282.346055 nChanged 6 SP:Iteration 47Q (727.154396 sec): 3 clusters Score: Raw -1458306.174695 + Penalty 3021.398187 = -1455284.776508 nChanged 7 SP:Iteration 48Q (727.211921 sec): 3 clusters Score: Raw -1458308.225399 + Penalty 3021.398187 = -1455286.827212 nChanged 5 SP:Iteration 49Q (727.272137 sec): 3 clusters Score: Raw -1458309.419613 + Penalty 3021.398187 = -1455288.021426 nChanged 7 SP:Iteration 50Q (727.321255 sec): 3 clusters Score: Raw -1458310.973986 + Penalty 3021.398187 = -1455289.575799 nChanged 5 SP:Iteration 51Q (727.392435 sec): 3 clusters Score: Raw -1458312.321577 + Penalty 3021.398187 = -1455290.923390 nChanged 8 SP:Iteration 52Q (727.454573 sec): 3 clusters Score: Raw -1458314.630551 + Penalty 3021.398187 = -1455293.232364 nChanged 11 SP:Iteration 53Q (727.512200 sec): 3 clusters Score: Raw -1458317.344477 + Penalty 3021.398187 = -1455295.946289 nChanged 6 SP:Iteration 54Q (727.573034 sec): 3 clusters Score: Raw -1458319.912188 + Penalty 3021.398187 = -1455298.514000 nChanged 8 SP:Iteration 55Q (727.622071 sec): 3 clusters Score: Raw -1458322.192673 + Penalty 3021.398187 = -1455300.794486 nChanged 4 SP:Iteration 56Q (727.689399 sec): 3 clusters Score: Raw -1458323.577743 + Penalty 3021.398187 = -1455302.179555 nChanged 4 SP:Iteration 57Q (727.749238 sec): 3 clusters Score: Raw -1458324.578924 + Penalty 3021.398187 = -1455303.180737 nChanged 1 SP:Iteration 58Q (727.800621 sec): 3 clusters Score: Raw -1458324.643494 + Penalty 3021.398187 = -1455303.245307 nChanged 0 SP:Iteration 59F (727.864318 sec): 3 clusters Score: Raw -1458324.643494 + Penalty 3021.398187 = -1455303.245307 nChanged 0 Trying to split cluster 13 (12097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.913068 sec): 2 clusters Score: Raw -1650048.477091 + Penalty 1527.615825 = -1648520.861266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.979806 sec): 3 clusters Score: Raw -1643153.129930 + Penalty 3055.231649 = -1640097.898280 nChanged 5311 SP:Iteration 1F (728.036873 sec): 3 clusters Score: Raw -1646071.893425 + Penalty 3055.231649 = -1643016.661776 nChanged 805 SP:Iteration 2F (728.105963 sec): 3 clusters Score: Raw -1646549.622071 + Penalty 3055.231649 = -1643494.390422 nChanged 774 SP:Iteration 3F (728.173994 sec): 3 clusters Score: Raw -1647075.559561 + Penalty 3055.231649 = -1644020.327911 nChanged 778 SP:Iteration 4F (728.242448 sec): 3 clusters Score: Raw -1647593.980439 + Penalty 3055.231649 = -1644538.748790 nChanged 720 SP:Iteration 5F (728.318202 sec): 3 clusters Score: Raw -1648026.142794 + Penalty 3055.231649 = -1644970.911145 nChanged 594 SP:Iteration 6Q (728.384380 sec): 3 clusters Score: Raw -1648345.321487 + Penalty 3055.231649 = -1645290.089838 nChanged 504 SP:Iteration 7Q (728.444018 sec): 3 clusters Score: Raw -1648599.903514 + Penalty 3055.231649 = -1645544.671865 nChanged 414 SP:Iteration 8Q (728.516038 sec): 3 clusters Score: Raw -1648807.566120 + Penalty 3055.231649 = -1645752.334471 nChanged 366 SP:Iteration 9Q (728.582436 sec): 3 clusters Score: Raw -1648961.392849 + Penalty 3055.231649 = -1645906.161199 nChanged 310 SP:Iteration 10Q (728.650459 sec): 3 clusters Score: Raw -1649072.863273 + Penalty 3055.231649 = -1646017.631624 nChanged 262 SP:Iteration 11Q (728.711707 sec): 3 clusters Score: Raw -1649153.399038 + Penalty 3055.231649 = -1646098.167389 nChanged 210 SP:Iteration 12Q (728.786857 sec): 3 clusters Score: Raw -1649212.422190 + Penalty 3055.231649 = -1646157.190541 nChanged 164 SP:Iteration 13Q (728.852171 sec): 3 clusters Score: Raw -1649253.229244 + Penalty 3055.231649 = -1646197.997594 nChanged 145 SP:Iteration 14Q (728.920603 sec): 3 clusters Score: Raw -1649289.864280 + Penalty 3055.231649 = -1646234.632630 nChanged 124 SP:Iteration 15Q (728.988993 sec): 3 clusters Score: Raw -1649320.074467 + Penalty 3055.231649 = -1646264.842818 nChanged 117 SP:Iteration 16Q (729.048170 sec): 3 clusters Score: Raw -1649350.063743 + Penalty 3055.231649 = -1646294.832094 nChanged 128 SP:Iteration 17Q (729.125744 sec): 3 clusters Score: Raw -1649382.361494 + Penalty 3055.231649 = -1646327.129845 nChanged 120 SP:Iteration 18Q (729.181706 sec): 3 clusters Score: Raw -1649412.688534 + Penalty 3055.231649 = -1646357.456885 nChanged 116 SP:Iteration 19Q (729.244545 sec): 3 clusters Score: Raw -1649444.680713 + Penalty 3055.231649 = -1646389.449064 nChanged 124 SP:Iteration 20F (729.315736 sec): 3 clusters Score: Raw -1649479.153031 + Penalty 3055.231649 = -1646423.921381 nChanged 108 SP:Iteration 21Q (729.383924 sec): 3 clusters Score: Raw -1649506.780622 + Penalty 3055.231649 = -1646451.548973 nChanged 106 SP:Iteration 22Q (729.449792 sec): 3 clusters Score: Raw -1649532.282262 + Penalty 3055.231649 = -1646477.050613 nChanged 99 SP:Iteration 23Q (729.516538 sec): 3 clusters Score: Raw -1649554.031390 + Penalty 3055.231649 = -1646498.799741 nChanged 84 SP:Iteration 24Q (729.573672 sec): 3 clusters Score: Raw -1649570.986408 + Penalty 3055.231649 = -1646515.754759 nChanged 86 SP:Iteration 25Q (729.640447 sec): 3 clusters Score: Raw -1649589.333001 + Penalty 3055.231649 = -1646534.101351 nChanged 74 SP:Iteration 26Q (729.696986 sec): 3 clusters Score: Raw -1649604.415949 + Penalty 3055.231649 = -1646549.184300 nChanged 66 SP:Iteration 27Q (729.765296 sec): 3 clusters Score: Raw -1649619.027034 + Penalty 3055.231649 = -1646563.795385 nChanged 75 SP:Iteration 28Q (729.824602 sec): 3 clusters Score: Raw -1649636.735426 + Penalty 3055.231649 = -1646581.503776 nChanged 72 SP:Iteration 29Q (729.899373 sec): 3 clusters Score: Raw -1649650.671091 + Penalty 3055.231649 = -1646595.439441 nChanged 86 SP:Iteration 30Q (729.956427 sec): 3 clusters Score: Raw -1649670.386368 + Penalty 3055.231649 = -1646615.154718 nChanged 87 SP:Iteration 31Q (730.028790 sec): 3 clusters Score: Raw -1649688.555024 + Penalty 3055.231649 = -1646633.323374 nChanged 81 SP:Iteration 32Q (730.087777 sec): 3 clusters Score: Raw -1649709.230001 + Penalty 3055.231649 = -1646653.998352 nChanged 100 SP:Iteration 33Q (730.156151 sec): 3 clusters Score: Raw -1649736.417840 + Penalty 3055.231649 = -1646681.186191 nChanged 88 SP:Iteration 34Q (730.230388 sec): 3 clusters Score: Raw -1649761.733001 + Penalty 3055.231649 = -1646706.501352 nChanged 87 SP:Iteration 35Q (730.289666 sec): 3 clusters Score: Raw -1649787.421536 + Penalty 3055.231649 = -1646732.189887 nChanged 114 SP:Iteration 36Q (730.359756 sec): 3 clusters Score: Raw -1649822.478442 + Penalty 3055.231649 = -1646767.246793 nChanged 106 SP:Iteration 37Q (730.417011 sec): 3 clusters Score: Raw -1649852.323535 + Penalty 3055.231649 = -1646797.091885 nChanged 99 SP:Iteration 38Q (730.478622 sec): 3 clusters Score: Raw -1649881.212757 + Penalty 3055.231649 = -1646825.981108 nChanged 109 SP:Iteration 39Q (730.539214 sec): 3 clusters Score: Raw -1649914.683146 + Penalty 3055.231649 = -1646859.451497 nChanged 105 SP:Iteration 40F (730.614028 sec): 3 clusters Score: Raw -1649941.215038 + Penalty 3055.231649 = -1646885.983388 nChanged 87 SP:Iteration 41Q (730.668887 sec): 3 clusters Score: Raw -1649965.825808 + Penalty 3055.231649 = -1646910.594158 nChanged 92 SP:Iteration 42Q (730.740325 sec): 3 clusters Score: Raw -1649990.334962 + Penalty 3055.231649 = -1646935.103313 nChanged 90 SP:Iteration 43Q (730.799592 sec): 3 clusters Score: Raw -1650015.551277 + Penalty 3055.231649 = -1646960.319628 nChanged 78 SP:Iteration 44Q (730.864659 sec): 3 clusters Score: Raw -1650039.713704 + Penalty 3055.231649 = -1646984.482055 nChanged 91 SP:Iteration 45Q (730.922759 sec): 3 clusters Score: Raw -1650064.605023 + Penalty 3055.231649 = -1647009.373373 nChanged 83 SP:Iteration 46Q (730.981736 sec): 3 clusters Score: Raw -1650086.988906 + Penalty 3055.231649 = -1647031.757257 nChanged 74 SP:Iteration 47Q (731.056522 sec): 3 clusters Score: Raw -1650107.612916 + Penalty 3055.231649 = -1647052.381267 nChanged 78 SP:Iteration 48Q (731.126418 sec): 3 clusters Score: Raw -1650131.078868 + Penalty 3055.231649 = -1647075.847219 nChanged 77 SP:Iteration 49Q (731.182977 sec): 3 clusters Score: Raw -1650152.149238 + Penalty 3055.231649 = -1647096.917589 nChanged 61 SP:Iteration 50Q (731.248127 sec): 3 clusters Score: Raw -1650170.097487 + Penalty 3055.231649 = -1647114.865838 nChanged 60 SP:Iteration 51Q (731.307139 sec): 3 clusters Score: Raw -1650187.182973 + Penalty 3055.231649 = -1647131.951324 nChanged 59 SP:Iteration 52Q (731.375768 sec): 3 clusters Score: Raw -1650201.636361 + Penalty 3055.231649 = -1647146.404712 nChanged 51 SP:Iteration 53Q (731.444443 sec): 3 clusters Score: Raw -1650215.721121 + Penalty 3055.231649 = -1647160.489472 nChanged 42 SP:Iteration 54Q (731.501722 sec): 3 clusters Score: Raw -1650227.765703 + Penalty 3055.231649 = -1647172.534053 nChanged 43 SP:Iteration 55Q (731.577087 sec): 3 clusters Score: Raw -1650240.762500 + Penalty 3055.231649 = -1647185.530850 nChanged 46 SP:Iteration 56Q (731.644846 sec): 3 clusters Score: Raw -1650254.256126 + Penalty 3055.231649 = -1647199.024477 nChanged 57 SP:Iteration 57Q (731.702796 sec): 3 clusters Score: Raw -1650272.629633 + Penalty 3055.231649 = -1647217.397983 nChanged 58 SP:Iteration 58Q (731.774624 sec): 3 clusters Score: Raw -1650295.038726 + Penalty 3055.231649 = -1647239.807077 nChanged 60 SP:Iteration 59Q (731.827859 sec): 3 clusters Score: Raw -1650313.962756 + Penalty 3055.231649 = -1647258.731106 nChanged 44 SP:Iteration 60F (731.900449 sec): 3 clusters Score: Raw -1650327.313218 + Penalty 3055.231649 = -1647272.081569 nChanged 38 SP:Iteration 61Q (731.952466 sec): 3 clusters Score: Raw -1650339.978135 + Penalty 3055.231649 = -1647284.746486 nChanged 39 SP:Iteration 62Q (732.025408 sec): 3 clusters Score: Raw -1650352.358549 + Penalty 3055.231649 = -1647297.126899 nChanged 34 SP:Iteration 63Q (732.092663 sec): 3 clusters Score: Raw -1650363.481026 + Penalty 3055.231649 = -1647308.249377 nChanged 32 SP:Iteration 64Q (732.150867 sec): 3 clusters Score: Raw -1650373.875940 + Penalty 3055.231649 = -1647318.644291 nChanged 31 SP:Iteration 65Q (732.218659 sec): 3 clusters Score: Raw -1650381.312898 + Penalty 3055.231649 = -1647326.081248 nChanged 28 SP:Iteration 66Q (732.295340 sec): 3 clusters Score: Raw -1650388.253044 + Penalty 3055.231649 = -1647333.021395 nChanged 22 SP:Iteration 67Q (732.353151 sec): 3 clusters Score: Raw -1650394.243523 + Penalty 3055.231649 = -1647339.011874 nChanged 23 SP:Iteration 68Q (732.420321 sec): 3 clusters Score: Raw -1650401.971449 + Penalty 3055.231649 = -1647346.739800 nChanged 17 SP:Iteration 69Q (732.496499 sec): 3 clusters Score: Raw -1650406.750587 + Penalty 3055.231649 = -1647351.518938 nChanged 18 SP:Iteration 70Q (732.554619 sec): 3 clusters Score: Raw -1650410.739763 + Penalty 3055.231649 = -1647355.508114 nChanged 12 SP:Iteration 71Q (732.628222 sec): 3 clusters Score: Raw -1650414.640454 + Penalty 3055.231649 = -1647359.408804 nChanged 18 SP:Iteration 72Q (732.693924 sec): 3 clusters Score: Raw -1650420.958475 + Penalty 3055.231649 = -1647365.726825 nChanged 12 SP:Iteration 73Q (732.750343 sec): 3 clusters Score: Raw -1650424.207467 + Penalty 3055.231649 = -1647368.975817 nChanged 10 SP:Iteration 74Q (732.825449 sec): 3 clusters Score: Raw -1650428.095032 + Penalty 3055.231649 = -1647372.863383 nChanged 13 SP:Iteration 75Q (732.881700 sec): 3 clusters Score: Raw -1650432.818051 + Penalty 3055.231649 = -1647377.586402 nChanged 16 SP:Iteration 76Q (732.958426 sec): 3 clusters Score: Raw -1650438.381165 + Penalty 3055.231649 = -1647383.149515 nChanged 19 SP:Iteration 77Q (733.013258 sec): 3 clusters Score: Raw -1650444.809734 + Penalty 3055.231649 = -1647389.578085 nChanged 20 SP:Iteration 78Q (733.085261 sec): 3 clusters Score: Raw -1650452.421881 + Penalty 3055.231649 = -1647397.190231 nChanged 18 SP:Iteration 79Q (733.142377 sec): 3 clusters Score: Raw -1650456.900781 + Penalty 3055.231649 = -1647401.669131 nChanged 13 SP:Iteration 80F (733.207785 sec): 3 clusters Score: Raw -1650460.329368 + Penalty 3055.231649 = -1647405.097719 nChanged 10 SP:Iteration 81Q (733.284574 sec): 3 clusters Score: Raw -1650462.942737 + Penalty 3055.231649 = -1647407.711088 nChanged 9 SP:Iteration 82Q (733.341282 sec): 3 clusters Score: Raw -1650465.379473 + Penalty 3055.231649 = -1647410.147824 nChanged 15 SP:Iteration 83Q (733.398705 sec): 3 clusters Score: Raw -1650469.955720 + Penalty 3055.231649 = -1647414.724071 nChanged 10 SP:Iteration 84Q (733.467202 sec): 3 clusters Score: Raw -1650472.595097 + Penalty 3055.231649 = -1647417.363447 nChanged 9 SP:Iteration 85Q (733.524416 sec): 3 clusters Score: Raw -1650475.079278 + Penalty 3055.231649 = -1647419.847629 nChanged 9 SP:Iteration 86Q (733.581193 sec): 3 clusters Score: Raw -1650477.967679 + Penalty 3055.231649 = -1647422.736030 nChanged 9 SP:Iteration 87Q (733.650042 sec): 3 clusters Score: Raw -1650479.689105 + Penalty 3055.231649 = -1647424.457456 nChanged 9 SP:Iteration 88Q (733.715041 sec): 3 clusters Score: Raw -1650482.044949 + Penalty 3055.231649 = -1647426.813300 nChanged 9 SP:Iteration 89Q (733.777493 sec): 3 clusters Score: Raw -1650483.554062 + Penalty 3055.231649 = -1647428.322413 nChanged 2 SP:Iteration 90Q (733.832312 sec): 3 clusters Score: Raw -1650484.190925 + Penalty 3055.231649 = -1647428.959275 nChanged 0 SP:Iteration 91F (733.905261 sec): 3 clusters Score: Raw -1650484.190925 + Penalty 3055.231649 = -1647428.959275 nChanged 0 Trying to split cluster 14 (7156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (733.930665 sec): 2 clusters Score: Raw -951923.000281 + Penalty 1442.302297 = -950480.697984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (733.988167 sec): 3 clusters Score: Raw -948025.407509 + Penalty 2884.604595 = -945140.802915 nChanged 2990 SP:Iteration 1F (734.054589 sec): 3 clusters Score: Raw -949584.675603 + Penalty 2884.604595 = -946700.071009 nChanged 420 SP:Iteration 2F (734.102459 sec): 3 clusters Score: Raw -949765.658018 + Penalty 2884.604595 = -946881.053423 nChanged 344 SP:Iteration 3Q (734.161669 sec): 3 clusters Score: Raw -949908.054586 + Penalty 2884.604595 = -947023.449992 nChanged 302 SP:Iteration 4Q (734.222228 sec): 3 clusters Score: Raw -950033.750568 + Penalty 2884.604595 = -947149.145973 nChanged 268 SP:Iteration 5Q (734.281945 sec): 3 clusters Score: Raw -950171.337868 + Penalty 2884.604595 = -947286.733273 nChanged 295 SP:Iteration 6Q (734.351729 sec): 3 clusters Score: Raw -950316.142826 + Penalty 2884.604595 = -947431.538231 nChanged 315 SP:Iteration 7Q (734.412581 sec): 3 clusters Score: Raw -950493.423340 + Penalty 2884.604595 = -947608.818745 nChanged 315 SP:Iteration 8Q (734.469578 sec): 3 clusters Score: Raw -950672.033678 + Penalty 2884.604595 = -947787.429084 nChanged 336 SP:Iteration 9Q (734.527899 sec): 3 clusters Score: Raw -950886.908093 + Penalty 2884.604595 = -948002.303499 nChanged 324 SP:Iteration 10Q (734.587892 sec): 3 clusters Score: Raw -951127.631685 + Penalty 2884.604595 = -948243.027090 nChanged 330 SP:Iteration 11Q (734.644235 sec): 3 clusters Score: Raw -951355.225676 + Penalty 2884.604595 = -948470.621081 nChanged 281 SP:Iteration 12Q (734.696947 sec): 3 clusters Score: Raw -951536.656971 + Penalty 2884.604595 = -948652.052376 nChanged 242 SP:Iteration 13Q (734.750793 sec): 3 clusters Score: Raw -951665.985116 + Penalty 2884.604595 = -948781.380521 nChanged 161 SP:Iteration 14Q (734.804446 sec): 3 clusters Score: Raw -951749.327872 + Penalty 2884.604595 = -948864.723278 nChanged 130 SP:Iteration 15Q (734.863611 sec): 3 clusters Score: Raw -951813.806299 + Penalty 2884.604595 = -948929.201705 nChanged 121 SP:Iteration 16Q (734.912793 sec): 3 clusters Score: Raw -951879.463307 + Penalty 2884.604595 = -948994.858713 nChanged 110 SP:Iteration 17Q (734.982181 sec): 3 clusters Score: Raw -951940.207255 + Penalty 2884.604595 = -949055.602660 nChanged 105 SP:Iteration 18Q (735.042736 sec): 3 clusters Score: Raw -951992.655382 + Penalty 2884.604595 = -949108.050787 nChanged 91 SP:Iteration 19Q (735.102367 sec): 3 clusters Score: Raw -952035.766281 + Penalty 2884.604595 = -949151.161687 nChanged 75 SP:Iteration 20F (735.158215 sec): 3 clusters Score: Raw -952072.209689 + Penalty 2884.604595 = -949187.605095 nChanged 55 SP:Iteration 21Q (735.218104 sec): 3 clusters Score: Raw -952097.030925 + Penalty 2884.604595 = -949212.426330 nChanged 61 SP:Iteration 22Q (735.266278 sec): 3 clusters Score: Raw -952122.377899 + Penalty 2884.604595 = -949237.773305 nChanged 49 SP:Iteration 23Q (735.332827 sec): 3 clusters Score: Raw -952143.772452 + Penalty 2884.604595 = -949259.167858 nChanged 47 SP:Iteration 24Q (735.382686 sec): 3 clusters Score: Raw -952160.731048 + Penalty 2884.604595 = -949276.126454 nChanged 41 SP:Iteration 25Q (735.452050 sec): 3 clusters Score: Raw -952175.217454 + Penalty 2884.604595 = -949290.612860 nChanged 28 SP:Iteration 26Q (735.510307 sec): 3 clusters Score: Raw -952182.106202 + Penalty 2884.604595 = -949297.501608 nChanged 27 SP:Iteration 27Q (735.569349 sec): 3 clusters Score: Raw -952189.827582 + Penalty 2884.604595 = -949305.222988 nChanged 19 SP:Iteration 28Q (735.627110 sec): 3 clusters Score: Raw -952193.556959 + Penalty 2884.604595 = -949308.952364 nChanged 16 SP:Iteration 29Q (735.681472 sec): 3 clusters Score: Raw -952198.196671 + Penalty 2884.604595 = -949313.592077 nChanged 20 SP:Iteration 30Q (735.726123 sec): 3 clusters Score: Raw -952203.389414 + Penalty 2884.604595 = -949318.784819 nChanged 9 SP:Iteration 31Q (735.792542 sec): 3 clusters Score: Raw -952204.686691 + Penalty 2884.604595 = -949320.082096 nChanged 5 SP:Iteration 32Q (735.840376 sec): 3 clusters Score: Raw -952205.136463 + Penalty 2884.604595 = -949320.531868 nChanged 4 SP:Iteration 33Q (735.892580 sec): 3 clusters Score: Raw -952206.030906 + Penalty 2884.604595 = -949321.426311 nChanged 7 SP:Iteration 34Q (735.959012 sec): 3 clusters Score: Raw -952207.175097 + Penalty 2884.604595 = -949322.570502 nChanged 4 SP:Iteration 35Q (736.013176 sec): 3 clusters Score: Raw -952207.972474 + Penalty 2884.604595 = -949323.367879 nChanged 4 SP:Iteration 36Q (736.071086 sec): 3 clusters Score: Raw -952209.048534 + Penalty 2884.604595 = -949324.443940 nChanged 5 SP:Iteration 37Q (736.128488 sec): 3 clusters Score: Raw -952209.733458 + Penalty 2884.604595 = -949325.128863 nChanged 2 SP:Iteration 38Q (736.185939 sec): 3 clusters Score: Raw -952210.054115 + Penalty 2884.604595 = -949325.449520 nChanged 2 SP:Iteration 39Q (736.241331 sec): 3 clusters Score: Raw -952210.270462 + Penalty 2884.604595 = -949325.665868 nChanged 1 SP:Iteration 40F (736.296675 sec): 3 clusters Score: Raw -952210.405871 + Penalty 2884.604595 = -949325.801277 nChanged 0 Trying to split cluster 15 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.320469 sec): 2 clusters Score: Raw -195659.187049 + Penalty 1193.516846 = -194465.670203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.365393 sec): 3 clusters Score: Raw -195039.724219 + Penalty 2387.033693 = -192652.690527 nChanged 525 SP:Iteration 1F (736.397504 sec): 3 clusters Score: Raw -195418.006450 + Penalty 2387.033693 = -193030.972757 nChanged 121 SP:Iteration 2F (736.442425 sec): 3 clusters Score: Raw -195521.447020 + Penalty 2387.033693 = -193134.413328 nChanged 80 SP:Iteration 3F (736.485286 sec): 3 clusters Score: Raw -195598.688084 + Penalty 2387.033693 = -193211.654391 nChanged 53 SP:Iteration 4Q (736.526061 sec): 3 clusters Score: Raw -195656.064534 + Penalty 2387.033693 = -193269.030841 nChanged 52 SP:Iteration 5Q (736.567140 sec): 3 clusters Score: Raw -195698.823252 + Penalty 2387.033693 = -193311.789559 nChanged 39 SP:Iteration 6Q (736.613339 sec): 3 clusters Score: Raw -195739.543747 + Penalty 2387.033693 = -193352.510054 nChanged 39 SP:Iteration 7Q (736.660690 sec): 3 clusters Score: Raw -195781.398319 + Penalty 2387.033693 = -193394.364626 nChanged 39 SP:Iteration 8Q (736.707359 sec): 3 clusters Score: Raw -195820.721633 + Penalty 2387.033693 = -193433.687940 nChanged 39 SP:Iteration 9Q (736.753658 sec): 3 clusters Score: Raw -195863.875851 + Penalty 2387.033693 = -193476.842158 nChanged 29 SP:Iteration 10Q (736.802464 sec): 3 clusters Score: Raw -195895.082336 + Penalty 2387.033693 = -193508.048643 nChanged 30 SP:Iteration 11Q (736.850560 sec): 3 clusters Score: Raw -195926.936725 + Penalty 2387.033693 = -193539.903033 nChanged 31 SP:Iteration 12Q (736.898470 sec): 3 clusters Score: Raw -195958.454014 + Penalty 2387.033693 = -193571.420321 nChanged 36 SP:Iteration 13Q (736.941924 sec): 3 clusters Score: Raw -195999.742172 + Penalty 2387.033693 = -193612.708479 nChanged 32 SP:Iteration 14Q (736.980575 sec): 3 clusters Score: Raw -196038.702315 + Penalty 2387.033693 = -193651.668623 nChanged 31 SP:Iteration 15Q (737.033810 sec): 3 clusters Score: Raw -196065.263450 + Penalty 2387.033693 = -193678.229757 nChanged 21 SP:Iteration 16Q (737.078903 sec): 3 clusters Score: Raw -196079.428940 + Penalty 2387.033693 = -193692.395247 nChanged 14 SP:Iteration 17Q (737.122135 sec): 3 clusters Score: Raw -196092.561456 + Penalty 2387.033693 = -193705.527763 nChanged 11 SP:Iteration 18Q (737.175323 sec): 3 clusters Score: Raw -196105.882348 + Penalty 2387.033693 = -193718.848655 nChanged 14 SP:Iteration 19Q (737.219857 sec): 3 clusters Score: Raw -196115.868553 + Penalty 2387.033693 = -193728.834861 nChanged 8 SP:Iteration 20F (737.279518 sec): 3 clusters Score: Raw -196119.711743 + Penalty 2387.033693 = -193732.678050 nChanged 5 SP:Iteration 21Q (737.326823 sec): 3 clusters Score: Raw -196122.327304 + Penalty 2387.033693 = -193735.293611 nChanged 3 SP:Iteration 22Q (737.375413 sec): 3 clusters Score: Raw -196123.462452 + Penalty 2387.033693 = -193736.428760 nChanged 2 SP:Iteration 23Q (737.417028 sec): 3 clusters Score: Raw -196124.050982 + Penalty 2387.033693 = -193737.017290 nChanged 2 SP:Iteration 24Q (737.474431 sec): 3 clusters Score: Raw -196124.647004 + Penalty 2387.033693 = -193737.613311 nChanged 2 SP:Iteration 25Q (737.515542 sec): 3 clusters Score: Raw -196126.359734 + Penalty 2387.033693 = -193739.326042 nChanged 2 SP:Iteration 26Q (737.573775 sec): 3 clusters Score: Raw -196127.209538 + Penalty 2387.033693 = -193740.175845 nChanged 1 SP:Iteration 27Q (737.615988 sec): 3 clusters Score: Raw -196127.752595 + Penalty 2387.033693 = -193740.718903 nChanged 0 SP:Iteration 28F (737.672935 sec): 3 clusters Score: Raw -196127.752595 + Penalty 2387.033693 = -193740.718903 nChanged 0 Trying to split cluster 16 (28387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (737.739690 sec): 2 clusters Score: Raw -3814955.949056 + Penalty 1666.224068 = -3813289.724988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (737.833731 sec): 3 clusters Score: Raw -3797406.260913 + Penalty 3332.448136 = -3794073.812777 nChanged 13023 SP:Iteration 1F (737.923889 sec): 3 clusters Score: Raw -3804995.675683 + Penalty 3332.448136 = -3801663.227546 nChanged 1419 SP:Iteration 2Q (738.013509 sec): 3 clusters Score: Raw -3805611.285635 + Penalty 3332.448136 = -3802278.837498 nChanged 1543 SP:Iteration 3F (738.113999 sec): 3 clusters Score: Raw -3806427.683055 + Penalty 3332.448136 = -3803095.234918 nChanged 1750 SP:Iteration 4F (738.209454 sec): 3 clusters Score: Raw -3807463.305308 + Penalty 3332.448136 = -3804130.857172 nChanged 1812 SP:Iteration 5F (738.305382 sec): 3 clusters Score: Raw -3808595.140712 + Penalty 3332.448136 = -3805262.692576 nChanged 1760 SP:Iteration 6F (738.401711 sec): 3 clusters Score: Raw -3809736.068861 + Penalty 3332.448136 = -3806403.620725 nChanged 1657 SP:Iteration 7F (738.498098 sec): 3 clusters Score: Raw -3810707.750291 + Penalty 3332.448136 = -3807375.302155 nChanged 1354 SP:Iteration 8Q (738.596535 sec): 3 clusters Score: Raw -3811421.217311 + Penalty 3332.448136 = -3808088.769175 nChanged 1113 SP:Iteration 9Q (738.693023 sec): 3 clusters Score: Raw -3811922.725919 + Penalty 3332.448136 = -3808590.277783 nChanged 836 SP:Iteration 10Q (738.784457 sec): 3 clusters Score: Raw -3812255.719854 + Penalty 3332.448136 = -3808923.271718 nChanged 667 SP:Iteration 11Q (738.878177 sec): 3 clusters Score: Raw -3812467.591952 + Penalty 3332.448136 = -3809135.143816 nChanged 457 SP:Iteration 12Q (738.972225 sec): 3 clusters Score: Raw -3812586.356983 + Penalty 3332.448136 = -3809253.908847 nChanged 357 SP:Iteration 13Q (739.065980 sec): 3 clusters Score: Raw -3812663.632359 + Penalty 3332.448136 = -3809331.184223 nChanged 310 SP:Iteration 14Q (739.159331 sec): 3 clusters Score: Raw -3812732.166229 + Penalty 3332.448136 = -3809399.718093 nChanged 263 SP:Iteration 15Q (739.252952 sec): 3 clusters Score: Raw -3812794.647009 + Penalty 3332.448136 = -3809462.198873 nChanged 260 SP:Iteration 16Q (739.347157 sec): 3 clusters Score: Raw -3812849.587260 + Penalty 3332.448136 = -3809517.139123 nChanged 244 SP:Iteration 17Q (739.440882 sec): 3 clusters Score: Raw -3812893.152571 + Penalty 3332.448136 = -3809560.704435 nChanged 227 SP:Iteration 18Q (739.534778 sec): 3 clusters Score: Raw -3812935.347805 + Penalty 3332.448136 = -3809602.899669 nChanged 213 SP:Iteration 19Q (739.628902 sec): 3 clusters Score: Raw -3812971.703433 + Penalty 3332.448136 = -3809639.255296 nChanged 190 SP:Iteration 20F (739.724225 sec): 3 clusters Score: Raw -3813005.032539 + Penalty 3332.448136 = -3809672.584403 nChanged 197 SP:Iteration 21Q (739.816701 sec): 3 clusters Score: Raw -3813042.448702 + Penalty 3332.448136 = -3809710.000566 nChanged 214 SP:Iteration 22Q (739.913308 sec): 3 clusters Score: Raw -3813086.359867 + Penalty 3332.448136 = -3809753.911731 nChanged 213 SP:Iteration 23Q (740.004606 sec): 3 clusters Score: Raw -3813126.616483 + Penalty 3332.448136 = -3809794.168346 nChanged 210 SP:Iteration 24Q (740.098697 sec): 3 clusters Score: Raw -3813164.672638 + Penalty 3332.448136 = -3809832.224502 nChanged 194 SP:Iteration 25Q (740.192741 sec): 3 clusters Score: Raw -3813202.997125 + Penalty 3332.448136 = -3809870.548988 nChanged 188 SP:Iteration 26Q (740.288865 sec): 3 clusters Score: Raw -3813240.712347 + Penalty 3332.448136 = -3809908.264211 nChanged 219 SP:Iteration 27Q (740.380883 sec): 3 clusters Score: Raw -3813282.018229 + Penalty 3332.448136 = -3809949.570093 nChanged 231 SP:Iteration 28Q (740.474968 sec): 3 clusters Score: Raw -3813327.014734 + Penalty 3332.448136 = -3809994.566598 nChanged 215 SP:Iteration 29Q (740.566963 sec): 3 clusters Score: Raw -3813367.857895 + Penalty 3332.448136 = -3810035.409759 nChanged 206 SP:Iteration 30Q (740.661805 sec): 3 clusters Score: Raw -3813407.964008 + Penalty 3332.448136 = -3810075.515872 nChanged 196 SP:Iteration 31Q (740.753002 sec): 3 clusters Score: Raw -3813443.024194 + Penalty 3332.448136 = -3810110.576057 nChanged 187 SP:Iteration 32Q (740.848470 sec): 3 clusters Score: Raw -3813476.799108 + Penalty 3332.448136 = -3810144.350972 nChanged 199 SP:Iteration 33Q (740.935769 sec): 3 clusters Score: Raw -3813515.580814 + Penalty 3332.448136 = -3810183.132678 nChanged 175 SP:Iteration 34Q (741.035655 sec): 3 clusters Score: Raw -3813551.275841 + Penalty 3332.448136 = -3810218.827705 nChanged 206 SP:Iteration 35Q (741.130708 sec): 3 clusters Score: Raw -3813591.106405 + Penalty 3332.448136 = -3810258.658268 nChanged 197 SP:Iteration 36Q (741.222153 sec): 3 clusters Score: Raw -3813632.184709 + Penalty 3332.448136 = -3810299.736573 nChanged 186 SP:Iteration 37Q (741.314672 sec): 3 clusters Score: Raw -3813671.424930 + Penalty 3332.448136 = -3810338.976794 nChanged 200 SP:Iteration 38Q (741.397049 sec): 3 clusters Score: Raw -3813712.764996 + Penalty 3332.448136 = -3810380.316860 nChanged 192 SP:Iteration 39Q (741.492957 sec): 3 clusters Score: Raw -3813755.212449 + Penalty 3332.448136 = -3810422.764313 nChanged 184 SP:Iteration 40F (741.589138 sec): 3 clusters Score: Raw -3813793.439213 + Penalty 3332.448136 = -3810460.991077 nChanged 225 SP:Iteration 41Q (741.682777 sec): 3 clusters Score: Raw -3813845.256205 + Penalty 3332.448136 = -3810512.808069 nChanged 233 SP:Iteration 42Q (741.776422 sec): 3 clusters Score: Raw -3813901.834950 + Penalty 3332.448136 = -3810569.386814 nChanged 240 SP:Iteration 43Q (741.870244 sec): 3 clusters Score: Raw -3813962.065294 + Penalty 3332.448136 = -3810629.617157 nChanged 228 SP:Iteration 44Q (741.972849 sec): 3 clusters Score: Raw -3814017.770431 + Penalty 3332.448136 = -3810685.322294 nChanged 210 SP:Iteration 45Q (742.068503 sec): 3 clusters Score: Raw -3814073.161558 + Penalty 3332.448136 = -3810740.713422 nChanged 213 SP:Iteration 46Q (742.151483 sec): 3 clusters Score: Raw -3814133.814026 + Penalty 3332.448136 = -3810801.365890 nChanged 235 SP:Iteration 47Q (742.235080 sec): 3 clusters Score: Raw -3814206.598660 + Penalty 3332.448136 = -3810874.150524 nChanged 249 SP:Iteration 48Q (742.333637 sec): 3 clusters Score: Raw -3814290.199619 + Penalty 3332.448136 = -3810957.751483 nChanged 231 SP:Iteration 49Q (742.423923 sec): 3 clusters Score: Raw -3814373.978136 + Penalty 3332.448136 = -3811041.530000 nChanged 227 SP:Iteration 50Q (742.498794 sec): 3 clusters Score: Raw -3814468.351088 + Penalty 3332.448136 = -3811135.902952 nChanged 221 SP:Iteration 51Q (742.579800 sec): 3 clusters Score: Raw -3814568.820048 + Penalty 3332.448136 = -3811236.371912 nChanged 220 SP:Iteration 52Q (742.669618 sec): 3 clusters Score: Raw -3814673.376607 + Penalty 3332.448136 = -3811340.928471 nChanged 233 SP:Iteration 53Q (742.753948 sec): 3 clusters Score: Raw -3814788.993764 + Penalty 3332.448136 = -3811456.545628 nChanged 231 SP:Iteration 54Q (742.843239 sec): 3 clusters Score: Raw -3814909.877082 + Penalty 3332.448136 = -3811577.428946 nChanged 217 SP:Iteration 55Q (742.918298 sec): 3 clusters Score: Raw -3815034.902809 + Penalty 3332.448136 = -3811702.454672 nChanged 209 SP:Iteration 56Q (742.996851 sec): 3 clusters Score: Raw -3815140.055718 + Penalty 3332.448136 = -3811807.607582 nChanged 160 SP:Iteration 57Q (743.086248 sec): 3 clusters Score: Raw -3815208.338398 + Penalty 3332.448136 = -3811875.890261 nChanged 161 SP:Iteration 58Q (743.167854 sec): 3 clusters Score: Raw -3815271.281385 + Penalty 3332.448136 = -3811938.833249 nChanged 154 SP:Iteration 59Q (743.255248 sec): 3 clusters Score: Raw -3815329.363000 + Penalty 3332.448136 = -3811996.914864 nChanged 149 SP:Iteration 60F (743.346471 sec): 3 clusters Score: Raw -3815381.636572 + Penalty 3332.448136 = -3812049.188435 nChanged 133 SP:Iteration 61Q (743.430940 sec): 3 clusters Score: Raw -3815423.312437 + Penalty 3332.448136 = -3812090.864301 nChanged 109 SP:Iteration 62Q (743.508342 sec): 3 clusters Score: Raw -3815449.645596 + Penalty 3332.448136 = -3812117.197460 nChanged 92 SP:Iteration 63Q (743.596551 sec): 3 clusters Score: Raw -3815472.053766 + Penalty 3332.448136 = -3812139.605630 nChanged 79 SP:Iteration 64Q (743.681035 sec): 3 clusters Score: Raw -3815489.055212 + Penalty 3332.448136 = -3812156.607076 nChanged 69 SP:Iteration 65Q (743.768516 sec): 3 clusters Score: Raw -3815504.514100 + Penalty 3332.448136 = -3812172.065964 nChanged 67 SP:Iteration 66Q (743.848034 sec): 3 clusters Score: Raw -3815523.377347 + Penalty 3332.448136 = -3812190.929211 nChanged 80 SP:Iteration 67Q (743.930294 sec): 3 clusters Score: Raw -3815544.300816 + Penalty 3332.448136 = -3812211.852680 nChanged 71 SP:Iteration 68Q (744.018918 sec): 3 clusters Score: Raw -3815560.274199 + Penalty 3332.448136 = -3812227.826062 nChanged 60 SP:Iteration 69Q (744.108433 sec): 3 clusters Score: Raw -3815571.179462 + Penalty 3332.448136 = -3812238.731326 nChanged 49 SP:Iteration 70Q (744.197813 sec): 3 clusters Score: Raw -3815578.788620 + Penalty 3332.448136 = -3812246.340484 nChanged 42 SP:Iteration 71Q (744.285962 sec): 3 clusters Score: Raw -3815588.619822 + Penalty 3332.448136 = -3812256.171686 nChanged 48 SP:Iteration 72Q (744.362086 sec): 3 clusters Score: Raw -3815601.084014 + Penalty 3332.448136 = -3812268.635878 nChanged 54 SP:Iteration 73Q (744.440469 sec): 3 clusters Score: Raw -3815615.962690 + Penalty 3332.448136 = -3812283.514553 nChanged 50 SP:Iteration 74Q (744.529044 sec): 3 clusters Score: Raw -3815627.367951 + Penalty 3332.448136 = -3812294.919815 nChanged 45 SP:Iteration 75Q (744.607299 sec): 3 clusters Score: Raw -3815635.281263 + Penalty 3332.448136 = -3812302.833127 nChanged 31 SP:Iteration 76Q (744.688433 sec): 3 clusters Score: Raw -3815641.521659 + Penalty 3332.448136 = -3812309.073523 nChanged 28 SP:Iteration 77Q (744.776875 sec): 3 clusters Score: Raw -3815646.814794 + Penalty 3332.448136 = -3812314.366658 nChanged 31 SP:Iteration 78Q (744.865553 sec): 3 clusters Score: Raw -3815652.664752 + Penalty 3332.448136 = -3812320.216616 nChanged 23 SP:Iteration 79Q (744.952575 sec): 3 clusters Score: Raw -3815656.757923 + Penalty 3332.448136 = -3812324.309787 nChanged 20 SP:Iteration 80F (745.035796 sec): 3 clusters Score: Raw -3815659.870074 + Penalty 3332.448136 = -3812327.421938 nChanged 18 SP:Iteration 81Q (745.108118 sec): 3 clusters Score: Raw -3815663.125659 + Penalty 3332.448136 = -3812330.677523 nChanged 16 SP:Iteration 82Q (745.196586 sec): 3 clusters Score: Raw -3815665.480512 + Penalty 3332.448136 = -3812333.032376 nChanged 18 SP:Iteration 83Q (745.285013 sec): 3 clusters Score: Raw -3815668.311309 + Penalty 3332.448136 = -3812335.863173 nChanged 26 SP:Iteration 84Q (745.372954 sec): 3 clusters Score: Raw -3815672.705620 + Penalty 3332.448136 = -3812340.257484 nChanged 22 SP:Iteration 85Q (745.461121 sec): 3 clusters Score: Raw -3815676.636300 + Penalty 3332.448136 = -3812344.188164 nChanged 23 SP:Iteration 86Q (745.549029 sec): 3 clusters Score: Raw -3815680.345100 + Penalty 3332.448136 = -3812347.896964 nChanged 28 SP:Iteration 87Q (745.624698 sec): 3 clusters Score: Raw -3815685.043837 + Penalty 3332.448136 = -3812352.595701 nChanged 30 SP:Iteration 88Q (745.701511 sec): 3 clusters Score: Raw -3815690.524566 + Penalty 3332.448136 = -3812358.076430 nChanged 23 SP:Iteration 89Q (745.790014 sec): 3 clusters Score: Raw -3815694.320869 + Penalty 3332.448136 = -3812361.872733 nChanged 26 SP:Iteration 90Q (745.872486 sec): 3 clusters Score: Raw -3815698.269119 + Penalty 3332.448136 = -3812365.820982 nChanged 32 SP:Iteration 91Q (745.961028 sec): 3 clusters Score: Raw -3815704.094727 + Penalty 3332.448136 = -3812371.646591 nChanged 44 SP:Iteration 92Q (746.033649 sec): 3 clusters Score: Raw -3815711.916876 + Penalty 3332.448136 = -3812379.468740 nChanged 34 SP:Iteration 93Q (746.111137 sec): 3 clusters Score: Raw -3815717.115061 + Penalty 3332.448136 = -3812384.666925 nChanged 33 SP:Iteration 94Q (746.199704 sec): 3 clusters Score: Raw -3815722.504406 + Penalty 3332.448136 = -3812390.056269 nChanged 31 SP:Iteration 95Q (746.279960 sec): 3 clusters Score: Raw -3815727.896216 + Penalty 3332.448136 = -3812395.448080 nChanged 34 SP:Iteration 96Q (746.368270 sec): 3 clusters Score: Raw -3815732.653533 + Penalty 3332.448136 = -3812400.205397 nChanged 31 SP:Iteration 97Q (746.447179 sec): 3 clusters Score: Raw -3815736.947643 + Penalty 3332.448136 = -3812404.499507 nChanged 23 SP:Iteration 98Q (746.536354 sec): 3 clusters Score: Raw -3815740.010139 + Penalty 3332.448136 = -3812407.562003 nChanged 24 SP:Iteration 99Q (746.622363 sec): 3 clusters Score: Raw -3815743.915077 + Penalty 3332.448136 = -3812411.466941 nChanged 25 SP:Iteration 100F (746.717916 sec): 3 clusters Score: Raw -3815747.331215 + Penalty 3332.448136 = -3812414.883079 nChanged 25 SP:Iteration 101Q (746.806019 sec): 3 clusters Score: Raw -3815750.647919 + Penalty 3332.448136 = -3812418.199783 nChanged 15 SP:Iteration 102Q (746.887948 sec): 3 clusters Score: Raw -3815752.272972 + Penalty 3332.448136 = -3812419.824836 nChanged 14 SP:Iteration 103Q (746.974217 sec): 3 clusters Score: Raw -3815754.207205 + Penalty 3332.448136 = -3812421.759069 nChanged 11 SP:Iteration 104Q (747.050843 sec): 3 clusters Score: Raw -3815755.237419 + Penalty 3332.448136 = -3812422.789283 nChanged 12 SP:Iteration 105Q (747.127636 sec): 3 clusters Score: Raw -3815756.533742 + Penalty 3332.448136 = -3812424.085606 nChanged 10 SP:Iteration 106Q (747.216635 sec): 3 clusters Score: Raw -3815757.985841 + Penalty 3332.448136 = -3812425.537705 nChanged 15 SP:Iteration 107Q (747.306063 sec): 3 clusters Score: Raw -3815760.060961 + Penalty 3332.448136 = -3812427.612825 nChanged 14 SP:Iteration 108Q (747.392149 sec): 3 clusters Score: Raw -3815761.938101 + Penalty 3332.448136 = -3812429.489965 nChanged 20 SP:Iteration 109Q (747.476011 sec): 3 clusters Score: Raw -3815764.502302 + Penalty 3332.448136 = -3812432.054166 nChanged 21 SP:Iteration 110Q (747.551869 sec): 3 clusters Score: Raw -3815767.504095 + Penalty 3332.448136 = -3812435.055959 nChanged 12 SP:Iteration 111Q (747.641267 sec): 3 clusters Score: Raw -3815769.007419 + Penalty 3332.448136 = -3812436.559282 nChanged 15 SP:Iteration 112Q (747.726278 sec): 3 clusters Score: Raw -3815770.778929 + Penalty 3332.448136 = -3812438.330793 nChanged 12 SP:Iteration 113Q (747.815698 sec): 3 clusters Score: Raw -3815772.330986 + Penalty 3332.448136 = -3812439.882850 nChanged 13 SP:Iteration 114Q (747.904620 sec): 3 clusters Score: Raw -3815773.925165 + Penalty 3332.448136 = -3812441.477029 nChanged 7 SP:Iteration 115Q (747.982142 sec): 3 clusters Score: Raw -3815774.645975 + Penalty 3332.448136 = -3812442.197839 nChanged 7 SP:Iteration 116Q (748.072967 sec): 3 clusters Score: Raw -3815775.528500 + Penalty 3332.448136 = -3812443.080364 nChanged 3 SP:Iteration 117Q (748.150959 sec): 3 clusters Score: Raw -3815775.843090 + Penalty 3332.448136 = -3812443.394954 nChanged 3 SP:Iteration 118Q (748.241280 sec): 3 clusters Score: Raw -3815776.096395 + Penalty 3332.448136 = -3812443.648259 nChanged 3 SP:Iteration 119Q (748.321621 sec): 3 clusters Score: Raw -3815776.386148 + Penalty 3332.448136 = -3812443.938012 nChanged 6 SP:Iteration 120F (748.413417 sec): 3 clusters Score: Raw -3815776.822872 + Penalty 3332.448136 = -3812444.374736 nChanged 3 SP:Iteration 121Q (748.504908 sec): 3 clusters Score: Raw -3815777.126711 + Penalty 3332.448136 = -3812444.678575 nChanged 6 SP:Iteration 122Q (748.588626 sec): 3 clusters Score: Raw -3815777.704623 + Penalty 3332.448136 = -3812445.256487 nChanged 5 SP:Iteration 123Q (748.673678 sec): 3 clusters Score: Raw -3815778.246374 + Penalty 3332.448136 = -3812445.798238 nChanged 6 SP:Iteration 124Q (748.751694 sec): 3 clusters Score: Raw -3815779.177911 + Penalty 3332.448136 = -3812446.729775 nChanged 4 SP:Iteration 125Q (748.842107 sec): 3 clusters Score: Raw -3815779.864497 + Penalty 3332.448136 = -3812447.416360 nChanged 4 SP:Iteration 126Q (748.929394 sec): 3 clusters Score: Raw -3815780.172864 + Penalty 3332.448136 = -3812447.724728 nChanged 2 SP:Iteration 127Q (749.006565 sec): 3 clusters Score: Raw -3815780.372832 + Penalty 3332.448136 = -3812447.924696 nChanged 2 SP:Iteration 128Q (749.090557 sec): 3 clusters Score: Raw -3815780.547660 + Penalty 3332.448136 = -3812448.099524 nChanged 1 SP:Iteration 129Q (749.188425 sec): 3 clusters Score: Raw -3815780.635879 + Penalty 3332.448136 = -3812448.187743 nChanged 1 SP:Iteration 130Q (749.277850 sec): 3 clusters Score: Raw -3815780.666908 + Penalty 3332.448136 = -3812448.218772 nChanged 0 SP:Iteration 131F (749.364846 sec): 3 clusters Score: Raw -3815780.666908 + Penalty 3332.448136 = -3812448.218772 nChanged 0 Trying to split cluster 18 (1156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.395912 sec): 2 clusters Score: Raw -144350.068482 + Penalty 1146.067171 = -143204.001312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.440225 sec): 3 clusters Score: Raw -143972.805671 + Penalty 2292.134341 = -141680.671330 nChanged 380 SP:Iteration 1F (749.491456 sec): 3 clusters Score: Raw -144365.395141 + Penalty 2292.134341 = -142073.260800 nChanged 111 SP:Iteration 2F (749.540917 sec): 3 clusters Score: Raw -144528.724806 + Penalty 2292.134341 = -142236.590465 nChanged 57 SP:Iteration 3Q (749.578447 sec): 3 clusters Score: Raw -144616.539998 + Penalty 2292.134341 = -142324.405657 nChanged 43 SP:Iteration 4Q (749.635579 sec): 3 clusters Score: Raw -144660.962387 + Penalty 2292.134341 = -142368.828046 nChanged 28 SP:Iteration 5Q (749.683142 sec): 3 clusters Score: Raw -144694.817164 + Penalty 2292.134341 = -142402.682823 nChanged 31 SP:Iteration 6Q (749.737374 sec): 3 clusters Score: Raw -144734.549946 + Penalty 2292.134341 = -142442.415605 nChanged 27 SP:Iteration 7Q (749.775666 sec): 3 clusters Score: Raw -144763.006666 + Penalty 2292.134341 = -142470.872325 nChanged 19 SP:Iteration 8Q (749.820790 sec): 3 clusters Score: Raw -144780.832423 + Penalty 2292.134341 = -142488.698082 nChanged 15 SP:Iteration 9Q (749.876634 sec): 3 clusters Score: Raw -144791.219541 + Penalty 2292.134341 = -142499.085200 nChanged 10 SP:Iteration 10Q (749.915755 sec): 3 clusters Score: Raw -144796.812299 + Penalty 2292.134341 = -142504.677958 nChanged 4 SP:Iteration 11Q (749.961473 sec): 3 clusters Score: Raw -144799.090969 + Penalty 2292.134341 = -142506.956628 nChanged 3 SP:Iteration 12Q (750.009173 sec): 3 clusters Score: Raw -144803.148118 + Penalty 2292.134341 = -142511.013777 nChanged 2 SP:Iteration 13Q (750.057370 sec): 3 clusters Score: Raw -144805.453117 + Penalty 2292.134341 = -142513.318776 nChanged 3 SP:Iteration 14Q (750.106601 sec): 3 clusters Score: Raw -144808.023134 + Penalty 2292.134341 = -142515.888793 nChanged 1 SP:Iteration 15Q (750.156413 sec): 3 clusters Score: Raw -144809.114140 + Penalty 2292.134341 = -142516.979799 nChanged 2 SP:Iteration 16Q (750.194967 sec): 3 clusters Score: Raw -144809.973204 + Penalty 2292.134341 = -142517.838863 nChanged 3 SP:Iteration 17Q (750.242626 sec): 3 clusters Score: Raw -144812.158351 + Penalty 2292.134341 = -142520.024010 nChanged 1 SP:Iteration 18Q (750.290558 sec): 3 clusters Score: Raw -144812.550708 + Penalty 2292.134341 = -142520.416367 nChanged 1 SP:Iteration 19Q (750.335990 sec): 3 clusters Score: Raw -144812.754180 + Penalty 2292.134341 = -142520.619839 nChanged 1 SP:Iteration 20F (750.383746 sec): 3 clusters Score: Raw -144813.143131 + Penalty 2292.134341 = -142521.008790 nChanged 2 SP:Iteration 21Q (750.429143 sec): 3 clusters Score: Raw -144813.852071 + Penalty 2292.134341 = -142521.717730 nChanged 0 SP:Iteration 22F (750.482220 sec): 3 clusters Score: Raw -144813.852071 + Penalty 2292.134341 = -142521.717730 nChanged 0 Trying to split cluster 19 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (750.505902 sec): 2 clusters Score: Raw -39535.460293 + Penalty 929.017001 = -38606.443292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (750.548341 sec): 3 clusters Score: Raw -39564.494023 + Penalty 1858.034003 = -37706.460020 nChanged 49 SP:Iteration 1F (750.600372 sec): 3 clusters Score: Raw -39645.669899 + Penalty 1858.034003 = -37787.635896 nChanged 14 SP:Iteration 2Q (750.645832 sec): 3 clusters Score: Raw -39683.653130 + Penalty 1858.034003 = -37825.619127 nChanged 9 SP:Iteration 3Q (750.681086 sec): 3 clusters Score: Raw -39709.141229 + Penalty 1858.034003 = -37851.107227 nChanged 2 SP:Iteration 4Q (750.733744 sec): 3 clusters Score: Raw -39718.338517 + Penalty 1858.034003 = -37860.304514 nChanged 0 SP:Iteration 5F (750.774253 sec): 3 clusters Score: Raw -39718.338517 + Penalty 1858.034003 = -37860.304514 nChanged 0 Iteration 139Q (753.370249 sec): 19 clusters Score: Raw -57374774.161282 + Penalty 37966.405434 = -57336807.755849 nChanged 163 Iteration 140F (758.469393 sec): 19 clusters Score: Raw -57374778.023665 + Penalty 37966.405434 = -57336811.618231 nChanged 155 Iteration 141Q (761.192904 sec): 19 clusters Score: Raw -57374781.809938 + Penalty 37966.405434 = -57336815.404504 nChanged 155 Iteration 142Q (763.841795 sec): 19 clusters Score: Raw -57374786.030622 + Penalty 37966.405434 = -57336819.625188 nChanged 146 Iteration 143Q (766.523643 sec): 19 clusters Score: Raw -57374789.336967 + Penalty 37966.405434 = -57336822.931533 nChanged 145 Iteration 144Q (769.162179 sec): 19 clusters Score: Raw -57374792.728781 + Penalty 37966.405434 = -57336826.323347 nChanged 141 Iteration 145Q (772.076910 sec): 19 clusters Score: Raw -57374795.989136 + Penalty 37966.405434 = -57336829.583702 nChanged 131 Iteration 146Q (774.999942 sec): 19 clusters Score: Raw -57374799.259197 + Penalty 37966.405434 = -57336832.853763 nChanged 138 Iteration 147Q (777.817209 sec): 19 clusters Score: Raw -57374802.636402 + Penalty 37966.405434 = -57336836.230968 nChanged 130 Iteration 148Q (780.658625 sec): 19 clusters Score: Raw -57374805.281443 + Penalty 37966.405434 = -57336838.876010 nChanged 94 Iteration 149Q (783.306036 sec): 19 clusters Score: Raw -57374807.199061 + Penalty 37966.405434 = -57336840.793627 nChanged 91 Iteration 150Q (785.911283 sec): 19 clusters Score: Raw -57374809.196613 + Penalty 37966.405434 = -57336842.791179 nChanged 100 Iteration 151Q (788.492516 sec): 19 clusters Score: Raw -57374811.219586 + Penalty 37966.405434 = -57336844.814152 nChanged 91 Iteration 152Q (791.092446 sec): 19 clusters Score: Raw -57374813.190824 + Penalty 37966.405434 = -57336846.785390 nChanged 94 Iteration 153Q (793.711282 sec): 19 clusters Score: Raw -57374815.322961 + Penalty 37966.405434 = -57336848.917527 nChanged 101 Iteration 154Q (796.311116 sec): 19 clusters Score: Raw -57374817.987134 + Penalty 37966.405434 = -57336851.581700 nChanged 103 Iteration 155Q (799.007373 sec): 19 clusters Score: Raw -57374820.025494 + Penalty 37966.405434 = -57336853.620060 nChanged 102 Iteration 156Q (801.826845 sec): 19 clusters Score: Raw -57374822.413431 + Penalty 37966.405434 = -57336856.007997 nChanged 100 Iteration 157Q (804.830395 sec): 19 clusters Score: Raw -57374824.703586 + Penalty 37966.405434 = -57336858.298152 nChanged 93 Iteration 158Q (807.649945 sec): 19 clusters Score: Raw -57374826.821307 + Penalty 37966.405434 = -57336860.415873 nChanged 96 Iteration 159Q (810.505927 sec): 19 clusters Score: Raw -57374828.895121 + Penalty 37966.405434 = -57336862.489687 nChanged 106 Iteration 160F (815.519920 sec): 19 clusters Score: Raw -57374831.154929 + Penalty 37966.405434 = -57336864.749495 nChanged 95 Iteration 161Q (818.087583 sec): 19 clusters Score: Raw -57374833.187006 + Penalty 37966.405434 = -57336866.781572 nChanged 92 Iteration 162Q (820.697640 sec): 19 clusters Score: Raw -57374834.947222 + Penalty 37966.405434 = -57336868.541788 nChanged 90 Iteration 163Q (823.367584 sec): 19 clusters Score: Raw -57374836.677503 + Penalty 37966.405434 = -57336870.272069 nChanged 78 Iteration 164Q (826.055190 sec): 19 clusters Score: Raw -57374838.077433 + Penalty 37966.405434 = -57336871.671999 nChanged 82 Iteration 165Q (828.663112 sec): 19 clusters Score: Raw -57374839.747910 + Penalty 37966.405434 = -57336873.342476 nChanged 82 Iteration 166Q (831.334864 sec): 19 clusters Score: Raw -57374841.198057 + Penalty 37966.405434 = -57336874.792623 nChanged 76 Iteration 167Q (834.257907 sec): 19 clusters Score: Raw -57374842.840924 + Penalty 37966.405434 = -57336876.435490 nChanged 85 Iteration 168Q (837.376878 sec): 19 clusters Score: Raw -57374844.881839 + Penalty 37966.405434 = -57336878.476405 nChanged 109 Iteration 169Q (840.296617 sec): 19 clusters Score: Raw -57374847.321659 + Penalty 37966.405434 = -57336880.916225 nChanged 101 Iteration 170Q (843.209405 sec): 19 clusters Score: Raw -57374849.592864 + Penalty 37966.405434 = -57336883.187430 nChanged 114 Iteration 171Q (845.914046 sec): 19 clusters Score: Raw -57374852.131107 + Penalty 37966.405434 = -57336885.725673 nChanged 108 Iteration 172Q (848.575314 sec): 19 clusters Score: Raw -57374854.400421 + Penalty 37966.405434 = -57336887.994987 nChanged 137 Iteration 173Q (851.206361 sec): 19 clusters Score: Raw -57374857.514988 + Penalty 37966.405434 = -57336891.109554 nChanged 127 Iteration 174Q (853.874749 sec): 19 clusters Score: Raw -57374860.221129 + Penalty 37966.405434 = -57336893.815695 nChanged 118 Iteration 175Q (856.511492 sec): 19 clusters Score: Raw -57374862.399238 + Penalty 37966.405434 = -57336895.993804 nChanged 100 Iteration 176Q (859.171886 sec): 19 clusters Score: Raw -57374864.483946 + Penalty 37966.405434 = -57336898.078512 nChanged 105 Iteration 177Q (861.813386 sec): 19 clusters Score: Raw -57374866.381523 + Penalty 37966.405434 = -57336899.976090 nChanged 114 Iteration 178Q (864.535617 sec): 19 clusters Score: Raw -57374868.859644 + Penalty 37966.405434 = -57336902.454210 nChanged 116 Writing temp clu file Because OldScore, -57336899.976090, is greater than current (better) Score,-57336902.454210 Compute initial score before splitting: Score: Raw -57374868.859644 + Penalty 37966.405434 = -57336902.454210 Trying to split cluster 1 (16698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (864.659470 sec): 2 clusters Score: Raw -2316926.635667 + Penalty 1579.994687 = -2315346.640980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.736029 sec): 3 clusters Score: Raw -2307020.904120 + Penalty 3159.989375 = -2303860.914745 nChanged 7460 SP:Iteration 1F (864.803315 sec): 3 clusters Score: Raw -2311092.803245 + Penalty 3159.989375 = -2307932.813870 nChanged 934 SP:Iteration 2F (864.877949 sec): 3 clusters Score: Raw -2311466.535300 + Penalty 3159.989375 = -2308306.545925 nChanged 826 SP:Iteration 3Q (864.950077 sec): 3 clusters Score: Raw -2311818.561693 + Penalty 3159.989375 = -2308658.572318 nChanged 762 SP:Iteration 4Q (865.024183 sec): 3 clusters Score: Raw -2312192.296441 + Penalty 3159.989375 = -2309032.307066 nChanged 772 SP:Iteration 5Q (865.099551 sec): 3 clusters Score: Raw -2312575.229785 + Penalty 3159.989375 = -2309415.240410 nChanged 773 SP:Iteration 6Q (865.162855 sec): 3 clusters Score: Raw -2312956.480874 + Penalty 3159.989375 = -2309796.491499 nChanged 769 SP:Iteration 7Q (865.238411 sec): 3 clusters Score: Raw -2313339.737323 + Penalty 3159.989375 = -2310179.747948 nChanged 724 SP:Iteration 8Q (865.314376 sec): 3 clusters Score: Raw -2313736.847661 + Penalty 3159.989375 = -2310576.858286 nChanged 694 SP:Iteration 9Q (865.389623 sec): 3 clusters Score: Raw -2314145.016404 + Penalty 3159.989375 = -2310985.027029 nChanged 705 SP:Iteration 10Q (865.464981 sec): 3 clusters Score: Raw -2314580.318349 + Penalty 3159.989375 = -2311420.328974 nChanged 627 SP:Iteration 11Q (865.534670 sec): 3 clusters Score: Raw -2314871.266570 + Penalty 3159.989375 = -2311711.277195 nChanged 457 SP:Iteration 12Q (865.609624 sec): 3 clusters Score: Raw -2315030.073908 + Penalty 3159.989375 = -2311870.084533 nChanged 309 SP:Iteration 13Q (865.684138 sec): 3 clusters Score: Raw -2315123.363985 + Penalty 3159.989375 = -2311963.374610 nChanged 244 SP:Iteration 14Q (865.758624 sec): 3 clusters Score: Raw -2315194.997392 + Penalty 3159.989375 = -2312035.008017 nChanged 209 SP:Iteration 15Q (865.826424 sec): 3 clusters Score: Raw -2315251.799209 + Penalty 3159.989375 = -2312091.809834 nChanged 202 SP:Iteration 16Q (865.908860 sec): 3 clusters Score: Raw -2315299.351197 + Penalty 3159.989375 = -2312139.361822 nChanged 193 SP:Iteration 17Q (865.962643 sec): 3 clusters Score: Raw -2315347.745270 + Penalty 3159.989375 = -2312187.755895 nChanged 198 SP:Iteration 18Q (866.045967 sec): 3 clusters Score: Raw -2315407.160748 + Penalty 3159.989375 = -2312247.171373 nChanged 205 SP:Iteration 19Q (866.111143 sec): 3 clusters Score: Raw -2315467.865540 + Penalty 3159.989375 = -2312307.876165 nChanged 217 SP:Iteration 20F (866.185335 sec): 3 clusters Score: Raw -2315538.892973 + Penalty 3159.989375 = -2312378.903598 nChanged 235 SP:Iteration 21Q (866.254943 sec): 3 clusters Score: Raw -2315616.487015 + Penalty 3159.989375 = -2312456.497640 nChanged 243 SP:Iteration 22Q (866.328821 sec): 3 clusters Score: Raw -2315705.434047 + Penalty 3159.989375 = -2312545.444672 nChanged 243 SP:Iteration 23Q (866.402516 sec): 3 clusters Score: Raw -2315798.143510 + Penalty 3159.989375 = -2312638.154135 nChanged 254 SP:Iteration 24Q (866.472968 sec): 3 clusters Score: Raw -2315901.098243 + Penalty 3159.989375 = -2312741.108868 nChanged 275 SP:Iteration 25Q (866.546478 sec): 3 clusters Score: Raw -2316016.943406 + Penalty 3159.989375 = -2312856.954031 nChanged 258 SP:Iteration 26Q (866.619711 sec): 3 clusters Score: Raw -2316120.350585 + Penalty 3159.989375 = -2312960.361210 nChanged 272 SP:Iteration 27Q (866.690933 sec): 3 clusters Score: Raw -2316238.347417 + Penalty 3159.989375 = -2313078.358042 nChanged 276 SP:Iteration 28Q (866.763609 sec): 3 clusters Score: Raw -2316364.885667 + Penalty 3159.989375 = -2313204.896292 nChanged 271 SP:Iteration 29Q (866.835248 sec): 3 clusters Score: Raw -2316493.519661 + Penalty 3159.989375 = -2313333.530286 nChanged 255 SP:Iteration 30Q (866.906086 sec): 3 clusters Score: Raw -2316616.811932 + Penalty 3159.989375 = -2313456.822557 nChanged 250 SP:Iteration 31Q (866.975782 sec): 3 clusters Score: Raw -2316752.704824 + Penalty 3159.989375 = -2313592.715449 nChanged 237 SP:Iteration 32Q (867.045793 sec): 3 clusters Score: Raw -2316890.036593 + Penalty 3159.989375 = -2313730.047218 nChanged 228 SP:Iteration 33Q (867.115761 sec): 3 clusters Score: Raw -2317028.384758 + Penalty 3159.989375 = -2313868.395383 nChanged 184 SP:Iteration 34Q (867.187100 sec): 3 clusters Score: Raw -2317126.685587 + Penalty 3159.989375 = -2313966.696212 nChanged 148 SP:Iteration 35Q (867.254316 sec): 3 clusters Score: Raw -2317202.393582 + Penalty 3159.989375 = -2314042.404207 nChanged 123 SP:Iteration 36Q (867.315941 sec): 3 clusters Score: Raw -2317262.269458 + Penalty 3159.989375 = -2314102.280083 nChanged 108 SP:Iteration 37Q (867.386363 sec): 3 clusters Score: Raw -2317304.005996 + Penalty 3159.989375 = -2314144.016621 nChanged 79 SP:Iteration 38Q (867.441858 sec): 3 clusters Score: Raw -2317332.771710 + Penalty 3159.989375 = -2314172.782335 nChanged 57 SP:Iteration 39Q (867.511779 sec): 3 clusters Score: Raw -2317352.841136 + Penalty 3159.989375 = -2314192.851761 nChanged 54 SP:Iteration 40F (867.596645 sec): 3 clusters Score: Raw -2317372.358925 + Penalty 3159.989375 = -2314212.369550 nChanged 45 SP:Iteration 41Q (867.667674 sec): 3 clusters Score: Raw -2317387.973723 + Penalty 3159.989375 = -2314227.984348 nChanged 43 SP:Iteration 42Q (867.738668 sec): 3 clusters Score: Raw -2317402.429815 + Penalty 3159.989375 = -2314242.440440 nChanged 32 SP:Iteration 43Q (867.814179 sec): 3 clusters Score: Raw -2317411.126424 + Penalty 3159.989375 = -2314251.137049 nChanged 20 SP:Iteration 44Q (867.883650 sec): 3 clusters Score: Raw -2317417.312242 + Penalty 3159.989375 = -2314257.322867 nChanged 15 SP:Iteration 45Q (867.962768 sec): 3 clusters Score: Raw -2317421.541053 + Penalty 3159.989375 = -2314261.551678 nChanged 17 SP:Iteration 46Q (868.029473 sec): 3 clusters Score: Raw -2317426.304850 + Penalty 3159.989375 = -2314266.315475 nChanged 15 SP:Iteration 47Q (868.103735 sec): 3 clusters Score: Raw -2317432.536997 + Penalty 3159.989375 = -2314272.547622 nChanged 13 SP:Iteration 48Q (868.179523 sec): 3 clusters Score: Raw -2317436.187609 + Penalty 3159.989375 = -2314276.198234 nChanged 10 SP:Iteration 49Q (868.242262 sec): 3 clusters Score: Raw -2317438.461343 + Penalty 3159.989375 = -2314278.471968 nChanged 7 SP:Iteration 50Q (868.308959 sec): 3 clusters Score: Raw -2317439.985014 + Penalty 3159.989375 = -2314279.995639 nChanged 10 SP:Iteration 51Q (868.380991 sec): 3 clusters Score: Raw -2317443.288522 + Penalty 3159.989375 = -2314283.299147 nChanged 6 SP:Iteration 52Q (868.436852 sec): 3 clusters Score: Raw -2317444.929258 + Penalty 3159.989375 = -2314284.939883 nChanged 4 SP:Iteration 53Q (868.503459 sec): 3 clusters Score: Raw -2317445.531903 + Penalty 3159.989375 = -2314285.542528 nChanged 1 SP:Iteration 54Q (868.561048 sec): 3 clusters Score: Raw -2317445.595864 + Penalty 3159.989375 = -2314285.606489 nChanged 1 SP:Iteration 55Q (868.623431 sec): 3 clusters Score: Raw -2317446.056251 + Penalty 3159.989375 = -2314286.066876 nChanged 0 SP:Iteration 56F (868.692393 sec): 3 clusters Score: Raw -2317446.056251 + Penalty 3159.989375 = -2314286.066876 nChanged 0 Trying to split cluster 2 (122653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (868.853657 sec): 2 clusters Score: Raw -16678557.164074 + Penalty 1904.031108 = -16676653.132967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.087648 sec): 3 clusters Score: Raw -16598082.146428 + Penalty 3808.062216 = -16594274.084213 nChanged 58947 SP:Iteration 1F (869.309620 sec): 3 clusters Score: Raw -16632558.815051 + Penalty 3808.062216 = -16628750.752836 nChanged 4488 SP:Iteration 2Q (869.555613 sec): 3 clusters Score: Raw -16633743.874935 + Penalty 3808.062216 = -16629935.812720 nChanged 4590 SP:Iteration 3Q (869.802937 sec): 3 clusters Score: Raw -16635076.586697 + Penalty 3808.062216 = -16631268.524481 nChanged 4781 SP:Iteration 4Q (870.048518 sec): 3 clusters Score: Raw -16636660.378176 + Penalty 3808.062216 = -16632852.315960 nChanged 5193 SP:Iteration 5Q (870.293047 sec): 3 clusters Score: Raw -16638601.175340 + Penalty 3808.062216 = -16634793.113125 nChanged 5731 SP:Iteration 6Q (870.538504 sec): 3 clusters Score: Raw -16640803.364165 + Penalty 3808.062216 = -16636995.301949 nChanged 5907 SP:Iteration 7Q (870.779547 sec): 3 clusters Score: Raw -16643178.208119 + Penalty 3808.062216 = -16639370.145903 nChanged 5730 SP:Iteration 8Q (871.024812 sec): 3 clusters Score: Raw -16645444.016841 + Penalty 3808.062216 = -16641635.954626 nChanged 5397 SP:Iteration 9Q (871.269759 sec): 3 clusters Score: Raw -16647479.715787 + Penalty 3808.062216 = -16643671.653572 nChanged 4983 SP:Iteration 10Q (871.514616 sec): 3 clusters Score: Raw -16649308.187486 + Penalty 3808.062216 = -16645500.125271 nChanged 4573 SP:Iteration 11Q (871.758791 sec): 3 clusters Score: Raw -16651016.380901 + Penalty 3808.062216 = -16647208.318686 nChanged 4237 SP:Iteration 12Q (872.000230 sec): 3 clusters Score: Raw -16652706.732985 + Penalty 3808.062216 = -16648898.670770 nChanged 4199 SP:Iteration 13Q (872.232830 sec): 3 clusters Score: Raw -16654620.287680 + Penalty 3808.062216 = -16650812.225465 nChanged 4217 SP:Iteration 14Q (872.480158 sec): 3 clusters Score: Raw -16656765.227309 + Penalty 3808.062216 = -16652957.165094 nChanged 4176 SP:Iteration 15Q (872.725533 sec): 3 clusters Score: Raw -16658699.663244 + Penalty 3808.062216 = -16654891.601028 nChanged 3589 SP:Iteration 16Q (872.977002 sec): 3 clusters Score: Raw -16659994.387372 + Penalty 3808.062216 = -16656186.325157 nChanged 2747 SP:Iteration 17Q (873.227197 sec): 3 clusters Score: Raw -16660714.301975 + Penalty 3808.062216 = -16656906.239760 nChanged 1991 SP:Iteration 18Q (873.491120 sec): 3 clusters Score: Raw -16661121.426173 + Penalty 3808.062216 = -16657313.363957 nChanged 1505 SP:Iteration 19Q (873.744344 sec): 3 clusters Score: Raw -16661383.552070 + Penalty 3808.062216 = -16657575.489855 nChanged 1212 SP:Iteration 20F (873.988778 sec): 3 clusters Score: Raw -16661573.931003 + Penalty 3808.062216 = -16657765.868787 nChanged 1062 SP:Iteration 21Q (874.243985 sec): 3 clusters Score: Raw -16661729.061701 + Penalty 3808.062216 = -16657920.999486 nChanged 982 SP:Iteration 22Q (874.491010 sec): 3 clusters Score: Raw -16661871.755643 + Penalty 3808.062216 = -16658063.693427 nChanged 961 SP:Iteration 23Q (874.742579 sec): 3 clusters Score: Raw -16662001.947444 + Penalty 3808.062216 = -16658193.885229 nChanged 875 SP:Iteration 24Q (874.986447 sec): 3 clusters Score: Raw -16662116.925158 + Penalty 3808.062216 = -16658308.862943 nChanged 844 SP:Iteration 25Q (875.244079 sec): 3 clusters Score: Raw -16662220.883481 + Penalty 3808.062216 = -16658412.821266 nChanged 826 SP:Iteration 26Q (875.488278 sec): 3 clusters Score: Raw -16662320.417767 + Penalty 3808.062216 = -16658512.355551 nChanged 786 SP:Iteration 27Q (875.731695 sec): 3 clusters Score: Raw -16662410.352492 + Penalty 3808.062216 = -16658602.290277 nChanged 735 SP:Iteration 28Q (875.991145 sec): 3 clusters Score: Raw -16662492.025856 + Penalty 3808.062216 = -16658683.963640 nChanged 732 SP:Iteration 29Q (876.236815 sec): 3 clusters Score: Raw -16662571.865370 + Penalty 3808.062216 = -16658763.803154 nChanged 724 SP:Iteration 30Q (876.494188 sec): 3 clusters Score: Raw -16662650.248408 + Penalty 3808.062216 = -16658842.186192 nChanged 700 SP:Iteration 31Q (876.747676 sec): 3 clusters Score: Raw -16662728.877443 + Penalty 3808.062216 = -16658920.815227 nChanged 695 SP:Iteration 32Q (876.993139 sec): 3 clusters Score: Raw -16662805.214716 + Penalty 3808.062216 = -16658997.152501 nChanged 710 SP:Iteration 33Q (877.243594 sec): 3 clusters Score: Raw -16662883.488058 + Penalty 3808.062216 = -16659075.425843 nChanged 724 SP:Iteration 34Q (877.496681 sec): 3 clusters Score: Raw -16662962.265342 + Penalty 3808.062216 = -16659154.203126 nChanged 706 SP:Iteration 35Q (877.736645 sec): 3 clusters Score: Raw -16663045.475366 + Penalty 3808.062216 = -16659237.413151 nChanged 773 SP:Iteration 36Q (877.982903 sec): 3 clusters Score: Raw -16663139.677941 + Penalty 3808.062216 = -16659331.615726 nChanged 791 SP:Iteration 37Q (878.215780 sec): 3 clusters Score: Raw -16663240.060113 + Penalty 3808.062216 = -16659431.997897 nChanged 790 SP:Iteration 38Q (878.466860 sec): 3 clusters Score: Raw -16663343.532627 + Penalty 3808.062216 = -16659535.470411 nChanged 805 SP:Iteration 39Q (878.711943 sec): 3 clusters Score: Raw -16663446.455954 + Penalty 3808.062216 = -16659638.393738 nChanged 821 SP:Iteration 40F (878.976777 sec): 3 clusters Score: Raw -16663556.392199 + Penalty 3808.062216 = -16659748.329983 nChanged 875 SP:Iteration 41Q (879.198549 sec): 3 clusters Score: Raw -16663677.415234 + Penalty 3808.062216 = -16659869.353019 nChanged 922 SP:Iteration 42Q (879.419609 sec): 3 clusters Score: Raw -16663811.360216 + Penalty 3808.062216 = -16660003.298000 nChanged 926 SP:Iteration 43Q (879.667378 sec): 3 clusters Score: Raw -16663950.199730 + Penalty 3808.062216 = -16660142.137514 nChanged 1002 SP:Iteration 44Q (879.923469 sec): 3 clusters Score: Raw -16664106.850130 + Penalty 3808.062216 = -16660298.787914 nChanged 1069 SP:Iteration 45Q (880.166465 sec): 3 clusters Score: Raw -16664281.095414 + Penalty 3808.062216 = -16660473.033199 nChanged 1085 SP:Iteration 46Q (880.418157 sec): 3 clusters Score: Raw -16664477.629803 + Penalty 3808.062216 = -16660669.567587 nChanged 1236 SP:Iteration 47Q (880.662420 sec): 3 clusters Score: Raw -16664727.173507 + Penalty 3808.062216 = -16660919.111291 nChanged 1344 SP:Iteration 48Q (880.911201 sec): 3 clusters Score: Raw -16665002.842753 + Penalty 3808.062216 = -16661194.780538 nChanged 1378 SP:Iteration 49Q (881.150503 sec): 3 clusters Score: Raw -16665292.178657 + Penalty 3808.062216 = -16661484.116441 nChanged 1412 SP:Iteration 50Q (881.397380 sec): 3 clusters Score: Raw -16665617.649334 + Penalty 3808.062216 = -16661809.587119 nChanged 1505 SP:Iteration 51Q (881.643113 sec): 3 clusters Score: Raw -16665986.244168 + Penalty 3808.062216 = -16662178.181952 nChanged 1551 SP:Iteration 52Q (881.887503 sec): 3 clusters Score: Raw -16666395.163355 + Penalty 3808.062216 = -16662587.101140 nChanged 1662 SP:Iteration 53Q (882.130794 sec): 3 clusters Score: Raw -16666882.613120 + Penalty 3808.062216 = -16663074.550905 nChanged 1738 SP:Iteration 54Q (882.369942 sec): 3 clusters Score: Raw -16667415.680645 + Penalty 3808.062216 = -16663607.618429 nChanged 1790 SP:Iteration 55Q (882.602528 sec): 3 clusters Score: Raw -16667995.608020 + Penalty 3808.062216 = -16664187.545804 nChanged 1843 SP:Iteration 56Q (882.841234 sec): 3 clusters Score: Raw -16668620.441282 + Penalty 3808.062216 = -16664812.379066 nChanged 1855 SP:Iteration 57Q (883.078665 sec): 3 clusters Score: Raw -16669275.571373 + Penalty 3808.062216 = -16665467.509158 nChanged 1809 SP:Iteration 58Q (883.308222 sec): 3 clusters Score: Raw -16669925.919281 + Penalty 3808.062216 = -16666117.857065 nChanged 1775 SP:Iteration 59Q (883.535595 sec): 3 clusters Score: Raw -16670578.148223 + Penalty 3808.062216 = -16666770.086007 nChanged 1740 SP:Iteration 60F (883.785840 sec): 3 clusters Score: Raw -16671228.000460 + Penalty 3808.062216 = -16667419.938244 nChanged 1681 SP:Iteration 61Q (884.009416 sec): 3 clusters Score: Raw -16671867.862098 + Penalty 3808.062216 = -16668059.799882 nChanged 1579 SP:Iteration 62Q (884.231463 sec): 3 clusters Score: Raw -16672477.230479 + Penalty 3808.062216 = -16668669.168264 nChanged 1595 SP:Iteration 63Q (884.463705 sec): 3 clusters Score: Raw -16673123.619531 + Penalty 3808.062216 = -16669315.557316 nChanged 1537 SP:Iteration 64Q (884.683499 sec): 3 clusters Score: Raw -16673779.149581 + Penalty 3808.062216 = -16669971.087365 nChanged 1463 SP:Iteration 65Q (884.902876 sec): 3 clusters Score: Raw -16674429.167306 + Penalty 3808.062216 = -16670621.105091 nChanged 1360 SP:Iteration 66Q (885.125902 sec): 3 clusters Score: Raw -16675059.808258 + Penalty 3808.062216 = -16671251.746043 nChanged 1226 SP:Iteration 67Q (885.324370 sec): 3 clusters Score: Raw -16675637.516867 + Penalty 3808.062216 = -16671829.454651 nChanged 1099 SP:Iteration 68Q (885.540361 sec): 3 clusters Score: Raw -16676159.832812 + Penalty 3808.062216 = -16672351.770597 nChanged 985 SP:Iteration 69Q (885.764555 sec): 3 clusters Score: Raw -16676639.224936 + Penalty 3808.062216 = -16672831.162720 nChanged 871 SP:Iteration 70Q (885.972982 sec): 3 clusters Score: Raw -16677068.745702 + Penalty 3808.062216 = -16673260.683487 nChanged 749 SP:Iteration 71Q (886.185920 sec): 3 clusters Score: Raw -16677448.057571 + Penalty 3808.062216 = -16673639.995355 nChanged 660 SP:Iteration 72Q (886.407120 sec): 3 clusters Score: Raw -16677791.193060 + Penalty 3808.062216 = -16673983.130844 nChanged 523 SP:Iteration 73Q (886.594999 sec): 3 clusters Score: Raw -16678075.287638 + Penalty 3808.062216 = -16674267.225423 nChanged 388 SP:Iteration 74Q (886.792150 sec): 3 clusters Score: Raw -16678275.550742 + Penalty 3808.062216 = -16674467.488527 nChanged 293 SP:Iteration 75Q (886.988078 sec): 3 clusters Score: Raw -16678425.326728 + Penalty 3808.062216 = -16674617.264513 nChanged 232 SP:Iteration 76Q (887.172209 sec): 3 clusters Score: Raw -16678547.100922 + Penalty 3808.062216 = -16674739.038707 nChanged 185 SP:Iteration 77Q (887.366381 sec): 3 clusters Score: Raw -16678649.786710 + Penalty 3808.062216 = -16674841.724495 nChanged 143 SP:Iteration 78Q (887.559648 sec): 3 clusters Score: Raw -16678725.267881 + Penalty 3808.062216 = -16674917.205665 nChanged 125 SP:Iteration 79Q (887.753750 sec): 3 clusters Score: Raw -16678800.613995 + Penalty 3808.062216 = -16674992.551779 nChanged 103 SP:Iteration 80F (887.979543 sec): 3 clusters Score: Raw -16678862.396692 + Penalty 3808.062216 = -16675054.334476 nChanged 86 SP:Iteration 81Q (888.184708 sec): 3 clusters Score: Raw -16678905.985635 + Penalty 3808.062216 = -16675097.923419 nChanged 62 SP:Iteration 82Q (888.386039 sec): 3 clusters Score: Raw -16678939.493950 + Penalty 3808.062216 = -16675131.431735 nChanged 68 SP:Iteration 83Q (888.579096 sec): 3 clusters Score: Raw -16678971.942679 + Penalty 3808.062216 = -16675163.880464 nChanged 51 SP:Iteration 84Q (888.778415 sec): 3 clusters Score: Raw -16679003.739095 + Penalty 3808.062216 = -16675195.676880 nChanged 43 SP:Iteration 85Q (888.981486 sec): 3 clusters Score: Raw -16679026.321063 + Penalty 3808.062216 = -16675218.258847 nChanged 50 SP:Iteration 86Q (889.170659 sec): 3 clusters Score: Raw -16679056.117159 + Penalty 3808.062216 = -16675248.054944 nChanged 46 SP:Iteration 87Q (889.361247 sec): 3 clusters Score: Raw -16679085.310337 + Penalty 3808.062216 = -16675277.248122 nChanged 46 SP:Iteration 88Q (889.552236 sec): 3 clusters Score: Raw -16679113.971731 + Penalty 3808.062216 = -16675305.909515 nChanged 43 SP:Iteration 89Q (889.743119 sec): 3 clusters Score: Raw -16679138.650726 + Penalty 3808.062216 = -16675330.588511 nChanged 33 SP:Iteration 90Q (889.934235 sec): 3 clusters Score: Raw -16679153.356109 + Penalty 3808.062216 = -16675345.293894 nChanged 24 SP:Iteration 91Q (890.125809 sec): 3 clusters Score: Raw -16679163.425167 + Penalty 3808.062216 = -16675355.362951 nChanged 14 SP:Iteration 92Q (890.316156 sec): 3 clusters Score: Raw -16679169.199077 + Penalty 3808.062216 = -16675361.136862 nChanged 13 SP:Iteration 93Q (890.497022 sec): 3 clusters Score: Raw -16679174.237291 + Penalty 3808.062216 = -16675366.175075 nChanged 12 SP:Iteration 94Q (890.681139 sec): 3 clusters Score: Raw -16679180.195851 + Penalty 3808.062216 = -16675372.133635 nChanged 20 SP:Iteration 95Q (890.872297 sec): 3 clusters Score: Raw -16679188.754749 + Penalty 3808.062216 = -16675380.692534 nChanged 11 SP:Iteration 96Q (891.062853 sec): 3 clusters Score: Raw -16679193.882081 + Penalty 3808.062216 = -16675385.819866 nChanged 17 SP:Iteration 97Q (891.253957 sec): 3 clusters Score: Raw -16679203.370806 + Penalty 3808.062216 = -16675395.308590 nChanged 13 SP:Iteration 98Q (891.444407 sec): 3 clusters Score: Raw -16679210.050262 + Penalty 3808.062216 = -16675401.988046 nChanged 11 SP:Iteration 99Q (891.633964 sec): 3 clusters Score: Raw -16679216.242498 + Penalty 3808.062216 = -16675408.180282 nChanged 8 SP:Iteration 100F (891.864416 sec): 3 clusters Score: Raw -16679221.470560 + Penalty 3808.062216 = -16675413.408345 nChanged 10 SP:Iteration 101Q (892.056288 sec): 3 clusters Score: Raw -16679226.106046 + Penalty 3808.062216 = -16675418.043831 nChanged 12 SP:Iteration 102Q (892.249136 sec): 3 clusters Score: Raw -16679229.878270 + Penalty 3808.062216 = -16675421.816055 nChanged 10 SP:Iteration 103Q (892.440855 sec): 3 clusters Score: Raw -16679235.662511 + Penalty 3808.062216 = -16675427.600296 nChanged 16 SP:Iteration 104Q (892.634068 sec): 3 clusters Score: Raw -16679245.311377 + Penalty 3808.062216 = -16675437.249161 nChanged 20 SP:Iteration 105Q (892.827532 sec): 3 clusters Score: Raw -16679257.340731 + Penalty 3808.062216 = -16675449.278515 nChanged 26 SP:Iteration 106Q (893.014651 sec): 3 clusters Score: Raw -16679269.522617 + Penalty 3808.062216 = -16675461.460401 nChanged 20 SP:Iteration 107Q (893.203974 sec): 3 clusters Score: Raw -16679278.566173 + Penalty 3808.062216 = -16675470.503957 nChanged 18 SP:Iteration 108Q (893.403854 sec): 3 clusters Score: Raw -16679287.322237 + Penalty 3808.062216 = -16675479.260021 nChanged 16 SP:Iteration 109Q (893.601169 sec): 3 clusters Score: Raw -16679295.110253 + Penalty 3808.062216 = -16675487.048038 nChanged 13 SP:Iteration 110Q (893.800026 sec): 3 clusters Score: Raw -16679301.344990 + Penalty 3808.062216 = -16675493.282774 nChanged 14 SP:Iteration 111Q (894.012460 sec): 3 clusters Score: Raw -16679305.500856 + Penalty 3808.062216 = -16675497.438640 nChanged 13 SP:Iteration 112Q (894.216987 sec): 3 clusters Score: Raw -16679310.900413 + Penalty 3808.062216 = -16675502.838197 nChanged 15 SP:Iteration 113Q (894.426652 sec): 3 clusters Score: Raw -16679316.979469 + Penalty 3808.062216 = -16675508.917253 nChanged 9 SP:Iteration 114Q (894.631727 sec): 3 clusters Score: Raw -16679320.991199 + Penalty 3808.062216 = -16675512.928984 nChanged 13 SP:Iteration 115Q (894.844559 sec): 3 clusters Score: Raw -16679325.578705 + Penalty 3808.062216 = -16675517.516490 nChanged 12 SP:Iteration 116Q (895.049456 sec): 3 clusters Score: Raw -16679329.847281 + Penalty 3808.062216 = -16675521.785065 nChanged 9 SP:Iteration 117Q (895.271099 sec): 3 clusters Score: Raw -16679332.559969 + Penalty 3808.062216 = -16675524.497753 nChanged 2 SP:Iteration 118Q (895.475163 sec): 3 clusters Score: Raw -16679333.512491 + Penalty 3808.062216 = -16675525.450276 nChanged 3 SP:Iteration 119Q (895.673934 sec): 3 clusters Score: Raw -16679334.868586 + Penalty 3808.062216 = -16675526.806371 nChanged 8 SP:Iteration 120F (895.929654 sec): 3 clusters Score: Raw -16679337.437637 + Penalty 3808.062216 = -16675529.375422 nChanged 7 SP:Iteration 121Q (896.134299 sec): 3 clusters Score: Raw -16679339.256419 + Penalty 3808.062216 = -16675531.194204 nChanged 3 SP:Iteration 122Q (896.344260 sec): 3 clusters Score: Raw -16679340.071283 + Penalty 3808.062216 = -16675532.009067 nChanged 3 SP:Iteration 123Q (896.529145 sec): 3 clusters Score: Raw -16679341.000749 + Penalty 3808.062216 = -16675532.938534 nChanged 4 SP:Iteration 124Q (896.735479 sec): 3 clusters Score: Raw -16679342.781925 + Penalty 3808.062216 = -16675534.719709 nChanged 5 SP:Iteration 125Q (896.952808 sec): 3 clusters Score: Raw -16679344.633231 + Penalty 3808.062216 = -16675536.571015 nChanged 7 SP:Iteration 126Q (897.159528 sec): 3 clusters Score: Raw -16679348.835255 + Penalty 3808.062216 = -16675540.773039 nChanged 11 SP:Iteration 127Q (897.370954 sec): 3 clusters Score: Raw -16679353.227482 + Penalty 3808.062216 = -16675545.165266 nChanged 11 SP:Iteration 128Q (897.574161 sec): 3 clusters Score: Raw -16679356.500974 + Penalty 3808.062216 = -16675548.438759 nChanged 6 SP:Iteration 129Q (897.783457 sec): 3 clusters Score: Raw -16679358.888782 + Penalty 3808.062216 = -16675550.826566 nChanged 10 SP:Iteration 130Q (897.994280 sec): 3 clusters Score: Raw -16679363.262606 + Penalty 3808.062216 = -16675555.200390 nChanged 11 SP:Iteration 131Q (898.196229 sec): 3 clusters Score: Raw -16679367.416558 + Penalty 3808.062216 = -16675559.354343 nChanged 11 SP:Iteration 132Q (898.392661 sec): 3 clusters Score: Raw -16679371.877497 + Penalty 3808.062216 = -16675563.815281 nChanged 11 SP:Iteration 133Q (898.583094 sec): 3 clusters Score: Raw -16679376.246966 + Penalty 3808.062216 = -16675568.184751 nChanged 18 SP:Iteration 134Q (898.790557 sec): 3 clusters Score: Raw -16679384.769621 + Penalty 3808.062216 = -16675576.707405 nChanged 19 SP:Iteration 135Q (899.003531 sec): 3 clusters Score: Raw -16679392.092861 + Penalty 3808.062216 = -16675584.030645 nChanged 17 SP:Iteration 136Q (899.183545 sec): 3 clusters Score: Raw -16679398.712442 + Penalty 3808.062216 = -16675590.650226 nChanged 16 SP:Iteration 137Q (899.408917 sec): 3 clusters Score: Raw -16679403.248773 + Penalty 3808.062216 = -16675595.186557 nChanged 18 SP:Iteration 138Q (899.619041 sec): 3 clusters Score: Raw -16679409.339827 + Penalty 3808.062216 = -16675601.277612 nChanged 20 SP:Iteration 139Q (899.825281 sec): 3 clusters Score: Raw -16679417.212005 + Penalty 3808.062216 = -16675609.149790 nChanged 21 SP:Iteration 140F (900.061166 sec): 3 clusters Score: Raw -16679423.906852 + Penalty 3808.062216 = -16675615.844636 nChanged 14 SP:Iteration 141Q (900.257257 sec): 3 clusters Score: Raw -16679429.255043 + Penalty 3808.062216 = -16675621.192827 nChanged 13 SP:Iteration 142Q (900.461898 sec): 3 clusters Score: Raw -16679435.107854 + Penalty 3808.062216 = -16675627.045638 nChanged 10 SP:Iteration 143Q (900.668972 sec): 3 clusters Score: Raw -16679439.013891 + Penalty 3808.062216 = -16675630.951676 nChanged 13 SP:Iteration 144Q (900.884662 sec): 3 clusters Score: Raw -16679444.208547 + Penalty 3808.062216 = -16675636.146331 nChanged 17 SP:Iteration 145Q (901.090379 sec): 3 clusters Score: Raw -16679451.822563 + Penalty 3808.062216 = -16675643.760348 nChanged 17 SP:Iteration 146Q (901.309423 sec): 3 clusters Score: Raw -16679458.476734 + Penalty 3808.062216 = -16675650.414518 nChanged 11 SP:Iteration 147Q (901.518697 sec): 3 clusters Score: Raw -16679462.399669 + Penalty 3808.062216 = -16675654.337453 nChanged 13 SP:Iteration 148Q (901.730819 sec): 3 clusters Score: Raw -16679467.810482 + Penalty 3808.062216 = -16675659.748266 nChanged 18 SP:Iteration 149Q (901.942608 sec): 3 clusters Score: Raw -16679472.913817 + Penalty 3808.062216 = -16675664.851601 nChanged 16 SP:Iteration 150Q (902.148685 sec): 3 clusters Score: Raw -16679479.382828 + Penalty 3808.062216 = -16675671.320612 nChanged 15 SP:Iteration 151Q (902.358154 sec): 3 clusters Score: Raw -16679486.158681 + Penalty 3808.062216 = -16675678.096465 nChanged 13 SP:Iteration 152Q (902.569062 sec): 3 clusters Score: Raw -16679490.638605 + Penalty 3808.062216 = -16675682.576390 nChanged 9 SP:Iteration 153Q (902.774202 sec): 3 clusters Score: Raw -16679494.839067 + Penalty 3808.062216 = -16675686.776852 nChanged 13 SP:Iteration 154Q (902.971366 sec): 3 clusters Score: Raw -16679501.736288 + Penalty 3808.062216 = -16675693.674072 nChanged 16 SP:Iteration 155Q (903.173711 sec): 3 clusters Score: Raw -16679508.829223 + Penalty 3808.062216 = -16675700.767008 nChanged 15 SP:Iteration 156Q (903.394235 sec): 3 clusters Score: Raw -16679514.871698 + Penalty 3808.062216 = -16675706.809483 nChanged 17 SP:Iteration 157Q (903.611187 sec): 3 clusters Score: Raw -16679521.179802 + Penalty 3808.062216 = -16675713.117586 nChanged 10 SP:Iteration 158Q (903.818233 sec): 3 clusters Score: Raw -16679525.011453 + Penalty 3808.062216 = -16675716.949237 nChanged 10 SP:Iteration 159Q (904.035952 sec): 3 clusters Score: Raw -16679528.451037 + Penalty 3808.062216 = -16675720.388822 nChanged 14 SP:Iteration 160F (904.283399 sec): 3 clusters Score: Raw -16679534.107829 + Penalty 3808.062216 = -16675726.045613 nChanged 12 SP:Iteration 161Q (904.482944 sec): 3 clusters Score: Raw -16679538.116962 + Penalty 3808.062216 = -16675730.054746 nChanged 14 SP:Iteration 162Q (904.689726 sec): 3 clusters Score: Raw -16679542.343654 + Penalty 3808.062216 = -16675734.281439 nChanged 5 SP:Iteration 163Q (904.886240 sec): 3 clusters Score: Raw -16679543.655053 + Penalty 3808.062216 = -16675735.592838 nChanged 5 SP:Iteration 164Q (905.093057 sec): 3 clusters Score: Raw -16679546.270412 + Penalty 3808.062216 = -16675738.208197 nChanged 11 SP:Iteration 165Q (905.308314 sec): 3 clusters Score: Raw -16679549.306149 + Penalty 3808.062216 = -16675741.243934 nChanged 13 SP:Iteration 166Q (905.515044 sec): 3 clusters Score: Raw -16679552.984946 + Penalty 3808.062216 = -16675744.922731 nChanged 9 SP:Iteration 167Q (905.717990 sec): 3 clusters Score: Raw -16679555.905589 + Penalty 3808.062216 = -16675747.843373 nChanged 11 SP:Iteration 168Q (905.932157 sec): 3 clusters Score: Raw -16679560.642585 + Penalty 3808.062216 = -16675752.580369 nChanged 13 SP:Iteration 169Q (906.132731 sec): 3 clusters Score: Raw -16679564.726037 + Penalty 3808.062216 = -16675756.663821 nChanged 13 SP:Iteration 170Q (906.336607 sec): 3 clusters Score: Raw -16679567.521090 + Penalty 3808.062216 = -16675759.458875 nChanged 12 SP:Iteration 171Q (906.545039 sec): 3 clusters Score: Raw -16679570.786367 + Penalty 3808.062216 = -16675762.724151 nChanged 9 SP:Iteration 172Q (906.760065 sec): 3 clusters Score: Raw -16679573.900105 + Penalty 3808.062216 = -16675765.837890 nChanged 12 SP:Iteration 173Q (906.966316 sec): 3 clusters Score: Raw -16679577.616238 + Penalty 3808.062216 = -16675769.554022 nChanged 10 SP:Iteration 174Q (907.180268 sec): 3 clusters Score: Raw -16679580.994591 + Penalty 3808.062216 = -16675772.932376 nChanged 12 SP:Iteration 175Q (907.373334 sec): 3 clusters Score: Raw -16679584.842155 + Penalty 3808.062216 = -16675776.779940 nChanged 13 SP:Iteration 176Q (907.565684 sec): 3 clusters Score: Raw -16679589.647493 + Penalty 3808.062216 = -16675781.585278 nChanged 14 SP:Iteration 177Q (907.751739 sec): 3 clusters Score: Raw -16679592.761408 + Penalty 3808.062216 = -16675784.699193 nChanged 7 SP:Iteration 178Q (907.927643 sec): 3 clusters Score: Raw -16679594.137060 + Penalty 3808.062216 = -16675786.074845 nChanged 1 SP:Iteration 179Q (908.120857 sec): 3 clusters Score: Raw -16679594.465171 + Penalty 3808.062216 = -16675786.402956 nChanged 0 SP:Iteration 180F (908.350818 sec): 3 clusters Score: Raw -16679594.465171 + Penalty 3808.062216 = -16675786.402956 nChanged 0 Trying to split cluster 3 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (908.372286 sec): 2 clusters Score: Raw -41799.230573 + Penalty 973.612989 = -40825.617584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (908.412577 sec): 3 clusters Score: Raw -42003.212251 + Penalty 1947.225978 = -40055.986273 nChanged 121 SP:Iteration 1F (908.461837 sec): 3 clusters Score: Raw -42274.399506 + Penalty 1947.225978 = -40327.173529 nChanged 37 SP:Iteration 2F (908.511184 sec): 3 clusters Score: Raw -42376.000363 + Penalty 1947.225978 = -40428.774385 nChanged 24 SP:Iteration 3F (908.560656 sec): 3 clusters Score: Raw -42457.841078 + Penalty 1947.225978 = -40510.615100 nChanged 15 SP:Iteration 4Q (908.604833 sec): 3 clusters Score: Raw -42561.257447 + Penalty 1947.225978 = -40614.031470 nChanged 23 SP:Iteration 5F (908.654258 sec): 3 clusters Score: Raw -42706.502575 + Penalty 1947.225978 = -40759.276597 nChanged 15 SP:Iteration 6Q (908.703372 sec): 3 clusters Score: Raw -42786.302507 + Penalty 1947.225978 = -40839.076529 nChanged 12 SP:Iteration 7Q (908.747696 sec): 3 clusters Score: Raw -42863.065074 + Penalty 1947.225978 = -40915.839096 nChanged 7 SP:Iteration 8Q (908.788993 sec): 3 clusters Score: Raw -42920.785101 + Penalty 1947.225978 = -40973.559123 nChanged 7 SP:Iteration 9Q (908.830132 sec): 3 clusters Score: Raw -42941.028259 + Penalty 1947.225978 = -40993.802281 nChanged 3 SP:Iteration 10Q (908.879927 sec): 3 clusters Score: Raw -42947.822360 + Penalty 1947.225978 = -41000.596382 nChanged 2 SP:Iteration 11Q (908.929520 sec): 3 clusters Score: Raw -42952.769603 + Penalty 1947.225978 = -41005.543626 nChanged 1 SP:Iteration 12Q (908.978846 sec): 3 clusters Score: Raw -42955.540066 + Penalty 1947.225978 = -41008.314088 nChanged 0 SP:Iteration 13F (909.018820 sec): 3 clusters Score: Raw -42958.384938 + Penalty 1947.225978 = -41011.158960 nChanged 3 SP:Iteration 14Q (909.068393 sec): 3 clusters Score: Raw -42964.892154 + Penalty 1947.225978 = -41017.666176 nChanged 2 SP:Iteration 15Q (909.117480 sec): 3 clusters Score: Raw -42967.865581 + Penalty 1947.225978 = -41020.639603 nChanged 1 SP:Iteration 16Q (909.157116 sec): 3 clusters Score: Raw -42970.488663 + Penalty 1947.225978 = -41023.262685 nChanged 0 SP:Iteration 17F (909.203238 sec): 3 clusters Score: Raw -42970.488663 + Penalty 1947.225978 = -41023.262685 nChanged 0 Score: Raw -57376042.034261 + Penalty 40075.650180 = -57335966.384081 Splitting cluster 3 changes total score from -57336902.454210 to -57335966.384081 So it's not getting split. Trying to split cluster 4 (13056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (914.486412 sec): 2 clusters Score: Raw -1637154.007093 + Penalty 1540.013000 = -1635613.994093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (914.558605 sec): 3 clusters Score: Raw -1629686.512945 + Penalty 3080.026000 = -1626606.486945 nChanged 5800 SP:Iteration 1F (914.628594 sec): 3 clusters Score: Raw -1633438.185546 + Penalty 3080.026000 = -1630358.159546 nChanged 1189 SP:Iteration 2F (914.698232 sec): 3 clusters Score: Raw -1634576.475032 + Penalty 3080.026000 = -1631496.449032 nChanged 1356 SP:Iteration 3F (914.766690 sec): 3 clusters Score: Raw -1636022.905981 + Penalty 3080.026000 = -1632942.879981 nChanged 1331 SP:Iteration 4F (914.835386 sec): 3 clusters Score: Raw -1637354.826240 + Penalty 3080.026000 = -1634274.800240 nChanged 968 SP:Iteration 5F (914.904802 sec): 3 clusters Score: Raw -1638058.523563 + Penalty 3080.026000 = -1634978.497563 nChanged 546 SP:Iteration 6Q (914.973427 sec): 3 clusters Score: Raw -1638328.400077 + Penalty 3080.026000 = -1635248.374077 nChanged 261 SP:Iteration 7Q (915.043096 sec): 3 clusters Score: Raw -1638419.594628 + Penalty 3080.026000 = -1635339.568628 nChanged 163 SP:Iteration 8Q (915.112728 sec): 3 clusters Score: Raw -1638457.589205 + Penalty 3080.026000 = -1635377.563205 nChanged 101 SP:Iteration 9Q (915.181548 sec): 3 clusters Score: Raw -1638479.609154 + Penalty 3080.026000 = -1635399.583154 nChanged 72 SP:Iteration 10Q (915.257058 sec): 3 clusters Score: Raw -1638492.992875 + Penalty 3080.026000 = -1635412.966874 nChanged 61 SP:Iteration 11Q (915.306744 sec): 3 clusters Score: Raw -1638503.597977 + Penalty 3080.026000 = -1635423.571977 nChanged 48 SP:Iteration 12Q (915.385946 sec): 3 clusters Score: Raw -1638511.082869 + Penalty 3080.026000 = -1635431.056869 nChanged 40 SP:Iteration 13Q (915.447139 sec): 3 clusters Score: Raw -1638518.378321 + Penalty 3080.026000 = -1635438.352321 nChanged 46 SP:Iteration 14Q (915.512178 sec): 3 clusters Score: Raw -1638525.396351 + Penalty 3080.026000 = -1635445.370351 nChanged 33 SP:Iteration 15Q (915.565356 sec): 3 clusters Score: Raw -1638529.852901 + Penalty 3080.026000 = -1635449.826901 nChanged 25 SP:Iteration 16Q (915.635318 sec): 3 clusters Score: Raw -1638532.786111 + Penalty 3080.026000 = -1635452.760111 nChanged 22 SP:Iteration 17Q (915.705667 sec): 3 clusters Score: Raw -1638535.589899 + Penalty 3080.026000 = -1635455.563899 nChanged 24 SP:Iteration 18Q (915.775378 sec): 3 clusters Score: Raw -1638538.670759 + Penalty 3080.026000 = -1635458.644759 nChanged 20 SP:Iteration 19Q (915.846299 sec): 3 clusters Score: Raw -1638540.581532 + Penalty 3080.026000 = -1635460.555532 nChanged 23 SP:Iteration 20F (915.915710 sec): 3 clusters Score: Raw -1638542.868086 + Penalty 3080.026000 = -1635462.842086 nChanged 15 SP:Iteration 21Q (915.986515 sec): 3 clusters Score: Raw -1638544.012719 + Penalty 3080.026000 = -1635463.986719 nChanged 11 SP:Iteration 22Q (916.057834 sec): 3 clusters Score: Raw -1638545.109463 + Penalty 3080.026000 = -1635465.083463 nChanged 10 SP:Iteration 23Q (916.129613 sec): 3 clusters Score: Raw -1638546.126772 + Penalty 3080.026000 = -1635466.100772 nChanged 4 SP:Iteration 24Q (916.200201 sec): 3 clusters Score: Raw -1638546.629444 + Penalty 3080.026000 = -1635466.603444 nChanged 5 SP:Iteration 25Q (916.270707 sec): 3 clusters Score: Raw -1638547.084600 + Penalty 3080.026000 = -1635467.058600 nChanged 3 SP:Iteration 26Q (916.341163 sec): 3 clusters Score: Raw -1638547.377568 + Penalty 3080.026000 = -1635467.351567 nChanged 3 SP:Iteration 27Q (916.411693 sec): 3 clusters Score: Raw -1638547.621079 + Penalty 3080.026000 = -1635467.595078 nChanged 1 SP:Iteration 28Q (916.492227 sec): 3 clusters Score: Raw -1638547.727880 + Penalty 3080.026000 = -1635467.701880 nChanged 1 SP:Iteration 29Q (916.552310 sec): 3 clusters Score: Raw -1638547.789945 + Penalty 3080.026000 = -1635467.763945 nChanged 1 SP:Iteration 30Q (916.622807 sec): 3 clusters Score: Raw -1638547.844383 + Penalty 3080.026000 = -1635467.818383 nChanged 1 SP:Iteration 31Q (916.692973 sec): 3 clusters Score: Raw -1638547.913220 + Penalty 3080.026000 = -1635467.887220 nChanged 0 SP:Iteration 32F (916.762289 sec): 3 clusters Score: Raw -1638547.913220 + Penalty 3080.026000 = -1635467.887220 nChanged 0 Trying to split cluster 5 (65583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (916.866275 sec): 2 clusters Score: Raw -8955378.160980 + Penalty 1802.299167 = -8953575.861814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (917.015039 sec): 3 clusters Score: Raw -8913406.651033 + Penalty 3604.598333 = -8909802.052700 nChanged 30925 SP:Iteration 1F (917.162432 sec): 3 clusters Score: Raw -8931259.945574 + Penalty 3604.598333 = -8927655.347241 nChanged 2499 SP:Iteration 2Q (917.313580 sec): 3 clusters Score: Raw -8932004.972314 + Penalty 3604.598333 = -8928400.373981 nChanged 2625 SP:Iteration 3Q (917.464359 sec): 3 clusters Score: Raw -8932890.518073 + Penalty 3604.598333 = -8929285.919739 nChanged 2797 SP:Iteration 4Q (917.617814 sec): 3 clusters Score: Raw -8934033.097423 + Penalty 3604.598333 = -8930428.499089 nChanged 3061 SP:Iteration 5Q (917.771385 sec): 3 clusters Score: Raw -8935474.450760 + Penalty 3604.598333 = -8931869.852426 nChanged 3183 SP:Iteration 6Q (917.922136 sec): 3 clusters Score: Raw -8937184.244842 + Penalty 3604.598333 = -8933579.646509 nChanged 3468 SP:Iteration 7F (918.070295 sec): 3 clusters Score: Raw -8939224.921300 + Penalty 3604.598333 = -8935620.322966 nChanged 3573 SP:Iteration 8F (918.217931 sec): 3 clusters Score: Raw -8941439.326591 + Penalty 3604.598333 = -8937834.728258 nChanged 3596 SP:Iteration 9F (918.365771 sec): 3 clusters Score: Raw -8943793.561435 + Penalty 3604.598333 = -8940188.963102 nChanged 3520 SP:Iteration 10F (918.514490 sec): 3 clusters Score: Raw -8946126.843007 + Penalty 3604.598333 = -8942522.244673 nChanged 3248 SP:Iteration 11Q (918.653206 sec): 3 clusters Score: Raw -8948277.076516 + Penalty 3604.598333 = -8944672.478183 nChanged 2957 SP:Iteration 12Q (918.789983 sec): 3 clusters Score: Raw -8950216.039059 + Penalty 3604.598333 = -8946611.440726 nChanged 2466 SP:Iteration 13Q (918.945388 sec): 3 clusters Score: Raw -8951771.334905 + Penalty 3604.598333 = -8948166.736572 nChanged 2002 SP:Iteration 14Q (919.096767 sec): 3 clusters Score: Raw -8952977.983343 + Penalty 3604.598333 = -8949373.385009 nChanged 1523 SP:Iteration 15Q (919.230582 sec): 3 clusters Score: Raw -8953826.720907 + Penalty 3604.598333 = -8950222.122574 nChanged 1135 SP:Iteration 16Q (919.380063 sec): 3 clusters Score: Raw -8954445.265990 + Penalty 3604.598333 = -8950840.667657 nChanged 809 SP:Iteration 17Q (919.519563 sec): 3 clusters Score: Raw -8954860.885607 + Penalty 3604.598333 = -8951256.287273 nChanged 567 SP:Iteration 18Q (919.651566 sec): 3 clusters Score: Raw -8955138.316162 + Penalty 3604.598333 = -8951533.717829 nChanged 391 SP:Iteration 19Q (919.783520 sec): 3 clusters Score: Raw -8955312.046176 + Penalty 3604.598333 = -8951707.447842 nChanged 274 SP:Iteration 20F (919.932045 sec): 3 clusters Score: Raw -8955423.031915 + Penalty 3604.598333 = -8951818.433581 nChanged 201 SP:Iteration 21Q (920.070543 sec): 3 clusters Score: Raw -8955509.016510 + Penalty 3604.598333 = -8951904.418176 nChanged 154 SP:Iteration 22Q (920.205313 sec): 3 clusters Score: Raw -8955565.904397 + Penalty 3604.598333 = -8951961.306064 nChanged 93 SP:Iteration 23Q (920.339705 sec): 3 clusters Score: Raw -8955595.044967 + Penalty 3604.598333 = -8951990.446633 nChanged 64 SP:Iteration 24Q (920.473736 sec): 3 clusters Score: Raw -8955616.057941 + Penalty 3604.598333 = -8952011.459608 nChanged 57 SP:Iteration 25Q (920.603757 sec): 3 clusters Score: Raw -8955637.368422 + Penalty 3604.598333 = -8952032.770089 nChanged 55 SP:Iteration 26Q (920.736864 sec): 3 clusters Score: Raw -8955657.790223 + Penalty 3604.598333 = -8952053.191889 nChanged 54 SP:Iteration 27Q (920.878555 sec): 3 clusters Score: Raw -8955676.492458 + Penalty 3604.598333 = -8952071.894124 nChanged 41 SP:Iteration 28Q (921.017124 sec): 3 clusters Score: Raw -8955693.062981 + Penalty 3604.598333 = -8952088.464648 nChanged 42 SP:Iteration 29Q (921.145885 sec): 3 clusters Score: Raw -8955706.386101 + Penalty 3604.598333 = -8952101.787767 nChanged 39 SP:Iteration 30Q (921.289065 sec): 3 clusters Score: Raw -8955717.896741 + Penalty 3604.598333 = -8952113.298408 nChanged 22 SP:Iteration 31Q (921.421950 sec): 3 clusters Score: Raw -8955724.090837 + Penalty 3604.598333 = -8952119.492503 nChanged 28 SP:Iteration 32Q (921.558939 sec): 3 clusters Score: Raw -8955732.223056 + Penalty 3604.598333 = -8952127.624722 nChanged 20 SP:Iteration 33Q (921.698474 sec): 3 clusters Score: Raw -8955739.591020 + Penalty 3604.598333 = -8952134.992687 nChanged 24 SP:Iteration 34Q (921.836259 sec): 3 clusters Score: Raw -8955747.286280 + Penalty 3604.598333 = -8952142.687947 nChanged 29 SP:Iteration 35Q (921.962647 sec): 3 clusters Score: Raw -8955757.141475 + Penalty 3604.598333 = -8952152.543141 nChanged 20 SP:Iteration 36Q (922.110122 sec): 3 clusters Score: Raw -8955763.612142 + Penalty 3604.598333 = -8952159.013809 nChanged 18 SP:Iteration 37Q (922.242149 sec): 3 clusters Score: Raw -8955770.443434 + Penalty 3604.598333 = -8952165.845101 nChanged 25 SP:Iteration 38Q (922.373162 sec): 3 clusters Score: Raw -8955779.791520 + Penalty 3604.598333 = -8952175.193187 nChanged 21 SP:Iteration 39Q (922.505510 sec): 3 clusters Score: Raw -8955787.176222 + Penalty 3604.598333 = -8952182.577889 nChanged 14 SP:Iteration 40F (922.656995 sec): 3 clusters Score: Raw -8955792.177724 + Penalty 3604.598333 = -8952187.579391 nChanged 9 SP:Iteration 41Q (922.792115 sec): 3 clusters Score: Raw -8955795.015212 + Penalty 3604.598333 = -8952190.416879 nChanged 11 SP:Iteration 42Q (922.916955 sec): 3 clusters Score: Raw -8955799.276219 + Penalty 3604.598333 = -8952194.677886 nChanged 13 SP:Iteration 43Q (923.050681 sec): 3 clusters Score: Raw -8955803.313878 + Penalty 3604.598333 = -8952198.715545 nChanged 9 SP:Iteration 44Q (923.179988 sec): 3 clusters Score: Raw -8955805.904272 + Penalty 3604.598333 = -8952201.305939 nChanged 8 SP:Iteration 45Q (923.312351 sec): 3 clusters Score: Raw -8955808.020745 + Penalty 3604.598333 = -8952203.422412 nChanged 2 SP:Iteration 46Q (923.439114 sec): 3 clusters Score: Raw -8955808.356873 + Penalty 3604.598333 = -8952203.758540 nChanged 0 SP:Iteration 47F (923.580244 sec): 3 clusters Score: Raw -8955808.356873 + Penalty 3604.598333 = -8952203.758540 nChanged 0 Trying to split cluster 6 (11349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (923.628161 sec): 2 clusters Score: Raw -1531561.446568 + Penalty 1517.243798 = -1530044.202769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (923.697911 sec): 3 clusters Score: Raw -1525061.738842 + Penalty 3034.487597 = -1522027.251245 nChanged 4969 SP:Iteration 1F (923.754912 sec): 3 clusters Score: Raw -1527756.836360 + Penalty 3034.487597 = -1524722.348763 nChanged 683 SP:Iteration 2F (923.821224 sec): 3 clusters Score: Raw -1528041.979920 + Penalty 3034.487597 = -1525007.492323 nChanged 588 SP:Iteration 3F (923.890799 sec): 3 clusters Score: Raw -1528284.391796 + Penalty 3034.487597 = -1525249.904200 nChanged 522 SP:Iteration 4Q (923.958037 sec): 3 clusters Score: Raw -1528493.364907 + Penalty 3034.487597 = -1525458.877310 nChanged 454 SP:Iteration 5Q (924.015923 sec): 3 clusters Score: Raw -1528666.868526 + Penalty 3034.487597 = -1525632.380929 nChanged 427 SP:Iteration 6Q (924.081066 sec): 3 clusters Score: Raw -1528838.930806 + Penalty 3034.487597 = -1525804.443209 nChanged 442 SP:Iteration 7Q (924.150888 sec): 3 clusters Score: Raw -1529000.389103 + Penalty 3034.487597 = -1525965.901506 nChanged 381 SP:Iteration 8Q (924.220727 sec): 3 clusters Score: Raw -1529144.534850 + Penalty 3034.487597 = -1526110.047253 nChanged 374 SP:Iteration 9Q (924.280650 sec): 3 clusters Score: Raw -1529286.852577 + Penalty 3034.487597 = -1526252.364981 nChanged 375 SP:Iteration 10Q (924.349885 sec): 3 clusters Score: Raw -1529442.514388 + Penalty 3034.487597 = -1526408.026791 nChanged 403 SP:Iteration 11Q (924.419233 sec): 3 clusters Score: Raw -1529656.919403 + Penalty 3034.487597 = -1526622.431806 nChanged 497 SP:Iteration 12Q (924.497643 sec): 3 clusters Score: Raw -1529958.498543 + Penalty 3034.487597 = -1526924.010946 nChanged 497 SP:Iteration 13Q (924.565874 sec): 3 clusters Score: Raw -1530276.127162 + Penalty 3034.487597 = -1527241.639565 nChanged 485 SP:Iteration 14Q (924.636890 sec): 3 clusters Score: Raw -1530604.093744 + Penalty 3034.487597 = -1527569.606147 nChanged 441 SP:Iteration 15Q (924.700932 sec): 3 clusters Score: Raw -1530915.815750 + Penalty 3034.487597 = -1527881.328153 nChanged 353 SP:Iteration 16Q (924.762882 sec): 3 clusters Score: Raw -1531171.807324 + Penalty 3034.487597 = -1528137.319727 nChanged 295 SP:Iteration 17Q (924.820503 sec): 3 clusters Score: Raw -1531335.699325 + Penalty 3034.487597 = -1528301.211728 nChanged 212 SP:Iteration 18Q (924.887255 sec): 3 clusters Score: Raw -1531434.870389 + Penalty 3034.487597 = -1528400.382792 nChanged 169 SP:Iteration 19Q (924.951103 sec): 3 clusters Score: Raw -1531504.737693 + Penalty 3034.487597 = -1528470.250096 nChanged 117 SP:Iteration 20F (925.015620 sec): 3 clusters Score: Raw -1531551.897392 + Penalty 3034.487597 = -1528517.409795 nChanged 99 SP:Iteration 21Q (925.089873 sec): 3 clusters Score: Raw -1531592.091679 + Penalty 3034.487597 = -1528557.604083 nChanged 83 SP:Iteration 22Q (925.153331 sec): 3 clusters Score: Raw -1531622.784587 + Penalty 3034.487597 = -1528588.296990 nChanged 70 SP:Iteration 23Q (925.205639 sec): 3 clusters Score: Raw -1531646.906917 + Penalty 3034.487597 = -1528612.419320 nChanged 60 SP:Iteration 24Q (925.278146 sec): 3 clusters Score: Raw -1531669.171150 + Penalty 3034.487597 = -1528634.683553 nChanged 53 SP:Iteration 25Q (925.346363 sec): 3 clusters Score: Raw -1531691.157112 + Penalty 3034.487597 = -1528656.669516 nChanged 56 SP:Iteration 26Q (925.409593 sec): 3 clusters Score: Raw -1531706.934484 + Penalty 3034.487597 = -1528672.446887 nChanged 47 SP:Iteration 27Q (925.465491 sec): 3 clusters Score: Raw -1531720.975634 + Penalty 3034.487597 = -1528686.488037 nChanged 38 SP:Iteration 28Q (925.526568 sec): 3 clusters Score: Raw -1531731.752042 + Penalty 3034.487597 = -1528697.264446 nChanged 29 SP:Iteration 29Q (925.588221 sec): 3 clusters Score: Raw -1531740.327661 + Penalty 3034.487597 = -1528705.840064 nChanged 23 SP:Iteration 30Q (925.655359 sec): 3 clusters Score: Raw -1531747.275993 + Penalty 3034.487597 = -1528712.788396 nChanged 24 SP:Iteration 31Q (925.719789 sec): 3 clusters Score: Raw -1531752.508121 + Penalty 3034.487597 = -1528718.020524 nChanged 17 SP:Iteration 32Q (925.777679 sec): 3 clusters Score: Raw -1531756.258100 + Penalty 3034.487597 = -1528721.770503 nChanged 15 SP:Iteration 33Q (925.842423 sec): 3 clusters Score: Raw -1531759.244928 + Penalty 3034.487597 = -1528724.757331 nChanged 15 SP:Iteration 34Q (925.902179 sec): 3 clusters Score: Raw -1531762.496691 + Penalty 3034.487597 = -1528728.009094 nChanged 9 SP:Iteration 35Q (925.969667 sec): 3 clusters Score: Raw -1531764.489230 + Penalty 3034.487597 = -1528730.001633 nChanged 13 SP:Iteration 36Q (926.033796 sec): 3 clusters Score: Raw -1531767.823165 + Penalty 3034.487597 = -1528733.335569 nChanged 11 SP:Iteration 37Q (926.096917 sec): 3 clusters Score: Raw -1531770.491382 + Penalty 3034.487597 = -1528736.003785 nChanged 7 SP:Iteration 38Q (926.141045 sec): 3 clusters Score: Raw -1531771.962132 + Penalty 3034.487597 = -1528737.474535 nChanged 8 SP:Iteration 39Q (926.202512 sec): 3 clusters Score: Raw -1531774.518264 + Penalty 3034.487597 = -1528740.030667 nChanged 12 SP:Iteration 40F (926.273706 sec): 3 clusters Score: Raw -1531777.951101 + Penalty 3034.487597 = -1528743.463505 nChanged 13 SP:Iteration 41Q (926.329483 sec): 3 clusters Score: Raw -1531780.642501 + Penalty 3034.487597 = -1528746.154904 nChanged 11 SP:Iteration 42Q (926.389093 sec): 3 clusters Score: Raw -1531783.661011 + Penalty 3034.487597 = -1528749.173414 nChanged 13 SP:Iteration 43Q (926.464170 sec): 3 clusters Score: Raw -1531787.795609 + Penalty 3034.487597 = -1528753.308012 nChanged 13 SP:Iteration 44Q (926.525898 sec): 3 clusters Score: Raw -1531790.350674 + Penalty 3034.487597 = -1528755.863077 nChanged 10 SP:Iteration 45Q (926.591317 sec): 3 clusters Score: Raw -1531792.759344 + Penalty 3034.487597 = -1528758.271747 nChanged 8 SP:Iteration 46Q (926.648482 sec): 3 clusters Score: Raw -1531794.735356 + Penalty 3034.487597 = -1528760.247759 nChanged 7 SP:Iteration 47Q (926.721742 sec): 3 clusters Score: Raw -1531797.016966 + Penalty 3034.487597 = -1528762.529369 nChanged 7 SP:Iteration 48Q (926.776928 sec): 3 clusters Score: Raw -1531798.523727 + Penalty 3034.487597 = -1528764.036130 nChanged 5 SP:Iteration 49Q (926.848403 sec): 3 clusters Score: Raw -1531799.030957 + Penalty 3034.487597 = -1528764.543360 nChanged 5 SP:Iteration 50Q (926.899701 sec): 3 clusters Score: Raw -1531799.698108 + Penalty 3034.487597 = -1528765.210511 nChanged 4 SP:Iteration 51Q (926.966253 sec): 3 clusters Score: Raw -1531800.203725 + Penalty 3034.487597 = -1528765.716128 nChanged 3 SP:Iteration 52Q (927.032190 sec): 3 clusters Score: Raw -1531800.896183 + Penalty 3034.487597 = -1528766.408586 nChanged 2 SP:Iteration 53Q (927.099252 sec): 3 clusters Score: Raw -1531801.206664 + Penalty 3034.487597 = -1528766.719067 nChanged 3 SP:Iteration 54Q (927.166386 sec): 3 clusters Score: Raw -1531801.914140 + Penalty 3034.487597 = -1528767.426543 nChanged 2 SP:Iteration 55Q (927.220067 sec): 3 clusters Score: Raw -1531802.194026 + Penalty 3034.487597 = -1528767.706429 nChanged 1 SP:Iteration 56Q (927.288623 sec): 3 clusters Score: Raw -1531802.506950 + Penalty 3034.487597 = -1528768.019353 nChanged 3 SP:Iteration 57Q (927.355771 sec): 3 clusters Score: Raw -1531803.660371 + Penalty 3034.487597 = -1528769.172775 nChanged 4 SP:Iteration 58Q (927.412199 sec): 3 clusters Score: Raw -1531805.239889 + Penalty 3034.487597 = -1528770.752292 nChanged 7 SP:Iteration 59Q (927.487987 sec): 3 clusters Score: Raw -1531806.802924 + Penalty 3034.487597 = -1528772.315327 nChanged 7 SP:Iteration 60F (927.555913 sec): 3 clusters Score: Raw -1531808.352215 + Penalty 3034.487597 = -1528773.864618 nChanged 5 SP:Iteration 61Q (927.612344 sec): 3 clusters Score: Raw -1531810.054067 + Penalty 3034.487597 = -1528775.566470 nChanged 8 SP:Iteration 62Q (927.678410 sec): 3 clusters Score: Raw -1531812.285994 + Penalty 3034.487597 = -1528777.798398 nChanged 9 SP:Iteration 63Q (927.745614 sec): 3 clusters Score: Raw -1531814.438860 + Penalty 3034.487597 = -1528779.951263 nChanged 9 SP:Iteration 64Q (927.806421 sec): 3 clusters Score: Raw -1531816.306047 + Penalty 3034.487597 = -1528781.818450 nChanged 12 SP:Iteration 65Q (927.870712 sec): 3 clusters Score: Raw -1531818.881513 + Penalty 3034.487597 = -1528784.393917 nChanged 10 SP:Iteration 66Q (927.938054 sec): 3 clusters Score: Raw -1531820.500022 + Penalty 3034.487597 = -1528786.012425 nChanged 5 SP:Iteration 67Q (928.005310 sec): 3 clusters Score: Raw -1531821.279040 + Penalty 3034.487597 = -1528786.791443 nChanged 3 SP:Iteration 68Q (928.071925 sec): 3 clusters Score: Raw -1531821.686408 + Penalty 3034.487597 = -1528787.198812 nChanged 2 SP:Iteration 69Q (928.138928 sec): 3 clusters Score: Raw -1531821.838250 + Penalty 3034.487597 = -1528787.350653 nChanged 1 SP:Iteration 70Q (928.210605 sec): 3 clusters Score: Raw -1531822.024037 + Penalty 3034.487597 = -1528787.536440 nChanged 0 SP:Iteration 71F (928.276901 sec): 3 clusters Score: Raw -1531822.024037 + Penalty 3034.487597 = -1528787.536440 nChanged 0 Trying to split cluster 7 (63062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (928.384646 sec): 2 clusters Score: Raw -8508662.143715 + Penalty 1795.929468 = -8506866.214247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (928.529854 sec): 3 clusters Score: Raw -8468279.057728 + Penalty 3591.858936 = -8464687.198793 nChanged 29707 SP:Iteration 1F (928.648492 sec): 3 clusters Score: Raw -8486595.987583 + Penalty 3591.858936 = -8483004.128647 nChanged 3464 SP:Iteration 2F (928.802541 sec): 3 clusters Score: Raw -8488387.183705 + Penalty 3591.858936 = -8484795.324769 nChanged 4003 SP:Iteration 3F (928.934002 sec): 3 clusters Score: Raw -8490987.545428 + Penalty 3591.858936 = -8487395.686492 nChanged 4468 SP:Iteration 4F (929.052795 sec): 3 clusters Score: Raw -8494378.314416 + Penalty 3591.858936 = -8490786.455480 nChanged 4518 SP:Iteration 5F (929.171691 sec): 3 clusters Score: Raw -8498140.151599 + Penalty 3591.858936 = -8494548.292663 nChanged 4006 SP:Iteration 6F (929.314423 sec): 3 clusters Score: Raw -8501557.055581 + Penalty 3591.858936 = -8497965.196645 nChanged 3021 SP:Iteration 7Q (929.481336 sec): 3 clusters Score: Raw -8504077.275753 + Penalty 3591.858936 = -8500485.416818 nChanged 2123 SP:Iteration 8Q (929.630387 sec): 3 clusters Score: Raw -8505792.230142 + Penalty 3591.858936 = -8502200.371206 nChanged 1496 SP:Iteration 9Q (929.773144 sec): 3 clusters Score: Raw -8506878.983186 + Penalty 3591.858936 = -8503287.124251 nChanged 1059 SP:Iteration 10Q (929.928000 sec): 3 clusters Score: Raw -8507515.910045 + Penalty 3591.858936 = -8503924.051109 nChanged 804 SP:Iteration 11Q (930.062717 sec): 3 clusters Score: Raw -8507877.948235 + Penalty 3591.858936 = -8504286.089299 nChanged 648 SP:Iteration 12Q (930.205385 sec): 3 clusters Score: Raw -8508141.742868 + Penalty 3591.858936 = -8504549.883932 nChanged 542 SP:Iteration 13Q (930.349902 sec): 3 clusters Score: Raw -8508343.673392 + Penalty 3591.858936 = -8504751.814456 nChanged 450 SP:Iteration 14Q (930.487709 sec): 3 clusters Score: Raw -8508505.189361 + Penalty 3591.858936 = -8504913.330425 nChanged 397 SP:Iteration 15Q (930.618737 sec): 3 clusters Score: Raw -8508635.629667 + Penalty 3591.858936 = -8505043.770731 nChanged 353 SP:Iteration 16Q (930.753948 sec): 3 clusters Score: Raw -8508762.889859 + Penalty 3591.858936 = -8505171.030923 nChanged 346 SP:Iteration 17Q (930.886702 sec): 3 clusters Score: Raw -8508901.251647 + Penalty 3591.858936 = -8505309.392711 nChanged 355 SP:Iteration 18Q (931.026000 sec): 3 clusters Score: Raw -8509037.112751 + Penalty 3591.858936 = -8505445.253816 nChanged 300 SP:Iteration 19Q (931.161113 sec): 3 clusters Score: Raw -8509139.684914 + Penalty 3591.858936 = -8505547.825978 nChanged 252 SP:Iteration 20F (931.303675 sec): 3 clusters Score: Raw -8509216.710926 + Penalty 3591.858936 = -8505624.851990 nChanged 238 SP:Iteration 21Q (931.441043 sec): 3 clusters Score: Raw -8509295.720712 + Penalty 3591.858936 = -8505703.861776 nChanged 202 SP:Iteration 22Q (931.589175 sec): 3 clusters Score: Raw -8509357.276155 + Penalty 3591.858936 = -8505765.417219 nChanged 177 SP:Iteration 23Q (931.719502 sec): 3 clusters Score: Raw -8509410.378505 + Penalty 3591.858936 = -8505818.519570 nChanged 169 SP:Iteration 24Q (931.861294 sec): 3 clusters Score: Raw -8509455.941361 + Penalty 3591.858936 = -8505864.082425 nChanged 154 SP:Iteration 25Q (931.990720 sec): 3 clusters Score: Raw -8509501.381004 + Penalty 3591.858936 = -8505909.522068 nChanged 141 SP:Iteration 26Q (932.117002 sec): 3 clusters Score: Raw -8509541.806382 + Penalty 3591.858936 = -8505949.947447 nChanged 123 SP:Iteration 27Q (932.219424 sec): 3 clusters Score: Raw -8509572.770119 + Penalty 3591.858936 = -8505980.911183 nChanged 127 SP:Iteration 28Q (932.334103 sec): 3 clusters Score: Raw -8509603.789772 + Penalty 3591.858936 = -8506011.930836 nChanged 118 SP:Iteration 29Q (932.471759 sec): 3 clusters Score: Raw -8509630.143589 + Penalty 3591.858936 = -8506038.284654 nChanged 108 SP:Iteration 30Q (932.605139 sec): 3 clusters Score: Raw -8509651.658464 + Penalty 3591.858936 = -8506059.799529 nChanged 98 SP:Iteration 31Q (932.729951 sec): 3 clusters Score: Raw -8509672.487140 + Penalty 3591.858936 = -8506080.628204 nChanged 82 SP:Iteration 32Q (932.862802 sec): 3 clusters Score: Raw -8509687.503741 + Penalty 3591.858936 = -8506095.644806 nChanged 85 SP:Iteration 33Q (933.003101 sec): 3 clusters Score: Raw -8509705.305673 + Penalty 3591.858936 = -8506113.446738 nChanged 79 SP:Iteration 34Q (933.136995 sec): 3 clusters Score: Raw -8509721.301073 + Penalty 3591.858936 = -8506129.442137 nChanged 72 SP:Iteration 35Q (933.273424 sec): 3 clusters Score: Raw -8509736.882091 + Penalty 3591.858936 = -8506145.023156 nChanged 81 SP:Iteration 36Q (933.421860 sec): 3 clusters Score: Raw -8509751.983070 + Penalty 3591.858936 = -8506160.124135 nChanged 66 SP:Iteration 37Q (933.545905 sec): 3 clusters Score: Raw -8509764.338038 + Penalty 3591.858936 = -8506172.479102 nChanged 57 SP:Iteration 38Q (933.646433 sec): 3 clusters Score: Raw -8509774.404497 + Penalty 3591.858936 = -8506182.545562 nChanged 51 SP:Iteration 39Q (933.759360 sec): 3 clusters Score: Raw -8509782.670133 + Penalty 3591.858936 = -8506190.811197 nChanged 58 SP:Iteration 40F (933.890765 sec): 3 clusters Score: Raw -8509792.983468 + Penalty 3591.858936 = -8506201.124532 nChanged 67 SP:Iteration 41Q (934.016653 sec): 3 clusters Score: Raw -8509806.831773 + Penalty 3591.858936 = -8506214.972838 nChanged 53 SP:Iteration 42Q (934.154865 sec): 3 clusters Score: Raw -8509816.375492 + Penalty 3591.858936 = -8506224.516556 nChanged 43 SP:Iteration 43Q (934.294563 sec): 3 clusters Score: Raw -8509823.336991 + Penalty 3591.858936 = -8506231.478055 nChanged 39 SP:Iteration 44Q (934.429307 sec): 3 clusters Score: Raw -8509829.377427 + Penalty 3591.858936 = -8506237.518492 nChanged 34 SP:Iteration 45Q (934.560794 sec): 3 clusters Score: Raw -8509834.859745 + Penalty 3591.858936 = -8506243.000809 nChanged 24 SP:Iteration 46Q (934.685539 sec): 3 clusters Score: Raw -8509837.778867 + Penalty 3591.858936 = -8506245.919931 nChanged 20 SP:Iteration 47Q (934.821638 sec): 3 clusters Score: Raw -8509840.335011 + Penalty 3591.858936 = -8506248.476075 nChanged 23 SP:Iteration 48Q (934.958006 sec): 3 clusters Score: Raw -8509843.110479 + Penalty 3591.858936 = -8506251.251543 nChanged 29 SP:Iteration 49Q (935.094715 sec): 3 clusters Score: Raw -8509847.658020 + Penalty 3591.858936 = -8506255.799084 nChanged 23 SP:Iteration 50Q (935.230659 sec): 3 clusters Score: Raw -8509850.864726 + Penalty 3591.858936 = -8506259.005791 nChanged 30 SP:Iteration 51Q (935.367136 sec): 3 clusters Score: Raw -8509854.822902 + Penalty 3591.858936 = -8506262.963966 nChanged 26 SP:Iteration 52Q (935.505267 sec): 3 clusters Score: Raw -8509858.340144 + Penalty 3591.858936 = -8506266.481208 nChanged 20 SP:Iteration 53Q (935.639225 sec): 3 clusters Score: Raw -8509860.353043 + Penalty 3591.858936 = -8506268.494107 nChanged 17 SP:Iteration 54Q (935.748102 sec): 3 clusters Score: Raw -8509861.865462 + Penalty 3591.858936 = -8506270.006527 nChanged 11 SP:Iteration 55Q (935.871963 sec): 3 clusters Score: Raw -8509863.340909 + Penalty 3591.858936 = -8506271.481973 nChanged 16 SP:Iteration 56Q (935.986886 sec): 3 clusters Score: Raw -8509865.204385 + Penalty 3591.858936 = -8506273.345449 nChanged 11 SP:Iteration 57Q (936.110774 sec): 3 clusters Score: Raw -8509866.250569 + Penalty 3591.858936 = -8506274.391634 nChanged 8 SP:Iteration 58Q (936.224545 sec): 3 clusters Score: Raw -8509867.112924 + Penalty 3591.858936 = -8506275.253989 nChanged 14 SP:Iteration 59Q (936.350857 sec): 3 clusters Score: Raw -8509869.174004 + Penalty 3591.858936 = -8506277.315068 nChanged 15 SP:Iteration 60F (936.492867 sec): 3 clusters Score: Raw -8509871.161910 + Penalty 3591.858936 = -8506279.302974 nChanged 9 SP:Iteration 61Q (936.617900 sec): 3 clusters Score: Raw -8509872.143006 + Penalty 3591.858936 = -8506280.284070 nChanged 9 SP:Iteration 62Q (936.737107 sec): 3 clusters Score: Raw -8509872.804833 + Penalty 3591.858936 = -8506280.945898 nChanged 9 SP:Iteration 63Q (936.861588 sec): 3 clusters Score: Raw -8509873.808438 + Penalty 3591.858936 = -8506281.949502 nChanged 6 SP:Iteration 64Q (936.988663 sec): 3 clusters Score: Raw -8509874.252530 + Penalty 3591.858936 = -8506282.393595 nChanged 5 SP:Iteration 65Q (937.113661 sec): 3 clusters Score: Raw -8509874.597383 + Penalty 3591.858936 = -8506282.738447 nChanged 4 SP:Iteration 66Q (937.233488 sec): 3 clusters Score: Raw -8509874.870205 + Penalty 3591.858936 = -8506283.011269 nChanged 1 SP:Iteration 67Q (937.362185 sec): 3 clusters Score: Raw -8509874.912608 + Penalty 3591.858936 = -8506283.053673 nChanged 0 SP:Iteration 68F (937.510882 sec): 3 clusters Score: Raw -8509874.912608 + Penalty 3591.858936 = -8506283.053673 nChanged 0 Trying to split cluster 8 (50851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (937.593250 sec): 2 clusters Score: Raw -6644310.061219 + Penalty 1760.956448 = -6642549.104771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (937.727536 sec): 3 clusters Score: Raw -6612137.167637 + Penalty 3521.912897 = -6608615.254740 nChanged 23848 SP:Iteration 1F (937.860795 sec): 3 clusters Score: Raw -6625517.016220 + Penalty 3521.912897 = -6621995.103323 nChanged 2138 SP:Iteration 2Q (937.999292 sec): 3 clusters Score: Raw -6626197.046612 + Penalty 3521.912897 = -6622675.133715 nChanged 2373 SP:Iteration 3Q (938.142229 sec): 3 clusters Score: Raw -6627151.189714 + Penalty 3521.912897 = -6623629.276818 nChanged 2813 SP:Iteration 4F (938.282592 sec): 3 clusters Score: Raw -6628574.597877 + Penalty 3521.912897 = -6625052.684980 nChanged 3329 SP:Iteration 5F (938.421637 sec): 3 clusters Score: Raw -6630599.886736 + Penalty 3521.912897 = -6627077.973839 nChanged 3707 SP:Iteration 6F (938.560541 sec): 3 clusters Score: Raw -6633292.099037 + Penalty 3521.912897 = -6629770.186140 nChanged 3634 SP:Iteration 7F (938.694285 sec): 3 clusters Score: Raw -6636264.857075 + Penalty 3521.912897 = -6632742.944179 nChanged 2949 SP:Iteration 8F (938.820358 sec): 3 clusters Score: Raw -6638817.876172 + Penalty 3521.912897 = -6635295.963276 nChanged 2043 SP:Iteration 9Q (938.943749 sec): 3 clusters Score: Raw -6640667.139262 + Penalty 3521.912897 = -6637145.226365 nChanged 1311 SP:Iteration 10Q (939.072895 sec): 3 clusters Score: Raw -6641971.851145 + Penalty 3521.912897 = -6638449.938248 nChanged 855 SP:Iteration 11Q (939.189883 sec): 3 clusters Score: Raw -6643013.884633 + Penalty 3521.912897 = -6639491.971736 nChanged 550 SP:Iteration 12Q (939.302286 sec): 3 clusters Score: Raw -6643699.681622 + Penalty 3521.912897 = -6640177.768725 nChanged 414 SP:Iteration 13Q (939.416735 sec): 3 clusters Score: Raw -6644051.746660 + Penalty 3521.912897 = -6640529.833763 nChanged 278 SP:Iteration 14Q (939.520609 sec): 3 clusters Score: Raw -6644205.063498 + Penalty 3521.912897 = -6640683.150602 nChanged 222 SP:Iteration 15Q (939.633340 sec): 3 clusters Score: Raw -6644314.136269 + Penalty 3521.912897 = -6640792.223372 nChanged 170 SP:Iteration 16Q (939.743708 sec): 3 clusters Score: Raw -6644378.790603 + Penalty 3521.912897 = -6640856.877706 nChanged 139 SP:Iteration 17Q (939.856046 sec): 3 clusters Score: Raw -6644426.499873 + Penalty 3521.912897 = -6640904.586976 nChanged 126 SP:Iteration 18Q (939.967369 sec): 3 clusters Score: Raw -6644464.398002 + Penalty 3521.912897 = -6640942.485105 nChanged 110 SP:Iteration 19Q (940.080707 sec): 3 clusters Score: Raw -6644493.708885 + Penalty 3521.912897 = -6640971.795988 nChanged 83 SP:Iteration 20F (940.213134 sec): 3 clusters Score: Raw -6644515.812803 + Penalty 3521.912897 = -6640993.899906 nChanged 65 SP:Iteration 21Q (940.325899 sec): 3 clusters Score: Raw -6644530.633258 + Penalty 3521.912897 = -6641008.720361 nChanged 49 SP:Iteration 22Q (940.438395 sec): 3 clusters Score: Raw -6644540.713785 + Penalty 3521.912897 = -6641018.800888 nChanged 46 SP:Iteration 23Q (940.546071 sec): 3 clusters Score: Raw -6644551.188542 + Penalty 3521.912897 = -6641029.275645 nChanged 43 SP:Iteration 24Q (940.650703 sec): 3 clusters Score: Raw -6644558.979366 + Penalty 3521.912897 = -6641037.066469 nChanged 28 SP:Iteration 25Q (940.762495 sec): 3 clusters Score: Raw -6644564.709000 + Penalty 3521.912897 = -6641042.796103 nChanged 27 SP:Iteration 26Q (940.867823 sec): 3 clusters Score: Raw -6644569.265535 + Penalty 3521.912897 = -6641047.352639 nChanged 21 SP:Iteration 27Q (940.974311 sec): 3 clusters Score: Raw -6644572.806676 + Penalty 3521.912897 = -6641050.893779 nChanged 20 SP:Iteration 28Q (941.087392 sec): 3 clusters Score: Raw -6644575.385193 + Penalty 3521.912897 = -6641053.472296 nChanged 15 SP:Iteration 29Q (941.186165 sec): 3 clusters Score: Raw -6644577.326006 + Penalty 3521.912897 = -6641055.413109 nChanged 13 SP:Iteration 30Q (941.296445 sec): 3 clusters Score: Raw -6644578.740109 + Penalty 3521.912897 = -6641056.827212 nChanged 5 SP:Iteration 31Q (941.408413 sec): 3 clusters Score: Raw -6644579.457973 + Penalty 3521.912897 = -6641057.545076 nChanged 3 SP:Iteration 32Q (941.520684 sec): 3 clusters Score: Raw -6644579.675800 + Penalty 3521.912897 = -6641057.762903 nChanged 2 SP:Iteration 33Q (941.633035 sec): 3 clusters Score: Raw -6644579.845690 + Penalty 3521.912897 = -6641057.932793 nChanged 2 SP:Iteration 34Q (941.733278 sec): 3 clusters Score: Raw -6644580.061930 + Penalty 3521.912897 = -6641058.149033 nChanged 1 SP:Iteration 35Q (941.844387 sec): 3 clusters Score: Raw -6644580.107321 + Penalty 3521.912897 = -6641058.194425 nChanged 0 SP:Iteration 36F (941.976589 sec): 3 clusters Score: Raw -6644580.107321 + Penalty 3521.912897 = -6641058.194425 nChanged 0 Trying to split cluster 9 (8737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (942.004606 sec): 2 clusters Score: Raw -1136410.705754 + Penalty 1474.739851 = -1134935.965903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (942.067620 sec): 3 clusters Score: Raw -1131531.459464 + Penalty 2949.479702 = -1128581.979762 nChanged 3769 SP:Iteration 1F (942.130311 sec): 3 clusters Score: Raw -1133897.693792 + Penalty 2949.479702 = -1130948.214090 nChanged 688 SP:Iteration 2F (942.192201 sec): 3 clusters Score: Raw -1134596.345841 + Penalty 2949.479702 = -1131646.866139 nChanged 697 SP:Iteration 3F (942.254094 sec): 3 clusters Score: Raw -1135468.093954 + Penalty 2949.479702 = -1132518.614252 nChanged 782 SP:Iteration 4F (942.316384 sec): 3 clusters Score: Raw -1136226.414785 + Penalty 2949.479702 = -1133276.935083 nChanged 692 SP:Iteration 5F (942.378632 sec): 3 clusters Score: Raw -1136763.907952 + Penalty 2949.479702 = -1133814.428250 nChanged 564 SP:Iteration 6F (942.441152 sec): 3 clusters Score: Raw -1137176.207077 + Penalty 2949.479702 = -1134226.727375 nChanged 426 SP:Iteration 7Q (942.514548 sec): 3 clusters Score: Raw -1137478.351272 + Penalty 2949.479702 = -1134528.871569 nChanged 301 SP:Iteration 8Q (942.561051 sec): 3 clusters Score: Raw -1137671.116645 + Penalty 2949.479702 = -1134721.636942 nChanged 187 SP:Iteration 9Q (942.620480 sec): 3 clusters Score: Raw -1137765.900437 + Penalty 2949.479702 = -1134816.420735 nChanged 86 SP:Iteration 10Q (942.683136 sec): 3 clusters Score: Raw -1137802.148321 + Penalty 2949.479702 = -1134852.668618 nChanged 53 SP:Iteration 11Q (942.746607 sec): 3 clusters Score: Raw -1137820.817253 + Penalty 2949.479702 = -1134871.337551 nChanged 43 SP:Iteration 12Q (942.808488 sec): 3 clusters Score: Raw -1137838.366620 + Penalty 2949.479702 = -1134888.886918 nChanged 37 SP:Iteration 13Q (942.869037 sec): 3 clusters Score: Raw -1137851.165754 + Penalty 2949.479702 = -1134901.686052 nChanged 23 SP:Iteration 14Q (942.931067 sec): 3 clusters Score: Raw -1137858.362350 + Penalty 2949.479702 = -1134908.882648 nChanged 19 SP:Iteration 15Q (943.004270 sec): 3 clusters Score: Raw -1137863.694290 + Penalty 2949.479702 = -1134914.214587 nChanged 20 SP:Iteration 16Q (943.054854 sec): 3 clusters Score: Raw -1137868.374758 + Penalty 2949.479702 = -1134918.895056 nChanged 17 SP:Iteration 17Q (943.117286 sec): 3 clusters Score: Raw -1137874.155698 + Penalty 2949.479702 = -1134924.675996 nChanged 18 SP:Iteration 18Q (943.190485 sec): 3 clusters Score: Raw -1137880.919621 + Penalty 2949.479702 = -1134931.439919 nChanged 24 SP:Iteration 19Q (943.241150 sec): 3 clusters Score: Raw -1137889.133308 + Penalty 2949.479702 = -1134939.653606 nChanged 12 SP:Iteration 20F (943.303505 sec): 3 clusters Score: Raw -1137891.923313 + Penalty 2949.479702 = -1134942.443611 nChanged 8 SP:Iteration 21Q (943.365442 sec): 3 clusters Score: Raw -1137894.046507 + Penalty 2949.479702 = -1134944.566805 nChanged 11 SP:Iteration 22Q (943.427410 sec): 3 clusters Score: Raw -1137897.506162 + Penalty 2949.479702 = -1134948.026460 nChanged 15 SP:Iteration 23Q (943.489429 sec): 3 clusters Score: Raw -1137901.506566 + Penalty 2949.479702 = -1134952.026864 nChanged 9 SP:Iteration 24Q (943.562800 sec): 3 clusters Score: Raw -1137903.946135 + Penalty 2949.479702 = -1134954.466433 nChanged 10 SP:Iteration 25Q (943.613645 sec): 3 clusters Score: Raw -1137907.808173 + Penalty 2949.479702 = -1134958.328471 nChanged 9 SP:Iteration 26Q (943.669764 sec): 3 clusters Score: Raw -1137910.649635 + Penalty 2949.479702 = -1134961.169933 nChanged 11 SP:Iteration 27Q (943.731782 sec): 3 clusters Score: Raw -1137913.452368 + Penalty 2949.479702 = -1134963.972666 nChanged 10 SP:Iteration 28Q (943.794096 sec): 3 clusters Score: Raw -1137917.138271 + Penalty 2949.479702 = -1134967.658569 nChanged 10 SP:Iteration 29Q (943.864782 sec): 3 clusters Score: Raw -1137919.914040 + Penalty 2949.479702 = -1134970.434338 nChanged 5 SP:Iteration 30Q (943.917041 sec): 3 clusters Score: Raw -1137921.396552 + Penalty 2949.479702 = -1134971.916850 nChanged 5 SP:Iteration 31Q (943.990740 sec): 3 clusters Score: Raw -1137923.103561 + Penalty 2949.479702 = -1134973.623859 nChanged 4 SP:Iteration 32Q (944.042345 sec): 3 clusters Score: Raw -1137923.980034 + Penalty 2949.479702 = -1134974.500332 nChanged 3 SP:Iteration 33Q (944.104933 sec): 3 clusters Score: Raw -1137924.807803 + Penalty 2949.479702 = -1134975.328101 nChanged 2 SP:Iteration 34Q (944.162458 sec): 3 clusters Score: Raw -1137925.081742 + Penalty 2949.479702 = -1134975.602040 nChanged 2 SP:Iteration 35Q (944.221099 sec): 3 clusters Score: Raw -1137925.342068 + Penalty 2949.479702 = -1134975.862365 nChanged 0 SP:Iteration 36F (944.283854 sec): 3 clusters Score: Raw -1137925.342068 + Penalty 2949.479702 = -1134975.862365 nChanged 0 Score: Raw -57376385.412485 + Penalty 40075.650180 = -57336309.762305 Splitting cluster 9 changes total score from -57336902.454210 to -57336309.762305 So it's not getting split. Trying to split cluster 10 (6249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (949.730795 sec): 2 clusters Score: Raw -817472.259386 + Penalty 1420.278719 = -816051.980668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (949.775868 sec): 3 clusters Score: Raw -814130.383080 + Penalty 2840.557437 = -811289.825643 nChanged 2572 SP:Iteration 1F (949.833546 sec): 3 clusters Score: Raw -815738.231678 + Penalty 2840.557437 = -812897.674240 nChanged 562 SP:Iteration 2F (949.888737 sec): 3 clusters Score: Raw -816228.301185 + Penalty 2840.557437 = -813387.743748 nChanged 507 SP:Iteration 3F (949.934648 sec): 3 clusters Score: Raw -816696.407658 + Penalty 2840.557437 = -813855.850221 nChanged 462 SP:Iteration 4F (949.994686 sec): 3 clusters Score: Raw -817100.147844 + Penalty 2840.557437 = -814259.590406 nChanged 373 SP:Iteration 5F (950.037783 sec): 3 clusters Score: Raw -817377.792232 + Penalty 2840.557437 = -814537.234794 nChanged 299 SP:Iteration 6Q (950.093661 sec): 3 clusters Score: Raw -817563.783176 + Penalty 2840.557437 = -814723.225739 nChanged 208 SP:Iteration 7Q (950.141533 sec): 3 clusters Score: Raw -817672.625616 + Penalty 2840.557437 = -814832.068179 nChanged 138 SP:Iteration 8Q (950.207879 sec): 3 clusters Score: Raw -817728.415724 + Penalty 2840.557437 = -814887.858287 nChanged 96 SP:Iteration 9Q (950.251435 sec): 3 clusters Score: Raw -817767.918225 + Penalty 2840.557437 = -814927.360788 nChanged 76 SP:Iteration 10Q (950.302823 sec): 3 clusters Score: Raw -817794.084749 + Penalty 2840.557437 = -814953.527312 nChanged 56 SP:Iteration 11Q (950.369477 sec): 3 clusters Score: Raw -817814.045237 + Penalty 2840.557437 = -814973.487799 nChanged 41 SP:Iteration 12Q (950.411676 sec): 3 clusters Score: Raw -817824.977689 + Penalty 2840.557437 = -814984.420252 nChanged 37 SP:Iteration 13Q (950.472126 sec): 3 clusters Score: Raw -817836.230374 + Penalty 2840.557437 = -814995.672937 nChanged 32 SP:Iteration 14Q (950.534921 sec): 3 clusters Score: Raw -817846.903225 + Penalty 2840.557437 = -815006.345787 nChanged 39 SP:Iteration 15Q (950.588115 sec): 3 clusters Score: Raw -817857.913104 + Penalty 2840.557437 = -815017.355667 nChanged 32 SP:Iteration 16Q (950.639913 sec): 3 clusters Score: Raw -817868.040186 + Penalty 2840.557437 = -815027.482749 nChanged 30 SP:Iteration 17Q (950.708889 sec): 3 clusters Score: Raw -817875.887412 + Penalty 2840.557437 = -815035.329975 nChanged 21 SP:Iteration 18Q (950.764721 sec): 3 clusters Score: Raw -817880.836449 + Penalty 2840.557437 = -815040.279012 nChanged 18 SP:Iteration 19Q (950.823587 sec): 3 clusters Score: Raw -817885.424779 + Penalty 2840.557437 = -815044.867342 nChanged 12 SP:Iteration 20F (950.881093 sec): 3 clusters Score: Raw -817888.797274 + Penalty 2840.557437 = -815048.239837 nChanged 9 SP:Iteration 21Q (950.927815 sec): 3 clusters Score: Raw -817891.353851 + Penalty 2840.557437 = -815050.796413 nChanged 13 SP:Iteration 22Q (950.986016 sec): 3 clusters Score: Raw -817896.095768 + Penalty 2840.557437 = -815055.538330 nChanged 15 SP:Iteration 23Q (951.032761 sec): 3 clusters Score: Raw -817899.648180 + Penalty 2840.557437 = -815059.090743 nChanged 12 SP:Iteration 24Q (951.091794 sec): 3 clusters Score: Raw -817903.147879 + Penalty 2840.557437 = -815062.590442 nChanged 15 SP:Iteration 25Q (951.147277 sec): 3 clusters Score: Raw -817907.906441 + Penalty 2840.557437 = -815067.349003 nChanged 15 SP:Iteration 26Q (951.200909 sec): 3 clusters Score: Raw -817912.254061 + Penalty 2840.557437 = -815071.696623 nChanged 17 SP:Iteration 27Q (951.251078 sec): 3 clusters Score: Raw -817917.330463 + Penalty 2840.557437 = -815076.773025 nChanged 18 SP:Iteration 28Q (951.322024 sec): 3 clusters Score: Raw -817922.369541 + Penalty 2840.557437 = -815081.812104 nChanged 12 SP:Iteration 29Q (951.382369 sec): 3 clusters Score: Raw -817925.741436 + Penalty 2840.557437 = -815085.183998 nChanged 14 SP:Iteration 30Q (951.442468 sec): 3 clusters Score: Raw -817930.063773 + Penalty 2840.557437 = -815089.506335 nChanged 13 SP:Iteration 31Q (951.491979 sec): 3 clusters Score: Raw -817933.207325 + Penalty 2840.557437 = -815092.649888 nChanged 16 SP:Iteration 32Q (951.547389 sec): 3 clusters Score: Raw -817937.149287 + Penalty 2840.557437 = -815096.591850 nChanged 14 SP:Iteration 33Q (951.597442 sec): 3 clusters Score: Raw -817942.242231 + Penalty 2840.557437 = -815101.684794 nChanged 18 SP:Iteration 34Q (951.650676 sec): 3 clusters Score: Raw -817947.721717 + Penalty 2840.557437 = -815107.164280 nChanged 18 SP:Iteration 35Q (951.710891 sec): 3 clusters Score: Raw -817954.386945 + Penalty 2840.557437 = -815113.829507 nChanged 11 SP:Iteration 36Q (951.770301 sec): 3 clusters Score: Raw -817958.142489 + Penalty 2840.557437 = -815117.585052 nChanged 13 SP:Iteration 37Q (951.832234 sec): 3 clusters Score: Raw -817962.379082 + Penalty 2840.557437 = -815121.821644 nChanged 13 SP:Iteration 38Q (951.880216 sec): 3 clusters Score: Raw -817965.454832 + Penalty 2840.557437 = -815124.897394 nChanged 12 SP:Iteration 39Q (951.938087 sec): 3 clusters Score: Raw -817968.772993 + Penalty 2840.557437 = -815128.215556 nChanged 10 SP:Iteration 40F (951.996800 sec): 3 clusters Score: Raw -817972.169368 + Penalty 2840.557437 = -815131.611931 nChanged 12 SP:Iteration 41Q (952.062633 sec): 3 clusters Score: Raw -817976.146155 + Penalty 2840.557437 = -815135.588718 nChanged 16 SP:Iteration 42Q (952.113677 sec): 3 clusters Score: Raw -817981.594086 + Penalty 2840.557437 = -815141.036649 nChanged 15 SP:Iteration 43Q (952.168818 sec): 3 clusters Score: Raw -817987.308848 + Penalty 2840.557437 = -815146.751411 nChanged 17 SP:Iteration 44Q (952.216420 sec): 3 clusters Score: Raw -817991.627492 + Penalty 2840.557437 = -815151.070054 nChanged 16 SP:Iteration 45Q (952.274901 sec): 3 clusters Score: Raw -817996.297919 + Penalty 2840.557437 = -815155.740482 nChanged 12 SP:Iteration 46Q (952.342725 sec): 3 clusters Score: Raw -818000.915854 + Penalty 2840.557437 = -815160.358416 nChanged 16 SP:Iteration 47Q (952.398009 sec): 3 clusters Score: Raw -818004.061925 + Penalty 2840.557437 = -815163.504488 nChanged 11 SP:Iteration 48Q (952.448555 sec): 3 clusters Score: Raw -818006.985128 + Penalty 2840.557437 = -815166.427691 nChanged 17 SP:Iteration 49Q (952.519528 sec): 3 clusters Score: Raw -818012.329870 + Penalty 2840.557437 = -815171.772433 nChanged 20 SP:Iteration 50Q (952.568385 sec): 3 clusters Score: Raw -818019.947570 + Penalty 2840.557437 = -815179.390133 nChanged 21 SP:Iteration 51Q (952.628681 sec): 3 clusters Score: Raw -818028.310501 + Penalty 2840.557437 = -815187.753064 nChanged 24 SP:Iteration 52Q (952.688566 sec): 3 clusters Score: Raw -818038.796721 + Penalty 2840.557437 = -815198.239283 nChanged 23 SP:Iteration 53Q (952.748573 sec): 3 clusters Score: Raw -818046.854386 + Penalty 2840.557437 = -815206.296948 nChanged 18 SP:Iteration 54Q (952.803658 sec): 3 clusters Score: Raw -818052.381981 + Penalty 2840.557437 = -815211.824544 nChanged 25 SP:Iteration 55Q (952.871029 sec): 3 clusters Score: Raw -818059.014788 + Penalty 2840.557437 = -815218.457351 nChanged 15 SP:Iteration 56Q (952.918761 sec): 3 clusters Score: Raw -818063.373212 + Penalty 2840.557437 = -815222.815775 nChanged 13 SP:Iteration 57Q (952.974881 sec): 3 clusters Score: Raw -818067.613928 + Penalty 2840.557437 = -815227.056491 nChanged 10 SP:Iteration 58Q (953.035856 sec): 3 clusters Score: Raw -818070.137853 + Penalty 2840.557437 = -815229.580415 nChanged 10 SP:Iteration 59Q (953.086383 sec): 3 clusters Score: Raw -818072.638585 + Penalty 2840.557437 = -815232.081148 nChanged 12 SP:Iteration 60F (953.129845 sec): 3 clusters Score: Raw -818076.475272 + Penalty 2840.557437 = -815235.917834 nChanged 9 SP:Iteration 61Q (953.187770 sec): 3 clusters Score: Raw -818079.408628 + Penalty 2840.557437 = -815238.851191 nChanged 9 SP:Iteration 62Q (953.257460 sec): 3 clusters Score: Raw -818082.091558 + Penalty 2840.557437 = -815241.534121 nChanged 5 SP:Iteration 63Q (953.316404 sec): 3 clusters Score: Raw -818083.403938 + Penalty 2840.557437 = -815242.846501 nChanged 3 SP:Iteration 64Q (953.361391 sec): 3 clusters Score: Raw -818084.568896 + Penalty 2840.557437 = -815244.011458 nChanged 1 SP:Iteration 65Q (953.430948 sec): 3 clusters Score: Raw -818084.783633 + Penalty 2840.557437 = -815244.226196 nChanged 1 SP:Iteration 66Q (953.478793 sec): 3 clusters Score: Raw -818084.920231 + Penalty 2840.557437 = -815244.362794 nChanged 0 SP:Iteration 67F (953.537678 sec): 3 clusters Score: Raw -818084.920231 + Penalty 2840.557437 = -815244.362794 nChanged 0 Trying to split cluster 11 (13151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (953.591347 sec): 2 clusters Score: Raw -1786751.281112 + Penalty 1541.191126 = -1785210.089986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (953.661568 sec): 3 clusters Score: Raw -1779127.487488 + Penalty 3082.382251 = -1776045.105237 nChanged 5820 SP:Iteration 1F (953.721194 sec): 3 clusters Score: Raw -1782504.698267 + Penalty 3082.382251 = -1779422.316016 nChanged 941 SP:Iteration 2F (953.793201 sec): 3 clusters Score: Raw -1783041.826400 + Penalty 3082.382251 = -1779959.444149 nChanged 829 SP:Iteration 3F (953.860330 sec): 3 clusters Score: Raw -1783631.311164 + Penalty 3082.382251 = -1780548.928913 nChanged 811 SP:Iteration 4F (953.917982 sec): 3 clusters Score: Raw -1784264.187286 + Penalty 3082.382251 = -1781181.805035 nChanged 826 SP:Iteration 5F (953.989486 sec): 3 clusters Score: Raw -1784912.067364 + Penalty 3082.382251 = -1781829.685113 nChanged 796 SP:Iteration 6F (954.049603 sec): 3 clusters Score: Raw -1785514.252459 + Penalty 3082.382251 = -1782431.870208 nChanged 745 SP:Iteration 7F (954.129312 sec): 3 clusters Score: Raw -1786022.331674 + Penalty 3082.382251 = -1782939.949423 nChanged 605 SP:Iteration 8Q (954.199873 sec): 3 clusters Score: Raw -1786407.643317 + Penalty 3082.382251 = -1783325.261066 nChanged 496 SP:Iteration 9Q (954.258376 sec): 3 clusters Score: Raw -1786661.904345 + Penalty 3082.382251 = -1783579.522094 nChanged 352 SP:Iteration 10Q (954.328905 sec): 3 clusters Score: Raw -1786805.682426 + Penalty 3082.382251 = -1783723.300175 nChanged 235 SP:Iteration 11Q (954.409367 sec): 3 clusters Score: Raw -1786887.797510 + Penalty 3082.382251 = -1783805.415259 nChanged 176 SP:Iteration 12Q (954.469834 sec): 3 clusters Score: Raw -1786956.592852 + Penalty 3082.382251 = -1783874.210601 nChanged 180 SP:Iteration 13Q (954.548768 sec): 3 clusters Score: Raw -1787022.018437 + Penalty 3082.382251 = -1783939.636186 nChanged 152 SP:Iteration 14Q (954.614631 sec): 3 clusters Score: Raw -1787064.108557 + Penalty 3082.382251 = -1783981.726306 nChanged 156 SP:Iteration 15Q (954.682609 sec): 3 clusters Score: Raw -1787108.066752 + Penalty 3082.382251 = -1784025.684500 nChanged 138 SP:Iteration 16Q (954.750659 sec): 3 clusters Score: Raw -1787146.419089 + Penalty 3082.382251 = -1784064.036838 nChanged 126 SP:Iteration 17Q (954.818312 sec): 3 clusters Score: Raw -1787180.449015 + Penalty 3082.382251 = -1784098.066764 nChanged 136 SP:Iteration 18Q (954.887454 sec): 3 clusters Score: Raw -1787217.082753 + Penalty 3082.382251 = -1784134.700502 nChanged 135 SP:Iteration 19Q (954.942236 sec): 3 clusters Score: Raw -1787250.866290 + Penalty 3082.382251 = -1784168.484039 nChanged 124 SP:Iteration 20F (955.018615 sec): 3 clusters Score: Raw -1787285.110026 + Penalty 3082.382251 = -1784202.727775 nChanged 129 SP:Iteration 21Q (955.086502 sec): 3 clusters Score: Raw -1787323.503693 + Penalty 3082.382251 = -1784241.121442 nChanged 135 SP:Iteration 22Q (955.155953 sec): 3 clusters Score: Raw -1787369.722308 + Penalty 3082.382251 = -1784287.340056 nChanged 145 SP:Iteration 23Q (955.215194 sec): 3 clusters Score: Raw -1787418.719901 + Penalty 3082.382251 = -1784336.337650 nChanged 140 SP:Iteration 24Q (955.283985 sec): 3 clusters Score: Raw -1787474.290518 + Penalty 3082.382251 = -1784391.908267 nChanged 135 SP:Iteration 25Q (955.358725 sec): 3 clusters Score: Raw -1787528.540864 + Penalty 3082.382251 = -1784446.158613 nChanged 139 SP:Iteration 26Q (955.418956 sec): 3 clusters Score: Raw -1787575.457206 + Penalty 3082.382251 = -1784493.074955 nChanged 112 SP:Iteration 27Q (955.487299 sec): 3 clusters Score: Raw -1787612.866874 + Penalty 3082.382251 = -1784530.484623 nChanged 114 SP:Iteration 28Q (955.555455 sec): 3 clusters Score: Raw -1787656.230681 + Penalty 3082.382251 = -1784573.848430 nChanged 118 SP:Iteration 29Q (955.623375 sec): 3 clusters Score: Raw -1787704.241830 + Penalty 3082.382251 = -1784621.859579 nChanged 123 SP:Iteration 30Q (955.691617 sec): 3 clusters Score: Raw -1787746.004191 + Penalty 3082.382251 = -1784663.621940 nChanged 122 SP:Iteration 31Q (955.759922 sec): 3 clusters Score: Raw -1787803.353149 + Penalty 3082.382251 = -1784720.970898 nChanged 127 SP:Iteration 32Q (955.838378 sec): 3 clusters Score: Raw -1787867.539418 + Penalty 3082.382251 = -1784785.157167 nChanged 114 SP:Iteration 33Q (955.907946 sec): 3 clusters Score: Raw -1787912.567148 + Penalty 3082.382251 = -1784830.184896 nChanged 105 SP:Iteration 34Q (955.977409 sec): 3 clusters Score: Raw -1787951.057310 + Penalty 3082.382251 = -1784868.675059 nChanged 87 SP:Iteration 35Q (956.046566 sec): 3 clusters Score: Raw -1787982.111548 + Penalty 3082.382251 = -1784899.729296 nChanged 83 SP:Iteration 36Q (956.106426 sec): 3 clusters Score: Raw -1788011.132911 + Penalty 3082.382251 = -1784928.750660 nChanged 82 SP:Iteration 37Q (956.184569 sec): 3 clusters Score: Raw -1788043.271585 + Penalty 3082.382251 = -1784960.889334 nChanged 76 SP:Iteration 38Q (956.243406 sec): 3 clusters Score: Raw -1788067.839228 + Penalty 3082.382251 = -1784985.456977 nChanged 73 SP:Iteration 39Q (956.308212 sec): 3 clusters Score: Raw -1788091.014901 + Penalty 3082.382251 = -1785008.632650 nChanged 72 SP:Iteration 40F (956.387208 sec): 3 clusters Score: Raw -1788115.624049 + Penalty 3082.382251 = -1785033.241798 nChanged 70 SP:Iteration 41Q (956.446115 sec): 3 clusters Score: Raw -1788136.028164 + Penalty 3082.382251 = -1785053.645913 nChanged 47 SP:Iteration 42Q (956.523781 sec): 3 clusters Score: Raw -1788149.158813 + Penalty 3082.382251 = -1785066.776562 nChanged 35 SP:Iteration 43Q (956.592504 sec): 3 clusters Score: Raw -1788157.622123 + Penalty 3082.382251 = -1785075.239871 nChanged 27 SP:Iteration 44Q (956.651595 sec): 3 clusters Score: Raw -1788162.983785 + Penalty 3082.382251 = -1785080.601534 nChanged 22 SP:Iteration 45Q (956.717428 sec): 3 clusters Score: Raw -1788167.423961 + Penalty 3082.382251 = -1785085.041710 nChanged 25 SP:Iteration 46Q (956.784859 sec): 3 clusters Score: Raw -1788171.321145 + Penalty 3082.382251 = -1785088.938894 nChanged 18 SP:Iteration 47Q (956.843381 sec): 3 clusters Score: Raw -1788175.230059 + Penalty 3082.382251 = -1785092.847808 nChanged 11 SP:Iteration 48Q (956.920352 sec): 3 clusters Score: Raw -1788177.504906 + Penalty 3082.382251 = -1785095.122655 nChanged 17 SP:Iteration 49Q (956.989210 sec): 3 clusters Score: Raw -1788180.633469 + Penalty 3082.382251 = -1785098.251217 nChanged 12 SP:Iteration 50Q (957.058130 sec): 3 clusters Score: Raw -1788182.837488 + Penalty 3082.382251 = -1785100.455237 nChanged 13 SP:Iteration 51Q (957.126722 sec): 3 clusters Score: Raw -1788184.946356 + Penalty 3082.382251 = -1785102.564105 nChanged 9 SP:Iteration 52Q (957.185585 sec): 3 clusters Score: Raw -1788186.822791 + Penalty 3082.382251 = -1785104.440540 nChanged 10 SP:Iteration 53Q (957.263240 sec): 3 clusters Score: Raw -1788188.402641 + Penalty 3082.382251 = -1785106.020390 nChanged 7 SP:Iteration 54Q (957.304364 sec): 3 clusters Score: Raw -1788189.390613 + Penalty 3082.382251 = -1785107.008362 nChanged 4 SP:Iteration 55Q (957.382462 sec): 3 clusters Score: Raw -1788189.987568 + Penalty 3082.382251 = -1785107.605316 nChanged 7 SP:Iteration 56Q (957.441797 sec): 3 clusters Score: Raw -1788191.537415 + Penalty 3082.382251 = -1785109.155164 nChanged 8 SP:Iteration 57Q (957.471135 sec): 3 clusters Score: Raw -1788192.587424 + Penalty 3082.382251 = -1785110.205173 nChanged 7 SP:Iteration 58Q (957.515361 sec): 3 clusters Score: Raw -1788193.961111 + Penalty 3082.382251 = -1785111.578860 nChanged 7 SP:Iteration 59Q (957.546425 sec): 3 clusters Score: Raw -1788195.284462 + Penalty 3082.382251 = -1785112.902211 nChanged 3 SP:Iteration 60F (957.580446 sec): 3 clusters Score: Raw -1788195.705140 + Penalty 3082.382251 = -1785113.322889 nChanged 4 SP:Iteration 61Q (957.624560 sec): 3 clusters Score: Raw -1788196.544044 + Penalty 3082.382251 = -1785114.161793 nChanged 9 SP:Iteration 62Q (957.655625 sec): 3 clusters Score: Raw -1788198.550996 + Penalty 3082.382251 = -1785116.168745 nChanged 8 SP:Iteration 63Q (957.686870 sec): 3 clusters Score: Raw -1788199.844544 + Penalty 3082.382251 = -1785117.462293 nChanged 4 SP:Iteration 64Q (957.731078 sec): 3 clusters Score: Raw -1788200.294755 + Penalty 3082.382251 = -1785117.912504 nChanged 2 SP:Iteration 65Q (957.762116 sec): 3 clusters Score: Raw -1788200.654556 + Penalty 3082.382251 = -1785118.272305 nChanged 2 SP:Iteration 66Q (957.793348 sec): 3 clusters Score: Raw -1788200.911195 + Penalty 3082.382251 = -1785118.528944 nChanged 3 SP:Iteration 67Q (957.837387 sec): 3 clusters Score: Raw -1788201.474472 + Penalty 3082.382251 = -1785119.092221 nChanged 4 SP:Iteration 68Q (957.868421 sec): 3 clusters Score: Raw -1788202.283263 + Penalty 3082.382251 = -1785119.901012 nChanged 2 SP:Iteration 69Q (957.899635 sec): 3 clusters Score: Raw -1788202.575206 + Penalty 3082.382251 = -1785120.192955 nChanged 1 SP:Iteration 70Q (957.944971 sec): 3 clusters Score: Raw -1788202.652573 + Penalty 3082.382251 = -1785120.270321 nChanged 1 SP:Iteration 71Q (957.974385 sec): 3 clusters Score: Raw -1788202.698530 + Penalty 3082.382251 = -1785120.316279 nChanged 0 SP:Iteration 72F (958.008261 sec): 3 clusters Score: Raw -1788202.698530 + Penalty 3082.382251 = -1785120.316279 nChanged 0 Trying to split cluster 12 (10900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (958.034148 sec): 2 clusters Score: Raw -1457803.661342 + Penalty 1510.684186 = -1456292.977156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (958.065916 sec): 3 clusters Score: Raw -1451675.053644 + Penalty 3021.368372 = -1448653.685272 nChanged 4661 SP:Iteration 1F (958.096842 sec): 3 clusters Score: Raw -1454355.426329 + Penalty 3021.368372 = -1451334.057957 nChanged 647 SP:Iteration 2F (958.127789 sec): 3 clusters Score: Raw -1454626.021075 + Penalty 3021.368372 = -1451604.652703 nChanged 495 SP:Iteration 3Q (958.158963 sec): 3 clusters Score: Raw -1454848.464723 + Penalty 3021.368372 = -1451827.096351 nChanged 491 SP:Iteration 4Q (958.204136 sec): 3 clusters Score: Raw -1455107.512201 + Penalty 3021.368372 = -1452086.143829 nChanged 521 SP:Iteration 5Q (958.233538 sec): 3 clusters Score: Raw -1455388.603534 + Penalty 3021.368372 = -1452367.235162 nChanged 502 SP:Iteration 6Q (958.264499 sec): 3 clusters Score: Raw -1455690.027455 + Penalty 3021.368372 = -1452668.659083 nChanged 518 SP:Iteration 7Q (958.295326 sec): 3 clusters Score: Raw -1456024.180989 + Penalty 3021.368372 = -1453002.812617 nChanged 545 SP:Iteration 8Q (958.326061 sec): 3 clusters Score: Raw -1456399.649338 + Penalty 3021.368372 = -1453378.280966 nChanged 493 SP:Iteration 9Q (958.356811 sec): 3 clusters Score: Raw -1456752.450542 + Penalty 3021.368372 = -1453731.082169 nChanged 497 SP:Iteration 10Q (958.392143 sec): 3 clusters Score: Raw -1457074.776133 + Penalty 3021.368372 = -1454053.407761 nChanged 412 SP:Iteration 11Q (958.422062 sec): 3 clusters Score: Raw -1457289.702936 + Penalty 3021.368372 = -1454268.334564 nChanged 318 SP:Iteration 12Q (958.489116 sec): 3 clusters Score: Raw -1457418.178940 + Penalty 3021.368372 = -1454396.810567 nChanged 215 SP:Iteration 13Q (958.561361 sec): 3 clusters Score: Raw -1457497.908616 + Penalty 3021.368372 = -1454476.540244 nChanged 190 SP:Iteration 14Q (958.627495 sec): 3 clusters Score: Raw -1457568.052202 + Penalty 3021.368372 = -1454546.683830 nChanged 174 SP:Iteration 15Q (958.693864 sec): 3 clusters Score: Raw -1457625.991849 + Penalty 3021.368372 = -1454604.623476 nChanged 163 SP:Iteration 16Q (958.759678 sec): 3 clusters Score: Raw -1457671.098982 + Penalty 3021.368372 = -1454649.730610 nChanged 100 SP:Iteration 17Q (958.820385 sec): 3 clusters Score: Raw -1457697.040468 + Penalty 3021.368372 = -1454675.672096 nChanged 96 SP:Iteration 18Q (958.885123 sec): 3 clusters Score: Raw -1457724.723242 + Penalty 3021.368372 = -1454703.354870 nChanged 84 SP:Iteration 19Q (958.944532 sec): 3 clusters Score: Raw -1457745.757291 + Penalty 3021.368372 = -1454724.388919 nChanged 77 SP:Iteration 20F (958.997867 sec): 3 clusters Score: Raw -1457763.652327 + Penalty 3021.368372 = -1454742.283955 nChanged 79 SP:Iteration 21Q (959.073334 sec): 3 clusters Score: Raw -1457782.755438 + Penalty 3021.368372 = -1454761.387066 nChanged 70 SP:Iteration 22Q (959.134284 sec): 3 clusters Score: Raw -1457800.734520 + Penalty 3021.368372 = -1454779.366148 nChanged 71 SP:Iteration 23Q (959.194356 sec): 3 clusters Score: Raw -1457822.218071 + Penalty 3021.368372 = -1454800.849699 nChanged 75 SP:Iteration 24Q (959.254253 sec): 3 clusters Score: Raw -1457840.963307 + Penalty 3021.368372 = -1454819.594935 nChanged 65 SP:Iteration 25Q (959.308019 sec): 3 clusters Score: Raw -1457853.920146 + Penalty 3021.368372 = -1454832.551773 nChanged 57 SP:Iteration 26Q (959.370310 sec): 3 clusters Score: Raw -1457865.058849 + Penalty 3021.368372 = -1454843.690477 nChanged 48 SP:Iteration 27Q (959.442647 sec): 3 clusters Score: Raw -1457874.092215 + Penalty 3021.368372 = -1454852.723843 nChanged 46 SP:Iteration 28Q (959.505766 sec): 3 clusters Score: Raw -1457883.726727 + Penalty 3021.368372 = -1454862.358354 nChanged 48 SP:Iteration 29Q (959.567864 sec): 3 clusters Score: Raw -1457893.510994 + Penalty 3021.368372 = -1454872.142622 nChanged 40 SP:Iteration 30Q (959.626316 sec): 3 clusters Score: Raw -1457902.044319 + Penalty 3021.368372 = -1454880.675947 nChanged 41 SP:Iteration 31Q (959.683632 sec): 3 clusters Score: Raw -1457910.133035 + Penalty 3021.368372 = -1454888.764663 nChanged 47 SP:Iteration 32Q (959.747847 sec): 3 clusters Score: Raw -1457921.018387 + Penalty 3021.368372 = -1454899.650015 nChanged 41 SP:Iteration 33Q (959.812610 sec): 3 clusters Score: Raw -1457928.401070 + Penalty 3021.368372 = -1454907.032697 nChanged 44 SP:Iteration 34Q (959.886619 sec): 3 clusters Score: Raw -1457936.315542 + Penalty 3021.368372 = -1454914.947170 nChanged 30 SP:Iteration 35Q (959.942885 sec): 3 clusters Score: Raw -1457942.535603 + Penalty 3021.368372 = -1454921.167231 nChanged 27 SP:Iteration 36Q (960.013597 sec): 3 clusters Score: Raw -1457947.277846 + Penalty 3021.368372 = -1454925.909473 nChanged 31 SP:Iteration 37Q (960.077648 sec): 3 clusters Score: Raw -1457952.770703 + Penalty 3021.368372 = -1454931.402331 nChanged 32 SP:Iteration 38Q (960.143013 sec): 3 clusters Score: Raw -1457958.480784 + Penalty 3021.368372 = -1454937.112412 nChanged 36 SP:Iteration 39Q (960.207012 sec): 3 clusters Score: Raw -1457965.447306 + Penalty 3021.368372 = -1454944.078934 nChanged 43 SP:Iteration 40F (960.271873 sec): 3 clusters Score: Raw -1457973.209283 + Penalty 3021.368372 = -1454951.840911 nChanged 38 SP:Iteration 41Q (960.327496 sec): 3 clusters Score: Raw -1457980.348849 + Penalty 3021.368372 = -1454958.980477 nChanged 40 SP:Iteration 42Q (960.400579 sec): 3 clusters Score: Raw -1457993.158458 + Penalty 3021.368372 = -1454971.790086 nChanged 54 SP:Iteration 43Q (960.464424 sec): 3 clusters Score: Raw -1458006.770487 + Penalty 3021.368372 = -1454985.402115 nChanged 44 SP:Iteration 44Q (960.518230 sec): 3 clusters Score: Raw -1458016.271096 + Penalty 3021.368372 = -1454994.902724 nChanged 39 SP:Iteration 45Q (960.592250 sec): 3 clusters Score: Raw -1458023.467454 + Penalty 3021.368372 = -1455002.099082 nChanged 32 SP:Iteration 46Q (960.644602 sec): 3 clusters Score: Raw -1458030.366057 + Penalty 3021.368372 = -1455008.997685 nChanged 32 SP:Iteration 47Q (960.706416 sec): 3 clusters Score: Raw -1458037.314785 + Penalty 3021.368372 = -1455015.946413 nChanged 37 SP:Iteration 48Q (960.769588 sec): 3 clusters Score: Raw -1458046.312553 + Penalty 3021.368372 = -1455024.944181 nChanged 40 SP:Iteration 49Q (960.845664 sec): 3 clusters Score: Raw -1458057.521074 + Penalty 3021.368372 = -1455036.152702 nChanged 46 SP:Iteration 50Q (960.911625 sec): 3 clusters Score: Raw -1458067.267496 + Penalty 3021.368372 = -1455045.899124 nChanged 39 SP:Iteration 51Q (960.974449 sec): 3 clusters Score: Raw -1458075.206681 + Penalty 3021.368372 = -1455053.838309 nChanged 30 SP:Iteration 52Q (961.043530 sec): 3 clusters Score: Raw -1458081.523746 + Penalty 3021.368372 = -1455060.155374 nChanged 32 SP:Iteration 53Q (961.108226 sec): 3 clusters Score: Raw -1458088.365648 + Penalty 3021.368372 = -1455066.997276 nChanged 25 SP:Iteration 54Q (961.168905 sec): 3 clusters Score: Raw -1458092.713962 + Penalty 3021.368372 = -1455071.345590 nChanged 21 SP:Iteration 55Q (961.218245 sec): 3 clusters Score: Raw -1458096.282444 + Penalty 3021.368372 = -1455074.914072 nChanged 29 SP:Iteration 56Q (961.277508 sec): 3 clusters Score: Raw -1458101.211162 + Penalty 3021.368372 = -1455079.842790 nChanged 34 SP:Iteration 57Q (961.348778 sec): 3 clusters Score: Raw -1458107.549843 + Penalty 3021.368372 = -1455086.181471 nChanged 15 SP:Iteration 58Q (961.411793 sec): 3 clusters Score: Raw -1458110.118883 + Penalty 3021.368372 = -1455088.750511 nChanged 17 SP:Iteration 59Q (961.476951 sec): 3 clusters Score: Raw -1458112.842503 + Penalty 3021.368372 = -1455091.474131 nChanged 13 SP:Iteration 60F (961.545161 sec): 3 clusters Score: Raw -1458115.570740 + Penalty 3021.368372 = -1455094.202368 nChanged 11 SP:Iteration 61Q (961.599438 sec): 3 clusters Score: Raw -1458117.296201 + Penalty 3021.368372 = -1455095.927828 nChanged 6 SP:Iteration 62Q (961.664915 sec): 3 clusters Score: Raw -1458118.049579 + Penalty 3021.368372 = -1455096.681207 nChanged 5 SP:Iteration 63Q (961.723438 sec): 3 clusters Score: Raw -1458118.570223 + Penalty 3021.368372 = -1455097.201851 nChanged 4 SP:Iteration 64Q (961.789269 sec): 3 clusters Score: Raw -1458119.193646 + Penalty 3021.368372 = -1455097.825274 nChanged 2 SP:Iteration 65Q (961.855204 sec): 3 clusters Score: Raw -1458119.436178 + Penalty 3021.368372 = -1455098.067806 nChanged 3 SP:Iteration 66Q (961.914123 sec): 3 clusters Score: Raw -1458120.018703 + Penalty 3021.368372 = -1455098.650331 nChanged 3 SP:Iteration 67Q (961.978074 sec): 3 clusters Score: Raw -1458120.445592 + Penalty 3021.368372 = -1455099.077220 nChanged 3 SP:Iteration 68Q (962.041158 sec): 3 clusters Score: Raw -1458120.822549 + Penalty 3021.368372 = -1455099.454176 nChanged 3 SP:Iteration 69Q (962.104254 sec): 3 clusters Score: Raw -1458121.320268 + Penalty 3021.368372 = -1455099.951896 nChanged 3 SP:Iteration 70Q (962.167214 sec): 3 clusters Score: Raw -1458121.669884 + Penalty 3021.368372 = -1455100.301512 nChanged 3 SP:Iteration 71Q (962.220393 sec): 3 clusters Score: Raw -1458122.308800 + Penalty 3021.368372 = -1455100.940428 nChanged 8 SP:Iteration 72Q (962.290566 sec): 3 clusters Score: Raw -1458123.702462 + Penalty 3021.368372 = -1455102.334090 nChanged 4 SP:Iteration 73Q (962.354342 sec): 3 clusters Score: Raw -1458124.437530 + Penalty 3021.368372 = -1455103.069158 nChanged 7 SP:Iteration 74Q (962.407547 sec): 3 clusters Score: Raw -1458125.980594 + Penalty 3021.368372 = -1455104.612222 nChanged 5 SP:Iteration 75Q (962.471867 sec): 3 clusters Score: Raw -1458126.553873 + Penalty 3021.368372 = -1455105.185501 nChanged 1 SP:Iteration 76Q (962.544556 sec): 3 clusters Score: Raw -1458126.616081 + Penalty 3021.368372 = -1455105.247709 nChanged 2 SP:Iteration 77Q (962.598067 sec): 3 clusters Score: Raw -1458126.778478 + Penalty 3021.368372 = -1455105.410106 nChanged 2 SP:Iteration 78Q (962.665845 sec): 3 clusters Score: Raw -1458127.306183 + Penalty 3021.368372 = -1455105.937811 nChanged 4 SP:Iteration 79Q (962.717994 sec): 3 clusters Score: Raw -1458127.906862 + Penalty 3021.368372 = -1455106.538490 nChanged 3 SP:Iteration 80F (962.784128 sec): 3 clusters Score: Raw -1458128.151223 + Penalty 3021.368372 = -1455106.782851 nChanged 0 Trying to split cluster 13 (12102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.835162 sec): 2 clusters Score: Raw -1650721.437617 + Penalty 1527.682976 = -1649193.754641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.904854 sec): 3 clusters Score: Raw -1643689.460044 + Penalty 3055.365952 = -1640634.094091 nChanged 5280 SP:Iteration 1F (962.960584 sec): 3 clusters Score: Raw -1646535.536586 + Penalty 3055.365952 = -1643480.170634 nChanged 712 SP:Iteration 2F (963.034197 sec): 3 clusters Score: Raw -1646896.620566 + Penalty 3055.365952 = -1643841.254614 nChanged 689 SP:Iteration 3F (963.102402 sec): 3 clusters Score: Raw -1647280.667957 + Penalty 3055.365952 = -1644225.302004 nChanged 709 SP:Iteration 4F (963.163676 sec): 3 clusters Score: Raw -1647679.046476 + Penalty 3055.365952 = -1644623.680524 nChanged 679 SP:Iteration 5F (963.226043 sec): 3 clusters Score: Raw -1648136.429304 + Penalty 3055.365952 = -1645081.063352 nChanged 701 SP:Iteration 6F (963.285614 sec): 3 clusters Score: Raw -1648613.215768 + Penalty 3055.365952 = -1645557.849815 nChanged 671 SP:Iteration 7F (963.352053 sec): 3 clusters Score: Raw -1649061.572165 + Penalty 3055.365952 = -1646006.206213 nChanged 603 SP:Iteration 8Q (963.416336 sec): 3 clusters Score: Raw -1649418.809974 + Penalty 3055.365952 = -1646363.444022 nChanged 472 SP:Iteration 9Q (963.477955 sec): 3 clusters Score: Raw -1649663.637860 + Penalty 3055.365952 = -1646608.271908 nChanged 420 SP:Iteration 10Q (963.532055 sec): 3 clusters Score: Raw -1649880.349947 + Penalty 3055.365952 = -1646824.983995 nChanged 339 SP:Iteration 11Q (963.563520 sec): 3 clusters Score: Raw -1650033.895263 + Penalty 3055.365952 = -1646978.529310 nChanged 277 SP:Iteration 12Q (963.608418 sec): 3 clusters Score: Raw -1650141.174717 + Penalty 3055.365952 = -1647085.808764 nChanged 196 SP:Iteration 13Q (963.639645 sec): 3 clusters Score: Raw -1650198.915177 + Penalty 3055.365952 = -1647143.549225 nChanged 139 SP:Iteration 14Q (963.671184 sec): 3 clusters Score: Raw -1650235.142871 + Penalty 3055.365952 = -1647179.776919 nChanged 110 SP:Iteration 15Q (963.702531 sec): 3 clusters Score: Raw -1650258.278801 + Penalty 3055.365952 = -1647202.912849 nChanged 76 SP:Iteration 16Q (963.733917 sec): 3 clusters Score: Raw -1650271.314469 + Penalty 3055.365952 = -1647215.948516 nChanged 58 SP:Iteration 17Q (963.765275 sec): 3 clusters Score: Raw -1650279.606740 + Penalty 3055.365952 = -1647224.240788 nChanged 48 SP:Iteration 18Q (963.796703 sec): 3 clusters Score: Raw -1650286.283689 + Penalty 3055.365952 = -1647230.917736 nChanged 46 SP:Iteration 19Q (963.865295 sec): 3 clusters Score: Raw -1650293.813667 + Penalty 3055.365952 = -1647238.447714 nChanged 46 SP:Iteration 20F (963.932401 sec): 3 clusters Score: Raw -1650300.082143 + Penalty 3055.365952 = -1647244.716191 nChanged 36 SP:Iteration 21Q (964.008407 sec): 3 clusters Score: Raw -1650304.808861 + Penalty 3055.365952 = -1647249.442909 nChanged 32 SP:Iteration 22Q (964.076666 sec): 3 clusters Score: Raw -1650309.419914 + Penalty 3055.365952 = -1647254.053962 nChanged 29 SP:Iteration 23Q (964.145178 sec): 3 clusters Score: Raw -1650313.483907 + Penalty 3055.365952 = -1647258.117954 nChanged 43 SP:Iteration 24Q (964.204170 sec): 3 clusters Score: Raw -1650320.091223 + Penalty 3055.365952 = -1647264.725271 nChanged 49 SP:Iteration 25Q (964.247143 sec): 3 clusters Score: Raw -1650326.478785 + Penalty 3055.365952 = -1647271.112833 nChanged 45 SP:Iteration 26Q (964.278216 sec): 3 clusters Score: Raw -1650332.121812 + Penalty 3055.365952 = -1647276.755859 nChanged 45 SP:Iteration 27Q (964.309634 sec): 3 clusters Score: Raw -1650338.058431 + Penalty 3055.365952 = -1647282.692479 nChanged 41 SP:Iteration 28Q (964.340911 sec): 3 clusters Score: Raw -1650343.968649 + Penalty 3055.365952 = -1647288.602696 nChanged 50 SP:Iteration 29Q (964.372299 sec): 3 clusters Score: Raw -1650350.545013 + Penalty 3055.365952 = -1647295.179061 nChanged 55 SP:Iteration 30Q (964.403673 sec): 3 clusters Score: Raw -1650358.824895 + Penalty 3055.365952 = -1647303.458942 nChanged 61 SP:Iteration 31Q (964.435003 sec): 3 clusters Score: Raw -1650368.390970 + Penalty 3055.365952 = -1647313.025018 nChanged 47 SP:Iteration 32Q (964.466467 sec): 3 clusters Score: Raw -1650374.945139 + Penalty 3055.365952 = -1647319.579187 nChanged 40 SP:Iteration 33Q (964.510551 sec): 3 clusters Score: Raw -1650382.734760 + Penalty 3055.365952 = -1647327.368807 nChanged 44 SP:Iteration 34Q (964.541584 sec): 3 clusters Score: Raw -1650390.118484 + Penalty 3055.365952 = -1647334.752532 nChanged 47 SP:Iteration 35Q (964.572920 sec): 3 clusters Score: Raw -1650397.663212 + Penalty 3055.365952 = -1647342.297259 nChanged 42 SP:Iteration 36Q (964.604089 sec): 3 clusters Score: Raw -1650403.265030 + Penalty 3055.365952 = -1647347.899078 nChanged 35 SP:Iteration 37Q (964.635330 sec): 3 clusters Score: Raw -1650407.823670 + Penalty 3055.365952 = -1647352.457718 nChanged 37 SP:Iteration 38Q (964.666629 sec): 3 clusters Score: Raw -1650413.476175 + Penalty 3055.365952 = -1647358.110223 nChanged 41 SP:Iteration 39Q (964.697891 sec): 3 clusters Score: Raw -1650420.490212 + Penalty 3055.365952 = -1647365.124260 nChanged 48 SP:Iteration 40F (964.729913 sec): 3 clusters Score: Raw -1650428.675938 + Penalty 3055.365952 = -1647373.309985 nChanged 44 SP:Iteration 41Q (964.774511 sec): 3 clusters Score: Raw -1650434.297765 + Penalty 3055.365952 = -1647378.931813 nChanged 34 SP:Iteration 42Q (964.805460 sec): 3 clusters Score: Raw -1650438.491427 + Penalty 3055.365952 = -1647383.125475 nChanged 32 SP:Iteration 43Q (964.836834 sec): 3 clusters Score: Raw -1650442.461828 + Penalty 3055.365952 = -1647387.095876 nChanged 33 SP:Iteration 44Q (964.868043 sec): 3 clusters Score: Raw -1650446.710005 + Penalty 3055.365952 = -1647391.344052 nChanged 32 SP:Iteration 45Q (964.899342 sec): 3 clusters Score: Raw -1650450.734493 + Penalty 3055.365952 = -1647395.368541 nChanged 32 SP:Iteration 46Q (964.930597 sec): 3 clusters Score: Raw -1650455.475282 + Penalty 3055.365952 = -1647400.109329 nChanged 36 SP:Iteration 47Q (964.962022 sec): 3 clusters Score: Raw -1650459.942802 + Penalty 3055.365952 = -1647404.576850 nChanged 41 SP:Iteration 48Q (964.993026 sec): 3 clusters Score: Raw -1650466.180760 + Penalty 3055.365952 = -1647410.814807 nChanged 42 SP:Iteration 49Q (965.037257 sec): 3 clusters Score: Raw -1650472.348946 + Penalty 3055.365952 = -1647416.982994 nChanged 50 SP:Iteration 50Q (965.068219 sec): 3 clusters Score: Raw -1650480.208283 + Penalty 3055.365952 = -1647424.842330 nChanged 51 SP:Iteration 51Q (965.099423 sec): 3 clusters Score: Raw -1650488.391849 + Penalty 3055.365952 = -1647433.025897 nChanged 64 SP:Iteration 52Q (965.130511 sec): 3 clusters Score: Raw -1650498.900934 + Penalty 3055.365952 = -1647443.534982 nChanged 58 SP:Iteration 53Q (965.161898 sec): 3 clusters Score: Raw -1650507.307791 + Penalty 3055.365952 = -1647451.941839 nChanged 49 SP:Iteration 54Q (965.239676 sec): 3 clusters Score: Raw -1650513.960017 + Penalty 3055.365952 = -1647458.594064 nChanged 49 SP:Iteration 55Q (965.297882 sec): 3 clusters Score: Raw -1650522.518901 + Penalty 3055.365952 = -1647467.152949 nChanged 53 SP:Iteration 56Q (965.364678 sec): 3 clusters Score: Raw -1650531.151247 + Penalty 3055.365952 = -1647475.785295 nChanged 48 SP:Iteration 57Q (965.430492 sec): 3 clusters Score: Raw -1650540.289923 + Penalty 3055.365952 = -1647484.923971 nChanged 59 SP:Iteration 58Q (965.490359 sec): 3 clusters Score: Raw -1650551.757657 + Penalty 3055.365952 = -1647496.391705 nChanged 57 SP:Iteration 59Q (965.564386 sec): 3 clusters Score: Raw -1650564.052737 + Penalty 3055.365952 = -1647508.686785 nChanged 52 SP:Iteration 60F (965.631603 sec): 3 clusters Score: Raw -1650572.479592 + Penalty 3055.365952 = -1647517.113640 nChanged 45 SP:Iteration 61Q (965.688412 sec): 3 clusters Score: Raw -1650579.247660 + Penalty 3055.365952 = -1647523.881708 nChanged 45 SP:Iteration 62Q (965.755737 sec): 3 clusters Score: Raw -1650587.018211 + Penalty 3055.365952 = -1647531.652258 nChanged 49 SP:Iteration 63Q (965.822490 sec): 3 clusters Score: Raw -1650595.936401 + Penalty 3055.365952 = -1647540.570449 nChanged 45 SP:Iteration 64Q (965.888958 sec): 3 clusters Score: Raw -1650605.915564 + Penalty 3055.365952 = -1647550.549612 nChanged 52 SP:Iteration 65Q (965.963724 sec): 3 clusters Score: Raw -1650614.582614 + Penalty 3055.365952 = -1647559.216661 nChanged 41 SP:Iteration 66Q (966.029929 sec): 3 clusters Score: Raw -1650621.914558 + Penalty 3055.365952 = -1647566.548606 nChanged 38 SP:Iteration 67Q (966.088527 sec): 3 clusters Score: Raw -1650627.493399 + Penalty 3055.365952 = -1647572.127446 nChanged 29 SP:Iteration 68Q (966.164871 sec): 3 clusters Score: Raw -1650632.079842 + Penalty 3055.365952 = -1647576.713889 nChanged 28 SP:Iteration 69Q (966.221587 sec): 3 clusters Score: Raw -1650635.617185 + Penalty 3055.365952 = -1647580.251233 nChanged 25 SP:Iteration 70Q (966.288310 sec): 3 clusters Score: Raw -1650638.792744 + Penalty 3055.365952 = -1647583.426792 nChanged 18 SP:Iteration 71Q (966.365840 sec): 3 clusters Score: Raw -1650640.694633 + Penalty 3055.365952 = -1647585.328681 nChanged 16 SP:Iteration 72Q (966.424212 sec): 3 clusters Score: Raw -1650642.625962 + Penalty 3055.365952 = -1647587.260010 nChanged 15 SP:Iteration 73Q (966.492730 sec): 3 clusters Score: Raw -1650644.228792 + Penalty 3055.365952 = -1647588.862840 nChanged 13 SP:Iteration 74Q (966.569731 sec): 3 clusters Score: Raw -1650646.397579 + Penalty 3055.365952 = -1647591.031627 nChanged 17 SP:Iteration 75Q (966.627965 sec): 3 clusters Score: Raw -1650649.479824 + Penalty 3055.365952 = -1647594.113872 nChanged 20 SP:Iteration 76Q (966.695834 sec): 3 clusters Score: Raw -1650652.298809 + Penalty 3055.365952 = -1647596.932857 nChanged 16 SP:Iteration 77Q (966.773425 sec): 3 clusters Score: Raw -1650654.156380 + Penalty 3055.365952 = -1647598.790428 nChanged 14 SP:Iteration 78Q (966.831710 sec): 3 clusters Score: Raw -1650655.877185 + Penalty 3055.365952 = -1647600.511233 nChanged 14 SP:Iteration 79Q (966.899491 sec): 3 clusters Score: Raw -1650657.529230 + Penalty 3055.365952 = -1647602.163278 nChanged 15 SP:Iteration 80F (966.965460 sec): 3 clusters Score: Raw -1650659.150380 + Penalty 3055.365952 = -1647603.784427 nChanged 14 SP:Iteration 81Q (967.029435 sec): 3 clusters Score: Raw -1650660.602845 + Penalty 3055.365952 = -1647605.236892 nChanged 13 SP:Iteration 82Q (967.104821 sec): 3 clusters Score: Raw -1650662.198369 + Penalty 3055.365952 = -1647606.832417 nChanged 13 SP:Iteration 83Q (967.158739 sec): 3 clusters Score: Raw -1650663.346765 + Penalty 3055.365952 = -1647607.980813 nChanged 6 SP:Iteration 84Q (967.232316 sec): 3 clusters Score: Raw -1650664.088582 + Penalty 3055.365952 = -1647608.722630 nChanged 9 SP:Iteration 85Q (967.292481 sec): 3 clusters Score: Raw -1650665.368759 + Penalty 3055.365952 = -1647610.002807 nChanged 15 SP:Iteration 86Q (967.353297 sec): 3 clusters Score: Raw -1650667.296806 + Penalty 3055.365952 = -1647611.930854 nChanged 20 SP:Iteration 87Q (967.425197 sec): 3 clusters Score: Raw -1650669.829734 + Penalty 3055.365952 = -1647614.463782 nChanged 19 SP:Iteration 88Q (967.477106 sec): 3 clusters Score: Raw -1650674.196465 + Penalty 3055.365952 = -1647618.830512 nChanged 28 SP:Iteration 89Q (967.543647 sec): 3 clusters Score: Raw -1650678.702862 + Penalty 3055.365952 = -1647623.336909 nChanged 26 SP:Iteration 90Q (967.601106 sec): 3 clusters Score: Raw -1650682.500000 + Penalty 3055.365952 = -1647627.134047 nChanged 22 SP:Iteration 91Q (967.658601 sec): 3 clusters Score: Raw -1650685.758475 + Penalty 3055.365952 = -1647630.392523 nChanged 19 SP:Iteration 92Q (967.725139 sec): 3 clusters Score: Raw -1650688.217809 + Penalty 3055.365952 = -1647632.851857 nChanged 12 SP:Iteration 93Q (967.778484 sec): 3 clusters Score: Raw -1650689.591706 + Penalty 3055.365952 = -1647634.225754 nChanged 7 SP:Iteration 94Q (967.846105 sec): 3 clusters Score: Raw -1650690.519006 + Penalty 3055.365952 = -1647635.153054 nChanged 10 SP:Iteration 95Q (967.912592 sec): 3 clusters Score: Raw -1650691.415995 + Penalty 3055.365952 = -1647636.050043 nChanged 8 SP:Iteration 96Q (967.978924 sec): 3 clusters Score: Raw -1650692.289384 + Penalty 3055.365952 = -1647636.923431 nChanged 6 SP:Iteration 97Q (968.045316 sec): 3 clusters Score: Raw -1650693.124611 + Penalty 3055.365952 = -1647637.758659 nChanged 8 SP:Iteration 98Q (968.103961 sec): 3 clusters Score: Raw -1650693.864638 + Penalty 3055.365952 = -1647638.498685 nChanged 4 SP:Iteration 99Q (968.170420 sec): 3 clusters Score: Raw -1650694.153021 + Penalty 3055.365952 = -1647638.787069 nChanged 2 SP:Iteration 100F (968.239050 sec): 3 clusters Score: Raw -1650694.302608 + Penalty 3055.365952 = -1647638.936656 nChanged 2 SP:Iteration 101Q (968.305104 sec): 3 clusters Score: Raw -1650694.385532 + Penalty 3055.365952 = -1647639.019579 nChanged 1 SP:Iteration 102Q (968.367297 sec): 3 clusters Score: Raw -1650694.486198 + Penalty 3055.365952 = -1647639.120245 nChanged 3 SP:Iteration 103Q (968.433901 sec): 3 clusters Score: Raw -1650694.710499 + Penalty 3055.365952 = -1647639.344547 nChanged 3 SP:Iteration 104Q (968.491012 sec): 3 clusters Score: Raw -1650695.079675 + Penalty 3055.365952 = -1647639.713723 nChanged 1 SP:Iteration 105Q (968.548088 sec): 3 clusters Score: Raw -1650695.207390 + Penalty 3055.365952 = -1647639.841437 nChanged 3 SP:Iteration 106Q (968.614696 sec): 3 clusters Score: Raw -1650695.532142 + Penalty 3055.365952 = -1647640.166190 nChanged 8 SP:Iteration 107Q (968.679896 sec): 3 clusters Score: Raw -1650696.799185 + Penalty 3055.365952 = -1647641.433233 nChanged 4 SP:Iteration 108Q (968.746443 sec): 3 clusters Score: Raw -1650697.280560 + Penalty 3055.365952 = -1647641.914608 nChanged 7 SP:Iteration 109Q (968.801319 sec): 3 clusters Score: Raw -1650698.187545 + Penalty 3055.365952 = -1647642.821592 nChanged 8 SP:Iteration 110Q (968.869193 sec): 3 clusters Score: Raw -1650699.105877 + Penalty 3055.365952 = -1647643.739924 nChanged 8 SP:Iteration 111Q (968.935456 sec): 3 clusters Score: Raw -1650700.422304 + Penalty 3055.365952 = -1647645.056352 nChanged 9 SP:Iteration 112Q (969.011126 sec): 3 clusters Score: Raw -1650702.509824 + Penalty 3055.365952 = -1647647.143871 nChanged 8 SP:Iteration 113Q (969.075455 sec): 3 clusters Score: Raw -1650703.652766 + Penalty 3055.365952 = -1647648.286814 nChanged 8 SP:Iteration 114Q (969.132952 sec): 3 clusters Score: Raw -1650704.789247 + Penalty 3055.365952 = -1647649.423295 nChanged 12 SP:Iteration 115Q (969.199261 sec): 3 clusters Score: Raw -1650706.565021 + Penalty 3055.365952 = -1647651.199068 nChanged 8 SP:Iteration 116Q (969.265117 sec): 3 clusters Score: Raw -1650707.740012 + Penalty 3055.365952 = -1647652.374060 nChanged 11 SP:Iteration 117Q (969.331532 sec): 3 clusters Score: Raw -1650709.326934 + Penalty 3055.365952 = -1647653.960982 nChanged 5 SP:Iteration 118Q (969.397937 sec): 3 clusters Score: Raw -1650709.838520 + Penalty 3055.365952 = -1647654.472567 nChanged 6 SP:Iteration 119Q (969.464118 sec): 3 clusters Score: Raw -1650710.236753 + Penalty 3055.365952 = -1647654.870801 nChanged 4 SP:Iteration 120F (969.531422 sec): 3 clusters Score: Raw -1650710.787162 + Penalty 3055.365952 = -1647655.421210 nChanged 5 SP:Iteration 121Q (969.597594 sec): 3 clusters Score: Raw -1650711.470426 + Penalty 3055.365952 = -1647656.104474 nChanged 5 SP:Iteration 122Q (969.673214 sec): 3 clusters Score: Raw -1650711.932620 + Penalty 3055.365952 = -1647656.566668 nChanged 4 SP:Iteration 123Q (969.729811 sec): 3 clusters Score: Raw -1650712.502281 + Penalty 3055.365952 = -1647657.136329 nChanged 2 SP:Iteration 124Q (969.796174 sec): 3 clusters Score: Raw -1650712.873204 + Penalty 3055.365952 = -1647657.507252 nChanged 4 SP:Iteration 125Q (969.850895 sec): 3 clusters Score: Raw -1650713.394299 + Penalty 3055.365952 = -1647658.028347 nChanged 6 SP:Iteration 126Q (969.917028 sec): 3 clusters Score: Raw -1650714.115283 + Penalty 3055.365952 = -1647658.749331 nChanged 3 SP:Iteration 127Q (969.974930 sec): 3 clusters Score: Raw -1650714.287563 + Penalty 3055.365952 = -1647658.921611 nChanged 1 SP:Iteration 128Q (970.032652 sec): 3 clusters Score: Raw -1650714.383043 + Penalty 3055.365952 = -1647659.017090 nChanged 5 SP:Iteration 129Q (970.098833 sec): 3 clusters Score: Raw -1650714.794027 + Penalty 3055.365952 = -1647659.428075 nChanged 1 SP:Iteration 130Q (970.165137 sec): 3 clusters Score: Raw -1650714.963461 + Penalty 3055.365952 = -1647659.597509 nChanged 3 SP:Iteration 131Q (970.231221 sec): 3 clusters Score: Raw -1650715.228640 + Penalty 3055.365952 = -1647659.862687 nChanged 1 SP:Iteration 132Q (970.300331 sec): 3 clusters Score: Raw -1650715.270245 + Penalty 3055.365952 = -1647659.904292 nChanged 2 SP:Iteration 133Q (970.359756 sec): 3 clusters Score: Raw -1650715.540085 + Penalty 3055.365952 = -1647660.174133 nChanged 4 SP:Iteration 134Q (970.425266 sec): 3 clusters Score: Raw -1650715.977134 + Penalty 3055.365952 = -1647660.611182 nChanged 2 SP:Iteration 135Q (970.490686 sec): 3 clusters Score: Raw -1650716.107906 + Penalty 3055.365952 = -1647660.741953 nChanged 1 SP:Iteration 136Q (970.556077 sec): 3 clusters Score: Raw -1650716.255152 + Penalty 3055.365952 = -1647660.889200 nChanged 2 SP:Iteration 137Q (970.623326 sec): 3 clusters Score: Raw -1650716.497883 + Penalty 3055.365952 = -1647661.131931 nChanged 5 SP:Iteration 138Q (970.688405 sec): 3 clusters Score: Raw -1650717.131243 + Penalty 3055.365952 = -1647661.765291 nChanged 9 SP:Iteration 139Q (970.754505 sec): 3 clusters Score: Raw -1650717.989816 + Penalty 3055.365952 = -1647662.623864 nChanged 6 SP:Iteration 140F (970.819486 sec): 3 clusters Score: Raw -1650718.592224 + Penalty 3055.365952 = -1647663.226272 nChanged 8 SP:Iteration 141Q (970.883315 sec): 3 clusters Score: Raw -1650720.048850 + Penalty 3055.365952 = -1647664.682898 nChanged 5 SP:Iteration 142Q (970.947443 sec): 3 clusters Score: Raw -1650720.664035 + Penalty 3055.365952 = -1647665.298082 nChanged 5 SP:Iteration 143Q (971.017679 sec): 3 clusters Score: Raw -1650721.392977 + Penalty 3055.365952 = -1647666.027025 nChanged 8 SP:Iteration 144Q (971.080343 sec): 3 clusters Score: Raw -1650722.511117 + Penalty 3055.365952 = -1647667.145165 nChanged 10 SP:Iteration 145Q (971.146093 sec): 3 clusters Score: Raw -1650723.867825 + Penalty 3055.365952 = -1647668.501873 nChanged 6 SP:Iteration 146Q (971.213340 sec): 3 clusters Score: Raw -1650724.684789 + Penalty 3055.365952 = -1647669.318837 nChanged 4 SP:Iteration 147Q (971.280429 sec): 3 clusters Score: Raw -1650725.302577 + Penalty 3055.365952 = -1647669.936625 nChanged 3 SP:Iteration 148Q (971.346633 sec): 3 clusters Score: Raw -1650725.613975 + Penalty 3055.365952 = -1647670.248023 nChanged 1 SP:Iteration 149Q (971.412438 sec): 3 clusters Score: Raw -1650725.677953 + Penalty 3055.365952 = -1647670.312001 nChanged 1 SP:Iteration 150Q (971.478506 sec): 3 clusters Score: Raw -1650725.726269 + Penalty 3055.365952 = -1647670.360316 nChanged 1 SP:Iteration 151Q (971.550232 sec): 3 clusters Score: Raw -1650725.850550 + Penalty 3055.365952 = -1647670.484597 nChanged 3 SP:Iteration 152Q (971.613924 sec): 3 clusters Score: Raw -1650726.203671 + Penalty 3055.365952 = -1647670.837718 nChanged 1 SP:Iteration 153Q (971.678316 sec): 3 clusters Score: Raw -1650726.358360 + Penalty 3055.365952 = -1647670.992408 nChanged 2 SP:Iteration 154Q (971.748111 sec): 3 clusters Score: Raw -1650726.665390 + Penalty 3055.365952 = -1647671.299438 nChanged 2 SP:Iteration 155Q (971.817633 sec): 3 clusters Score: Raw -1650727.096893 + Penalty 3055.365952 = -1647671.730941 nChanged 2 SP:Iteration 156Q (971.886228 sec): 3 clusters Score: Raw -1650727.353548 + Penalty 3055.365952 = -1647671.987596 nChanged 1 SP:Iteration 157Q (971.949418 sec): 3 clusters Score: Raw -1650727.476739 + Penalty 3055.365952 = -1647672.110787 nChanged 0 SP:Iteration 158F (972.011044 sec): 3 clusters Score: Raw -1650727.476739 + Penalty 3055.365952 = -1647672.110787 nChanged 0 Trying to split cluster 14 (7439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (972.044120 sec): 2 clusters Score: Raw -989347.287722 + Penalty 1448.604903 = -987898.682819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (972.108113 sec): 3 clusters Score: Raw -985289.862218 + Penalty 2897.209806 = -982392.652412 nChanged 3089 SP:Iteration 1F (972.168010 sec): 3 clusters Score: Raw -986875.146437 + Penalty 2897.209806 = -983977.936631 nChanged 493 SP:Iteration 2F (972.229147 sec): 3 clusters Score: Raw -987094.312307 + Penalty 2897.209806 = -984197.102502 nChanged 378 SP:Iteration 3F (972.284814 sec): 3 clusters Score: Raw -987257.917258 + Penalty 2897.209806 = -984360.707452 nChanged 305 SP:Iteration 4Q (972.345538 sec): 3 clusters Score: Raw -987382.760152 + Penalty 2897.209806 = -984485.550346 nChanged 255 SP:Iteration 5Q (972.406521 sec): 3 clusters Score: Raw -987476.971174 + Penalty 2897.209806 = -984579.761368 nChanged 249 SP:Iteration 6Q (972.478223 sec): 3 clusters Score: Raw -987565.813144 + Penalty 2897.209806 = -984668.603339 nChanged 216 SP:Iteration 7Q (972.518676 sec): 3 clusters Score: Raw -987648.451749 + Penalty 2897.209806 = -984751.241943 nChanged 179 SP:Iteration 8Q (972.579246 sec): 3 clusters Score: Raw -987719.663320 + Penalty 2897.209806 = -984822.453514 nChanged 168 SP:Iteration 9Q (972.640710 sec): 3 clusters Score: Raw -987799.732454 + Penalty 2897.209806 = -984902.522649 nChanged 221 SP:Iteration 10Q (972.698748 sec): 3 clusters Score: Raw -987903.343920 + Penalty 2897.209806 = -985006.134114 nChanged 237 SP:Iteration 11Q (972.758384 sec): 3 clusters Score: Raw -988011.227129 + Penalty 2897.209806 = -985114.017323 nChanged 216 SP:Iteration 12Q (972.808099 sec): 3 clusters Score: Raw -988116.255252 + Penalty 2897.209806 = -985219.045447 nChanged 230 SP:Iteration 13Q (972.869086 sec): 3 clusters Score: Raw -988221.300262 + Penalty 2897.209806 = -985324.090456 nChanged 219 SP:Iteration 14Q (972.940979 sec): 3 clusters Score: Raw -988337.697819 + Penalty 2897.209806 = -985440.488014 nChanged 239 SP:Iteration 15Q (972.990530 sec): 3 clusters Score: Raw -988461.755053 + Penalty 2897.209806 = -985564.545248 nChanged 223 SP:Iteration 16Q (973.042795 sec): 3 clusters Score: Raw -988578.579356 + Penalty 2897.209806 = -985681.369550 nChanged 189 SP:Iteration 17Q (973.104356 sec): 3 clusters Score: Raw -988675.569518 + Penalty 2897.209806 = -985778.359712 nChanged 188 SP:Iteration 18Q (973.165007 sec): 3 clusters Score: Raw -988762.692087 + Penalty 2897.209806 = -985865.482281 nChanged 186 SP:Iteration 19Q (973.226630 sec): 3 clusters Score: Raw -988833.406060 + Penalty 2897.209806 = -985936.196255 nChanged 133 SP:Iteration 20F (973.281833 sec): 3 clusters Score: Raw -988876.973813 + Penalty 2897.209806 = -985979.764007 nChanged 102 SP:Iteration 21Q (973.342237 sec): 3 clusters Score: Raw -988905.159498 + Penalty 2897.209806 = -986007.949692 nChanged 75 SP:Iteration 22Q (973.402627 sec): 3 clusters Score: Raw -988922.082906 + Penalty 2897.209806 = -986024.873101 nChanged 58 SP:Iteration 23Q (973.462663 sec): 3 clusters Score: Raw -988934.232296 + Penalty 2897.209806 = -986037.022490 nChanged 47 SP:Iteration 24Q (973.523289 sec): 3 clusters Score: Raw -988943.460774 + Penalty 2897.209806 = -986046.250968 nChanged 33 SP:Iteration 25Q (973.572996 sec): 3 clusters Score: Raw -988950.048258 + Penalty 2897.209806 = -986052.838452 nChanged 29 SP:Iteration 26Q (973.621428 sec): 3 clusters Score: Raw -988955.651069 + Penalty 2897.209806 = -986058.441263 nChanged 27 SP:Iteration 27Q (973.681748 sec): 3 clusters Score: Raw -988959.907631 + Penalty 2897.209806 = -986062.697825 nChanged 14 SP:Iteration 28Q (973.742172 sec): 3 clusters Score: Raw -988961.812484 + Penalty 2897.209806 = -986064.602678 nChanged 12 SP:Iteration 29Q (973.792825 sec): 3 clusters Score: Raw -988963.534730 + Penalty 2897.209806 = -986066.324924 nChanged 14 SP:Iteration 30Q (973.864300 sec): 3 clusters Score: Raw -988965.260322 + Penalty 2897.209806 = -986068.050516 nChanged 13 SP:Iteration 31Q (973.912130 sec): 3 clusters Score: Raw -988967.382372 + Penalty 2897.209806 = -986070.172566 nChanged 7 SP:Iteration 32Q (973.972405 sec): 3 clusters Score: Raw -988969.040315 + Penalty 2897.209806 = -986071.830509 nChanged 5 SP:Iteration 33Q (974.032559 sec): 3 clusters Score: Raw -988969.642082 + Penalty 2897.209806 = -986072.432277 nChanged 5 SP:Iteration 34Q (974.093101 sec): 3 clusters Score: Raw -988970.216982 + Penalty 2897.209806 = -986073.007177 nChanged 4 SP:Iteration 35Q (974.153222 sec): 3 clusters Score: Raw -988970.755220 + Penalty 2897.209806 = -986073.545415 nChanged 4 SP:Iteration 36Q (974.213405 sec): 3 clusters Score: Raw -988971.096403 + Penalty 2897.209806 = -986073.886597 nChanged 3 SP:Iteration 37Q (974.273391 sec): 3 clusters Score: Raw -988971.411954 + Penalty 2897.209806 = -986074.202148 nChanged 1 SP:Iteration 38Q (974.323496 sec): 3 clusters Score: Raw -988971.456803 + Penalty 2897.209806 = -986074.246997 nChanged 0 SP:Iteration 39F (974.383948 sec): 3 clusters Score: Raw -988971.456803 + Penalty 2897.209806 = -986074.246997 nChanged 0 Trying to split cluster 15 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (974.408947 sec): 2 clusters Score: Raw -195781.765761 + Penalty 1193.621787 = -194588.143974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (974.453786 sec): 3 clusters Score: Raw -195182.023808 + Penalty 2387.243573 = -192794.780235 nChanged 545 SP:Iteration 1F (974.504711 sec): 3 clusters Score: Raw -195574.284154 + Penalty 2387.243573 = -193187.040581 nChanged 121 SP:Iteration 2F (974.550678 sec): 3 clusters Score: Raw -195681.759648 + Penalty 2387.243573 = -193294.516075 nChanged 71 SP:Iteration 3Q (974.601485 sec): 3 clusters Score: Raw -195731.205781 + Penalty 2387.243573 = -193343.962207 nChanged 44 SP:Iteration 4Q (974.646768 sec): 3 clusters Score: Raw -195765.275180 + Penalty 2387.243573 = -193378.031607 nChanged 28 SP:Iteration 5Q (974.697573 sec): 3 clusters Score: Raw -195786.770704 + Penalty 2387.243573 = -193399.527131 nChanged 17 SP:Iteration 6Q (974.748462 sec): 3 clusters Score: Raw -195795.666968 + Penalty 2387.243573 = -193408.423394 nChanged 8 SP:Iteration 7Q (974.788946 sec): 3 clusters Score: Raw -195802.461264 + Penalty 2387.243573 = -193415.217690 nChanged 7 SP:Iteration 8Q (974.839869 sec): 3 clusters Score: Raw -195804.615833 + Penalty 2387.243573 = -193417.372260 nChanged 7 SP:Iteration 9Q (974.897818 sec): 3 clusters Score: Raw -195807.295110 + Penalty 2387.243573 = -193420.051537 nChanged 4 SP:Iteration 10Q (974.949321 sec): 3 clusters Score: Raw -195810.542225 + Penalty 2387.243573 = -193423.298652 nChanged 4 SP:Iteration 11Q (974.977702 sec): 3 clusters Score: Raw -195813.161087 + Penalty 2387.243573 = -193425.917513 nChanged 2 SP:Iteration 12Q (975.028403 sec): 3 clusters Score: Raw -195813.934760 + Penalty 2387.243573 = -193426.691187 nChanged 1 SP:Iteration 13Q (975.072642 sec): 3 clusters Score: Raw -195814.405455 + Penalty 2387.243573 = -193427.161882 nChanged 2 SP:Iteration 14Q (975.117418 sec): 3 clusters Score: Raw -195815.689440 + Penalty 2387.243573 = -193428.445867 nChanged 1 SP:Iteration 15Q (975.168210 sec): 3 clusters Score: Raw -195816.461475 + Penalty 2387.243573 = -193429.217902 nChanged 1 SP:Iteration 16Q (975.214398 sec): 3 clusters Score: Raw -195817.023591 + Penalty 2387.243573 = -193429.780018 nChanged 2 SP:Iteration 17Q (975.265235 sec): 3 clusters Score: Raw -195818.930721 + Penalty 2387.243573 = -193431.687148 nChanged 3 SP:Iteration 18Q (975.310445 sec): 3 clusters Score: Raw -195821.274086 + Penalty 2387.243573 = -193434.030513 nChanged 1 SP:Iteration 19Q (975.354614 sec): 3 clusters Score: Raw -195821.656458 + Penalty 2387.243573 = -193434.412884 nChanged 1 SP:Iteration 20F (975.405842 sec): 3 clusters Score: Raw -195822.050253 + Penalty 2387.243573 = -193434.806680 nChanged 1 SP:Iteration 21Q (975.452009 sec): 3 clusters Score: Raw -195822.356260 + Penalty 2387.243573 = -193435.112687 nChanged 0 SP:Iteration 22F (975.503050 sec): 3 clusters Score: Raw -195822.356260 + Penalty 2387.243573 = -193435.112687 nChanged 0 Trying to split cluster 16 (28365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (975.563744 sec): 2 clusters Score: Raw -3811830.088828 + Penalty 1666.098081 = -3810163.990747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (975.659776 sec): 3 clusters Score: Raw -3794504.970764 + Penalty 3332.196163 = -3791172.774601 nChanged 12945 SP:Iteration 1F (975.743638 sec): 3 clusters Score: Raw -3801705.010889 + Penalty 3332.196163 = -3798372.814726 nChanged 1480 SP:Iteration 2F (975.841340 sec): 3 clusters Score: Raw -3802285.403912 + Penalty 3332.196163 = -3798953.207749 nChanged 1417 SP:Iteration 3Q (975.923332 sec): 3 clusters Score: Raw -3802879.509970 + Penalty 3332.196163 = -3799547.313808 nChanged 1294 SP:Iteration 4Q (976.021842 sec): 3 clusters Score: Raw -3803474.359343 + Penalty 3332.196163 = -3800142.163180 nChanged 1369 SP:Iteration 5Q (976.110491 sec): 3 clusters Score: Raw -3804178.709719 + Penalty 3332.196163 = -3800846.513556 nChanged 1404 SP:Iteration 6Q (976.197983 sec): 3 clusters Score: Raw -3805038.241353 + Penalty 3332.196163 = -3801706.045190 nChanged 1552 SP:Iteration 7F (976.278045 sec): 3 clusters Score: Raw -3806174.553426 + Penalty 3332.196163 = -3802842.357263 nChanged 1674 SP:Iteration 8F (976.369813 sec): 3 clusters Score: Raw -3807568.576290 + Penalty 3332.196163 = -3804236.380127 nChanged 1566 SP:Iteration 9F (976.455115 sec): 3 clusters Score: Raw -3808934.011727 + Penalty 3332.196163 = -3805601.815564 nChanged 1300 SP:Iteration 10Q (976.541557 sec): 3 clusters Score: Raw -3810042.467755 + Penalty 3332.196163 = -3806710.271592 nChanged 979 SP:Iteration 11Q (976.625119 sec): 3 clusters Score: Raw -3810802.012744 + Penalty 3332.196163 = -3807469.816582 nChanged 740 SP:Iteration 12Q (976.713923 sec): 3 clusters Score: Raw -3811317.045543 + Penalty 3332.196163 = -3807984.849380 nChanged 505 SP:Iteration 13Q (976.791844 sec): 3 clusters Score: Raw -3811647.311179 + Penalty 3332.196163 = -3808315.115016 nChanged 368 SP:Iteration 14Q (976.875293 sec): 3 clusters Score: Raw -3811856.344562 + Penalty 3332.196163 = -3808524.148399 nChanged 292 SP:Iteration 15Q (976.953094 sec): 3 clusters Score: Raw -3812003.546875 + Penalty 3332.196163 = -3808671.350712 nChanged 213 SP:Iteration 16Q (977.036525 sec): 3 clusters Score: Raw -3812095.820573 + Penalty 3332.196163 = -3808763.624410 nChanged 153 SP:Iteration 17Q (977.115318 sec): 3 clusters Score: Raw -3812165.183327 + Penalty 3332.196163 = -3808832.987164 nChanged 127 SP:Iteration 18Q (977.201773 sec): 3 clusters Score: Raw -3812221.004561 + Penalty 3332.196163 = -3808888.808398 nChanged 102 SP:Iteration 19Q (977.285574 sec): 3 clusters Score: Raw -3812255.353582 + Penalty 3332.196163 = -3808923.157419 nChanged 86 SP:Iteration 20F (977.364336 sec): 3 clusters Score: Raw -3812282.770956 + Penalty 3332.196163 = -3808950.574794 nChanged 66 SP:Iteration 21Q (977.447418 sec): 3 clusters Score: Raw -3812308.044611 + Penalty 3332.196163 = -3808975.848448 nChanged 70 SP:Iteration 22Q (977.532159 sec): 3 clusters Score: Raw -3812332.624954 + Penalty 3332.196163 = -3809000.428791 nChanged 57 SP:Iteration 23Q (977.608296 sec): 3 clusters Score: Raw -3812350.204916 + Penalty 3332.196163 = -3809018.008753 nChanged 42 SP:Iteration 24Q (977.693164 sec): 3 clusters Score: Raw -3812361.475847 + Penalty 3332.196163 = -3809029.279684 nChanged 31 SP:Iteration 25Q (977.765453 sec): 3 clusters Score: Raw -3812369.045245 + Penalty 3332.196163 = -3809036.849082 nChanged 25 SP:Iteration 26Q (977.844885 sec): 3 clusters Score: Raw -3812377.618738 + Penalty 3332.196163 = -3809045.422575 nChanged 26 SP:Iteration 27Q (977.935892 sec): 3 clusters Score: Raw -3812385.074943 + Penalty 3332.196163 = -3809052.878780 nChanged 21 SP:Iteration 28Q (978.013422 sec): 3 clusters Score: Raw -3812391.072529 + Penalty 3332.196163 = -3809058.876366 nChanged 20 SP:Iteration 29Q (978.083571 sec): 3 clusters Score: Raw -3812394.650048 + Penalty 3332.196163 = -3809062.453886 nChanged 10 SP:Iteration 30Q (978.156008 sec): 3 clusters Score: Raw -3812397.530369 + Penalty 3332.196163 = -3809065.334206 nChanged 10 SP:Iteration 31Q (978.246283 sec): 3 clusters Score: Raw -3812400.021737 + Penalty 3332.196163 = -3809067.825574 nChanged 7 SP:Iteration 32Q (978.316169 sec): 3 clusters Score: Raw -3812401.086551 + Penalty 3332.196163 = -3809068.890389 nChanged 6 SP:Iteration 33Q (978.400668 sec): 3 clusters Score: Raw -3812402.241934 + Penalty 3332.196163 = -3809070.045771 nChanged 7 SP:Iteration 34Q (978.479766 sec): 3 clusters Score: Raw -3812403.775340 + Penalty 3332.196163 = -3809071.579178 nChanged 5 SP:Iteration 35Q (978.564005 sec): 3 clusters Score: Raw -3812405.035128 + Penalty 3332.196163 = -3809072.838965 nChanged 3 SP:Iteration 36Q (978.631767 sec): 3 clusters Score: Raw -3812405.522823 + Penalty 3332.196163 = -3809073.326660 nChanged 1 SP:Iteration 37Q (978.702023 sec): 3 clusters Score: Raw -3812405.607529 + Penalty 3332.196163 = -3809073.411366 nChanged 0 SP:Iteration 38F (978.801717 sec): 3 clusters Score: Raw -3812405.607529 + Penalty 3332.196163 = -3809073.411366 nChanged 0 Trying to split cluster 18 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (978.818143 sec): 2 clusters Score: Raw -144220.230128 + Penalty 1145.926539 = -143074.303589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (978.869307 sec): 3 clusters Score: Raw -143852.404592 + Penalty 2291.853077 = -141560.551515 nChanged 364 SP:Iteration 1F (978.910954 sec): 3 clusters Score: Raw -144159.464215 + Penalty 2291.853077 = -141867.611137 nChanged 107 SP:Iteration 2F (978.951579 sec): 3 clusters Score: Raw -144263.167565 + Penalty 2291.853077 = -141971.314488 nChanged 50 SP:Iteration 3Q (979.001668 sec): 3 clusters Score: Raw -144306.458190 + Penalty 2291.853077 = -142014.605113 nChanged 31 SP:Iteration 4Q (979.035167 sec): 3 clusters Score: Raw -144338.758815 + Penalty 2291.853077 = -142046.905738 nChanged 38 SP:Iteration 5Q (979.075892 sec): 3 clusters Score: Raw -144386.259043 + Penalty 2291.853077 = -142094.405966 nChanged 44 SP:Iteration 6Q (979.126142 sec): 3 clusters Score: Raw -144437.327159 + Penalty 2291.853077 = -142145.474082 nChanged 43 SP:Iteration 7Q (979.171884 sec): 3 clusters Score: Raw -144499.373477 + Penalty 2291.853077 = -142207.520400 nChanged 38 SP:Iteration 8Q (979.229608 sec): 3 clusters Score: Raw -144565.091171 + Penalty 2291.853077 = -142273.238093 nChanged 43 SP:Iteration 9Q (979.271751 sec): 3 clusters Score: Raw -144630.477946 + Penalty 2291.853077 = -142338.624868 nChanged 30 SP:Iteration 10Q (979.322023 sec): 3 clusters Score: Raw -144682.053996 + Penalty 2291.853077 = -142390.200919 nChanged 31 SP:Iteration 11Q (979.372071 sec): 3 clusters Score: Raw -144736.659620 + Penalty 2291.853077 = -142444.806543 nChanged 32 SP:Iteration 12Q (979.421757 sec): 3 clusters Score: Raw -144796.066348 + Penalty 2291.853077 = -142504.213270 nChanged 21 SP:Iteration 13Q (979.480732 sec): 3 clusters Score: Raw -144842.821818 + Penalty 2291.853077 = -142550.968740 nChanged 22 SP:Iteration 14Q (979.534078 sec): 3 clusters Score: Raw -144890.221454 + Penalty 2291.853077 = -142598.368376 nChanged 20 SP:Iteration 15Q (979.572728 sec): 3 clusters Score: Raw -144918.682079 + Penalty 2291.853077 = -142626.829002 nChanged 18 SP:Iteration 16Q (979.614322 sec): 3 clusters Score: Raw -144942.919220 + Penalty 2291.853077 = -142651.066143 nChanged 14 SP:Iteration 17Q (979.660039 sec): 3 clusters Score: Raw -144963.132428 + Penalty 2291.853077 = -142671.279351 nChanged 15 SP:Iteration 18Q (979.710061 sec): 3 clusters Score: Raw -144982.452204 + Penalty 2291.853077 = -142690.599127 nChanged 12 SP:Iteration 19Q (979.756487 sec): 3 clusters Score: Raw -145002.694021 + Penalty 2291.853077 = -142710.840943 nChanged 14 SP:Iteration 20F (979.806850 sec): 3 clusters Score: Raw -145022.465158 + Penalty 2291.853077 = -142730.612081 nChanged 13 SP:Iteration 21Q (979.851218 sec): 3 clusters Score: Raw -145039.449850 + Penalty 2291.853077 = -142747.596773 nChanged 7 SP:Iteration 22Q (979.898641 sec): 3 clusters Score: Raw -145044.852375 + Penalty 2291.853077 = -142752.999298 nChanged 7 SP:Iteration 23Q (979.936408 sec): 3 clusters Score: Raw -145050.713373 + Penalty 2291.853077 = -142758.860295 nChanged 5 SP:Iteration 24Q (979.992755 sec): 3 clusters Score: Raw -145055.307180 + Penalty 2291.853077 = -142763.454103 nChanged 7 SP:Iteration 25Q (980.032822 sec): 3 clusters Score: Raw -145060.359798 + Penalty 2291.853077 = -142768.506721 nChanged 6 SP:Iteration 26Q (980.062198 sec): 3 clusters Score: Raw -145064.531714 + Penalty 2291.853077 = -142772.678636 nChanged 3 SP:Iteration 27Q (980.111904 sec): 3 clusters Score: Raw -145067.302069 + Penalty 2291.853077 = -142775.448991 nChanged 2 SP:Iteration 28Q (980.154970 sec): 3 clusters Score: Raw -145068.411706 + Penalty 2291.853077 = -142776.558628 nChanged 1 SP:Iteration 29Q (980.202321 sec): 3 clusters Score: Raw -145069.163483 + Penalty 2291.853077 = -142777.310405 nChanged 0 SP:Iteration 30F (980.242315 sec): 3 clusters Score: Raw -145069.163483 + Penalty 2291.853077 = -142777.310405 nChanged 0 Trying to split cluster 19 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (980.261259 sec): 2 clusters Score: Raw -39535.460293 + Penalty 929.017001 = -38606.443292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (980.316054 sec): 3 clusters Score: Raw -39575.197945 + Penalty 1858.034003 = -37717.163942 nChanged 62 SP:Iteration 1F (980.354112 sec): 3 clusters Score: Raw -39706.823536 + Penalty 1858.034003 = -37848.789533 nChanged 12 SP:Iteration 2Q (980.403449 sec): 3 clusters Score: Raw -39728.533991 + Penalty 1858.034003 = -37870.499988 nChanged 1 SP:Iteration 3Q (980.442789 sec): 3 clusters Score: Raw -39733.079760 + Penalty 1858.034003 = -37875.045757 nChanged 1 SP:Iteration 4Q (980.478478 sec): 3 clusters Score: Raw -39737.515025 + Penalty 1858.034003 = -37879.481022 nChanged 1 SP:Iteration 5Q (980.515181 sec): 3 clusters Score: Raw -39738.718856 + Penalty 1858.034003 = -37880.684853 nChanged 0 SP:Iteration 6F (980.574472 sec): 3 clusters Score: Raw -39738.718856 + Penalty 1858.034003 = -37880.684853 nChanged 0 Iteration 179Q (983.168614 sec): 19 clusters Score: Raw -57374871.476326 + Penalty 37966.405434 = -57336905.070892 nChanged 107 Iteration 180F (988.207939 sec): 19 clusters Score: Raw -57374873.623721 + Penalty 37966.405434 = -57336907.218287 nChanged 93 Iteration 181Q (990.840548 sec): 19 clusters Score: Raw -57374875.447803 + Penalty 37966.405434 = -57336909.042369 nChanged 88 Iteration 182Q (993.461439 sec): 19 clusters Score: Raw -57374877.021718 + Penalty 37966.405434 = -57336910.616284 nChanged 71 Iteration 183Q (996.073479 sec): 19 clusters Score: Raw -57374878.345681 + Penalty 37966.405434 = -57336911.940247 nChanged 68 Iteration 184Q (998.686157 sec): 19 clusters Score: Raw -57374879.492603 + Penalty 37966.405434 = -57336913.087169 nChanged 59 Iteration 185Q (1001.597220 sec): 19 clusters Score: Raw -57374880.677573 + Penalty 37966.405434 = -57336914.272139 nChanged 55 Iteration 186Q (1004.711827 sec): 19 clusters Score: Raw -57374882.023592 + Penalty 37966.405434 = -57336915.618158 nChanged 52 Iteration 187Q (1007.512503 sec): 19 clusters Score: Raw -57374882.808693 + Penalty 37966.405434 = -57336916.403259 nChanged 35 Iteration 188Q (1010.316782 sec): 19 clusters Score: Raw -57374883.287630 + Penalty 37966.405434 = -57336916.882196 nChanged 35 Iteration 189Q (1012.830542 sec): 19 clusters Score: Raw -57374883.801028 + Penalty 37966.405434 = -57336917.395594 nChanged 42 Iteration 190Q (1015.479111 sec): 19 clusters Score: Raw -57374884.349039 + Penalty 37966.405434 = -57336917.943605 nChanged 37 Iteration 191Q (1018.069449 sec): 19 clusters Score: Raw -57374884.793985 + Penalty 37966.405434 = -57336918.388551 nChanged 34 Iteration 192Q (1020.598348 sec): 19 clusters Score: Raw -57374885.275418 + Penalty 37966.405434 = -57336918.869984 nChanged 46 Iteration 193Q (1023.119728 sec): 19 clusters Score: Raw -57374885.919870 + Penalty 37966.405434 = -57336919.514436 nChanged 35 Iteration 194Q (1025.783171 sec): 19 clusters Score: Raw -57374886.425543 + Penalty 37966.405434 = -57336920.020109 nChanged 30 Iteration 195Q (1028.297044 sec): 19 clusters Score: Raw -57374886.870656 + Penalty 37966.405434 = -57336920.465222 nChanged 40 Iteration 196Q (1030.898452 sec): 19 clusters Score: Raw -57374887.439354 + Penalty 37966.405434 = -57336921.033920 nChanged 25 Iteration 197Q (1033.486288 sec): 19 clusters Score: Raw -57374887.799667 + Penalty 37966.405434 = -57336921.394233 nChanged 35 Iteration 198Q (1036.056750 sec): 19 clusters Score: Raw -57374888.223181 + Penalty 37966.405434 = -57336921.817747 nChanged 30 Iteration 199Q (1038.604999 sec): 19 clusters Score: Raw -57374888.651747 + Penalty 37966.405434 = -57336922.246313 nChanged 32 Iteration 200F (1043.760411 sec): 19 clusters Score: Raw -57374889.189586 + Penalty 37966.405434 = -57336922.784152 nChanged 30 Iteration 201Q (1046.309206 sec): 19 clusters Score: Raw -57374889.510068 + Penalty 37966.405434 = -57336923.104634 nChanged 28 Iteration 202Q (1048.909249 sec): 19 clusters Score: Raw -57374889.863995 + Penalty 37966.405434 = -57336923.458561 nChanged 24 Iteration 203Q (1051.410179 sec): 19 clusters Score: Raw -57374890.090366 + Penalty 37966.405434 = -57336923.684932 nChanged 23 Iteration 204Q (1054.082817 sec): 19 clusters Score: Raw -57374890.298827 + Penalty 37966.405434 = -57336923.893393 nChanged 21 Iteration 205Q (1056.672648 sec): 19 clusters Score: Raw -57374890.536410 + Penalty 37966.405434 = -57336924.130976 nChanged 20 Iteration 206Q (1059.288337 sec): 19 clusters Score: Raw -57374890.787001 + Penalty 37966.405434 = -57336924.381567 nChanged 24 Iteration 207Q (1062.149156 sec): 19 clusters Score: Raw -57374891.144149 + Penalty 37966.405434 = -57336924.738715 nChanged 28 Iteration 208Q (1065.128168 sec): 19 clusters Score: Raw -57374891.659053 + Penalty 37966.405434 = -57336925.253619 nChanged 24 Iteration 209Q (1067.922689 sec): 19 clusters Score: Raw -57374892.176322 + Penalty 37966.405434 = -57336925.770888 nChanged 25 Iteration 210Q (1070.762900 sec): 19 clusters Score: Raw -57374892.579236 + Penalty 37966.405434 = -57336926.173802 nChanged 18 Iteration 211Q (1073.435572 sec): 19 clusters Score: Raw -57374892.866108 + Penalty 37966.405434 = -57336926.460674 nChanged 20 Iteration 212Q (1076.067953 sec): 19 clusters Score: Raw -57374893.237519 + Penalty 37966.405434 = -57336926.832085 nChanged 19 Iteration 213Q (1078.689223 sec): 19 clusters Score: Raw -57374893.604591 + Penalty 37966.405434 = -57336927.199157 nChanged 16 Iteration 214Q (1081.303062 sec): 19 clusters Score: Raw -57374894.045002 + Penalty 37966.405434 = -57336927.639568 nChanged 19 Iteration 215Q (1083.933484 sec): 19 clusters Score: Raw -57374894.573717 + Penalty 37966.405434 = -57336928.168283 nChanged 22 Iteration 216Q (1086.607517 sec): 19 clusters Score: Raw -57374895.010302 + Penalty 37966.405434 = -57336928.604868 nChanged 20 Iteration 217Q (1089.209101 sec): 19 clusters Score: Raw -57374895.238649 + Penalty 37966.405434 = -57336928.833215 nChanged 12 Iteration 218Q (1091.840552 sec): 19 clusters Score: Raw -57374895.464472 + Penalty 37966.405434 = -57336929.059038 nChanged 14 Writing temp clu file Because OldScore, -57336928.833215, is greater than current (better) Score,-57336929.059038 Compute initial score before splitting: Score: Raw -57374895.464472 + Penalty 37966.405434 = -57336929.059038 Trying to split cluster 1 (16763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1091.965371 sec): 2 clusters Score: Raw -2326120.548654 + Penalty 1580.626020 = -2324539.922634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1092.039555 sec): 3 clusters Score: Raw -2316206.397788 + Penalty 3161.252041 = -2313045.145747 nChanged 7470 SP:Iteration 1F (1092.096747 sec): 3 clusters Score: Raw -2320246.755078 + Penalty 3161.252041 = -2317085.503038 nChanged 902 SP:Iteration 2F (1092.171119 sec): 3 clusters Score: Raw -2320615.791389 + Penalty 3161.252041 = -2317454.539349 nChanged 898 SP:Iteration 3F (1092.234510 sec): 3 clusters Score: Raw -2321046.843228 + Penalty 3161.252041 = -2317885.591187 nChanged 930 SP:Iteration 4F (1092.308149 sec): 3 clusters Score: Raw -2321533.050601 + Penalty 3161.252041 = -2318371.798560 nChanged 933 SP:Iteration 5F (1092.382775 sec): 3 clusters Score: Raw -2322040.998124 + Penalty 3161.252041 = -2318879.746084 nChanged 942 SP:Iteration 6F (1092.457374 sec): 3 clusters Score: Raw -2322598.246295 + Penalty 3161.252041 = -2319436.994254 nChanged 942 SP:Iteration 7F (1092.532711 sec): 3 clusters Score: Raw -2323163.451718 + Penalty 3161.252041 = -2320002.199678 nChanged 860 SP:Iteration 8F (1092.607095 sec): 3 clusters Score: Raw -2323743.432929 + Penalty 3161.252041 = -2320582.180888 nChanged 817 SP:Iteration 9Q (1092.690735 sec): 3 clusters Score: Raw -2324347.336611 + Penalty 3161.252041 = -2321186.084570 nChanged 688 SP:Iteration 10Q (1092.746364 sec): 3 clusters Score: Raw -2324881.757627 + Penalty 3161.252041 = -2321720.505586 nChanged 570 SP:Iteration 11Q (1092.822228 sec): 3 clusters Score: Raw -2325347.005772 + Penalty 3161.252041 = -2322185.753731 nChanged 440 SP:Iteration 12Q (1092.905459 sec): 3 clusters Score: Raw -2325700.123970 + Penalty 3161.252041 = -2322538.871930 nChanged 312 SP:Iteration 13Q (1092.969349 sec): 3 clusters Score: Raw -2325950.846149 + Penalty 3161.252041 = -2322789.594109 nChanged 247 SP:Iteration 14Q (1093.030707 sec): 3 clusters Score: Raw -2326124.452498 + Penalty 3161.252041 = -2322963.200458 nChanged 194 SP:Iteration 15Q (1093.110744 sec): 3 clusters Score: Raw -2326254.610474 + Penalty 3161.252041 = -2323093.358434 nChanged 157 SP:Iteration 16Q (1093.173384 sec): 3 clusters Score: Raw -2326355.619356 + Penalty 3161.252041 = -2323194.367316 nChanged 120 SP:Iteration 17Q (1093.245026 sec): 3 clusters Score: Raw -2326430.491186 + Penalty 3161.252041 = -2323269.239146 nChanged 105 SP:Iteration 18Q (1093.314221 sec): 3 clusters Score: Raw -2326491.161004 + Penalty 3161.252041 = -2323329.908963 nChanged 78 SP:Iteration 19Q (1093.384349 sec): 3 clusters Score: Raw -2326529.064844 + Penalty 3161.252041 = -2323367.812804 nChanged 64 SP:Iteration 20F (1093.465322 sec): 3 clusters Score: Raw -2326554.560378 + Penalty 3161.252041 = -2323393.308338 nChanged 43 SP:Iteration 21Q (1093.531228 sec): 3 clusters Score: Raw -2326570.995039 + Penalty 3161.252041 = -2323409.742999 nChanged 44 SP:Iteration 22Q (1093.600693 sec): 3 clusters Score: Raw -2326587.090525 + Penalty 3161.252041 = -2323425.838485 nChanged 34 SP:Iteration 23Q (1093.657036 sec): 3 clusters Score: Raw -2326600.288024 + Penalty 3161.252041 = -2323439.035983 nChanged 24 SP:Iteration 24Q (1093.734814 sec): 3 clusters Score: Raw -2326607.710540 + Penalty 3161.252041 = -2323446.458499 nChanged 21 SP:Iteration 25Q (1093.790137 sec): 3 clusters Score: Raw -2326614.611414 + Penalty 3161.252041 = -2323453.359373 nChanged 18 SP:Iteration 26Q (1093.851559 sec): 3 clusters Score: Raw -2326620.313983 + Penalty 3161.252041 = -2323459.061943 nChanged 17 SP:Iteration 27Q (1093.921072 sec): 3 clusters Score: Raw -2326625.158621 + Penalty 3161.252041 = -2323463.906580 nChanged 18 SP:Iteration 28Q (1093.989341 sec): 3 clusters Score: Raw -2326630.309124 + Penalty 3161.252041 = -2323469.057084 nChanged 16 SP:Iteration 29Q (1094.056626 sec): 3 clusters Score: Raw -2326634.660772 + Penalty 3161.252041 = -2323473.408732 nChanged 9 SP:Iteration 30Q (1094.125593 sec): 3 clusters Score: Raw -2326636.505263 + Penalty 3161.252041 = -2323475.253222 nChanged 6 SP:Iteration 31Q (1094.195964 sec): 3 clusters Score: Raw -2326637.401125 + Penalty 3161.252041 = -2323476.149084 nChanged 6 SP:Iteration 32Q (1094.264503 sec): 3 clusters Score: Raw -2326638.905628 + Penalty 3161.252041 = -2323477.653588 nChanged 5 SP:Iteration 33Q (1094.330925 sec): 3 clusters Score: Raw -2326640.112540 + Penalty 3161.252041 = -2323478.860499 nChanged 4 SP:Iteration 34Q (1094.389754 sec): 3 clusters Score: Raw -2326640.899813 + Penalty 3161.252041 = -2323479.647773 nChanged 3 SP:Iteration 35Q (1094.460036 sec): 3 clusters Score: Raw -2326641.436367 + Penalty 3161.252041 = -2323480.184326 nChanged 4 SP:Iteration 36Q (1094.529051 sec): 3 clusters Score: Raw -2326642.169636 + Penalty 3161.252041 = -2323480.917596 nChanged 3 SP:Iteration 37Q (1094.595862 sec): 3 clusters Score: Raw -2326643.032715 + Penalty 3161.252041 = -2323481.780674 nChanged 5 SP:Iteration 38Q (1094.664776 sec): 3 clusters Score: Raw -2326643.912156 + Penalty 3161.252041 = -2323482.660115 nChanged 3 SP:Iteration 39Q (1094.733771 sec): 3 clusters Score: Raw -2326644.772544 + Penalty 3161.252041 = -2323483.520504 nChanged 2 SP:Iteration 40F (1094.809124 sec): 3 clusters Score: Raw -2326645.164394 + Penalty 3161.252041 = -2323483.912354 nChanged 1 SP:Iteration 41Q (1094.884290 sec): 3 clusters Score: Raw -2326645.437552 + Penalty 3161.252041 = -2323484.185511 nChanged 3 SP:Iteration 42Q (1094.948538 sec): 3 clusters Score: Raw -2326645.950833 + Penalty 3161.252041 = -2323484.698792 nChanged 1 SP:Iteration 43Q (1095.022462 sec): 3 clusters Score: Raw -2326646.035966 + Penalty 3161.252041 = -2323484.783925 nChanged 0 SP:Iteration 44F (1095.098902 sec): 3 clusters Score: Raw -2326646.035966 + Penalty 3161.252041 = -2323484.783925 nChanged 0 Trying to split cluster 2 (122970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1095.276161 sec): 2 clusters Score: Raw -16721234.162631 + Penalty 1904.450552 = -16719329.712079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1095.512477 sec): 3 clusters Score: Raw -16640734.402396 + Penalty 3808.901103 = -16636925.501293 nChanged 59116 SP:Iteration 1F (1095.743398 sec): 3 clusters Score: Raw -16675629.458089 + Penalty 3808.901103 = -16671820.556986 nChanged 4831 SP:Iteration 2Q (1095.984960 sec): 3 clusters Score: Raw -16677296.320961 + Penalty 3808.901103 = -16673487.419858 nChanged 5623 SP:Iteration 3Q (1096.230152 sec): 3 clusters Score: Raw -16679581.608015 + Penalty 3808.901103 = -16675772.706912 nChanged 6505 SP:Iteration 4F (1096.459681 sec): 3 clusters Score: Raw -16682729.936433 + Penalty 3808.901103 = -16678921.035330 nChanged 7413 SP:Iteration 5F (1096.692738 sec): 3 clusters Score: Raw -16686699.367634 + Penalty 3808.901103 = -16682890.466531 nChanged 7872 SP:Iteration 6F (1096.915014 sec): 3 clusters Score: Raw -16690806.762440 + Penalty 3808.901103 = -16686997.861336 nChanged 7156 SP:Iteration 7F (1097.146364 sec): 3 clusters Score: Raw -16694139.680192 + Penalty 3808.901103 = -16690330.779089 nChanged 6045 SP:Iteration 8Q (1097.382977 sec): 3 clusters Score: Raw -16696628.651504 + Penalty 3808.901103 = -16692819.750400 nChanged 4970 SP:Iteration 9Q (1097.627873 sec): 3 clusters Score: Raw -16698402.861845 + Penalty 3808.901103 = -16694593.960742 nChanged 4201 SP:Iteration 10Q (1097.856089 sec): 3 clusters Score: Raw -16699963.525969 + Penalty 3808.901103 = -16696154.624866 nChanged 3867 SP:Iteration 11Q (1098.100228 sec): 3 clusters Score: Raw -16701629.723655 + Penalty 3808.901103 = -16697820.822552 nChanged 3866 SP:Iteration 12Q (1098.342241 sec): 3 clusters Score: Raw -16703708.531513 + Penalty 3808.901103 = -16699899.630410 nChanged 3998 SP:Iteration 13Q (1098.588602 sec): 3 clusters Score: Raw -16706437.695248 + Penalty 3808.901103 = -16702628.794145 nChanged 4040 SP:Iteration 14Q (1098.833755 sec): 3 clusters Score: Raw -16709773.977464 + Penalty 3808.901103 = -16705965.076360 nChanged 3594 SP:Iteration 15Q (1099.071991 sec): 3 clusters Score: Raw -16712649.359787 + Penalty 3808.901103 = -16708840.458684 nChanged 2974 SP:Iteration 16Q (1099.308500 sec): 3 clusters Score: Raw -16714647.082098 + Penalty 3808.901103 = -16710838.180995 nChanged 2425 SP:Iteration 17Q (1099.540281 sec): 3 clusters Score: Raw -16716093.033935 + Penalty 3808.901103 = -16712284.132831 nChanged 2032 SP:Iteration 18Q (1099.756779 sec): 3 clusters Score: Raw -16717252.601979 + Penalty 3808.901103 = -16713443.700876 nChanged 1811 SP:Iteration 19Q (1099.988468 sec): 3 clusters Score: Raw -16718225.168500 + Penalty 3808.901103 = -16714416.267396 nChanged 1507 SP:Iteration 20F (1100.226131 sec): 3 clusters Score: Raw -16719013.972919 + Penalty 3808.901103 = -16715205.071816 nChanged 1254 SP:Iteration 21Q (1100.465719 sec): 3 clusters Score: Raw -16719667.715609 + Penalty 3808.901103 = -16715858.814506 nChanged 1056 SP:Iteration 22Q (1100.689422 sec): 3 clusters Score: Raw -16720231.362318 + Penalty 3808.901103 = -16716422.461215 nChanged 859 SP:Iteration 23Q (1100.903623 sec): 3 clusters Score: Raw -16720740.059674 + Penalty 3808.901103 = -16716931.158571 nChanged 747 SP:Iteration 24Q (1101.126285 sec): 3 clusters Score: Raw -16721157.618556 + Penalty 3808.901103 = -16717348.717453 nChanged 597 SP:Iteration 25Q (1101.339081 sec): 3 clusters Score: Raw -16721461.802776 + Penalty 3808.901103 = -16717652.901673 nChanged 516 SP:Iteration 26Q (1101.558888 sec): 3 clusters Score: Raw -16721713.153600 + Penalty 3808.901103 = -16717904.252497 nChanged 443 SP:Iteration 27Q (1101.757213 sec): 3 clusters Score: Raw -16721896.087356 + Penalty 3808.901103 = -16718087.186253 nChanged 377 SP:Iteration 28Q (1101.970442 sec): 3 clusters Score: Raw -16722038.880795 + Penalty 3808.901103 = -16718229.979692 nChanged 320 SP:Iteration 29Q (1102.183776 sec): 3 clusters Score: Raw -16722153.309991 + Penalty 3808.901103 = -16718344.408887 nChanged 248 SP:Iteration 30Q (1102.393123 sec): 3 clusters Score: Raw -16722233.593963 + Penalty 3808.901103 = -16718424.692859 nChanged 223 SP:Iteration 31Q (1102.598027 sec): 3 clusters Score: Raw -16722299.422896 + Penalty 3808.901103 = -16718490.521793 nChanged 215 SP:Iteration 32Q (1102.803113 sec): 3 clusters Score: Raw -16722352.705725 + Penalty 3808.901103 = -16718543.804622 nChanged 179 SP:Iteration 33Q (1103.014220 sec): 3 clusters Score: Raw -16722389.931305 + Penalty 3808.901103 = -16718581.030202 nChanged 142 SP:Iteration 34Q (1103.225377 sec): 3 clusters Score: Raw -16722415.807538 + Penalty 3808.901103 = -16718606.906435 nChanged 112 SP:Iteration 35Q (1103.440495 sec): 3 clusters Score: Raw -16722433.167679 + Penalty 3808.901103 = -16718624.266576 nChanged 96 SP:Iteration 36Q (1103.639804 sec): 3 clusters Score: Raw -16722449.519410 + Penalty 3808.901103 = -16718640.618307 nChanged 92 SP:Iteration 37Q (1103.852088 sec): 3 clusters Score: Raw -16722464.968369 + Penalty 3808.901103 = -16718656.067265 nChanged 82 SP:Iteration 38Q (1104.068131 sec): 3 clusters Score: Raw -16722480.561389 + Penalty 3808.901103 = -16718671.660286 nChanged 85 SP:Iteration 39Q (1104.273367 sec): 3 clusters Score: Raw -16722495.777134 + Penalty 3808.901103 = -16718686.876030 nChanged 77 SP:Iteration 40F (1104.499190 sec): 3 clusters Score: Raw -16722509.012833 + Penalty 3808.901103 = -16718700.111730 nChanged 77 SP:Iteration 41Q (1104.713438 sec): 3 clusters Score: Raw -16722518.282068 + Penalty 3808.901103 = -16718709.380965 nChanged 52 SP:Iteration 42Q (1104.929156 sec): 3 clusters Score: Raw -16722524.373599 + Penalty 3808.901103 = -16718715.472496 nChanged 43 SP:Iteration 43Q (1105.145346 sec): 3 clusters Score: Raw -16722529.535070 + Penalty 3808.901103 = -16718720.633967 nChanged 42 SP:Iteration 44Q (1105.349608 sec): 3 clusters Score: Raw -16722535.802502 + Penalty 3808.901103 = -16718726.901399 nChanged 40 SP:Iteration 45Q (1105.565364 sec): 3 clusters Score: Raw -16722541.867465 + Penalty 3808.901103 = -16718732.966362 nChanged 51 SP:Iteration 46Q (1105.773877 sec): 3 clusters Score: Raw -16722549.744965 + Penalty 3808.901103 = -16718740.843862 nChanged 45 SP:Iteration 47Q (1105.986813 sec): 3 clusters Score: Raw -16722556.390581 + Penalty 3808.901103 = -16718747.489478 nChanged 53 SP:Iteration 48Q (1106.193816 sec): 3 clusters Score: Raw -16722564.410406 + Penalty 3808.901103 = -16718755.509302 nChanged 52 SP:Iteration 49Q (1106.404159 sec): 3 clusters Score: Raw -16722571.445969 + Penalty 3808.901103 = -16718762.544866 nChanged 49 SP:Iteration 50Q (1106.621966 sec): 3 clusters Score: Raw -16722577.471557 + Penalty 3808.901103 = -16718768.570454 nChanged 44 SP:Iteration 51Q (1106.834082 sec): 3 clusters Score: Raw -16722583.283094 + Penalty 3808.901103 = -16718774.381990 nChanged 41 SP:Iteration 52Q (1107.048460 sec): 3 clusters Score: Raw -16722588.410950 + Penalty 3808.901103 = -16718779.509847 nChanged 37 SP:Iteration 53Q (1107.260236 sec): 3 clusters Score: Raw -16722592.663620 + Penalty 3808.901103 = -16718783.762517 nChanged 37 SP:Iteration 54Q (1107.473982 sec): 3 clusters Score: Raw -16722596.596937 + Penalty 3808.901103 = -16718787.695834 nChanged 20 SP:Iteration 55Q (1107.692571 sec): 3 clusters Score: Raw -16722598.322780 + Penalty 3808.901103 = -16718789.421677 nChanged 16 SP:Iteration 56Q (1107.896701 sec): 3 clusters Score: Raw -16722599.610965 + Penalty 3808.901103 = -16718790.709862 nChanged 12 SP:Iteration 57Q (1108.104206 sec): 3 clusters Score: Raw -16722600.725162 + Penalty 3808.901103 = -16718791.824059 nChanged 11 SP:Iteration 58Q (1108.308371 sec): 3 clusters Score: Raw -16722601.823898 + Penalty 3808.901103 = -16718792.922795 nChanged 12 SP:Iteration 59Q (1108.510587 sec): 3 clusters Score: Raw -16722602.655373 + Penalty 3808.901103 = -16718793.754270 nChanged 14 SP:Iteration 60F (1108.756037 sec): 3 clusters Score: Raw -16722603.408548 + Penalty 3808.901103 = -16718794.507445 nChanged 4 SP:Iteration 61Q (1108.966558 sec): 3 clusters Score: Raw -16722603.543653 + Penalty 3808.901103 = -16718794.642550 nChanged 3 SP:Iteration 62Q (1109.171999 sec): 3 clusters Score: Raw -16722603.655931 + Penalty 3808.901103 = -16718794.754828 nChanged 0 SP:Iteration 63F (1109.418612 sec): 3 clusters Score: Raw -16722603.655931 + Penalty 3808.901103 = -16718794.754828 nChanged 0 Trying to split cluster 3 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.455469 sec): 2 clusters Score: Raw -41799.230573 + Penalty 973.612989 = -40825.617584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.502460 sec): 3 clusters Score: Raw -41991.083134 + Penalty 1947.225978 = -40043.857156 nChanged 103 SP:Iteration 1F (1109.542751 sec): 3 clusters Score: Raw -42208.393667 + Penalty 1947.225978 = -40261.167689 nChanged 29 SP:Iteration 2F (1109.585790 sec): 3 clusters Score: Raw -42308.112339 + Penalty 1947.225978 = -40360.886361 nChanged 33 SP:Iteration 3F (1109.634403 sec): 3 clusters Score: Raw -42401.680033 + Penalty 1947.225978 = -40454.454055 nChanged 35 SP:Iteration 4F (1109.678226 sec): 3 clusters Score: Raw -42549.032236 + Penalty 1947.225978 = -40601.806259 nChanged 26 SP:Iteration 5F (1109.721687 sec): 3 clusters Score: Raw -42843.576306 + Penalty 1947.225978 = -40896.350328 nChanged 17 SP:Iteration 6Q (1109.759965 sec): 3 clusters Score: Raw -43004.323997 + Penalty 1947.225978 = -41057.098019 nChanged 12 SP:Iteration 7Q (1109.816585 sec): 3 clusters Score: Raw -43058.700659 + Penalty 1947.225978 = -41111.474681 nChanged 3 SP:Iteration 8Q (1109.866382 sec): 3 clusters Score: Raw -43076.243995 + Penalty 1947.225978 = -41129.018017 nChanged 2 SP:Iteration 9Q (1109.914594 sec): 3 clusters Score: Raw -43080.264077 + Penalty 1947.225978 = -41133.038099 nChanged 0 SP:Iteration 10F (1109.950987 sec): 3 clusters Score: Raw -43080.264077 + Penalty 1947.225978 = -41133.038099 nChanged 0 Score: Raw -57376176.654473 + Penalty 40075.650180 = -57336101.004293 Splitting cluster 3 changes total score from -57336929.059038 to -57336101.004293 So it's not getting split. Trying to split cluster 4 (13087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.286020 sec): 2 clusters Score: Raw -1641093.480056 + Penalty 1540.398381 = -1639553.081675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.355724 sec): 3 clusters Score: Raw -1633400.924127 + Penalty 3080.796761 = -1630320.127365 nChanged 5844 SP:Iteration 1F (1115.413800 sec): 3 clusters Score: Raw -1636702.616881 + Penalty 3080.796761 = -1633621.820120 nChanged 878 SP:Iteration 2F (1115.482880 sec): 3 clusters Score: Raw -1637315.547553 + Penalty 3080.796761 = -1634234.750792 nChanged 975 SP:Iteration 3F (1115.551111 sec): 3 clusters Score: Raw -1638211.406245 + Penalty 3080.796761 = -1635130.609483 nChanged 1116 SP:Iteration 4F (1115.621518 sec): 3 clusters Score: Raw -1639282.112396 + Penalty 3080.796761 = -1636201.315634 nChanged 1176 SP:Iteration 5F (1115.686236 sec): 3 clusters Score: Raw -1640416.552189 + Penalty 3080.796761 = -1637335.755428 nChanged 1089 SP:Iteration 6F (1115.750318 sec): 3 clusters Score: Raw -1641344.018181 + Penalty 3080.796761 = -1638263.221420 nChanged 814 SP:Iteration 7F (1115.814988 sec): 3 clusters Score: Raw -1641897.285925 + Penalty 3080.796761 = -1638816.489163 nChanged 527 SP:Iteration 8Q (1115.884037 sec): 3 clusters Score: Raw -1642161.595586 + Penalty 3080.796761 = -1639080.798825 nChanged 331 SP:Iteration 9Q (1115.961200 sec): 3 clusters Score: Raw -1642296.744888 + Penalty 3080.796761 = -1639215.948127 nChanged 219 SP:Iteration 10Q (1116.022754 sec): 3 clusters Score: Raw -1642367.121152 + Penalty 3080.796761 = -1639286.324391 nChanged 155 SP:Iteration 11Q (1116.093295 sec): 3 clusters Score: Raw -1642410.269872 + Penalty 3080.796761 = -1639329.473111 nChanged 122 SP:Iteration 12Q (1116.164231 sec): 3 clusters Score: Raw -1642438.716238 + Penalty 3080.796761 = -1639357.919477 nChanged 85 SP:Iteration 13Q (1116.235172 sec): 3 clusters Score: Raw -1642456.101293 + Penalty 3080.796761 = -1639375.304532 nChanged 71 SP:Iteration 14Q (1116.305045 sec): 3 clusters Score: Raw -1642469.688065 + Penalty 3080.796761 = -1639388.891304 nChanged 58 SP:Iteration 15Q (1116.373728 sec): 3 clusters Score: Raw -1642477.950048 + Penalty 3080.796761 = -1639397.153287 nChanged 38 SP:Iteration 16Q (1116.441669 sec): 3 clusters Score: Raw -1642482.717032 + Penalty 3080.796761 = -1639401.920271 nChanged 27 SP:Iteration 17Q (1116.512486 sec): 3 clusters Score: Raw -1642485.833805 + Penalty 3080.796761 = -1639405.037044 nChanged 19 SP:Iteration 18Q (1116.578906 sec): 3 clusters Score: Raw -1642488.261453 + Penalty 3080.796761 = -1639407.464691 nChanged 15 SP:Iteration 19Q (1116.647353 sec): 3 clusters Score: Raw -1642489.763153 + Penalty 3080.796761 = -1639408.966391 nChanged 14 SP:Iteration 20F (1116.715070 sec): 3 clusters Score: Raw -1642491.167643 + Penalty 3080.796761 = -1639410.370881 nChanged 11 SP:Iteration 21Q (1116.785827 sec): 3 clusters Score: Raw -1642492.119556 + Penalty 3080.796761 = -1639411.322795 nChanged 9 SP:Iteration 22Q (1116.856799 sec): 3 clusters Score: Raw -1642492.994031 + Penalty 3080.796761 = -1639412.197270 nChanged 10 SP:Iteration 23Q (1116.919913 sec): 3 clusters Score: Raw -1642493.961794 + Penalty 3080.796761 = -1639413.165033 nChanged 9 SP:Iteration 24Q (1116.987890 sec): 3 clusters Score: Raw -1642494.699785 + Penalty 3080.796761 = -1639413.903024 nChanged 3 SP:Iteration 25Q (1117.055948 sec): 3 clusters Score: Raw -1642495.036738 + Penalty 3080.796761 = -1639414.239977 nChanged 4 SP:Iteration 26Q (1117.126651 sec): 3 clusters Score: Raw -1642495.447216 + Penalty 3080.796761 = -1639414.650454 nChanged 2 SP:Iteration 27Q (1117.195769 sec): 3 clusters Score: Raw -1642495.621368 + Penalty 3080.796761 = -1639414.824607 nChanged 2 SP:Iteration 28Q (1117.265985 sec): 3 clusters Score: Raw -1642495.781081 + Penalty 3080.796761 = -1639414.984320 nChanged 3 SP:Iteration 29Q (1117.335651 sec): 3 clusters Score: Raw -1642495.965485 + Penalty 3080.796761 = -1639415.168724 nChanged 1 SP:Iteration 30Q (1117.399944 sec): 3 clusters Score: Raw -1642496.007295 + Penalty 3080.796761 = -1639415.210534 nChanged 0 SP:Iteration 31F (1117.463328 sec): 3 clusters Score: Raw -1642496.007295 + Penalty 3080.796761 = -1639415.210534 nChanged 0 Trying to split cluster 5 (65610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1117.572905 sec): 2 clusters Score: Raw -8959022.154746 + Penalty 1802.366053 = -8957219.788694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1117.724008 sec): 3 clusters Score: Raw -8916940.826596 + Penalty 3604.732106 = -8913336.094490 nChanged 31028 SP:Iteration 1F (1117.870558 sec): 3 clusters Score: Raw -8935000.711593 + Penalty 3604.732106 = -8931395.979487 nChanged 2740 SP:Iteration 2Q (1118.030873 sec): 3 clusters Score: Raw -8935910.906905 + Penalty 3604.732106 = -8932306.174799 nChanged 3126 SP:Iteration 3Q (1118.195443 sec): 3 clusters Score: Raw -8937196.797255 + Penalty 3604.732106 = -8933592.065149 nChanged 3719 SP:Iteration 4F (1118.349931 sec): 3 clusters Score: Raw -8939125.280456 + Penalty 3604.732106 = -8935520.548350 nChanged 4393 SP:Iteration 5F (1118.503608 sec): 3 clusters Score: Raw -8941960.291882 + Penalty 3604.732106 = -8938355.559776 nChanged 4811 SP:Iteration 6F (1118.649257 sec): 3 clusters Score: Raw -8945503.405842 + Penalty 3604.732106 = -8941898.673736 nChanged 4769 SP:Iteration 7F (1118.793458 sec): 3 clusters Score: Raw -8949379.859697 + Penalty 3604.732106 = -8945775.127592 nChanged 4212 SP:Iteration 8F (1118.939515 sec): 3 clusters Score: Raw -8953000.948638 + Penalty 3604.732106 = -8949396.216532 nChanged 3157 SP:Iteration 9Q (1119.091886 sec): 3 clusters Score: Raw -8955717.128138 + Penalty 3604.732106 = -8952112.396032 nChanged 2088 SP:Iteration 10Q (1119.232432 sec): 3 clusters Score: Raw -8957464.267514 + Penalty 3604.732106 = -8953859.535408 nChanged 1182 SP:Iteration 11Q (1119.372216 sec): 3 clusters Score: Raw -8958406.973364 + Penalty 3604.732106 = -8954802.241258 nChanged 689 SP:Iteration 12Q (1119.502689 sec): 3 clusters Score: Raw -8958967.095131 + Penalty 3604.732106 = -8955362.363025 nChanged 395 SP:Iteration 13Q (1119.635940 sec): 3 clusters Score: Raw -8959324.829544 + Penalty 3604.732106 = -8955720.097439 nChanged 249 SP:Iteration 14Q (1119.768757 sec): 3 clusters Score: Raw -8959556.242889 + Penalty 3604.732106 = -8955951.510783 nChanged 219 SP:Iteration 15Q (1119.899011 sec): 3 clusters Score: Raw -8959724.169721 + Penalty 3604.732106 = -8956119.437615 nChanged 162 SP:Iteration 16Q (1120.026694 sec): 3 clusters Score: Raw -8959825.156408 + Penalty 3604.732106 = -8956220.424302 nChanged 119 SP:Iteration 17Q (1120.155034 sec): 3 clusters Score: Raw -8959893.917457 + Penalty 3604.732106 = -8956289.185351 nChanged 98 SP:Iteration 18Q (1120.281760 sec): 3 clusters Score: Raw -8959941.913629 + Penalty 3604.732106 = -8956337.181523 nChanged 81 SP:Iteration 19Q (1120.403355 sec): 3 clusters Score: Raw -8959969.124892 + Penalty 3604.732106 = -8956364.392786 nChanged 54 SP:Iteration 20F (1120.549065 sec): 3 clusters Score: Raw -8959986.098077 + Penalty 3604.732106 = -8956381.365971 nChanged 41 SP:Iteration 21Q (1120.667986 sec): 3 clusters Score: Raw -8959999.733091 + Penalty 3604.732106 = -8956395.000985 nChanged 42 SP:Iteration 22Q (1120.794750 sec): 3 clusters Score: Raw -8960011.706295 + Penalty 3604.732106 = -8956406.974189 nChanged 33 SP:Iteration 23Q (1120.920867 sec): 3 clusters Score: Raw -8960022.545967 + Penalty 3604.732106 = -8956417.813861 nChanged 33 SP:Iteration 24Q (1121.048940 sec): 3 clusters Score: Raw -8960029.713648 + Penalty 3604.732106 = -8956424.981542 nChanged 27 SP:Iteration 25Q (1121.175132 sec): 3 clusters Score: Raw -8960036.230725 + Penalty 3604.732106 = -8956431.498619 nChanged 23 SP:Iteration 26Q (1121.299722 sec): 3 clusters Score: Raw -8960043.044046 + Penalty 3604.732106 = -8956438.311940 nChanged 26 SP:Iteration 27Q (1121.425945 sec): 3 clusters Score: Raw -8960050.275274 + Penalty 3604.732106 = -8956445.543168 nChanged 27 SP:Iteration 28Q (1121.553242 sec): 3 clusters Score: Raw -8960057.930849 + Penalty 3604.732106 = -8956453.198743 nChanged 27 SP:Iteration 29Q (1121.673007 sec): 3 clusters Score: Raw -8960063.904654 + Penalty 3604.732106 = -8956459.172548 nChanged 16 SP:Iteration 30Q (1121.798667 sec): 3 clusters Score: Raw -8960067.623489 + Penalty 3604.732106 = -8956462.891383 nChanged 15 SP:Iteration 31Q (1121.926360 sec): 3 clusters Score: Raw -8960070.243474 + Penalty 3604.732106 = -8956465.511368 nChanged 13 SP:Iteration 32Q (1122.053241 sec): 3 clusters Score: Raw -8960071.927790 + Penalty 3604.732106 = -8956467.195684 nChanged 7 SP:Iteration 33Q (1122.180061 sec): 3 clusters Score: Raw -8960073.306083 + Penalty 3604.732106 = -8956468.573978 nChanged 7 SP:Iteration 34Q (1122.307659 sec): 3 clusters Score: Raw -8960074.212121 + Penalty 3604.732106 = -8956469.480015 nChanged 8 SP:Iteration 35Q (1122.433673 sec): 3 clusters Score: Raw -8960075.222386 + Penalty 3604.732106 = -8956470.490281 nChanged 3 SP:Iteration 36Q (1122.561504 sec): 3 clusters Score: Raw -8960075.716707 + Penalty 3604.732106 = -8956470.984601 nChanged 3 SP:Iteration 37Q (1122.678987 sec): 3 clusters Score: Raw -8960076.135634 + Penalty 3604.732106 = -8956471.403529 nChanged 2 SP:Iteration 38Q (1122.807781 sec): 3 clusters Score: Raw -8960076.372160 + Penalty 3604.732106 = -8956471.640055 nChanged 2 SP:Iteration 39Q (1122.930161 sec): 3 clusters Score: Raw -8960076.669008 + Penalty 3604.732106 = -8956471.936903 nChanged 3 SP:Iteration 40F (1123.076692 sec): 3 clusters Score: Raw -8960077.248254 + Penalty 3604.732106 = -8956472.516148 nChanged 1 SP:Iteration 41Q (1123.213079 sec): 3 clusters Score: Raw -8960077.394953 + Penalty 3604.732106 = -8956472.662847 nChanged 3 SP:Iteration 42Q (1123.352399 sec): 3 clusters Score: Raw -8960077.735569 + Penalty 3604.732106 = -8956473.003463 nChanged 1 SP:Iteration 43Q (1123.481046 sec): 3 clusters Score: Raw -8960077.861550 + Penalty 3604.732106 = -8956473.129445 nChanged 3 SP:Iteration 44Q (1123.616226 sec): 3 clusters Score: Raw -8960078.475309 + Penalty 3604.732106 = -8956473.743203 nChanged 4 SP:Iteration 45Q (1123.754562 sec): 3 clusters Score: Raw -8960078.994607 + Penalty 3604.732106 = -8956474.262501 nChanged 0 SP:Iteration 46F (1123.901253 sec): 3 clusters Score: Raw -8960078.994607 + Penalty 3604.732106 = -8956474.262501 nChanged 0 Trying to split cluster 6 (11350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1123.957869 sec): 2 clusters Score: Raw -1531694.216852 + Penalty 1517.258116 = -1530176.958735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1123.999090 sec): 3 clusters Score: Raw -1525280.112409 + Penalty 3034.516232 = -1522245.596177 nChanged 4917 SP:Iteration 1F (1124.030265 sec): 3 clusters Score: Raw -1528304.566447 + Penalty 3034.516232 = -1525270.050215 nChanged 886 SP:Iteration 2F (1124.061418 sec): 3 clusters Score: Raw -1528876.629884 + Penalty 3034.516232 = -1525842.113651 nChanged 826 SP:Iteration 3F (1124.092609 sec): 3 clusters Score: Raw -1529445.272617 + Penalty 3034.516232 = -1526410.756385 nChanged 741 SP:Iteration 4F (1124.136712 sec): 3 clusters Score: Raw -1529970.647845 + Penalty 3034.516232 = -1526936.131612 nChanged 642 SP:Iteration 5F (1124.167062 sec): 3 clusters Score: Raw -1530410.332855 + Penalty 3034.516232 = -1527375.816622 nChanged 491 SP:Iteration 6Q (1124.198362 sec): 3 clusters Score: Raw -1530751.281314 + Penalty 3034.516232 = -1527716.765082 nChanged 416 SP:Iteration 7Q (1124.229711 sec): 3 clusters Score: Raw -1531030.345831 + Penalty 3034.516232 = -1527995.829599 nChanged 353 SP:Iteration 8Q (1124.261033 sec): 3 clusters Score: Raw -1531290.366666 + Penalty 3034.516232 = -1528255.850433 nChanged 292 SP:Iteration 9Q (1124.306216 sec): 3 clusters Score: Raw -1531482.385908 + Penalty 3034.516232 = -1528447.869675 nChanged 214 SP:Iteration 10Q (1124.335045 sec): 3 clusters Score: Raw -1531595.216482 + Penalty 3034.516232 = -1528560.700250 nChanged 160 SP:Iteration 11Q (1124.364920 sec): 3 clusters Score: Raw -1531683.040541 + Penalty 3034.516232 = -1528648.524309 nChanged 129 SP:Iteration 12Q (1124.394657 sec): 3 clusters Score: Raw -1531738.865921 + Penalty 3034.516232 = -1528704.349689 nChanged 96 SP:Iteration 13Q (1124.423997 sec): 3 clusters Score: Raw -1531772.748702 + Penalty 3034.516232 = -1528738.232470 nChanged 80 SP:Iteration 14Q (1124.453367 sec): 3 clusters Score: Raw -1531802.198039 + Penalty 3034.516232 = -1528767.681806 nChanged 82 SP:Iteration 15Q (1124.482508 sec): 3 clusters Score: Raw -1531836.349922 + Penalty 3034.516232 = -1528801.833690 nChanged 68 SP:Iteration 16Q (1124.511678 sec): 3 clusters Score: Raw -1531868.010260 + Penalty 3034.516232 = -1528833.494027 nChanged 59 SP:Iteration 17Q (1124.540763 sec): 3 clusters Score: Raw -1531893.153553 + Penalty 3034.516232 = -1528858.637320 nChanged 54 SP:Iteration 18Q (1124.617980 sec): 3 clusters Score: Raw -1531913.853842 + Penalty 3034.516232 = -1528879.337610 nChanged 52 SP:Iteration 19Q (1124.672557 sec): 3 clusters Score: Raw -1531931.346025 + Penalty 3034.516232 = -1528896.829792 nChanged 37 SP:Iteration 20F (1124.740101 sec): 3 clusters Score: Raw -1531943.031846 + Penalty 3034.516232 = -1528908.515613 nChanged 29 SP:Iteration 21Q (1124.806238 sec): 3 clusters Score: Raw -1531952.445663 + Penalty 3034.516232 = -1528917.929431 nChanged 26 SP:Iteration 22Q (1124.862975 sec): 3 clusters Score: Raw -1531958.603828 + Penalty 3034.516232 = -1528924.087595 nChanged 16 SP:Iteration 23Q (1124.923112 sec): 3 clusters Score: Raw -1531963.487800 + Penalty 3034.516232 = -1528928.971567 nChanged 14 SP:Iteration 24Q (1124.982912 sec): 3 clusters Score: Raw -1531966.234742 + Penalty 3034.516232 = -1528931.718510 nChanged 9 SP:Iteration 25Q (1125.045150 sec): 3 clusters Score: Raw -1531967.995591 + Penalty 3034.516232 = -1528933.479358 nChanged 9 SP:Iteration 26Q (1125.118529 sec): 3 clusters Score: Raw -1531969.854536 + Penalty 3034.516232 = -1528935.338304 nChanged 7 SP:Iteration 27Q (1125.181912 sec): 3 clusters Score: Raw -1531971.598339 + Penalty 3034.516232 = -1528937.082106 nChanged 10 SP:Iteration 28Q (1125.245076 sec): 3 clusters Score: Raw -1531973.855585 + Penalty 3034.516232 = -1528939.339353 nChanged 10 SP:Iteration 29Q (1125.298577 sec): 3 clusters Score: Raw -1531975.159451 + Penalty 3034.516232 = -1528940.643219 nChanged 5 SP:Iteration 30Q (1125.364548 sec): 3 clusters Score: Raw -1531975.728546 + Penalty 3034.516232 = -1528941.212314 nChanged 1 SP:Iteration 31Q (1125.429072 sec): 3 clusters Score: Raw -1531975.782837 + Penalty 3034.516232 = -1528941.266604 nChanged 0 SP:Iteration 32F (1125.487799 sec): 3 clusters Score: Raw -1531975.782837 + Penalty 3034.516232 = -1528941.266604 nChanged 0 Trying to split cluster 7 (62190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1125.603329 sec): 2 clusters Score: Raw -8392149.574480 + Penalty 1793.666793 = -8390355.907687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1125.744144 sec): 3 clusters Score: Raw -8352514.569563 + Penalty 3587.333586 = -8348927.235977 nChanged 29420 SP:Iteration 1F (1125.898499 sec): 3 clusters Score: Raw -8370316.948506 + Penalty 3587.333586 = -8366729.614921 nChanged 3536 SP:Iteration 2F (1126.041036 sec): 3 clusters Score: Raw -8372242.159404 + Penalty 3587.333586 = -8368654.825818 nChanged 3978 SP:Iteration 3F (1126.186933 sec): 3 clusters Score: Raw -8374765.718326 + Penalty 3587.333586 = -8371178.384741 nChanged 4327 SP:Iteration 4F (1126.327447 sec): 3 clusters Score: Raw -8377726.461287 + Penalty 3587.333586 = -8374139.127701 nChanged 4293 SP:Iteration 5F (1126.485916 sec): 3 clusters Score: Raw -8380356.476045 + Penalty 3587.333586 = -8376769.142459 nChanged 3708 SP:Iteration 6F (1126.636502 sec): 3 clusters Score: Raw -8382353.223191 + Penalty 3587.333586 = -8378765.889605 nChanged 3021 SP:Iteration 7Q (1126.784216 sec): 3 clusters Score: Raw -8383883.701795 + Penalty 3587.333586 = -8380296.368209 nChanged 2466 SP:Iteration 8Q (1126.938571 sec): 3 clusters Score: Raw -8385144.682268 + Penalty 3587.333586 = -8381557.348682 nChanged 2064 SP:Iteration 9Q (1127.096551 sec): 3 clusters Score: Raw -8386110.908521 + Penalty 3587.333586 = -8382523.574935 nChanged 1644 SP:Iteration 10Q (1127.261116 sec): 3 clusters Score: Raw -8386702.622497 + Penalty 3587.333586 = -8383115.288911 nChanged 1236 SP:Iteration 11Q (1127.416468 sec): 3 clusters Score: Raw -8387031.691619 + Penalty 3587.333586 = -8383444.358033 nChanged 935 SP:Iteration 12Q (1127.571194 sec): 3 clusters Score: Raw -8387237.628356 + Penalty 3587.333586 = -8383650.294771 nChanged 746 SP:Iteration 13Q (1127.726245 sec): 3 clusters Score: Raw -8387381.709837 + Penalty 3587.333586 = -8383794.376252 nChanged 609 SP:Iteration 14Q (1127.878992 sec): 3 clusters Score: Raw -8387485.786754 + Penalty 3587.333586 = -8383898.453169 nChanged 530 SP:Iteration 15Q (1128.030907 sec): 3 clusters Score: Raw -8387567.464420 + Penalty 3587.333586 = -8383980.130834 nChanged 492 SP:Iteration 16Q (1128.183808 sec): 3 clusters Score: Raw -8387637.028156 + Penalty 3587.333586 = -8384049.694570 nChanged 428 SP:Iteration 17Q (1128.327533 sec): 3 clusters Score: Raw -8387691.294979 + Penalty 3587.333586 = -8384103.961394 nChanged 384 SP:Iteration 18Q (1128.480996 sec): 3 clusters Score: Raw -8387740.808356 + Penalty 3587.333586 = -8384153.474770 nChanged 360 SP:Iteration 19Q (1128.636792 sec): 3 clusters Score: Raw -8387782.560225 + Penalty 3587.333586 = -8384195.226640 nChanged 330 SP:Iteration 20F (1128.754071 sec): 3 clusters Score: Raw -8387817.768804 + Penalty 3587.333586 = -8384230.435218 nChanged 314 SP:Iteration 21Q (1128.897756 sec): 3 clusters Score: Raw -8387852.680251 + Penalty 3587.333586 = -8384265.346665 nChanged 312 SP:Iteration 22Q (1129.055407 sec): 3 clusters Score: Raw -8387882.902584 + Penalty 3587.333586 = -8384295.568998 nChanged 278 SP:Iteration 23Q (1129.202498 sec): 3 clusters Score: Raw -8387910.785876 + Penalty 3587.333586 = -8384323.452291 nChanged 283 SP:Iteration 24Q (1129.359897 sec): 3 clusters Score: Raw -8387938.548578 + Penalty 3587.333586 = -8384351.214992 nChanged 265 SP:Iteration 25Q (1129.513100 sec): 3 clusters Score: Raw -8387962.382450 + Penalty 3587.333586 = -8384375.048864 nChanged 240 SP:Iteration 26Q (1129.669378 sec): 3 clusters Score: Raw -8387984.146415 + Penalty 3587.333586 = -8384396.812830 nChanged 265 SP:Iteration 27Q (1129.816130 sec): 3 clusters Score: Raw -8388007.524283 + Penalty 3587.333586 = -8384420.190697 nChanged 245 SP:Iteration 28Q (1129.962228 sec): 3 clusters Score: Raw -8388027.938657 + Penalty 3587.333586 = -8384440.605071 nChanged 228 SP:Iteration 29Q (1130.123491 sec): 3 clusters Score: Raw -8388045.263492 + Penalty 3587.333586 = -8384457.929907 nChanged 205 SP:Iteration 30Q (1130.264142 sec): 3 clusters Score: Raw -8388061.551849 + Penalty 3587.333586 = -8384474.218263 nChanged 203 SP:Iteration 31Q (1130.397293 sec): 3 clusters Score: Raw -8388077.487733 + Penalty 3587.333586 = -8384490.154148 nChanged 202 SP:Iteration 32Q (1130.512520 sec): 3 clusters Score: Raw -8388092.531282 + Penalty 3587.333586 = -8384505.197697 nChanged 172 SP:Iteration 33Q (1130.631323 sec): 3 clusters Score: Raw -8388103.569493 + Penalty 3587.333586 = -8384516.235907 nChanged 183 SP:Iteration 34Q (1130.784594 sec): 3 clusters Score: Raw -8388114.953865 + Penalty 3587.333586 = -8384527.620280 nChanged 155 SP:Iteration 35Q (1130.938307 sec): 3 clusters Score: Raw -8388124.015879 + Penalty 3587.333586 = -8384536.682294 nChanged 140 SP:Iteration 36Q (1131.083226 sec): 3 clusters Score: Raw -8388132.137500 + Penalty 3587.333586 = -8384544.803914 nChanged 140 SP:Iteration 37Q (1131.232134 sec): 3 clusters Score: Raw -8388142.434317 + Penalty 3587.333586 = -8384555.100732 nChanged 164 SP:Iteration 38Q (1131.394947 sec): 3 clusters Score: Raw -8388152.564883 + Penalty 3587.333586 = -8384565.231297 nChanged 157 SP:Iteration 39Q (1131.532863 sec): 3 clusters Score: Raw -8388162.008024 + Penalty 3587.333586 = -8384574.674438 nChanged 148 SP:Iteration 40F (1131.686538 sec): 3 clusters Score: Raw -8388170.090815 + Penalty 3587.333586 = -8384582.757229 nChanged 153 SP:Iteration 41Q (1131.841123 sec): 3 clusters Score: Raw -8388178.934251 + Penalty 3587.333586 = -8384591.600666 nChanged 139 SP:Iteration 42Q (1131.991512 sec): 3 clusters Score: Raw -8388186.983088 + Penalty 3587.333586 = -8384599.649503 nChanged 149 SP:Iteration 43Q (1132.139108 sec): 3 clusters Score: Raw -8388196.481294 + Penalty 3587.333586 = -8384609.147709 nChanged 152 SP:Iteration 44Q (1132.290819 sec): 3 clusters Score: Raw -8388206.293983 + Penalty 3587.333586 = -8384618.960397 nChanged 147 SP:Iteration 45Q (1132.446031 sec): 3 clusters Score: Raw -8388216.917201 + Penalty 3587.333586 = -8384629.583615 nChanged 142 SP:Iteration 46Q (1132.597097 sec): 3 clusters Score: Raw -8388225.278330 + Penalty 3587.333586 = -8384637.944744 nChanged 138 SP:Iteration 47Q (1132.742105 sec): 3 clusters Score: Raw -8388232.929571 + Penalty 3587.333586 = -8384645.595985 nChanged 128 SP:Iteration 48Q (1132.904751 sec): 3 clusters Score: Raw -8388239.811280 + Penalty 3587.333586 = -8384652.477694 nChanged 137 SP:Iteration 49Q (1133.058020 sec): 3 clusters Score: Raw -8388246.492497 + Penalty 3587.333586 = -8384659.158911 nChanged 127 SP:Iteration 50Q (1133.199265 sec): 3 clusters Score: Raw -8388253.596909 + Penalty 3587.333586 = -8384666.263324 nChanged 135 SP:Iteration 51Q (1133.364503 sec): 3 clusters Score: Raw -8388261.546734 + Penalty 3587.333586 = -8384674.213148 nChanged 128 SP:Iteration 52Q (1133.521370 sec): 3 clusters Score: Raw -8388268.380773 + Penalty 3587.333586 = -8384681.047187 nChanged 112 SP:Iteration 53Q (1133.664593 sec): 3 clusters Score: Raw -8388274.258274 + Penalty 3587.333586 = -8384686.924688 nChanged 108 SP:Iteration 54Q (1133.793881 sec): 3 clusters Score: Raw -8388280.615188 + Penalty 3587.333586 = -8384693.281602 nChanged 101 SP:Iteration 55Q (1133.938163 sec): 3 clusters Score: Raw -8388285.477093 + Penalty 3587.333586 = -8384698.143507 nChanged 92 SP:Iteration 56Q (1134.105304 sec): 3 clusters Score: Raw -8388289.896990 + Penalty 3587.333586 = -8384702.563405 nChanged 95 SP:Iteration 57Q (1134.258331 sec): 3 clusters Score: Raw -8388294.468183 + Penalty 3587.333586 = -8384707.134598 nChanged 99 SP:Iteration 58Q (1134.413102 sec): 3 clusters Score: Raw -8388298.918538 + Penalty 3587.333586 = -8384711.584952 nChanged 102 SP:Iteration 59Q (1134.557366 sec): 3 clusters Score: Raw -8388303.413120 + Penalty 3587.333586 = -8384716.079534 nChanged 101 SP:Iteration 60F (1134.700697 sec): 3 clusters Score: Raw -8388308.297442 + Penalty 3587.333586 = -8384720.963857 nChanged 102 SP:Iteration 61Q (1134.848673 sec): 3 clusters Score: Raw -8388313.996852 + Penalty 3587.333586 = -8384726.663266 nChanged 101 SP:Iteration 62Q (1135.010627 sec): 3 clusters Score: Raw -8388318.772069 + Penalty 3587.333586 = -8384731.438483 nChanged 100 SP:Iteration 63Q (1135.164112 sec): 3 clusters Score: Raw -8388323.507939 + Penalty 3587.333586 = -8384736.174353 nChanged 113 SP:Iteration 64Q (1135.313300 sec): 3 clusters Score: Raw -8388329.166436 + Penalty 3587.333586 = -8384741.832850 nChanged 107 SP:Iteration 65Q (1135.473934 sec): 3 clusters Score: Raw -8388334.075535 + Penalty 3587.333586 = -8384746.741949 nChanged 109 SP:Iteration 66Q (1135.617893 sec): 3 clusters Score: Raw -8388338.765134 + Penalty 3587.333586 = -8384751.431548 nChanged 89 SP:Iteration 67Q (1135.784122 sec): 3 clusters Score: Raw -8388342.081397 + Penalty 3587.333586 = -8384754.747811 nChanged 73 SP:Iteration 68Q (1135.938959 sec): 3 clusters Score: Raw -8388344.947867 + Penalty 3587.333586 = -8384757.614281 nChanged 76 SP:Iteration 69Q (1136.091340 sec): 3 clusters Score: Raw -8388347.428039 + Penalty 3587.333586 = -8384760.094453 nChanged 75 SP:Iteration 70Q (1136.249288 sec): 3 clusters Score: Raw -8388350.209066 + Penalty 3587.333586 = -8384762.875480 nChanged 75 SP:Iteration 71Q (1136.405086 sec): 3 clusters Score: Raw -8388353.117489 + Penalty 3587.333586 = -8384765.783903 nChanged 77 SP:Iteration 72Q (1136.559152 sec): 3 clusters Score: Raw -8388356.670116 + Penalty 3587.333586 = -8384769.336531 nChanged 91 SP:Iteration 73Q (1136.715289 sec): 3 clusters Score: Raw -8388362.040323 + Penalty 3587.333586 = -8384774.706738 nChanged 89 SP:Iteration 74Q (1136.869711 sec): 3 clusters Score: Raw -8388365.730161 + Penalty 3587.333586 = -8384778.396575 nChanged 101 SP:Iteration 75Q (1137.020481 sec): 3 clusters Score: Raw -8388370.339515 + Penalty 3587.333586 = -8384783.005929 nChanged 105 SP:Iteration 76Q (1137.167953 sec): 3 clusters Score: Raw -8388374.869640 + Penalty 3587.333586 = -8384787.536054 nChanged 109 SP:Iteration 77Q (1137.328026 sec): 3 clusters Score: Raw -8388380.133487 + Penalty 3587.333586 = -8384792.799902 nChanged 105 SP:Iteration 78Q (1137.483772 sec): 3 clusters Score: Raw -8388385.039249 + Penalty 3587.333586 = -8384797.705664 nChanged 94 SP:Iteration 79Q (1137.623505 sec): 3 clusters Score: Raw -8388388.822832 + Penalty 3587.333586 = -8384801.489246 nChanged 91 SP:Iteration 80F (1137.774232 sec): 3 clusters Score: Raw -8388392.709990 + Penalty 3587.333586 = -8384805.376404 nChanged 83 SP:Iteration 81Q (1137.916355 sec): 3 clusters Score: Raw -8388396.252595 + Penalty 3587.333586 = -8384808.919009 nChanged 80 SP:Iteration 82Q (1138.068591 sec): 3 clusters Score: Raw -8388399.763123 + Penalty 3587.333586 = -8384812.429537 nChanged 74 SP:Iteration 83Q (1138.216495 sec): 3 clusters Score: Raw -8388402.803398 + Penalty 3587.333586 = -8384815.469813 nChanged 89 SP:Iteration 84Q (1138.373155 sec): 3 clusters Score: Raw -8388407.355878 + Penalty 3587.333586 = -8384820.022292 nChanged 95 SP:Iteration 85Q (1138.513912 sec): 3 clusters Score: Raw -8388412.323520 + Penalty 3587.333586 = -8384824.989934 nChanged 96 SP:Iteration 86Q (1138.647696 sec): 3 clusters Score: Raw -8388417.097748 + Penalty 3587.333586 = -8384829.764163 nChanged 98 SP:Iteration 87Q (1138.810107 sec): 3 clusters Score: Raw -8388422.064408 + Penalty 3587.333586 = -8384834.730822 nChanged 104 SP:Iteration 88Q (1138.961625 sec): 3 clusters Score: Raw -8388426.863537 + Penalty 3587.333586 = -8384839.529951 nChanged 108 SP:Iteration 89Q (1139.112615 sec): 3 clusters Score: Raw -8388432.668003 + Penalty 3587.333586 = -8384845.334417 nChanged 126 SP:Iteration 90Q (1139.258925 sec): 3 clusters Score: Raw -8388439.175409 + Penalty 3587.333586 = -8384851.841823 nChanged 122 SP:Iteration 91Q (1139.401309 sec): 3 clusters Score: Raw -8388445.632812 + Penalty 3587.333586 = -8384858.299227 nChanged 128 SP:Iteration 92Q (1139.554911 sec): 3 clusters Score: Raw -8388453.114978 + Penalty 3587.333586 = -8384865.781393 nChanged 131 SP:Iteration 93Q (1139.718765 sec): 3 clusters Score: Raw -8388460.411417 + Penalty 3587.333586 = -8384873.077831 nChanged 122 SP:Iteration 94Q (1139.875690 sec): 3 clusters Score: Raw -8388465.793402 + Penalty 3587.333586 = -8384878.459816 nChanged 116 SP:Iteration 95Q (1140.030143 sec): 3 clusters Score: Raw -8388471.579194 + Penalty 3587.333586 = -8384884.245608 nChanged 132 SP:Iteration 96Q (1140.184459 sec): 3 clusters Score: Raw -8388477.763773 + Penalty 3587.333586 = -8384890.430188 nChanged 118 SP:Iteration 97Q (1140.327855 sec): 3 clusters Score: Raw -8388483.466670 + Penalty 3587.333586 = -8384896.133084 nChanged 130 SP:Iteration 98Q (1140.471346 sec): 3 clusters Score: Raw -8388491.535632 + Penalty 3587.333586 = -8384904.202047 nChanged 136 SP:Iteration 99Q (1140.607530 sec): 3 clusters Score: Raw -8388500.568610 + Penalty 3587.333586 = -8384913.235025 nChanged 140 SP:Iteration 100F (1140.748354 sec): 3 clusters Score: Raw -8388508.956597 + Penalty 3587.333586 = -8384921.623011 nChanged 141 SP:Iteration 101Q (1140.888220 sec): 3 clusters Score: Raw -8388517.297740 + Penalty 3587.333586 = -8384929.964155 nChanged 137 SP:Iteration 102Q (1141.026632 sec): 3 clusters Score: Raw -8388525.734944 + Penalty 3587.333586 = -8384938.401359 nChanged 123 SP:Iteration 103Q (1141.170659 sec): 3 clusters Score: Raw -8388533.505267 + Penalty 3587.333586 = -8384946.171682 nChanged 140 SP:Iteration 104Q (1141.314174 sec): 3 clusters Score: Raw -8388542.653800 + Penalty 3587.333586 = -8384955.320214 nChanged 147 SP:Iteration 105Q (1141.455387 sec): 3 clusters Score: Raw -8388552.814765 + Penalty 3587.333586 = -8384965.481179 nChanged 146 SP:Iteration 106Q (1141.597141 sec): 3 clusters Score: Raw -8388561.126741 + Penalty 3587.333586 = -8384973.793155 nChanged 139 SP:Iteration 107Q (1141.735047 sec): 3 clusters Score: Raw -8388569.432965 + Penalty 3587.333586 = -8384982.099380 nChanged 157 SP:Iteration 108Q (1141.876155 sec): 3 clusters Score: Raw -8388579.089417 + Penalty 3587.333586 = -8384991.755831 nChanged 137 SP:Iteration 109Q (1142.017433 sec): 3 clusters Score: Raw -8388587.594854 + Penalty 3587.333586 = -8385000.261268 nChanged 139 SP:Iteration 110Q (1142.159885 sec): 3 clusters Score: Raw -8388597.258476 + Penalty 3587.333586 = -8385009.924890 nChanged 182 SP:Iteration 111Q (1142.309854 sec): 3 clusters Score: Raw -8388609.468679 + Penalty 3587.333586 = -8385022.135093 nChanged 178 SP:Iteration 112Q (1142.457009 sec): 3 clusters Score: Raw -8388621.428466 + Penalty 3587.333586 = -8385034.094880 nChanged 178 SP:Iteration 113Q (1142.600611 sec): 3 clusters Score: Raw -8388633.077929 + Penalty 3587.333586 = -8385045.744343 nChanged 176 SP:Iteration 114Q (1142.738836 sec): 3 clusters Score: Raw -8388645.531549 + Penalty 3587.333586 = -8385058.197964 nChanged 182 SP:Iteration 115Q (1142.880244 sec): 3 clusters Score: Raw -8388657.885639 + Penalty 3587.333586 = -8385070.552054 nChanged 174 SP:Iteration 116Q (1143.020391 sec): 3 clusters Score: Raw -8388668.398688 + Penalty 3587.333586 = -8385081.065103 nChanged 160 SP:Iteration 117Q (1143.173047 sec): 3 clusters Score: Raw -8388677.943230 + Penalty 3587.333586 = -8385090.609644 nChanged 150 SP:Iteration 118Q (1143.314911 sec): 3 clusters Score: Raw -8388687.038497 + Penalty 3587.333586 = -8385099.704912 nChanged 153 SP:Iteration 119Q (1143.465085 sec): 3 clusters Score: Raw -8388696.666890 + Penalty 3587.333586 = -8385109.333304 nChanged 158 SP:Iteration 120F (1143.598085 sec): 3 clusters Score: Raw -8388706.109165 + Penalty 3587.333586 = -8385118.775580 nChanged 156 SP:Iteration 121Q (1143.738951 sec): 3 clusters Score: Raw -8388716.974662 + Penalty 3587.333586 = -8385129.641077 nChanged 172 SP:Iteration 122Q (1143.880769 sec): 3 clusters Score: Raw -8388730.810672 + Penalty 3587.333586 = -8385143.477086 nChanged 202 SP:Iteration 123Q (1144.021648 sec): 3 clusters Score: Raw -8388747.010514 + Penalty 3587.333586 = -8385159.676928 nChanged 201 SP:Iteration 124Q (1144.160785 sec): 3 clusters Score: Raw -8388763.413621 + Penalty 3587.333586 = -8385176.080036 nChanged 210 SP:Iteration 125Q (1144.301875 sec): 3 clusters Score: Raw -8388781.315494 + Penalty 3587.333586 = -8385193.981908 nChanged 235 SP:Iteration 126Q (1144.443510 sec): 3 clusters Score: Raw -8388801.618991 + Penalty 3587.333586 = -8385214.285406 nChanged 244 SP:Iteration 127Q (1144.584136 sec): 3 clusters Score: Raw -8388823.954753 + Penalty 3587.333586 = -8385236.621167 nChanged 277 SP:Iteration 128Q (1144.725872 sec): 3 clusters Score: Raw -8388851.779312 + Penalty 3587.333586 = -8385264.445726 nChanged 278 SP:Iteration 129Q (1144.867256 sec): 3 clusters Score: Raw -8388880.150708 + Penalty 3587.333586 = -8385292.817123 nChanged 274 SP:Iteration 130Q (1145.008773 sec): 3 clusters Score: Raw -8388910.057350 + Penalty 3587.333586 = -8385322.723764 nChanged 309 SP:Iteration 131Q (1145.148786 sec): 3 clusters Score: Raw -8388947.745167 + Penalty 3587.333586 = -8385360.411581 nChanged 325 SP:Iteration 132Q (1145.289753 sec): 3 clusters Score: Raw -8388987.385096 + Penalty 3587.333586 = -8385400.051511 nChanged 318 SP:Iteration 133Q (1145.430322 sec): 3 clusters Score: Raw -8389029.939352 + Penalty 3587.333586 = -8385442.605767 nChanged 343 SP:Iteration 134Q (1145.569873 sec): 3 clusters Score: Raw -8389075.251854 + Penalty 3587.333586 = -8385487.918268 nChanged 355 SP:Iteration 135Q (1145.710453 sec): 3 clusters Score: Raw -8389124.399500 + Penalty 3587.333586 = -8385537.065914 nChanged 380 SP:Iteration 136Q (1145.848920 sec): 3 clusters Score: Raw -8389176.313821 + Penalty 3587.333586 = -8385588.980235 nChanged 382 SP:Iteration 137Q (1145.988912 sec): 3 clusters Score: Raw -8389229.157013 + Penalty 3587.333586 = -8385641.823428 nChanged 385 SP:Iteration 138Q (1146.128557 sec): 3 clusters Score: Raw -8389283.616556 + Penalty 3587.333586 = -8385696.282971 nChanged 373 SP:Iteration 139Q (1146.268950 sec): 3 clusters Score: Raw -8389336.732428 + Penalty 3587.333586 = -8385749.398842 nChanged 380 SP:Iteration 140F (1146.409983 sec): 3 clusters Score: Raw -8389392.831388 + Penalty 3587.333586 = -8385805.497803 nChanged 389 SP:Iteration 141Q (1146.549806 sec): 3 clusters Score: Raw -8389450.239117 + Penalty 3587.333586 = -8385862.905531 nChanged 382 SP:Iteration 142Q (1146.683005 sec): 3 clusters Score: Raw -8389510.364696 + Penalty 3587.333586 = -8385923.031110 nChanged 388 SP:Iteration 143Q (1146.822725 sec): 3 clusters Score: Raw -8389570.870727 + Penalty 3587.333586 = -8385983.537142 nChanged 405 SP:Iteration 144Q (1146.960693 sec): 3 clusters Score: Raw -8389635.937432 + Penalty 3587.333586 = -8386048.603847 nChanged 409 SP:Iteration 145Q (1147.098455 sec): 3 clusters Score: Raw -8389707.279148 + Penalty 3587.333586 = -8386119.945562 nChanged 452 SP:Iteration 146Q (1147.236873 sec): 3 clusters Score: Raw -8389792.326052 + Penalty 3587.333586 = -8386204.992467 nChanged 478 SP:Iteration 147Q (1147.373418 sec): 3 clusters Score: Raw -8389889.041800 + Penalty 3587.333586 = -8386301.708214 nChanged 478 SP:Iteration 148Q (1147.511104 sec): 3 clusters Score: Raw -8389987.834941 + Penalty 3587.333586 = -8386400.501356 nChanged 489 SP:Iteration 149Q (1147.647671 sec): 3 clusters Score: Raw -8390091.532170 + Penalty 3587.333586 = -8386504.198585 nChanged 481 SP:Iteration 150Q (1147.770977 sec): 3 clusters Score: Raw -8390194.304864 + Penalty 3587.333586 = -8386606.971278 nChanged 460 SP:Iteration 151Q (1147.908542 sec): 3 clusters Score: Raw -8390298.583474 + Penalty 3587.333586 = -8386711.249888 nChanged 462 SP:Iteration 152Q (1148.046153 sec): 3 clusters Score: Raw -8390413.654921 + Penalty 3587.333586 = -8386826.321335 nChanged 478 SP:Iteration 153Q (1148.178331 sec): 3 clusters Score: Raw -8390534.362061 + Penalty 3587.333586 = -8386947.028475 nChanged 452 SP:Iteration 154Q (1148.313562 sec): 3 clusters Score: Raw -8390652.008295 + Penalty 3587.333586 = -8387064.674709 nChanged 465 SP:Iteration 155Q (1148.448863 sec): 3 clusters Score: Raw -8390783.389344 + Penalty 3587.333586 = -8387196.055759 nChanged 466 SP:Iteration 156Q (1148.592288 sec): 3 clusters Score: Raw -8390921.627032 + Penalty 3587.333586 = -8387334.293446 nChanged 431 SP:Iteration 157Q (1148.730330 sec): 3 clusters Score: Raw -8391049.583789 + Penalty 3587.333586 = -8387462.250204 nChanged 411 SP:Iteration 158Q (1148.876029 sec): 3 clusters Score: Raw -8391187.610053 + Penalty 3587.333586 = -8387600.276467 nChanged 429 SP:Iteration 159Q (1149.007010 sec): 3 clusters Score: Raw -8391342.027585 + Penalty 3587.333586 = -8387754.694000 nChanged 416 SP:Iteration 160F (1149.161746 sec): 3 clusters Score: Raw -8391515.066346 + Penalty 3587.333586 = -8387927.732761 nChanged 409 SP:Iteration 161Q (1149.294360 sec): 3 clusters Score: Raw -8391685.776753 + Penalty 3587.333586 = -8388098.443168 nChanged 399 SP:Iteration 162Q (1149.438182 sec): 3 clusters Score: Raw -8391866.538873 + Penalty 3587.333586 = -8388279.205288 nChanged 369 SP:Iteration 163Q (1149.574274 sec): 3 clusters Score: Raw -8392044.320467 + Penalty 3587.333586 = -8388456.986882 nChanged 342 SP:Iteration 164Q (1149.711424 sec): 3 clusters Score: Raw -8392210.958927 + Penalty 3587.333586 = -8388623.625342 nChanged 301 SP:Iteration 165Q (1149.842436 sec): 3 clusters Score: Raw -8392349.206993 + Penalty 3587.333586 = -8388761.873407 nChanged 293 SP:Iteration 166Q (1149.967587 sec): 3 clusters Score: Raw -8392474.917764 + Penalty 3587.333586 = -8388887.584179 nChanged 282 SP:Iteration 167Q (1150.096197 sec): 3 clusters Score: Raw -8392591.533207 + Penalty 3587.333586 = -8389004.199621 nChanged 253 SP:Iteration 168Q (1150.224582 sec): 3 clusters Score: Raw -8392696.996333 + Penalty 3587.333586 = -8389109.662748 nChanged 212 SP:Iteration 169Q (1150.356377 sec): 3 clusters Score: Raw -8392790.873503 + Penalty 3587.333586 = -8389203.539918 nChanged 178 SP:Iteration 170Q (1150.491898 sec): 3 clusters Score: Raw -8392852.587722 + Penalty 3587.333586 = -8389265.254137 nChanged 141 SP:Iteration 171Q (1150.625422 sec): 3 clusters Score: Raw -8392894.194933 + Penalty 3587.333586 = -8389306.861347 nChanged 122 SP:Iteration 172Q (1150.754809 sec): 3 clusters Score: Raw -8392928.666311 + Penalty 3587.333586 = -8389341.332725 nChanged 99 SP:Iteration 173Q (1150.893171 sec): 3 clusters Score: Raw -8392952.250986 + Penalty 3587.333586 = -8389364.917401 nChanged 88 SP:Iteration 174Q (1151.026857 sec): 3 clusters Score: Raw -8392978.188108 + Penalty 3587.333586 = -8389390.854522 nChanged 106 SP:Iteration 175Q (1151.158585 sec): 3 clusters Score: Raw -8393013.554225 + Penalty 3587.333586 = -8389426.220639 nChanged 112 SP:Iteration 176Q (1151.291219 sec): 3 clusters Score: Raw -8393048.825005 + Penalty 3587.333586 = -8389461.491420 nChanged 104 SP:Iteration 177Q (1151.426428 sec): 3 clusters Score: Raw -8393082.949028 + Penalty 3587.333586 = -8389495.615442 nChanged 109 SP:Iteration 178Q (1151.560095 sec): 3 clusters Score: Raw -8393110.780260 + Penalty 3587.333586 = -8389523.446675 nChanged 87 SP:Iteration 179Q (1151.680465 sec): 3 clusters Score: Raw -8393131.209506 + Penalty 3587.333586 = -8389543.875920 nChanged 73 SP:Iteration 180F (1151.830093 sec): 3 clusters Score: Raw -8393149.000348 + Penalty 3587.333586 = -8389561.666762 nChanged 79 SP:Iteration 181Q (1151.967509 sec): 3 clusters Score: Raw -8393170.672998 + Penalty 3587.333586 = -8389583.339413 nChanged 86 SP:Iteration 182Q (1152.102600 sec): 3 clusters Score: Raw -8393194.453055 + Penalty 3587.333586 = -8389607.119470 nChanged 86 SP:Iteration 183Q (1152.243177 sec): 3 clusters Score: Raw -8393215.806838 + Penalty 3587.333586 = -8389628.473252 nChanged 73 SP:Iteration 184Q (1152.383666 sec): 3 clusters Score: Raw -8393231.945560 + Penalty 3587.333586 = -8389644.611974 nChanged 54 SP:Iteration 185Q (1152.513659 sec): 3 clusters Score: Raw -8393243.824708 + Penalty 3587.333586 = -8389656.491123 nChanged 50 SP:Iteration 186Q (1152.653250 sec): 3 clusters Score: Raw -8393252.414936 + Penalty 3587.333586 = -8389665.081350 nChanged 46 SP:Iteration 187Q (1152.791854 sec): 3 clusters Score: Raw -8393261.933125 + Penalty 3587.333586 = -8389674.599539 nChanged 32 SP:Iteration 188Q (1152.923275 sec): 3 clusters Score: Raw -8393268.515257 + Penalty 3587.333586 = -8389681.181671 nChanged 45 SP:Iteration 189Q (1153.071189 sec): 3 clusters Score: Raw -8393277.830375 + Penalty 3587.333586 = -8389690.496790 nChanged 30 SP:Iteration 190Q (1153.196262 sec): 3 clusters Score: Raw -8393283.685187 + Penalty 3587.333586 = -8389696.351601 nChanged 31 SP:Iteration 191Q (1153.345236 sec): 3 clusters Score: Raw -8393289.713852 + Penalty 3587.333586 = -8389702.380267 nChanged 35 SP:Iteration 192Q (1153.470760 sec): 3 clusters Score: Raw -8393296.077887 + Penalty 3587.333586 = -8389708.744302 nChanged 31 SP:Iteration 193Q (1153.606656 sec): 3 clusters Score: Raw -8393301.773078 + Penalty 3587.333586 = -8389714.439492 nChanged 28 SP:Iteration 194Q (1153.728465 sec): 3 clusters Score: Raw -8393306.072928 + Penalty 3587.333586 = -8389718.739343 nChanged 26 SP:Iteration 195Q (1153.861598 sec): 3 clusters Score: Raw -8393309.867217 + Penalty 3587.333586 = -8389722.533631 nChanged 22 SP:Iteration 196Q (1153.984141 sec): 3 clusters Score: Raw -8393313.271208 + Penalty 3587.333586 = -8389725.937622 nChanged 22 SP:Iteration 197Q (1154.119953 sec): 3 clusters Score: Raw -8393316.728270 + Penalty 3587.333586 = -8389729.394684 nChanged 27 SP:Iteration 198Q (1154.266968 sec): 3 clusters Score: Raw -8393321.556711 + Penalty 3587.333586 = -8389734.223125 nChanged 24 SP:Iteration 199Q (1154.391732 sec): 3 clusters Score: Raw -8393325.485696 + Penalty 3587.333586 = -8389738.152110 nChanged 16 SP:Iteration 200F (1154.551882 sec): 3 clusters Score: Raw -8393327.668798 + Penalty 3587.333586 = -8389740.335213 nChanged 10 SP:Iteration 201Q (1154.683115 sec): 3 clusters Score: Raw -8393329.037843 + Penalty 3587.333586 = -8389741.704257 nChanged 10 SP:Iteration 202Q (1154.807440 sec): 3 clusters Score: Raw -8393331.212933 + Penalty 3587.333586 = -8389743.879348 nChanged 15 SP:Iteration 203Q (1154.939730 sec): 3 clusters Score: Raw -8393333.858664 + Penalty 3587.333586 = -8389746.525079 nChanged 13 SP:Iteration 204Q (1155.076862 sec): 3 clusters Score: Raw -8393335.389921 + Penalty 3587.333586 = -8389748.056335 nChanged 15 SP:Iteration 205Q (1155.208049 sec): 3 clusters Score: Raw -8393337.198016 + Penalty 3587.333586 = -8389749.864430 nChanged 6 SP:Iteration 206Q (1155.353504 sec): 3 clusters Score: Raw -8393337.781729 + Penalty 3587.333586 = -8389750.448143 nChanged 8 SP:Iteration 207Q (1155.485839 sec): 3 clusters Score: Raw -8393338.875654 + Penalty 3587.333586 = -8389751.542069 nChanged 8 SP:Iteration 208Q (1155.607670 sec): 3 clusters Score: Raw -8393339.815217 + Penalty 3587.333586 = -8389752.481632 nChanged 6 SP:Iteration 209Q (1155.743131 sec): 3 clusters Score: Raw -8393340.516156 + Penalty 3587.333586 = -8389753.182570 nChanged 7 SP:Iteration 210Q (1155.872223 sec): 3 clusters Score: Raw -8393341.018015 + Penalty 3587.333586 = -8389753.684430 nChanged 5 SP:Iteration 211Q (1155.997601 sec): 3 clusters Score: Raw -8393341.384787 + Penalty 3587.333586 = -8389754.051201 nChanged 5 SP:Iteration 212Q (1156.130622 sec): 3 clusters Score: Raw -8393341.764315 + Penalty 3587.333586 = -8389754.430729 nChanged 2 SP:Iteration 213Q (1156.268996 sec): 3 clusters Score: Raw -8393341.973256 + Penalty 3587.333586 = -8389754.639671 nChanged 3 SP:Iteration 214Q (1156.391986 sec): 3 clusters Score: Raw -8393342.365528 + Penalty 3587.333586 = -8389755.031942 nChanged 1 SP:Iteration 215Q (1156.523224 sec): 3 clusters Score: Raw -8393342.458532 + Penalty 3587.333586 = -8389755.124947 nChanged 2 SP:Iteration 216Q (1156.658154 sec): 3 clusters Score: Raw -8393342.639641 + Penalty 3587.333586 = -8389755.306055 nChanged 0 SP:Iteration 217F (1156.802253 sec): 3 clusters Score: Raw -8393342.639641 + Penalty 3587.333586 = -8389755.306055 nChanged 0 Trying to split cluster 8 (51093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1156.903669 sec): 2 clusters Score: Raw -6676347.877938 + Penalty 1761.727952 = -6674586.149986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1157.035351 sec): 3 clusters Score: Raw -6644000.753800 + Penalty 3523.455904 = -6640477.297897 nChanged 23915 SP:Iteration 1F (1157.176591 sec): 3 clusters Score: Raw -6657762.356773 + Penalty 3523.455904 = -6654238.900870 nChanged 2115 SP:Iteration 2Q (1157.325618 sec): 3 clusters Score: Raw -6658396.865280 + Penalty 3523.455904 = -6654873.409376 nChanged 2130 SP:Iteration 3Q (1157.473910 sec): 3 clusters Score: Raw -6659139.477983 + Penalty 3523.455904 = -6655616.022079 nChanged 2288 SP:Iteration 4Q (1157.624942 sec): 3 clusters Score: Raw -6660076.089038 + Penalty 3523.455904 = -6656552.633135 nChanged 2492 SP:Iteration 5Q (1157.761102 sec): 3 clusters Score: Raw -6661276.567968 + Penalty 3523.455904 = -6657753.112064 nChanged 2721 SP:Iteration 6F (1157.902450 sec): 3 clusters Score: Raw -6662774.150696 + Penalty 3523.455904 = -6659250.694792 nChanged 2865 SP:Iteration 7F (1158.041200 sec): 3 clusters Score: Raw -6664565.535887 + Penalty 3523.455904 = -6661042.079983 nChanged 2861 SP:Iteration 8F (1158.172586 sec): 3 clusters Score: Raw -6666499.560894 + Penalty 3523.455904 = -6662976.104991 nChanged 2640 SP:Iteration 9F (1158.316056 sec): 3 clusters Score: Raw -6668137.297480 + Penalty 3523.455904 = -6664613.841576 nChanged 2134 SP:Iteration 10Q (1158.470630 sec): 3 clusters Score: Raw -6669196.407077 + Penalty 3523.455904 = -6665672.951173 nChanged 1515 SP:Iteration 11Q (1158.603676 sec): 3 clusters Score: Raw -6669768.233545 + Penalty 3523.455904 = -6666244.777641 nChanged 1092 SP:Iteration 12Q (1158.756769 sec): 3 clusters Score: Raw -6670175.481058 + Penalty 3523.455904 = -6666652.025154 nChanged 987 SP:Iteration 13Q (1158.884664 sec): 3 clusters Score: Raw -6670558.530889 + Penalty 3523.455904 = -6667035.074985 nChanged 943 SP:Iteration 14Q (1159.033335 sec): 3 clusters Score: Raw -6670938.183339 + Penalty 3523.455904 = -6667414.727435 nChanged 978 SP:Iteration 15Q (1159.168125 sec): 3 clusters Score: Raw -6671352.498463 + Penalty 3523.455904 = -6667829.042559 nChanged 966 SP:Iteration 16Q (1159.299079 sec): 3 clusters Score: Raw -6671830.940147 + Penalty 3523.455904 = -6668307.484243 nChanged 1030 SP:Iteration 17Q (1159.439885 sec): 3 clusters Score: Raw -6672351.740827 + Penalty 3523.455904 = -6668828.284924 nChanged 1001 SP:Iteration 18Q (1159.545746 sec): 3 clusters Score: Raw -6672867.930334 + Penalty 3523.455904 = -6669344.474430 nChanged 929 SP:Iteration 19Q (1159.649733 sec): 3 clusters Score: Raw -6673339.212758 + Penalty 3523.455904 = -6669815.756855 nChanged 890 SP:Iteration 20F (1159.768999 sec): 3 clusters Score: Raw -6673797.225778 + Penalty 3523.455904 = -6670273.769875 nChanged 816 SP:Iteration 21Q (1159.884341 sec): 3 clusters Score: Raw -6674215.413618 + Penalty 3523.455904 = -6670691.957714 nChanged 758 SP:Iteration 22Q (1160.021771 sec): 3 clusters Score: Raw -6674594.554952 + Penalty 3523.455904 = -6671071.099049 nChanged 656 SP:Iteration 23Q (1160.149995 sec): 3 clusters Score: Raw -6674889.733313 + Penalty 3523.455904 = -6671366.277410 nChanged 586 SP:Iteration 24Q (1160.285422 sec): 3 clusters Score: Raw -6675139.879610 + Penalty 3523.455904 = -6671616.423706 nChanged 545 SP:Iteration 25Q (1160.415608 sec): 3 clusters Score: Raw -6675355.224010 + Penalty 3523.455904 = -6671831.768106 nChanged 470 SP:Iteration 26Q (1160.550137 sec): 3 clusters Score: Raw -6675538.292516 + Penalty 3523.455904 = -6672014.836612 nChanged 398 SP:Iteration 27Q (1160.690225 sec): 3 clusters Score: Raw -6675682.205410 + Penalty 3523.455904 = -6672158.749507 nChanged 357 SP:Iteration 28Q (1160.815570 sec): 3 clusters Score: Raw -6675805.461010 + Penalty 3523.455904 = -6672282.005106 nChanged 313 SP:Iteration 29Q (1160.922116 sec): 3 clusters Score: Raw -6675910.731678 + Penalty 3523.455904 = -6672387.275775 nChanged 290 SP:Iteration 30Q (1161.054494 sec): 3 clusters Score: Raw -6675992.583773 + Penalty 3523.455904 = -6672469.127869 nChanged 246 SP:Iteration 31Q (1161.172950 sec): 3 clusters Score: Raw -6676053.341960 + Penalty 3523.455904 = -6672529.886056 nChanged 191 SP:Iteration 32Q (1161.301671 sec): 3 clusters Score: Raw -6676088.957141 + Penalty 3523.455904 = -6672565.501238 nChanged 158 SP:Iteration 33Q (1161.410013 sec): 3 clusters Score: Raw -6676116.980010 + Penalty 3523.455904 = -6672593.524106 nChanged 190 SP:Iteration 34Q (1161.544805 sec): 3 clusters Score: Raw -6676153.574977 + Penalty 3523.455904 = -6672630.119074 nChanged 181 SP:Iteration 35Q (1161.666573 sec): 3 clusters Score: Raw -6676189.201122 + Penalty 3523.455904 = -6672665.745218 nChanged 166 SP:Iteration 36Q (1161.784063 sec): 3 clusters Score: Raw -6676223.805929 + Penalty 3523.455904 = -6672700.350026 nChanged 153 SP:Iteration 37Q (1161.916015 sec): 3 clusters Score: Raw -6676255.681122 + Penalty 3523.455904 = -6672732.225218 nChanged 158 SP:Iteration 38Q (1162.037571 sec): 3 clusters Score: Raw -6676286.672839 + Penalty 3523.455904 = -6672763.216935 nChanged 145 SP:Iteration 39Q (1162.168831 sec): 3 clusters Score: Raw -6676313.937760 + Penalty 3523.455904 = -6672790.481856 nChanged 130 SP:Iteration 40F (1162.305417 sec): 3 clusters Score: Raw -6676335.184523 + Penalty 3523.455904 = -6672811.728619 nChanged 119 SP:Iteration 41Q (1162.421775 sec): 3 clusters Score: Raw -6676352.780192 + Penalty 3523.455904 = -6672829.324288 nChanged 106 SP:Iteration 42Q (1162.549127 sec): 3 clusters Score: Raw -6676368.042802 + Penalty 3523.455904 = -6672844.586898 nChanged 91 SP:Iteration 43Q (1162.675466 sec): 3 clusters Score: Raw -6676381.962799 + Penalty 3523.455904 = -6672858.506896 nChanged 92 SP:Iteration 44Q (1162.805374 sec): 3 clusters Score: Raw -6676396.319316 + Penalty 3523.455904 = -6672872.863412 nChanged 79 SP:Iteration 45Q (1162.936020 sec): 3 clusters Score: Raw -6676407.374513 + Penalty 3523.455904 = -6672883.918609 nChanged 75 SP:Iteration 46Q (1163.029414 sec): 3 clusters Score: Raw -6676417.914221 + Penalty 3523.455904 = -6672894.458317 nChanged 78 SP:Iteration 47Q (1163.136235 sec): 3 clusters Score: Raw -6676429.154923 + Penalty 3523.455904 = -6672905.699019 nChanged 67 SP:Iteration 48Q (1163.229220 sec): 3 clusters Score: Raw -6676437.065338 + Penalty 3523.455904 = -6672913.609435 nChanged 50 SP:Iteration 49Q (1163.336017 sec): 3 clusters Score: Raw -6676442.544821 + Penalty 3523.455904 = -6672919.088917 nChanged 44 SP:Iteration 50Q (1163.428746 sec): 3 clusters Score: Raw -6676446.569425 + Penalty 3523.455904 = -6672923.113521 nChanged 34 SP:Iteration 51Q (1163.521968 sec): 3 clusters Score: Raw -6676450.220888 + Penalty 3523.455904 = -6672926.764985 nChanged 36 SP:Iteration 52Q (1163.614925 sec): 3 clusters Score: Raw -6676454.922544 + Penalty 3523.455904 = -6672931.466641 nChanged 26 SP:Iteration 53Q (1163.721338 sec): 3 clusters Score: Raw -6676457.107828 + Penalty 3523.455904 = -6672933.651924 nChanged 36 SP:Iteration 54Q (1163.813941 sec): 3 clusters Score: Raw -6676460.264581 + Penalty 3523.455904 = -6672936.808677 nChanged 29 SP:Iteration 55Q (1163.905562 sec): 3 clusters Score: Raw -6676462.312539 + Penalty 3523.455904 = -6672938.856636 nChanged 26 SP:Iteration 56Q (1164.010461 sec): 3 clusters Score: Raw -6676464.296792 + Penalty 3523.455904 = -6672940.840888 nChanged 21 SP:Iteration 57Q (1164.101797 sec): 3 clusters Score: Raw -6676465.790786 + Penalty 3523.455904 = -6672942.334882 nChanged 23 SP:Iteration 58Q (1164.191506 sec): 3 clusters Score: Raw -6676467.708279 + Penalty 3523.455904 = -6672944.252376 nChanged 23 SP:Iteration 59Q (1164.311357 sec): 3 clusters Score: Raw -6676470.344352 + Penalty 3523.455904 = -6672946.888448 nChanged 26 SP:Iteration 60F (1164.445572 sec): 3 clusters Score: Raw -6676473.504708 + Penalty 3523.455904 = -6672950.048804 nChanged 30 SP:Iteration 61Q (1164.555143 sec): 3 clusters Score: Raw -6676476.578311 + Penalty 3523.455904 = -6672953.122408 nChanged 27 SP:Iteration 62Q (1164.676012 sec): 3 clusters Score: Raw -6676479.322129 + Penalty 3523.455904 = -6672955.866225 nChanged 34 SP:Iteration 63Q (1164.791530 sec): 3 clusters Score: Raw -6676483.686507 + Penalty 3523.455904 = -6672960.230603 nChanged 33 SP:Iteration 64Q (1164.911112 sec): 3 clusters Score: Raw -6676487.233093 + Penalty 3523.455904 = -6672963.777189 nChanged 31 SP:Iteration 65Q (1165.031996 sec): 3 clusters Score: Raw -6676490.073065 + Penalty 3523.455904 = -6672966.617161 nChanged 19 SP:Iteration 66Q (1165.152221 sec): 3 clusters Score: Raw -6676492.108346 + Penalty 3523.455904 = -6672968.652442 nChanged 22 SP:Iteration 67Q (1165.272890 sec): 3 clusters Score: Raw -6676493.952446 + Penalty 3523.455904 = -6672970.496542 nChanged 19 SP:Iteration 68Q (1165.391738 sec): 3 clusters Score: Raw -6676495.628909 + Penalty 3523.455904 = -6672972.173005 nChanged 17 SP:Iteration 69Q (1165.512893 sec): 3 clusters Score: Raw -6676497.112251 + Penalty 3523.455904 = -6672973.656348 nChanged 17 SP:Iteration 70Q (1165.631770 sec): 3 clusters Score: Raw -6676498.970222 + Penalty 3523.455904 = -6672975.514318 nChanged 17 SP:Iteration 71Q (1165.752130 sec): 3 clusters Score: Raw -6676500.471801 + Penalty 3523.455904 = -6672977.015897 nChanged 15 SP:Iteration 72Q (1165.873054 sec): 3 clusters Score: Raw -6676501.698400 + Penalty 3523.455904 = -6672978.242496 nChanged 13 SP:Iteration 73Q (1165.993302 sec): 3 clusters Score: Raw -6676503.037160 + Penalty 3523.455904 = -6672979.581256 nChanged 21 SP:Iteration 74Q (1166.111843 sec): 3 clusters Score: Raw -6676505.076072 + Penalty 3523.455904 = -6672981.620168 nChanged 19 SP:Iteration 75Q (1166.234572 sec): 3 clusters Score: Raw -6676506.799852 + Penalty 3523.455904 = -6672983.343948 nChanged 21 SP:Iteration 76Q (1166.358384 sec): 3 clusters Score: Raw -6676508.408618 + Penalty 3523.455904 = -6672984.952714 nChanged 15 SP:Iteration 77Q (1166.482190 sec): 3 clusters Score: Raw -6676509.709098 + Penalty 3523.455904 = -6672986.253194 nChanged 12 SP:Iteration 78Q (1166.600026 sec): 3 clusters Score: Raw -6676510.680538 + Penalty 3523.455904 = -6672987.224634 nChanged 9 SP:Iteration 79Q (1166.723907 sec): 3 clusters Score: Raw -6676511.183787 + Penalty 3523.455904 = -6672987.727884 nChanged 5 SP:Iteration 80F (1166.857314 sec): 3 clusters Score: Raw -6676511.500777 + Penalty 3523.455904 = -6672988.044874 nChanged 5 SP:Iteration 81Q (1166.977295 sec): 3 clusters Score: Raw -6676511.870727 + Penalty 3523.455904 = -6672988.414824 nChanged 6 SP:Iteration 82Q (1167.106551 sec): 3 clusters Score: Raw -6676512.260454 + Penalty 3523.455904 = -6672988.804551 nChanged 5 SP:Iteration 83Q (1167.236284 sec): 3 clusters Score: Raw -6676512.650842 + Penalty 3523.455904 = -6672989.194938 nChanged 3 SP:Iteration 84Q (1167.352441 sec): 3 clusters Score: Raw -6676512.963412 + Penalty 3523.455904 = -6672989.507508 nChanged 10 SP:Iteration 85Q (1167.480100 sec): 3 clusters Score: Raw -6676513.809045 + Penalty 3523.455904 = -6672990.353142 nChanged 12 SP:Iteration 86Q (1167.591821 sec): 3 clusters Score: Raw -6676514.838965 + Penalty 3523.455904 = -6672991.383061 nChanged 10 SP:Iteration 87Q (1167.711010 sec): 3 clusters Score: Raw -6676515.533786 + Penalty 3523.455904 = -6672992.077882 nChanged 8 SP:Iteration 88Q (1167.829868 sec): 3 clusters Score: Raw -6676516.035503 + Penalty 3523.455904 = -6672992.579599 nChanged 7 SP:Iteration 89Q (1167.949028 sec): 3 clusters Score: Raw -6676516.309543 + Penalty 3523.455904 = -6672992.853639 nChanged 7 SP:Iteration 90Q (1168.064343 sec): 3 clusters Score: Raw -6676516.802364 + Penalty 3523.455904 = -6672993.346461 nChanged 4 SP:Iteration 91Q (1168.182568 sec): 3 clusters Score: Raw -6676516.970785 + Penalty 3523.455904 = -6672993.514882 nChanged 5 SP:Iteration 92Q (1168.288622 sec): 3 clusters Score: Raw -6676517.307347 + Penalty 3523.455904 = -6672993.851444 nChanged 4 SP:Iteration 93Q (1168.406267 sec): 3 clusters Score: Raw -6676517.611649 + Penalty 3523.455904 = -6672994.155745 nChanged 4 SP:Iteration 94Q (1168.525621 sec): 3 clusters Score: Raw -6676517.847511 + Penalty 3523.455904 = -6672994.391607 nChanged 3 SP:Iteration 95Q (1168.644891 sec): 3 clusters Score: Raw -6676518.130370 + Penalty 3523.455904 = -6672994.674466 nChanged 4 SP:Iteration 96Q (1168.764766 sec): 3 clusters Score: Raw -6676518.416973 + Penalty 3523.455904 = -6672994.961069 nChanged 7 SP:Iteration 97Q (1168.884403 sec): 3 clusters Score: Raw -6676518.904666 + Penalty 3523.455904 = -6672995.448763 nChanged 8 SP:Iteration 98Q (1169.004192 sec): 3 clusters Score: Raw -6676519.977982 + Penalty 3523.455904 = -6672996.522078 nChanged 10 SP:Iteration 99Q (1169.124069 sec): 3 clusters Score: Raw -6676520.915580 + Penalty 3523.455904 = -6672997.459676 nChanged 18 SP:Iteration 100F (1169.256683 sec): 3 clusters Score: Raw -6676522.597852 + Penalty 3523.455904 = -6672999.141948 nChanged 19 SP:Iteration 101Q (1169.375680 sec): 3 clusters Score: Raw -6676524.930510 + Penalty 3523.455904 = -6673001.474607 nChanged 15 SP:Iteration 102Q (1169.494682 sec): 3 clusters Score: Raw -6676526.357216 + Penalty 3523.455904 = -6673002.901312 nChanged 12 SP:Iteration 103Q (1169.611309 sec): 3 clusters Score: Raw -6676527.876075 + Penalty 3523.455904 = -6673004.420172 nChanged 20 SP:Iteration 104Q (1169.730805 sec): 3 clusters Score: Raw -6676529.692033 + Penalty 3523.455904 = -6673006.236130 nChanged 14 SP:Iteration 105Q (1169.849844 sec): 3 clusters Score: Raw -6676530.857229 + Penalty 3523.455904 = -6673007.401325 nChanged 10 SP:Iteration 106Q (1169.967480 sec): 3 clusters Score: Raw -6676531.763236 + Penalty 3523.455904 = -6673008.307333 nChanged 11 SP:Iteration 107Q (1170.088555 sec): 3 clusters Score: Raw -6676532.833803 + Penalty 3523.455904 = -6673009.377900 nChanged 12 SP:Iteration 108Q (1170.208274 sec): 3 clusters Score: Raw -6676533.959479 + Penalty 3523.455904 = -6673010.503576 nChanged 10 SP:Iteration 109Q (1170.327400 sec): 3 clusters Score: Raw -6676534.579083 + Penalty 3523.455904 = -6673011.123179 nChanged 10 SP:Iteration 110Q (1170.436055 sec): 3 clusters Score: Raw -6676535.174716 + Penalty 3523.455904 = -6673011.718812 nChanged 7 SP:Iteration 111Q (1170.544392 sec): 3 clusters Score: Raw -6676535.683891 + Penalty 3523.455904 = -6673012.227987 nChanged 11 SP:Iteration 112Q (1170.662476 sec): 3 clusters Score: Raw -6676536.687403 + Penalty 3523.455904 = -6673013.231500 nChanged 15 SP:Iteration 113Q (1170.781355 sec): 3 clusters Score: Raw -6676538.140877 + Penalty 3523.455904 = -6673014.684974 nChanged 18 SP:Iteration 114Q (1170.900952 sec): 3 clusters Score: Raw -6676539.860316 + Penalty 3523.455904 = -6673016.404413 nChanged 15 SP:Iteration 115Q (1171.020309 sec): 3 clusters Score: Raw -6676541.305465 + Penalty 3523.455904 = -6673017.849561 nChanged 14 SP:Iteration 116Q (1171.139650 sec): 3 clusters Score: Raw -6676543.135555 + Penalty 3523.455904 = -6673019.679651 nChanged 20 SP:Iteration 117Q (1171.258933 sec): 3 clusters Score: Raw -6676545.167864 + Penalty 3523.455904 = -6673021.711961 nChanged 16 SP:Iteration 118Q (1171.378223 sec): 3 clusters Score: Raw -6676546.524304 + Penalty 3523.455904 = -6673023.068401 nChanged 13 SP:Iteration 119Q (1171.490729 sec): 3 clusters Score: Raw -6676547.805981 + Penalty 3523.455904 = -6673024.350077 nChanged 12 SP:Iteration 120F (1171.623530 sec): 3 clusters Score: Raw -6676549.124074 + Penalty 3523.455904 = -6673025.668171 nChanged 13 SP:Iteration 121Q (1171.735521 sec): 3 clusters Score: Raw -6676550.282975 + Penalty 3523.455904 = -6673026.827071 nChanged 9 SP:Iteration 122Q (1171.843981 sec): 3 clusters Score: Raw -6676551.127281 + Penalty 3523.455904 = -6673027.671377 nChanged 12 SP:Iteration 123Q (1171.962452 sec): 3 clusters Score: Raw -6676552.348197 + Penalty 3523.455904 = -6673028.892294 nChanged 9 SP:Iteration 124Q (1172.082544 sec): 3 clusters Score: Raw -6676553.195628 + Penalty 3523.455904 = -6673029.739725 nChanged 13 SP:Iteration 125Q (1172.202835 sec): 3 clusters Score: Raw -6676554.270974 + Penalty 3523.455904 = -6673030.815070 nChanged 13 SP:Iteration 126Q (1172.323353 sec): 3 clusters Score: Raw -6676555.502371 + Penalty 3523.455904 = -6673032.046467 nChanged 15 SP:Iteration 127Q (1172.444012 sec): 3 clusters Score: Raw -6676556.764510 + Penalty 3523.455904 = -6673033.308606 nChanged 12 SP:Iteration 128Q (1172.559045 sec): 3 clusters Score: Raw -6676557.728982 + Penalty 3523.455904 = -6673034.273079 nChanged 7 SP:Iteration 129Q (1172.666858 sec): 3 clusters Score: Raw -6676558.282770 + Penalty 3523.455904 = -6673034.826867 nChanged 6 SP:Iteration 130Q (1172.772539 sec): 3 clusters Score: Raw -6676559.181504 + Penalty 3523.455904 = -6673035.725601 nChanged 6 SP:Iteration 131Q (1172.890925 sec): 3 clusters Score: Raw -6676559.986004 + Penalty 3523.455904 = -6673036.530100 nChanged 12 SP:Iteration 132Q (1173.014977 sec): 3 clusters Score: Raw -6676561.362159 + Penalty 3523.455904 = -6673037.906255 nChanged 6 SP:Iteration 133Q (1173.131740 sec): 3 clusters Score: Raw -6676561.766101 + Penalty 3523.455904 = -6673038.310197 nChanged 2 SP:Iteration 134Q (1173.248396 sec): 3 clusters Score: Raw -6676561.871423 + Penalty 3523.455904 = -6673038.415519 nChanged 3 SP:Iteration 135Q (1173.384865 sec): 3 clusters Score: Raw -6676562.045348 + Penalty 3523.455904 = -6673038.589444 nChanged 3 SP:Iteration 136Q (1173.504210 sec): 3 clusters Score: Raw -6676562.283062 + Penalty 3523.455904 = -6673038.827159 nChanged 6 SP:Iteration 137Q (1173.634372 sec): 3 clusters Score: Raw -6676562.832057 + Penalty 3523.455904 = -6673039.376153 nChanged 4 SP:Iteration 138Q (1173.759509 sec): 3 clusters Score: Raw -6676563.276973 + Penalty 3523.455904 = -6673039.821069 nChanged 6 SP:Iteration 139Q (1173.871987 sec): 3 clusters Score: Raw -6676563.806524 + Penalty 3523.455904 = -6673040.350620 nChanged 9 SP:Iteration 140F (1174.007952 sec): 3 clusters Score: Raw -6676564.714194 + Penalty 3523.455904 = -6673041.258291 nChanged 9 SP:Iteration 141Q (1174.132496 sec): 3 clusters Score: Raw -6676565.695594 + Penalty 3523.455904 = -6673042.239691 nChanged 6 SP:Iteration 142Q (1174.256452 sec): 3 clusters Score: Raw -6676566.223854 + Penalty 3523.455904 = -6673042.767950 nChanged 8 SP:Iteration 143Q (1174.375835 sec): 3 clusters Score: Raw -6676566.626433 + Penalty 3523.455904 = -6673043.170529 nChanged 1 SP:Iteration 144Q (1174.498952 sec): 3 clusters Score: Raw -6676566.727863 + Penalty 3523.455904 = -6673043.271959 nChanged 4 SP:Iteration 145Q (1174.609738 sec): 3 clusters Score: Raw -6676567.138393 + Penalty 3523.455904 = -6673043.682489 nChanged 5 SP:Iteration 146Q (1174.732857 sec): 3 clusters Score: Raw -6676567.664442 + Penalty 3523.455904 = -6673044.208539 nChanged 8 SP:Iteration 147Q (1174.858895 sec): 3 clusters Score: Raw -6676568.545263 + Penalty 3523.455904 = -6673045.089360 nChanged 11 SP:Iteration 148Q (1174.986902 sec): 3 clusters Score: Raw -6676569.491130 + Penalty 3523.455904 = -6673046.035226 nChanged 12 SP:Iteration 149Q (1175.118893 sec): 3 clusters Score: Raw -6676570.710900 + Penalty 3523.455904 = -6673047.254997 nChanged 11 SP:Iteration 150Q (1175.229953 sec): 3 clusters Score: Raw -6676571.756568 + Penalty 3523.455904 = -6673048.300664 nChanged 10 SP:Iteration 151Q (1175.340025 sec): 3 clusters Score: Raw -6676572.542805 + Penalty 3523.455904 = -6673049.086901 nChanged 10 SP:Iteration 152Q (1175.453897 sec): 3 clusters Score: Raw -6676573.584097 + Penalty 3523.455904 = -6673050.128194 nChanged 10 SP:Iteration 153Q (1175.573945 sec): 3 clusters Score: Raw -6676574.462608 + Penalty 3523.455904 = -6673051.006704 nChanged 11 SP:Iteration 154Q (1175.688803 sec): 3 clusters Score: Raw -6676575.695769 + Penalty 3523.455904 = -6673052.239865 nChanged 12 SP:Iteration 155Q (1175.804983 sec): 3 clusters Score: Raw -6676576.905768 + Penalty 3523.455904 = -6673053.449864 nChanged 7 SP:Iteration 156Q (1175.932444 sec): 3 clusters Score: Raw -6676577.562590 + Penalty 3523.455904 = -6673054.106687 nChanged 6 SP:Iteration 157Q (1176.043372 sec): 3 clusters Score: Raw -6676578.455901 + Penalty 3523.455904 = -6673054.999997 nChanged 12 SP:Iteration 158Q (1176.171770 sec): 3 clusters Score: Raw -6676579.567852 + Penalty 3523.455904 = -6673056.111948 nChanged 9 SP:Iteration 159Q (1176.282930 sec): 3 clusters Score: Raw -6676580.352790 + Penalty 3523.455904 = -6673056.896886 nChanged 8 SP:Iteration 160F (1176.428022 sec): 3 clusters Score: Raw -6676580.919099 + Penalty 3523.455904 = -6673057.463196 nChanged 8 SP:Iteration 161Q (1176.539964 sec): 3 clusters Score: Raw -6676581.687883 + Penalty 3523.455904 = -6673058.231979 nChanged 12 SP:Iteration 162Q (1176.658380 sec): 3 clusters Score: Raw -6676582.893326 + Penalty 3523.455904 = -6673059.437422 nChanged 10 SP:Iteration 163Q (1176.782497 sec): 3 clusters Score: Raw -6676583.915087 + Penalty 3523.455904 = -6673060.459184 nChanged 9 SP:Iteration 164Q (1176.913112 sec): 3 clusters Score: Raw -6676584.718469 + Penalty 3523.455904 = -6673061.262566 nChanged 8 SP:Iteration 165Q (1177.045778 sec): 3 clusters Score: Raw -6676585.558314 + Penalty 3523.455904 = -6673062.102410 nChanged 7 SP:Iteration 166Q (1177.163614 sec): 3 clusters Score: Raw -6676586.152465 + Penalty 3523.455904 = -6673062.696562 nChanged 4 SP:Iteration 167Q (1177.288745 sec): 3 clusters Score: Raw -6676586.531114 + Penalty 3523.455904 = -6673063.075210 nChanged 4 SP:Iteration 168Q (1177.418372 sec): 3 clusters Score: Raw -6676586.698881 + Penalty 3523.455904 = -6673063.242977 nChanged 4 SP:Iteration 169Q (1177.543895 sec): 3 clusters Score: Raw -6676586.983904 + Penalty 3523.455904 = -6673063.528001 nChanged 7 SP:Iteration 170Q (1177.670778 sec): 3 clusters Score: Raw -6676588.012609 + Penalty 3523.455904 = -6673064.556706 nChanged 11 SP:Iteration 171Q (1177.797697 sec): 3 clusters Score: Raw -6676589.871541 + Penalty 3523.455904 = -6673066.415637 nChanged 14 SP:Iteration 172Q (1177.934590 sec): 3 clusters Score: Raw -6676591.951748 + Penalty 3523.455904 = -6673068.495844 nChanged 19 SP:Iteration 173Q (1178.060745 sec): 3 clusters Score: Raw -6676594.274296 + Penalty 3523.455904 = -6673070.818393 nChanged 19 SP:Iteration 174Q (1178.188183 sec): 3 clusters Score: Raw -6676597.006063 + Penalty 3523.455904 = -6673073.550159 nChanged 23 SP:Iteration 175Q (1178.296304 sec): 3 clusters Score: Raw -6676600.173515 + Penalty 3523.455904 = -6673076.717611 nChanged 23 SP:Iteration 176Q (1178.418892 sec): 3 clusters Score: Raw -6676602.790265 + Penalty 3523.455904 = -6673079.334361 nChanged 18 SP:Iteration 177Q (1178.537361 sec): 3 clusters Score: Raw -6676604.847239 + Penalty 3523.455904 = -6673081.391335 nChanged 12 SP:Iteration 178Q (1178.664469 sec): 3 clusters Score: Raw -6676606.574479 + Penalty 3523.455904 = -6673083.118575 nChanged 12 SP:Iteration 179Q (1178.791226 sec): 3 clusters Score: Raw -6676607.717314 + Penalty 3523.455904 = -6673084.261411 nChanged 2 SP:Iteration 180F (1178.936091 sec): 3 clusters Score: Raw -6676607.811114 + Penalty 3523.455904 = -6673084.355210 nChanged 4 SP:Iteration 181Q (1179.062285 sec): 3 clusters Score: Raw -6676608.053529 + Penalty 3523.455904 = -6673084.597625 nChanged 2 SP:Iteration 182Q (1179.189654 sec): 3 clusters Score: Raw -6676608.183237 + Penalty 3523.455904 = -6673084.727334 nChanged 2 SP:Iteration 183Q (1179.315510 sec): 3 clusters Score: Raw -6676608.283582 + Penalty 3523.455904 = -6673084.827679 nChanged 2 SP:Iteration 184Q (1179.441374 sec): 3 clusters Score: Raw -6676608.382043 + Penalty 3523.455904 = -6673084.926139 nChanged 1 SP:Iteration 185Q (1179.556549 sec): 3 clusters Score: Raw -6676608.451533 + Penalty 3523.455904 = -6673084.995629 nChanged 1 SP:Iteration 186Q (1179.662831 sec): 3 clusters Score: Raw -6676608.540343 + Penalty 3523.455904 = -6673085.084439 nChanged 1 SP:Iteration 187Q (1179.794043 sec): 3 clusters Score: Raw -6676608.609505 + Penalty 3523.455904 = -6673085.153602 nChanged 0 SP:Iteration 188F (1179.924679 sec): 3 clusters Score: Raw -6676608.609505 + Penalty 3523.455904 = -6673085.153602 nChanged 0 Trying to split cluster 9 (8761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1179.965328 sec): 2 clusters Score: Raw -1139503.225483 + Penalty 1475.185617 = -1138028.039866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1180.023798 sec): 3 clusters Score: Raw -1134552.663438 + Penalty 2950.371233 = -1131602.292205 nChanged 3741 SP:Iteration 1F (1180.085460 sec): 3 clusters Score: Raw -1136669.126896 + Penalty 2950.371233 = -1133718.755663 nChanged 574 SP:Iteration 2F (1180.136238 sec): 3 clusters Score: Raw -1136942.161250 + Penalty 2950.371233 = -1133991.790017 nChanged 436 SP:Iteration 3Q (1180.206662 sec): 3 clusters Score: Raw -1137198.931270 + Penalty 2950.371233 = -1134248.560037 nChanged 476 SP:Iteration 4F (1180.252943 sec): 3 clusters Score: Raw -1137580.707720 + Penalty 2950.371233 = -1134630.336487 nChanged 515 SP:Iteration 5F (1180.321109 sec): 3 clusters Score: Raw -1138227.803463 + Penalty 2950.371233 = -1135277.432229 nChanged 678 SP:Iteration 6F (1180.380106 sec): 3 clusters Score: Raw -1139067.899693 + Penalty 2950.371233 = -1136117.528460 nChanged 696 SP:Iteration 7F (1180.430523 sec): 3 clusters Score: Raw -1139703.687768 + Penalty 2950.371233 = -1136753.316535 nChanged 600 SP:Iteration 8F (1180.493944 sec): 3 clusters Score: Raw -1140125.885500 + Penalty 2950.371233 = -1137175.514267 nChanged 432 SP:Iteration 9Q (1180.544846 sec): 3 clusters Score: Raw -1140400.453015 + Penalty 2950.371233 = -1137450.081782 nChanged 345 SP:Iteration 10Q (1180.601552 sec): 3 clusters Score: Raw -1140628.270646 + Penalty 2950.371233 = -1137677.899412 nChanged 258 SP:Iteration 11Q (1180.654912 sec): 3 clusters Score: Raw -1140770.619185 + Penalty 2950.371233 = -1137820.247952 nChanged 166 SP:Iteration 12Q (1180.718932 sec): 3 clusters Score: Raw -1140854.857817 + Penalty 2950.371233 = -1137904.486584 nChanged 107 SP:Iteration 13Q (1180.779370 sec): 3 clusters Score: Raw -1140900.795513 + Penalty 2950.371233 = -1137950.424280 nChanged 70 SP:Iteration 14Q (1180.829743 sec): 3 clusters Score: Raw -1140930.815195 + Penalty 2950.371233 = -1137980.443961 nChanged 56 SP:Iteration 15Q (1180.885945 sec): 3 clusters Score: Raw -1140949.069468 + Penalty 2950.371233 = -1137998.698235 nChanged 35 SP:Iteration 16Q (1180.943799 sec): 3 clusters Score: Raw -1140961.283428 + Penalty 2950.371233 = -1138010.912195 nChanged 28 SP:Iteration 17Q (1181.005064 sec): 3 clusters Score: Raw -1140970.398291 + Penalty 2950.371233 = -1138020.027058 nChanged 22 SP:Iteration 18Q (1181.061074 sec): 3 clusters Score: Raw -1140977.181799 + Penalty 2950.371233 = -1138026.810566 nChanged 20 SP:Iteration 19Q (1181.111782 sec): 3 clusters Score: Raw -1140982.786621 + Penalty 2950.371233 = -1138032.415388 nChanged 15 SP:Iteration 20F (1181.176268 sec): 3 clusters Score: Raw -1140987.189615 + Penalty 2950.371233 = -1138036.818382 nChanged 13 SP:Iteration 21Q (1181.227090 sec): 3 clusters Score: Raw -1140991.209968 + Penalty 2950.371233 = -1138040.838734 nChanged 12 SP:Iteration 22Q (1181.301884 sec): 3 clusters Score: Raw -1140995.030605 + Penalty 2950.371233 = -1138044.659372 nChanged 9 SP:Iteration 23Q (1181.353044 sec): 3 clusters Score: Raw -1140998.774287 + Penalty 2950.371233 = -1138048.403054 nChanged 16 SP:Iteration 24Q (1181.426676 sec): 3 clusters Score: Raw -1141004.811153 + Penalty 2950.371233 = -1138054.439920 nChanged 16 SP:Iteration 25Q (1181.489256 sec): 3 clusters Score: Raw -1141009.727861 + Penalty 2950.371233 = -1138059.356628 nChanged 14 SP:Iteration 26Q (1181.541701 sec): 3 clusters Score: Raw -1141014.172738 + Penalty 2950.371233 = -1138063.801505 nChanged 8 SP:Iteration 27Q (1181.614568 sec): 3 clusters Score: Raw -1141017.114133 + Penalty 2950.371233 = -1138066.742900 nChanged 10 SP:Iteration 28Q (1181.667786 sec): 3 clusters Score: Raw -1141019.702671 + Penalty 2950.371233 = -1138069.331437 nChanged 5 SP:Iteration 29Q (1181.742041 sec): 3 clusters Score: Raw -1141021.791550 + Penalty 2950.371233 = -1138071.420317 nChanged 6 SP:Iteration 30Q (1181.802678 sec): 3 clusters Score: Raw -1141023.884135 + Penalty 2950.371233 = -1138073.512902 nChanged 4 SP:Iteration 31Q (1181.856360 sec): 3 clusters Score: Raw -1141024.641829 + Penalty 2950.371233 = -1138074.270596 nChanged 6 SP:Iteration 32Q (1181.916066 sec): 3 clusters Score: Raw -1141027.280400 + Penalty 2950.371233 = -1138076.909167 nChanged 9 SP:Iteration 33Q (1181.986991 sec): 3 clusters Score: Raw -1141030.286996 + Penalty 2950.371233 = -1138079.915762 nChanged 4 SP:Iteration 34Q (1182.046810 sec): 3 clusters Score: Raw -1141030.861994 + Penalty 2950.371233 = -1138080.490761 nChanged 1 SP:Iteration 35Q (1182.105392 sec): 3 clusters Score: Raw -1141031.047212 + Penalty 2950.371233 = -1138080.675979 nChanged 1 SP:Iteration 36Q (1182.168138 sec): 3 clusters Score: Raw -1141031.241365 + Penalty 2950.371233 = -1138080.870132 nChanged 0 SP:Iteration 37F (1182.239183 sec): 3 clusters Score: Raw -1141031.241365 + Penalty 2950.371233 = -1138080.870132 nChanged 0 Score: Raw -57376423.636852 + Penalty 40075.650180 = -57336347.986672 Splitting cluster 9 changes total score from -57336929.059038 to -57336347.986672 So it's not getting split. Trying to split cluster 10 (6252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1187.571417 sec): 2 clusters Score: Raw -817860.720985 + Penalty 1420.356712 = -816440.364273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1187.632124 sec): 3 clusters Score: Raw -814594.241922 + Penalty 2840.713425 = -811753.528498 nChanged 2575 SP:Iteration 1F (1187.680752 sec): 3 clusters Score: Raw -816326.528652 + Penalty 2840.713425 = -813485.815228 nChanged 561 SP:Iteration 2F (1187.712045 sec): 3 clusters Score: Raw -816805.718209 + Penalty 2840.713425 = -813965.004784 nChanged 498 SP:Iteration 3F (1187.735323 sec): 3 clusters Score: Raw -817187.423165 + Penalty 2840.713425 = -814346.709740 nChanged 421 SP:Iteration 4F (1187.759037 sec): 3 clusters Score: Raw -817481.837297 + Penalty 2840.713425 = -814641.123872 nChanged 361 SP:Iteration 5F (1187.795446 sec): 3 clusters Score: Raw -817712.444850 + Penalty 2840.713425 = -814871.731426 nChanged 266 SP:Iteration 6Q (1187.818535 sec): 3 clusters Score: Raw -817882.562188 + Penalty 2840.713425 = -815041.848763 nChanged 212 SP:Iteration 7Q (1187.841866 sec): 3 clusters Score: Raw -818009.713492 + Penalty 2840.713425 = -815169.000067 nChanged 162 SP:Iteration 8Q (1187.878619 sec): 3 clusters Score: Raw -818098.560484 + Penalty 2840.713425 = -815257.847059 nChanged 132 SP:Iteration 9Q (1187.914342 sec): 3 clusters Score: Raw -818165.178079 + Penalty 2840.713425 = -815324.464654 nChanged 102 SP:Iteration 10Q (1187.937193 sec): 3 clusters Score: Raw -818215.249670 + Penalty 2840.713425 = -815374.536245 nChanged 78 SP:Iteration 11Q (1187.974450 sec): 3 clusters Score: Raw -818257.448804 + Penalty 2840.713425 = -815416.735379 nChanged 88 SP:Iteration 12Q (1187.997647 sec): 3 clusters Score: Raw -818301.033758 + Penalty 2840.713425 = -815460.320333 nChanged 73 SP:Iteration 13Q (1188.021094 sec): 3 clusters Score: Raw -818332.207330 + Penalty 2840.713425 = -815491.493905 nChanged 52 SP:Iteration 14Q (1188.057631 sec): 3 clusters Score: Raw -818353.965900 + Penalty 2840.713425 = -815513.252475 nChanged 52 SP:Iteration 15Q (1188.080308 sec): 3 clusters Score: Raw -818375.775755 + Penalty 2840.713425 = -815535.062330 nChanged 47 SP:Iteration 16Q (1188.103791 sec): 3 clusters Score: Raw -818392.004703 + Penalty 2840.713425 = -815551.291278 nChanged 35 SP:Iteration 17Q (1188.126790 sec): 3 clusters Score: Raw -818404.387527 + Penalty 2840.713425 = -815563.674102 nChanged 34 SP:Iteration 18Q (1188.150353 sec): 3 clusters Score: Raw -818416.123972 + Penalty 2840.713425 = -815575.410547 nChanged 34 SP:Iteration 19Q (1188.173988 sec): 3 clusters Score: Raw -818426.535729 + Penalty 2840.713425 = -815585.822304 nChanged 27 SP:Iteration 20F (1188.197385 sec): 3 clusters Score: Raw -818434.841267 + Penalty 2840.713425 = -815594.127843 nChanged 24 SP:Iteration 21Q (1188.220963 sec): 3 clusters Score: Raw -818442.430703 + Penalty 2840.713425 = -815601.717279 nChanged 20 SP:Iteration 22Q (1188.244529 sec): 3 clusters Score: Raw -818448.231449 + Penalty 2840.713425 = -815607.518024 nChanged 15 SP:Iteration 23Q (1188.267686 sec): 3 clusters Score: Raw -818452.271144 + Penalty 2840.713425 = -815611.557719 nChanged 13 SP:Iteration 24Q (1188.291096 sec): 3 clusters Score: Raw -818455.647666 + Penalty 2840.713425 = -815614.934241 nChanged 11 SP:Iteration 25Q (1188.314213 sec): 3 clusters Score: Raw -818458.383805 + Penalty 2840.713425 = -815617.670380 nChanged 13 SP:Iteration 26Q (1188.337226 sec): 3 clusters Score: Raw -818461.458692 + Penalty 2840.713425 = -815620.745267 nChanged 10 SP:Iteration 27Q (1188.360446 sec): 3 clusters Score: Raw -818463.308670 + Penalty 2840.713425 = -815622.595246 nChanged 7 SP:Iteration 28Q (1188.383677 sec): 3 clusters Score: Raw -818464.850119 + Penalty 2840.713425 = -815624.136694 nChanged 12 SP:Iteration 29Q (1188.406951 sec): 3 clusters Score: Raw -818468.927951 + Penalty 2840.713425 = -815628.214527 nChanged 19 SP:Iteration 30Q (1188.430326 sec): 3 clusters Score: Raw -818474.922113 + Penalty 2840.713425 = -815634.208688 nChanged 16 SP:Iteration 31Q (1188.453388 sec): 3 clusters Score: Raw -818478.772270 + Penalty 2840.713425 = -815638.058846 nChanged 8 SP:Iteration 32Q (1188.476529 sec): 3 clusters Score: Raw -818482.142785 + Penalty 2840.713425 = -815641.429361 nChanged 12 SP:Iteration 33Q (1188.499844 sec): 3 clusters Score: Raw -818487.252228 + Penalty 2840.713425 = -815646.538804 nChanged 7 SP:Iteration 34Q (1188.523227 sec): 3 clusters Score: Raw -818488.901966 + Penalty 2840.713425 = -815648.188542 nChanged 3 SP:Iteration 35Q (1188.546492 sec): 3 clusters Score: Raw -818489.869854 + Penalty 2840.713425 = -815649.156429 nChanged 6 SP:Iteration 36Q (1188.569713 sec): 3 clusters Score: Raw -818492.139223 + Penalty 2840.713425 = -815651.425798 nChanged 4 SP:Iteration 37Q (1188.592857 sec): 3 clusters Score: Raw -818494.041837 + Penalty 2840.713425 = -815653.328412 nChanged 7 SP:Iteration 38Q (1188.615859 sec): 3 clusters Score: Raw -818497.307577 + Penalty 2840.713425 = -815656.594152 nChanged 7 SP:Iteration 39Q (1188.639125 sec): 3 clusters Score: Raw -818500.396059 + Penalty 2840.713425 = -815659.682634 nChanged 5 SP:Iteration 40F (1188.662702 sec): 3 clusters Score: Raw -818502.022541 + Penalty 2840.713425 = -815661.309116 nChanged 2 SP:Iteration 41Q (1188.685755 sec): 3 clusters Score: Raw -818502.352956 + Penalty 2840.713425 = -815661.639531 nChanged 1 SP:Iteration 42Q (1188.708845 sec): 3 clusters Score: Raw -818502.535421 + Penalty 2840.713425 = -815661.821996 nChanged 1 SP:Iteration 43Q (1188.731973 sec): 3 clusters Score: Raw -818502.710779 + Penalty 2840.713425 = -815661.997354 nChanged 2 SP:Iteration 44Q (1188.755067 sec): 3 clusters Score: Raw -818503.263274 + Penalty 2840.713425 = -815662.549849 nChanged 1 SP:Iteration 45Q (1188.778201 sec): 3 clusters Score: Raw -818504.058838 + Penalty 2840.713425 = -815663.345413 nChanged 7 SP:Iteration 46Q (1188.801159 sec): 3 clusters Score: Raw -818505.963082 + Penalty 2840.713425 = -815665.249657 nChanged 3 SP:Iteration 47Q (1188.824158 sec): 3 clusters Score: Raw -818506.646537 + Penalty 2840.713425 = -815665.933113 nChanged 2 SP:Iteration 48Q (1188.847128 sec): 3 clusters Score: Raw -818507.111451 + Penalty 2840.713425 = -815666.398027 nChanged 2 SP:Iteration 49Q (1188.908656 sec): 3 clusters Score: Raw -818507.599507 + Penalty 2840.713425 = -815666.886082 nChanged 3 SP:Iteration 50Q (1188.958346 sec): 3 clusters Score: Raw -818508.835461 + Penalty 2840.713425 = -815668.122036 nChanged 6 SP:Iteration 51Q (1189.006701 sec): 3 clusters Score: Raw -818510.583946 + Penalty 2840.713425 = -815669.870522 nChanged 5 SP:Iteration 52Q (1189.072989 sec): 3 clusters Score: Raw -818513.467412 + Penalty 2840.713425 = -815672.753987 nChanged 4 SP:Iteration 53Q (1189.125476 sec): 3 clusters Score: Raw -818515.182374 + Penalty 2840.713425 = -815674.468949 nChanged 5 SP:Iteration 54Q (1189.172018 sec): 3 clusters Score: Raw -818516.560265 + Penalty 2840.713425 = -815675.846840 nChanged 2 SP:Iteration 55Q (1189.233540 sec): 3 clusters Score: Raw -818517.136052 + Penalty 2840.713425 = -815676.422627 nChanged 2 SP:Iteration 56Q (1189.287063 sec): 3 clusters Score: Raw -818518.656747 + Penalty 2840.713425 = -815677.943322 nChanged 6 SP:Iteration 57Q (1189.332512 sec): 3 clusters Score: Raw -818521.659347 + Penalty 2840.713425 = -815680.945922 nChanged 6 SP:Iteration 58Q (1189.386440 sec): 3 clusters Score: Raw -818524.124433 + Penalty 2840.713425 = -815683.411008 nChanged 4 SP:Iteration 59Q (1189.446582 sec): 3 clusters Score: Raw -818525.188093 + Penalty 2840.713425 = -815684.474669 nChanged 1 SP:Iteration 60F (1189.504540 sec): 3 clusters Score: Raw -818525.407316 + Penalty 2840.713425 = -815684.693891 nChanged 3 SP:Iteration 61Q (1189.550919 sec): 3 clusters Score: Raw -818526.135611 + Penalty 2840.713425 = -815685.422186 nChanged 1 SP:Iteration 62Q (1189.608099 sec): 3 clusters Score: Raw -818526.491264 + Penalty 2840.713425 = -815685.777839 nChanged 1 SP:Iteration 63Q (1189.667006 sec): 3 clusters Score: Raw -818526.993570 + Penalty 2840.713425 = -815686.280145 nChanged 1 SP:Iteration 64Q (1189.727450 sec): 3 clusters Score: Raw -818527.069553 + Penalty 2840.713425 = -815686.356128 nChanged 1 SP:Iteration 65Q (1189.771549 sec): 3 clusters Score: Raw -818527.180074 + Penalty 2840.713425 = -815686.466649 nChanged 0 SP:Iteration 66F (1189.832457 sec): 3 clusters Score: Raw -818527.180074 + Penalty 2840.713425 = -815686.466649 nChanged 0 Trying to split cluster 11 (13316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1189.876502 sec): 2 clusters Score: Raw -1809000.449870 + Penalty 1543.217260 = -1807457.232610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1189.942101 sec): 3 clusters Score: Raw -1801194.041877 + Penalty 3086.434520 = -1798107.607357 nChanged 5937 SP:Iteration 1F (1190.008469 sec): 3 clusters Score: Raw -1804475.353315 + Penalty 3086.434520 = -1801388.918795 nChanged 816 SP:Iteration 2F (1190.076792 sec): 3 clusters Score: Raw -1804853.066319 + Penalty 3086.434520 = -1801766.631799 nChanged 766 SP:Iteration 3F (1190.143565 sec): 3 clusters Score: Raw -1805264.163683 + Penalty 3086.434520 = -1802177.729163 nChanged 771 SP:Iteration 4F (1190.208192 sec): 3 clusters Score: Raw -1805677.540562 + Penalty 3086.434520 = -1802591.106042 nChanged 740 SP:Iteration 5F (1190.277081 sec): 3 clusters Score: Raw -1806079.154258 + Penalty 3086.434520 = -1802992.719738 nChanged 673 SP:Iteration 6F (1190.342497 sec): 3 clusters Score: Raw -1806465.919106 + Penalty 3086.434520 = -1803379.484587 nChanged 670 SP:Iteration 7F (1190.413500 sec): 3 clusters Score: Raw -1806892.291862 + Penalty 3086.434520 = -1803805.857343 nChanged 653 SP:Iteration 8Q (1190.481697 sec): 3 clusters Score: Raw -1807359.137884 + Penalty 3086.434520 = -1804272.703365 nChanged 595 SP:Iteration 9Q (1190.556557 sec): 3 clusters Score: Raw -1807771.951234 + Penalty 3086.434520 = -1804685.516714 nChanged 495 SP:Iteration 10Q (1190.628592 sec): 3 clusters Score: Raw -1808133.292474 + Penalty 3086.434520 = -1805046.857955 nChanged 390 SP:Iteration 11Q (1190.700011 sec): 3 clusters Score: Raw -1808387.471950 + Penalty 3086.434520 = -1805301.037431 nChanged 309 SP:Iteration 12Q (1190.769194 sec): 3 clusters Score: Raw -1808585.212666 + Penalty 3086.434520 = -1805498.778147 nChanged 266 SP:Iteration 13Q (1190.837081 sec): 3 clusters Score: Raw -1808718.402546 + Penalty 3086.434520 = -1805631.968027 nChanged 213 SP:Iteration 14Q (1190.904556 sec): 3 clusters Score: Raw -1808820.090369 + Penalty 3086.434520 = -1805733.655849 nChanged 161 SP:Iteration 15Q (1190.971505 sec): 3 clusters Score: Raw -1808893.429537 + Penalty 3086.434520 = -1805806.995017 nChanged 149 SP:Iteration 16Q (1191.038306 sec): 3 clusters Score: Raw -1808959.995279 + Penalty 3086.434520 = -1805873.560760 nChanged 136 SP:Iteration 17Q (1191.105270 sec): 3 clusters Score: Raw -1809015.682445 + Penalty 3086.434520 = -1805929.247925 nChanged 97 SP:Iteration 18Q (1191.171929 sec): 3 clusters Score: Raw -1809054.725922 + Penalty 3086.434520 = -1805968.291402 nChanged 100 SP:Iteration 19Q (1191.227297 sec): 3 clusters Score: Raw -1809086.528244 + Penalty 3086.434520 = -1806000.093725 nChanged 81 SP:Iteration 20F (1191.298429 sec): 3 clusters Score: Raw -1809112.276033 + Penalty 3086.434520 = -1806025.841513 nChanged 81 SP:Iteration 21Q (1191.375032 sec): 3 clusters Score: Raw -1809132.655511 + Penalty 3086.434520 = -1806046.220992 nChanged 63 SP:Iteration 22Q (1191.429313 sec): 3 clusters Score: Raw -1809149.454186 + Penalty 3086.434520 = -1806063.019666 nChanged 65 SP:Iteration 23Q (1191.494172 sec): 3 clusters Score: Raw -1809170.061483 + Penalty 3086.434520 = -1806083.626963 nChanged 74 SP:Iteration 24Q (1191.565341 sec): 3 clusters Score: Raw -1809192.671493 + Penalty 3086.434520 = -1806106.236974 nChanged 73 SP:Iteration 25Q (1191.632980 sec): 3 clusters Score: Raw -1809214.015420 + Penalty 3086.434520 = -1806127.580900 nChanged 56 SP:Iteration 26Q (1191.698626 sec): 3 clusters Score: Raw -1809230.970964 + Penalty 3086.434520 = -1806144.536445 nChanged 46 SP:Iteration 27Q (1191.764775 sec): 3 clusters Score: Raw -1809244.216038 + Penalty 3086.434520 = -1806157.781519 nChanged 42 SP:Iteration 28Q (1191.829418 sec): 3 clusters Score: Raw -1809254.701594 + Penalty 3086.434520 = -1806168.267075 nChanged 39 SP:Iteration 29Q (1191.884339 sec): 3 clusters Score: Raw -1809263.135029 + Penalty 3086.434520 = -1806176.700509 nChanged 36 SP:Iteration 30Q (1191.959772 sec): 3 clusters Score: Raw -1809270.832072 + Penalty 3086.434520 = -1806184.397553 nChanged 25 SP:Iteration 31Q (1192.016193 sec): 3 clusters Score: Raw -1809276.543031 + Penalty 3086.434520 = -1806190.108512 nChanged 17 SP:Iteration 32Q (1192.084280 sec): 3 clusters Score: Raw -1809280.068759 + Penalty 3086.434520 = -1806193.634240 nChanged 15 SP:Iteration 33Q (1192.144806 sec): 3 clusters Score: Raw -1809281.990623 + Penalty 3086.434520 = -1806195.556103 nChanged 11 SP:Iteration 34Q (1192.207912 sec): 3 clusters Score: Raw -1809283.827960 + Penalty 3086.434520 = -1806197.393440 nChanged 5 SP:Iteration 35Q (1192.274524 sec): 3 clusters Score: Raw -1809285.071856 + Penalty 3086.434520 = -1806198.637336 nChanged 6 SP:Iteration 36Q (1192.341464 sec): 3 clusters Score: Raw -1809286.152846 + Penalty 3086.434520 = -1806199.718327 nChanged 5 SP:Iteration 37Q (1192.403438 sec): 3 clusters Score: Raw -1809286.855267 + Penalty 3086.434520 = -1806200.420748 nChanged 2 SP:Iteration 38Q (1192.467537 sec): 3 clusters Score: Raw -1809287.045788 + Penalty 3086.434520 = -1806200.611268 nChanged 1 SP:Iteration 39Q (1192.533112 sec): 3 clusters Score: Raw -1809287.106996 + Penalty 3086.434520 = -1806200.672476 nChanged 0 SP:Iteration 40F (1192.599930 sec): 3 clusters Score: Raw -1809287.106996 + Penalty 3086.434520 = -1806200.672476 nChanged 0 Trying to split cluster 12 (10911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1192.636891 sec): 2 clusters Score: Raw -1459263.322979 + Penalty 1510.848094 = -1457752.474885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1192.703304 sec): 3 clusters Score: Raw -1452960.498842 + Penalty 3021.696188 = -1449938.802654 nChanged 4824 SP:Iteration 1F (1192.770232 sec): 3 clusters Score: Raw -1455733.541512 + Penalty 3021.696188 = -1452711.845324 nChanged 817 SP:Iteration 2F (1192.819328 sec): 3 clusters Score: Raw -1456265.162527 + Penalty 3021.696188 = -1453243.466339 nChanged 781 SP:Iteration 3F (1192.895028 sec): 3 clusters Score: Raw -1456757.755903 + Penalty 3021.696188 = -1453736.059714 nChanged 709 SP:Iteration 4F (1192.955521 sec): 3 clusters Score: Raw -1457226.211688 + Penalty 3021.696188 = -1454204.515499 nChanged 644 SP:Iteration 5F (1193.013246 sec): 3 clusters Score: Raw -1457620.674146 + Penalty 3021.696188 = -1454598.977958 nChanged 526 SP:Iteration 6Q (1193.091371 sec): 3 clusters Score: Raw -1457891.900551 + Penalty 3021.696188 = -1454870.204362 nChanged 380 SP:Iteration 7Q (1193.148290 sec): 3 clusters Score: Raw -1458051.902953 + Penalty 3021.696188 = -1455030.206764 nChanged 312 SP:Iteration 8Q (1193.217273 sec): 3 clusters Score: Raw -1458180.758187 + Penalty 3021.696188 = -1455159.061999 nChanged 271 SP:Iteration 9Q (1193.265506 sec): 3 clusters Score: Raw -1458301.097003 + Penalty 3021.696188 = -1455279.400814 nChanged 226 SP:Iteration 10Q (1193.334679 sec): 3 clusters Score: Raw -1458418.584235 + Penalty 3021.696188 = -1455396.888046 nChanged 207 SP:Iteration 11Q (1193.406598 sec): 3 clusters Score: Raw -1458545.979339 + Penalty 3021.696188 = -1455524.283151 nChanged 193 SP:Iteration 12Q (1193.463140 sec): 3 clusters Score: Raw -1458651.650018 + Penalty 3021.696188 = -1455629.953830 nChanged 174 SP:Iteration 13Q (1193.523216 sec): 3 clusters Score: Raw -1458738.061422 + Penalty 3021.696188 = -1455716.365233 nChanged 178 SP:Iteration 14Q (1193.589642 sec): 3 clusters Score: Raw -1458817.288294 + Penalty 3021.696188 = -1455795.592106 nChanged 154 SP:Iteration 15Q (1193.655632 sec): 3 clusters Score: Raw -1458882.602378 + Penalty 3021.696188 = -1455860.906189 nChanged 128 SP:Iteration 16Q (1193.719704 sec): 3 clusters Score: Raw -1458932.100134 + Penalty 3021.696188 = -1455910.403946 nChanged 118 SP:Iteration 17Q (1193.786910 sec): 3 clusters Score: Raw -1458973.839664 + Penalty 3021.696188 = -1455952.143476 nChanged 104 SP:Iteration 18Q (1193.853203 sec): 3 clusters Score: Raw -1459009.544711 + Penalty 3021.696188 = -1455987.848523 nChanged 94 SP:Iteration 19Q (1193.918932 sec): 3 clusters Score: Raw -1459038.436986 + Penalty 3021.696188 = -1456016.740798 nChanged 84 SP:Iteration 20F (1193.985936 sec): 3 clusters Score: Raw -1459061.371262 + Penalty 3021.696188 = -1456039.675074 nChanged 71 SP:Iteration 21Q (1194.061110 sec): 3 clusters Score: Raw -1459082.000900 + Penalty 3021.696188 = -1456060.304712 nChanged 67 SP:Iteration 22Q (1194.116258 sec): 3 clusters Score: Raw -1459098.246468 + Penalty 3021.696188 = -1456076.550280 nChanged 52 SP:Iteration 23Q (1194.188711 sec): 3 clusters Score: Raw -1459108.132956 + Penalty 3021.696188 = -1456086.436767 nChanged 39 SP:Iteration 24Q (1194.244297 sec): 3 clusters Score: Raw -1459116.185534 + Penalty 3021.696188 = -1456094.489346 nChanged 44 SP:Iteration 25Q (1194.310216 sec): 3 clusters Score: Raw -1459124.966877 + Penalty 3021.696188 = -1456103.270688 nChanged 34 SP:Iteration 26Q (1194.375290 sec): 3 clusters Score: Raw -1459133.377560 + Penalty 3021.696188 = -1456111.681372 nChanged 39 SP:Iteration 27Q (1194.436960 sec): 3 clusters Score: Raw -1459144.294980 + Penalty 3021.696188 = -1456122.598792 nChanged 38 SP:Iteration 28Q (1194.501862 sec): 3 clusters Score: Raw -1459152.871401 + Penalty 3021.696188 = -1456131.175212 nChanged 34 SP:Iteration 29Q (1194.564995 sec): 3 clusters Score: Raw -1459161.073756 + Penalty 3021.696188 = -1456139.377568 nChanged 30 SP:Iteration 30Q (1194.624538 sec): 3 clusters Score: Raw -1459167.318169 + Penalty 3021.696188 = -1456145.621981 nChanged 31 SP:Iteration 31Q (1194.689440 sec): 3 clusters Score: Raw -1459174.208717 + Penalty 3021.696188 = -1456152.512528 nChanged 30 SP:Iteration 32Q (1194.749607 sec): 3 clusters Score: Raw -1459180.497621 + Penalty 3021.696188 = -1456158.801433 nChanged 27 SP:Iteration 33Q (1194.815904 sec): 3 clusters Score: Raw -1459185.807456 + Penalty 3021.696188 = -1456164.111268 nChanged 25 SP:Iteration 34Q (1194.880574 sec): 3 clusters Score: Raw -1459190.765087 + Penalty 3021.696188 = -1456169.068899 nChanged 24 SP:Iteration 35Q (1194.945383 sec): 3 clusters Score: Raw -1459196.376024 + Penalty 3021.696188 = -1456174.679836 nChanged 22 SP:Iteration 36Q (1194.997694 sec): 3 clusters Score: Raw -1459201.388301 + Penalty 3021.696188 = -1456179.692113 nChanged 26 SP:Iteration 37Q (1195.062562 sec): 3 clusters Score: Raw -1459207.366996 + Penalty 3021.696188 = -1456185.670807 nChanged 27 SP:Iteration 38Q (1195.122730 sec): 3 clusters Score: Raw -1459213.559319 + Penalty 3021.696188 = -1456191.863131 nChanged 26 SP:Iteration 39Q (1195.182415 sec): 3 clusters Score: Raw -1459218.899521 + Penalty 3021.696188 = -1456197.203332 nChanged 27 SP:Iteration 40F (1195.248731 sec): 3 clusters Score: Raw -1459223.663270 + Penalty 3021.696188 = -1456201.967081 nChanged 16 SP:Iteration 41Q (1195.314317 sec): 3 clusters Score: Raw -1459227.283989 + Penalty 3021.696188 = -1456205.587801 nChanged 22 SP:Iteration 42Q (1195.379982 sec): 3 clusters Score: Raw -1459232.194113 + Penalty 3021.696188 = -1456210.497924 nChanged 24 SP:Iteration 43Q (1195.443581 sec): 3 clusters Score: Raw -1459238.528076 + Penalty 3021.696188 = -1456216.831887 nChanged 32 SP:Iteration 44Q (1195.507905 sec): 3 clusters Score: Raw -1459248.626078 + Penalty 3021.696188 = -1456226.929890 nChanged 39 SP:Iteration 45Q (1195.572432 sec): 3 clusters Score: Raw -1459258.329793 + Penalty 3021.696188 = -1456236.633604 nChanged 33 SP:Iteration 46Q (1195.637892 sec): 3 clusters Score: Raw -1459266.674339 + Penalty 3021.696188 = -1456244.978151 nChanged 29 SP:Iteration 47Q (1195.703453 sec): 3 clusters Score: Raw -1459273.326611 + Penalty 3021.696188 = -1456251.630422 nChanged 32 SP:Iteration 48Q (1195.759008 sec): 3 clusters Score: Raw -1459281.057648 + Penalty 3021.696188 = -1456259.361460 nChanged 24 SP:Iteration 49Q (1195.823242 sec): 3 clusters Score: Raw -1459287.080561 + Penalty 3021.696188 = -1456265.384373 nChanged 20 SP:Iteration 50Q (1195.887110 sec): 3 clusters Score: Raw -1459291.472492 + Penalty 3021.696188 = -1456269.776304 nChanged 15 SP:Iteration 51Q (1195.956340 sec): 3 clusters Score: Raw -1459295.103443 + Penalty 3021.696188 = -1456273.407255 nChanged 20 SP:Iteration 52Q (1196.009956 sec): 3 clusters Score: Raw -1459299.710645 + Penalty 3021.696188 = -1456278.014456 nChanged 18 SP:Iteration 53Q (1196.062023 sec): 3 clusters Score: Raw -1459303.154559 + Penalty 3021.696188 = -1456281.458371 nChanged 14 SP:Iteration 54Q (1196.127208 sec): 3 clusters Score: Raw -1459305.992417 + Penalty 3021.696188 = -1456284.296229 nChanged 16 SP:Iteration 55Q (1196.191507 sec): 3 clusters Score: Raw -1459308.335100 + Penalty 3021.696188 = -1456286.638912 nChanged 11 SP:Iteration 56Q (1196.256683 sec): 3 clusters Score: Raw -1459310.241906 + Penalty 3021.696188 = -1456288.545717 nChanged 13 SP:Iteration 57Q (1196.320966 sec): 3 clusters Score: Raw -1459312.670100 + Penalty 3021.696188 = -1456290.973912 nChanged 8 SP:Iteration 58Q (1196.383814 sec): 3 clusters Score: Raw -1459313.825317 + Penalty 3021.696188 = -1456292.129128 nChanged 12 SP:Iteration 59Q (1196.440631 sec): 3 clusters Score: Raw -1459315.513351 + Penalty 3021.696188 = -1456293.817162 nChanged 7 SP:Iteration 60F (1196.499259 sec): 3 clusters Score: Raw -1459317.085621 + Penalty 3021.696188 = -1456295.389432 nChanged 9 SP:Iteration 61Q (1196.564779 sec): 3 clusters Score: Raw -1459318.655488 + Penalty 3021.696188 = -1456296.959300 nChanged 10 SP:Iteration 62Q (1196.620275 sec): 3 clusters Score: Raw -1459320.200243 + Penalty 3021.696188 = -1456298.504055 nChanged 7 SP:Iteration 63Q (1196.683113 sec): 3 clusters Score: Raw -1459321.422975 + Penalty 3021.696188 = -1456299.726786 nChanged 9 SP:Iteration 64Q (1196.746421 sec): 3 clusters Score: Raw -1459322.829296 + Penalty 3021.696188 = -1456301.133107 nChanged 11 SP:Iteration 65Q (1196.809558 sec): 3 clusters Score: Raw -1459324.773000 + Penalty 3021.696188 = -1456303.076811 nChanged 7 SP:Iteration 66Q (1196.872230 sec): 3 clusters Score: Raw -1459326.274442 + Penalty 3021.696188 = -1456304.578253 nChanged 8 SP:Iteration 67Q (1196.929704 sec): 3 clusters Score: Raw -1459327.336925 + Penalty 3021.696188 = -1456305.640737 nChanged 6 SP:Iteration 68Q (1196.992139 sec): 3 clusters Score: Raw -1459328.375100 + Penalty 3021.696188 = -1456306.678911 nChanged 10 SP:Iteration 69Q (1197.051516 sec): 3 clusters Score: Raw -1459329.950688 + Penalty 3021.696188 = -1456308.254499 nChanged 6 SP:Iteration 70Q (1197.113083 sec): 3 clusters Score: Raw -1459330.725828 + Penalty 3021.696188 = -1456309.029639 nChanged 5 SP:Iteration 71Q (1197.178690 sec): 3 clusters Score: Raw -1459331.530875 + Penalty 3021.696188 = -1456309.834687 nChanged 8 SP:Iteration 72Q (1197.239712 sec): 3 clusters Score: Raw -1459332.737200 + Penalty 3021.696188 = -1456311.041011 nChanged 6 SP:Iteration 73Q (1197.298564 sec): 3 clusters Score: Raw -1459333.768459 + Penalty 3021.696188 = -1456312.072270 nChanged 6 SP:Iteration 74Q (1197.363019 sec): 3 clusters Score: Raw -1459335.742353 + Penalty 3021.696188 = -1456314.046165 nChanged 12 SP:Iteration 75Q (1197.426985 sec): 3 clusters Score: Raw -1459337.946775 + Penalty 3021.696188 = -1456316.250586 nChanged 8 SP:Iteration 76Q (1197.479230 sec): 3 clusters Score: Raw -1459339.288937 + Penalty 3021.696188 = -1456317.592749 nChanged 10 SP:Iteration 77Q (1197.536051 sec): 3 clusters Score: Raw -1459340.839987 + Penalty 3021.696188 = -1456319.143799 nChanged 14 SP:Iteration 78Q (1197.606083 sec): 3 clusters Score: Raw -1459343.251081 + Penalty 3021.696188 = -1456321.554893 nChanged 21 SP:Iteration 79Q (1197.659129 sec): 3 clusters Score: Raw -1459347.123022 + Penalty 3021.696188 = -1456325.426834 nChanged 16 SP:Iteration 80F (1197.722076 sec): 3 clusters Score: Raw -1459350.922668 + Penalty 3021.696188 = -1456329.226479 nChanged 18 SP:Iteration 81Q (1197.795666 sec): 3 clusters Score: Raw -1459354.272922 + Penalty 3021.696188 = -1456332.576734 nChanged 14 SP:Iteration 82Q (1197.861782 sec): 3 clusters Score: Raw -1459356.682979 + Penalty 3021.696188 = -1456334.986791 nChanged 12 SP:Iteration 83Q (1197.916997 sec): 3 clusters Score: Raw -1459358.844131 + Penalty 3021.696188 = -1456337.147943 nChanged 9 SP:Iteration 84Q (1197.980874 sec): 3 clusters Score: Raw -1459360.460441 + Penalty 3021.696188 = -1456338.764252 nChanged 16 SP:Iteration 85Q (1198.035163 sec): 3 clusters Score: Raw -1459363.707599 + Penalty 3021.696188 = -1456342.011410 nChanged 17 SP:Iteration 86Q (1198.100342 sec): 3 clusters Score: Raw -1459367.406352 + Penalty 3021.696188 = -1456345.710163 nChanged 16 SP:Iteration 87Q (1198.164573 sec): 3 clusters Score: Raw -1459369.885802 + Penalty 3021.696188 = -1456348.189614 nChanged 7 SP:Iteration 88Q (1198.228773 sec): 3 clusters Score: Raw -1459370.867578 + Penalty 3021.696188 = -1456349.171389 nChanged 3 SP:Iteration 89Q (1198.292963 sec): 3 clusters Score: Raw -1459371.517832 + Penalty 3021.696188 = -1456349.821644 nChanged 3 SP:Iteration 90Q (1198.359680 sec): 3 clusters Score: Raw -1459372.140128 + Penalty 3021.696188 = -1456350.443940 nChanged 1 SP:Iteration 91Q (1198.426894 sec): 3 clusters Score: Raw -1459372.486375 + Penalty 3021.696188 = -1456350.790186 nChanged 3 SP:Iteration 92Q (1198.489429 sec): 3 clusters Score: Raw -1459373.192357 + Penalty 3021.696188 = -1456351.496168 nChanged 7 SP:Iteration 93Q (1198.541681 sec): 3 clusters Score: Raw -1459374.573838 + Penalty 3021.696188 = -1456352.877650 nChanged 6 SP:Iteration 94Q (1198.596323 sec): 3 clusters Score: Raw -1459376.474354 + Penalty 3021.696188 = -1456354.778165 nChanged 9 SP:Iteration 95Q (1198.669611 sec): 3 clusters Score: Raw -1459378.354604 + Penalty 3021.696188 = -1456356.658416 nChanged 10 SP:Iteration 96Q (1198.722495 sec): 3 clusters Score: Raw -1459380.339838 + Penalty 3021.696188 = -1456358.643650 nChanged 10 SP:Iteration 97Q (1198.785575 sec): 3 clusters Score: Raw -1459383.638632 + Penalty 3021.696188 = -1456361.942443 nChanged 14 SP:Iteration 98Q (1198.848608 sec): 3 clusters Score: Raw -1459387.421250 + Penalty 3021.696188 = -1456365.725061 nChanged 11 SP:Iteration 99Q (1198.911666 sec): 3 clusters Score: Raw -1459389.530410 + Penalty 3021.696188 = -1456367.834222 nChanged 10 SP:Iteration 100F (1198.973808 sec): 3 clusters Score: Raw -1459391.884979 + Penalty 3021.696188 = -1456370.188790 nChanged 12 SP:Iteration 101Q (1199.034777 sec): 3 clusters Score: Raw -1459394.461804 + Penalty 3021.696188 = -1456372.765616 nChanged 16 SP:Iteration 102Q (1199.097797 sec): 3 clusters Score: Raw -1459399.495798 + Penalty 3021.696188 = -1456377.799610 nChanged 21 SP:Iteration 103Q (1199.160949 sec): 3 clusters Score: Raw -1459407.079569 + Penalty 3021.696188 = -1456385.383381 nChanged 27 SP:Iteration 104Q (1199.224203 sec): 3 clusters Score: Raw -1459415.113325 + Penalty 3021.696188 = -1456393.417137 nChanged 24 SP:Iteration 105Q (1199.287404 sec): 3 clusters Score: Raw -1459423.102284 + Penalty 3021.696188 = -1456401.406096 nChanged 25 SP:Iteration 106Q (1199.350505 sec): 3 clusters Score: Raw -1459428.774946 + Penalty 3021.696188 = -1456407.078758 nChanged 14 SP:Iteration 107Q (1199.413983 sec): 3 clusters Score: Raw -1459431.849952 + Penalty 3021.696188 = -1456410.153764 nChanged 11 SP:Iteration 108Q (1199.475245 sec): 3 clusters Score: Raw -1459433.877081 + Penalty 3021.696188 = -1456412.180892 nChanged 15 SP:Iteration 109Q (1199.534317 sec): 3 clusters Score: Raw -1459437.147236 + Penalty 3021.696188 = -1456415.451048 nChanged 17 SP:Iteration 110Q (1199.597506 sec): 3 clusters Score: Raw -1459441.641614 + Penalty 3021.696188 = -1456419.945426 nChanged 18 SP:Iteration 111Q (1199.658014 sec): 3 clusters Score: Raw -1459447.949166 + Penalty 3021.696188 = -1456426.252978 nChanged 26 SP:Iteration 112Q (1199.721097 sec): 3 clusters Score: Raw -1459455.943957 + Penalty 3021.696188 = -1456434.247769 nChanged 27 SP:Iteration 113Q (1199.784471 sec): 3 clusters Score: Raw -1459464.562329 + Penalty 3021.696188 = -1456442.866140 nChanged 27 SP:Iteration 114Q (1199.839492 sec): 3 clusters Score: Raw -1459475.021044 + Penalty 3021.696188 = -1456453.324855 nChanged 38 SP:Iteration 115Q (1199.898953 sec): 3 clusters Score: Raw -1459486.390588 + Penalty 3021.696188 = -1456464.694400 nChanged 30 SP:Iteration 116Q (1199.961280 sec): 3 clusters Score: Raw -1459493.070060 + Penalty 3021.696188 = -1456471.373871 nChanged 24 SP:Iteration 117Q (1200.023265 sec): 3 clusters Score: Raw -1459497.600415 + Penalty 3021.696188 = -1456475.904226 nChanged 18 SP:Iteration 118Q (1200.077389 sec): 3 clusters Score: Raw -1459500.929272 + Penalty 3021.696188 = -1456479.233084 nChanged 10 SP:Iteration 119Q (1200.140646 sec): 3 clusters Score: Raw -1459503.389115 + Penalty 3021.696188 = -1456481.692926 nChanged 9 SP:Iteration 120F (1200.206073 sec): 3 clusters Score: Raw -1459506.831182 + Penalty 3021.696188 = -1456485.134994 nChanged 13 SP:Iteration 121Q (1200.258788 sec): 3 clusters Score: Raw -1459509.543301 + Penalty 3021.696188 = -1456487.847112 nChanged 7 SP:Iteration 122Q (1200.321743 sec): 3 clusters Score: Raw -1459510.838194 + Penalty 3021.696188 = -1456489.142005 nChanged 4 SP:Iteration 123Q (1200.384449 sec): 3 clusters Score: Raw -1459511.478098 + Penalty 3021.696188 = -1456489.781910 nChanged 3 SP:Iteration 124Q (1200.458319 sec): 3 clusters Score: Raw -1459512.037842 + Penalty 3021.696188 = -1456490.341654 nChanged 3 SP:Iteration 125Q (1200.510348 sec): 3 clusters Score: Raw -1459512.936847 + Penalty 3021.696188 = -1456491.240659 nChanged 0 SP:Iteration 126F (1200.567580 sec): 3 clusters Score: Raw -1459512.936847 + Penalty 3021.696188 = -1456491.240659 nChanged 0 Trying to split cluster 13 (12104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1200.606928 sec): 2 clusters Score: Raw -1650986.687398 + Penalty 1527.709829 = -1649458.977569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1200.675534 sec): 3 clusters Score: Raw -1644016.302913 + Penalty 3055.419658 = -1640960.883255 nChanged 5303 SP:Iteration 1F (1200.753019 sec): 3 clusters Score: Raw -1646936.431958 + Penalty 3055.419658 = -1643881.012300 nChanged 723 SP:Iteration 2F (1200.800723 sec): 3 clusters Score: Raw -1647294.620907 + Penalty 3055.419658 = -1644239.201249 nChanged 694 SP:Iteration 3F (1200.868174 sec): 3 clusters Score: Raw -1647655.883451 + Penalty 3055.419658 = -1644600.463793 nChanged 653 SP:Iteration 4F (1200.929327 sec): 3 clusters Score: Raw -1648003.889788 + Penalty 3055.419658 = -1644948.470130 nChanged 667 SP:Iteration 5F (1200.996837 sec): 3 clusters Score: Raw -1648380.145118 + Penalty 3055.419658 = -1645324.725460 nChanged 618 SP:Iteration 6F (1201.064383 sec): 3 clusters Score: Raw -1648714.239232 + Penalty 3055.419658 = -1645658.819573 nChanged 520 SP:Iteration 7Q (1201.125074 sec): 3 clusters Score: Raw -1648993.734487 + Penalty 3055.419658 = -1645938.314829 nChanged 482 SP:Iteration 8Q (1201.192152 sec): 3 clusters Score: Raw -1649258.848537 + Penalty 3055.419658 = -1646203.428879 nChanged 501 SP:Iteration 9Q (1201.260608 sec): 3 clusters Score: Raw -1649539.944439 + Penalty 3055.419658 = -1646484.524781 nChanged 462 SP:Iteration 10Q (1201.317815 sec): 3 clusters Score: Raw -1649801.224212 + Penalty 3055.419658 = -1646745.804554 nChanged 410 SP:Iteration 11Q (1201.395482 sec): 3 clusters Score: Raw -1649986.776809 + Penalty 3055.419658 = -1646931.357151 nChanged 313 SP:Iteration 12Q (1201.452066 sec): 3 clusters Score: Raw -1650109.586942 + Penalty 3055.419658 = -1647054.167284 nChanged 229 SP:Iteration 13Q (1201.514879 sec): 3 clusters Score: Raw -1650195.317310 + Penalty 3055.419658 = -1647139.897651 nChanged 199 SP:Iteration 14Q (1201.582218 sec): 3 clusters Score: Raw -1650258.386210 + Penalty 3055.419658 = -1647202.966552 nChanged 161 SP:Iteration 15Q (1201.649844 sec): 3 clusters Score: Raw -1650311.915530 + Penalty 3055.419658 = -1647256.495872 nChanged 144 SP:Iteration 16Q (1201.717934 sec): 3 clusters Score: Raw -1650353.315311 + Penalty 3055.419658 = -1647297.895653 nChanged 121 SP:Iteration 17Q (1201.784781 sec): 3 clusters Score: Raw -1650387.970384 + Penalty 3055.419658 = -1647332.550726 nChanged 116 SP:Iteration 18Q (1201.846215 sec): 3 clusters Score: Raw -1650419.814511 + Penalty 3055.419658 = -1647364.394853 nChanged 107 SP:Iteration 19Q (1201.913703 sec): 3 clusters Score: Raw -1650446.931188 + Penalty 3055.419658 = -1647391.511529 nChanged 106 SP:Iteration 20F (1201.981400 sec): 3 clusters Score: Raw -1650474.864532 + Penalty 3055.419658 = -1647419.444874 nChanged 96 SP:Iteration 21Q (1202.047890 sec): 3 clusters Score: Raw -1650500.004723 + Penalty 3055.419658 = -1647444.585065 nChanged 96 SP:Iteration 22Q (1202.115069 sec): 3 clusters Score: Raw -1650524.759422 + Penalty 3055.419658 = -1647469.339764 nChanged 90 SP:Iteration 23Q (1202.182519 sec): 3 clusters Score: Raw -1650542.450943 + Penalty 3055.419658 = -1647487.031285 nChanged 78 SP:Iteration 24Q (1202.249257 sec): 3 clusters Score: Raw -1650558.435223 + Penalty 3055.419658 = -1647503.015565 nChanged 67 SP:Iteration 25Q (1202.316302 sec): 3 clusters Score: Raw -1650571.675456 + Penalty 3055.419658 = -1647516.255798 nChanged 69 SP:Iteration 26Q (1202.383852 sec): 3 clusters Score: Raw -1650585.343492 + Penalty 3055.419658 = -1647529.923834 nChanged 63 SP:Iteration 27Q (1202.451394 sec): 3 clusters Score: Raw -1650597.141818 + Penalty 3055.419658 = -1647541.722160 nChanged 56 SP:Iteration 28Q (1202.518585 sec): 3 clusters Score: Raw -1650608.709690 + Penalty 3055.419658 = -1647553.290032 nChanged 67 SP:Iteration 29Q (1202.585309 sec): 3 clusters Score: Raw -1650622.182030 + Penalty 3055.419658 = -1647566.762372 nChanged 56 SP:Iteration 30Q (1202.662315 sec): 3 clusters Score: Raw -1650631.374904 + Penalty 3055.419658 = -1647575.955246 nChanged 56 SP:Iteration 31Q (1202.715981 sec): 3 clusters Score: Raw -1650640.956335 + Penalty 3055.419658 = -1647585.536677 nChanged 51 SP:Iteration 32Q (1202.774489 sec): 3 clusters Score: Raw -1650650.706539 + Penalty 3055.419658 = -1647595.286881 nChanged 55 SP:Iteration 33Q (1202.841444 sec): 3 clusters Score: Raw -1650660.802664 + Penalty 3055.419658 = -1647605.383006 nChanged 65 SP:Iteration 34Q (1202.900371 sec): 3 clusters Score: Raw -1650673.724714 + Penalty 3055.419658 = -1647618.305056 nChanged 66 SP:Iteration 35Q (1202.958986 sec): 3 clusters Score: Raw -1650687.127949 + Penalty 3055.419658 = -1647631.708291 nChanged 65 SP:Iteration 36Q (1203.025750 sec): 3 clusters Score: Raw -1650701.166634 + Penalty 3055.419658 = -1647645.746976 nChanged 72 SP:Iteration 37Q (1203.080379 sec): 3 clusters Score: Raw -1650715.291580 + Penalty 3055.419658 = -1647659.871922 nChanged 47 SP:Iteration 38Q (1203.147264 sec): 3 clusters Score: Raw -1650722.660388 + Penalty 3055.419658 = -1647667.240730 nChanged 43 SP:Iteration 39Q (1203.222694 sec): 3 clusters Score: Raw -1650729.920309 + Penalty 3055.419658 = -1647674.500651 nChanged 43 SP:Iteration 40F (1203.287131 sec): 3 clusters Score: Raw -1650737.452267 + Penalty 3055.419658 = -1647682.032609 nChanged 41 SP:Iteration 41Q (1203.346369 sec): 3 clusters Score: Raw -1650745.133993 + Penalty 3055.419658 = -1647689.714335 nChanged 49 SP:Iteration 42Q (1203.412349 sec): 3 clusters Score: Raw -1650754.477626 + Penalty 3055.419658 = -1647699.057968 nChanged 43 SP:Iteration 43Q (1203.478735 sec): 3 clusters Score: Raw -1650762.283669 + Penalty 3055.419658 = -1647706.864011 nChanged 50 SP:Iteration 44Q (1203.544970 sec): 3 clusters Score: Raw -1650770.329681 + Penalty 3055.419658 = -1647714.910023 nChanged 46 SP:Iteration 45Q (1203.611490 sec): 3 clusters Score: Raw -1650777.534522 + Penalty 3055.419658 = -1647722.114864 nChanged 38 SP:Iteration 46Q (1203.669296 sec): 3 clusters Score: Raw -1650784.032391 + Penalty 3055.419658 = -1647728.612733 nChanged 49 SP:Iteration 47Q (1203.724163 sec): 3 clusters Score: Raw -1650793.229945 + Penalty 3055.419658 = -1647737.810287 nChanged 43 SP:Iteration 48Q (1203.791538 sec): 3 clusters Score: Raw -1650800.664940 + Penalty 3055.419658 = -1647745.245282 nChanged 39 SP:Iteration 49Q (1203.858876 sec): 3 clusters Score: Raw -1650808.765604 + Penalty 3055.419658 = -1647753.345946 nChanged 39 SP:Iteration 50Q (1203.925008 sec): 3 clusters Score: Raw -1650816.153823 + Penalty 3055.419658 = -1647760.734165 nChanged 44 SP:Iteration 51Q (1203.994478 sec): 3 clusters Score: Raw -1650824.527210 + Penalty 3055.419658 = -1647769.107552 nChanged 43 SP:Iteration 52Q (1204.046302 sec): 3 clusters Score: Raw -1650833.227959 + Penalty 3055.419658 = -1647777.808301 nChanged 48 SP:Iteration 53Q (1204.112701 sec): 3 clusters Score: Raw -1650847.911558 + Penalty 3055.419658 = -1647792.491900 nChanged 58 SP:Iteration 54Q (1204.169074 sec): 3 clusters Score: Raw -1650861.916078 + Penalty 3055.419658 = -1647806.496420 nChanged 62 SP:Iteration 55Q (1204.235294 sec): 3 clusters Score: Raw -1650875.205290 + Penalty 3055.419658 = -1647819.785632 nChanged 54 SP:Iteration 56Q (1204.311772 sec): 3 clusters Score: Raw -1650886.751887 + Penalty 3055.419658 = -1647831.332229 nChanged 50 SP:Iteration 57Q (1204.367108 sec): 3 clusters Score: Raw -1650896.967355 + Penalty 3055.419658 = -1647841.547697 nChanged 55 SP:Iteration 58Q (1204.433777 sec): 3 clusters Score: Raw -1650908.655367 + Penalty 3055.419658 = -1647853.235709 nChanged 56 SP:Iteration 59Q (1204.500010 sec): 3 clusters Score: Raw -1650921.929420 + Penalty 3055.419658 = -1647866.509762 nChanged 59 SP:Iteration 60F (1204.567477 sec): 3 clusters Score: Raw -1650934.179076 + Penalty 3055.419658 = -1647878.759418 nChanged 56 SP:Iteration 61Q (1204.633390 sec): 3 clusters Score: Raw -1650943.318965 + Penalty 3055.419658 = -1647887.899307 nChanged 39 SP:Iteration 62Q (1204.692943 sec): 3 clusters Score: Raw -1650949.579779 + Penalty 3055.419658 = -1647894.160121 nChanged 39 SP:Iteration 63Q (1204.759589 sec): 3 clusters Score: Raw -1650955.113255 + Penalty 3055.419658 = -1647899.693597 nChanged 26 SP:Iteration 64Q (1204.819425 sec): 3 clusters Score: Raw -1650959.399086 + Penalty 3055.419658 = -1647903.979428 nChanged 25 SP:Iteration 65Q (1204.885442 sec): 3 clusters Score: Raw -1650964.282595 + Penalty 3055.419658 = -1647908.862937 nChanged 30 SP:Iteration 66Q (1204.945698 sec): 3 clusters Score: Raw -1650969.915322 + Penalty 3055.419658 = -1647914.495664 nChanged 34 SP:Iteration 67Q (1205.011828 sec): 3 clusters Score: Raw -1650976.192598 + Penalty 3055.419658 = -1647920.772940 nChanged 26 SP:Iteration 68Q (1205.077953 sec): 3 clusters Score: Raw -1650981.692306 + Penalty 3055.419658 = -1647926.272648 nChanged 33 SP:Iteration 69Q (1205.137448 sec): 3 clusters Score: Raw -1650987.441972 + Penalty 3055.419658 = -1647932.022314 nChanged 24 SP:Iteration 70Q (1205.203581 sec): 3 clusters Score: Raw -1650991.177520 + Penalty 3055.419658 = -1647935.757862 nChanged 18 SP:Iteration 71Q (1205.269473 sec): 3 clusters Score: Raw -1650993.950912 + Penalty 3055.419658 = -1647938.531254 nChanged 21 SP:Iteration 72Q (1205.335458 sec): 3 clusters Score: Raw -1650996.648474 + Penalty 3055.419658 = -1647941.228816 nChanged 13 SP:Iteration 73Q (1205.401496 sec): 3 clusters Score: Raw -1650998.473013 + Penalty 3055.419658 = -1647943.053355 nChanged 9 SP:Iteration 74Q (1205.455428 sec): 3 clusters Score: Raw -1650999.583967 + Penalty 3055.419658 = -1647944.164309 nChanged 7 SP:Iteration 75Q (1205.521326 sec): 3 clusters Score: Raw -1651000.814624 + Penalty 3055.419658 = -1647945.394966 nChanged 12 SP:Iteration 76Q (1205.584513 sec): 3 clusters Score: Raw -1651002.066225 + Penalty 3055.419658 = -1647946.646567 nChanged 7 SP:Iteration 77Q (1205.643319 sec): 3 clusters Score: Raw -1651003.737100 + Penalty 3055.419658 = -1647948.317442 nChanged 13 SP:Iteration 78Q (1205.707085 sec): 3 clusters Score: Raw -1651005.374690 + Penalty 3055.419658 = -1647949.955032 nChanged 14 SP:Iteration 79Q (1205.770844 sec): 3 clusters Score: Raw -1651007.161589 + Penalty 3055.419658 = -1647951.741931 nChanged 12 SP:Iteration 80F (1205.832794 sec): 3 clusters Score: Raw -1651009.219328 + Penalty 3055.419658 = -1647953.799670 nChanged 24 SP:Iteration 81Q (1205.899399 sec): 3 clusters Score: Raw -1651014.001700 + Penalty 3055.419658 = -1647958.582041 nChanged 23 SP:Iteration 82Q (1205.965719 sec): 3 clusters Score: Raw -1651017.020740 + Penalty 3055.419658 = -1647961.601082 nChanged 19 SP:Iteration 83Q (1206.041776 sec): 3 clusters Score: Raw -1651019.591938 + Penalty 3055.419658 = -1647964.172280 nChanged 11 SP:Iteration 84Q (1206.098600 sec): 3 clusters Score: Raw -1651020.945940 + Penalty 3055.419658 = -1647965.526282 nChanged 14 SP:Iteration 85Q (1206.152416 sec): 3 clusters Score: Raw -1651022.862097 + Penalty 3055.419658 = -1647967.442439 nChanged 7 SP:Iteration 86Q (1206.219585 sec): 3 clusters Score: Raw -1651023.958805 + Penalty 3055.419658 = -1647968.539147 nChanged 7 SP:Iteration 87Q (1206.285877 sec): 3 clusters Score: Raw -1651024.663987 + Penalty 3055.419658 = -1647969.244329 nChanged 4 SP:Iteration 88Q (1206.352064 sec): 3 clusters Score: Raw -1651024.930185 + Penalty 3055.419658 = -1647969.510527 nChanged 0 SP:Iteration 89F (1206.420093 sec): 3 clusters Score: Raw -1651024.930185 + Penalty 3055.419658 = -1647969.510527 nChanged 0 Trying to split cluster 14 (7454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.453171 sec): 2 clusters Score: Raw -991290.906711 + Penalty 1448.932238 = -989841.974473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.514945 sec): 3 clusters Score: Raw -987225.546927 + Penalty 2897.864476 = -984327.682451 nChanged 3104 SP:Iteration 1F (1206.563969 sec): 3 clusters Score: Raw -988961.235339 + Penalty 2897.864476 = -986063.370863 nChanged 483 SP:Iteration 2F (1206.618861 sec): 3 clusters Score: Raw -989204.462259 + Penalty 2897.864476 = -986306.597783 nChanged 398 SP:Iteration 3F (1206.676570 sec): 3 clusters Score: Raw -989373.816844 + Penalty 2897.864476 = -986475.952368 nChanged 331 SP:Iteration 4Q (1206.744929 sec): 3 clusters Score: Raw -989516.167714 + Penalty 2897.864476 = -986618.303238 nChanged 301 SP:Iteration 5Q (1206.802266 sec): 3 clusters Score: Raw -989649.858926 + Penalty 2897.864476 = -986751.994450 nChanged 292 SP:Iteration 6Q (1206.851651 sec): 3 clusters Score: Raw -989783.984244 + Penalty 2897.864476 = -986886.119768 nChanged 275 SP:Iteration 7Q (1206.910042 sec): 3 clusters Score: Raw -989920.618870 + Penalty 2897.864476 = -987022.754394 nChanged 282 SP:Iteration 8Q (1206.961199 sec): 3 clusters Score: Raw -990071.792035 + Penalty 2897.864476 = -987173.927559 nChanged 273 SP:Iteration 9Q (1207.004960 sec): 3 clusters Score: Raw -990217.417811 + Penalty 2897.864476 = -987319.553335 nChanged 278 SP:Iteration 10Q (1207.072619 sec): 3 clusters Score: Raw -990363.687621 + Penalty 2897.864476 = -987465.823145 nChanged 232 SP:Iteration 11Q (1207.132834 sec): 3 clusters Score: Raw -990492.048268 + Penalty 2897.864476 = -987594.183792 nChanged 239 SP:Iteration 12Q (1207.193472 sec): 3 clusters Score: Raw -990634.183612 + Penalty 2897.864476 = -987736.319136 nChanged 234 SP:Iteration 13Q (1207.245122 sec): 3 clusters Score: Raw -990760.845787 + Penalty 2897.864476 = -987862.981311 nChanged 183 SP:Iteration 14Q (1207.311211 sec): 3 clusters Score: Raw -990853.727642 + Penalty 2897.864476 = -987955.863166 nChanged 131 SP:Iteration 15Q (1207.374282 sec): 3 clusters Score: Raw -990907.869198 + Penalty 2897.864476 = -988010.004722 nChanged 123 SP:Iteration 16Q (1207.435337 sec): 3 clusters Score: Raw -990957.466654 + Penalty 2897.864476 = -988059.602178 nChanged 102 SP:Iteration 17Q (1207.480487 sec): 3 clusters Score: Raw -991000.249322 + Penalty 2897.864476 = -988102.384846 nChanged 95 SP:Iteration 18Q (1207.536230 sec): 3 clusters Score: Raw -991030.848835 + Penalty 2897.864476 = -988132.984359 nChanged 70 SP:Iteration 19Q (1207.603141 sec): 3 clusters Score: Raw -991055.724988 + Penalty 2897.864476 = -988157.860512 nChanged 63 SP:Iteration 20F (1207.651553 sec): 3 clusters Score: Raw -991079.482888 + Penalty 2897.864476 = -988181.618412 nChanged 58 SP:Iteration 21Q (1207.707223 sec): 3 clusters Score: Raw -991098.523071 + Penalty 2897.864476 = -988200.658595 nChanged 57 SP:Iteration 22Q (1207.773735 sec): 3 clusters Score: Raw -991118.047932 + Penalty 2897.864476 = -988220.183456 nChanged 54 SP:Iteration 23Q (1207.833661 sec): 3 clusters Score: Raw -991138.189005 + Penalty 2897.864476 = -988240.324529 nChanged 55 SP:Iteration 24Q (1207.886960 sec): 3 clusters Score: Raw -991157.639789 + Penalty 2897.864476 = -988259.775313 nChanged 49 SP:Iteration 25Q (1207.950880 sec): 3 clusters Score: Raw -991175.986815 + Penalty 2897.864476 = -988278.122339 nChanged 57 SP:Iteration 26Q (1208.000876 sec): 3 clusters Score: Raw -991195.979164 + Penalty 2897.864476 = -988298.114688 nChanged 58 SP:Iteration 27Q (1208.060130 sec): 3 clusters Score: Raw -991216.577407 + Penalty 2897.864476 = -988318.712931 nChanged 58 SP:Iteration 28Q (1208.129134 sec): 3 clusters Score: Raw -991239.992228 + Penalty 2897.864476 = -988342.127752 nChanged 59 SP:Iteration 29Q (1208.177744 sec): 3 clusters Score: Raw -991265.144144 + Penalty 2897.864476 = -988367.279668 nChanged 61 SP:Iteration 30Q (1208.236887 sec): 3 clusters Score: Raw -991292.907902 + Penalty 2897.864476 = -988395.043426 nChanged 65 SP:Iteration 31Q (1208.306042 sec): 3 clusters Score: Raw -991325.761136 + Penalty 2897.864476 = -988427.896660 nChanged 67 SP:Iteration 32Q (1208.362809 sec): 3 clusters Score: Raw -991360.799662 + Penalty 2897.864476 = -988462.935186 nChanged 62 SP:Iteration 33Q (1208.410536 sec): 3 clusters Score: Raw -991398.462821 + Penalty 2897.864476 = -988500.598345 nChanged 66 SP:Iteration 34Q (1208.472462 sec): 3 clusters Score: Raw -991427.223936 + Penalty 2897.864476 = -988529.359460 nChanged 58 SP:Iteration 35Q (1208.524086 sec): 3 clusters Score: Raw -991457.605943 + Penalty 2897.864476 = -988559.741467 nChanged 57 SP:Iteration 36Q (1208.589993 sec): 3 clusters Score: Raw -991482.337198 + Penalty 2897.864476 = -988584.472722 nChanged 69 SP:Iteration 37Q (1208.649500 sec): 3 clusters Score: Raw -991514.709181 + Penalty 2897.864476 = -988616.844705 nChanged 60 SP:Iteration 38Q (1208.705065 sec): 3 clusters Score: Raw -991537.615929 + Penalty 2897.864476 = -988639.751453 nChanged 40 SP:Iteration 39Q (1208.749889 sec): 3 clusters Score: Raw -991551.061506 + Penalty 2897.864476 = -988653.197030 nChanged 27 SP:Iteration 40F (1208.817979 sec): 3 clusters Score: Raw -991559.617826 + Penalty 2897.864476 = -988661.753350 nChanged 36 SP:Iteration 41Q (1208.876128 sec): 3 clusters Score: Raw -991569.471446 + Penalty 2897.864476 = -988671.606970 nChanged 24 SP:Iteration 42Q (1208.932625 sec): 3 clusters Score: Raw -991576.765159 + Penalty 2897.864476 = -988678.900683 nChanged 27 SP:Iteration 43Q (1208.990544 sec): 3 clusters Score: Raw -991583.780453 + Penalty 2897.864476 = -988685.915977 nChanged 18 SP:Iteration 44Q (1209.038508 sec): 3 clusters Score: Raw -991588.176053 + Penalty 2897.864476 = -988690.311577 nChanged 10 SP:Iteration 45Q (1209.105645 sec): 3 clusters Score: Raw -991590.811680 + Penalty 2897.864476 = -988692.947204 nChanged 12 SP:Iteration 46Q (1209.153087 sec): 3 clusters Score: Raw -991593.699678 + Penalty 2897.864476 = -988695.835202 nChanged 10 SP:Iteration 47Q (1209.216810 sec): 3 clusters Score: Raw -991595.331927 + Penalty 2897.864476 = -988697.467451 nChanged 7 SP:Iteration 48Q (1209.262534 sec): 3 clusters Score: Raw -991596.318438 + Penalty 2897.864476 = -988698.453962 nChanged 6 SP:Iteration 49Q (1209.333720 sec): 3 clusters Score: Raw -991598.000188 + Penalty 2897.864476 = -988700.135712 nChanged 7 SP:Iteration 50Q (1209.394951 sec): 3 clusters Score: Raw -991599.416578 + Penalty 2897.864476 = -988701.552102 nChanged 0 SP:Iteration 51F (1209.456907 sec): 3 clusters Score: Raw -991599.416578 + Penalty 2897.864476 = -988701.552102 nChanged 0 Trying to split cluster 15 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.481776 sec): 2 clusters Score: Raw -195650.311064 + Penalty 1193.516846 = -194456.794218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.532334 sec): 3 clusters Score: Raw -195086.226295 + Penalty 2387.033693 = -192699.192602 nChanged 523 SP:Iteration 1F (1209.581528 sec): 3 clusters Score: Raw -195525.469630 + Penalty 2387.033693 = -193138.435938 nChanged 126 SP:Iteration 2F (1209.618444 sec): 3 clusters Score: Raw -195644.528183 + Penalty 2387.033693 = -193257.494490 nChanged 87 SP:Iteration 3F (1209.675155 sec): 3 clusters Score: Raw -195723.750882 + Penalty 2387.033693 = -193336.717190 nChanged 59 SP:Iteration 4Q (1209.727161 sec): 3 clusters Score: Raw -195777.958718 + Penalty 2387.033693 = -193390.925025 nChanged 54 SP:Iteration 5Q (1209.760782 sec): 3 clusters Score: Raw -195827.260550 + Penalty 2387.033693 = -193440.226857 nChanged 42 SP:Iteration 6Q (1209.800957 sec): 3 clusters Score: Raw -195871.669121 + Penalty 2387.033693 = -193484.635429 nChanged 35 SP:Iteration 7Q (1209.850785 sec): 3 clusters Score: Raw -195904.528394 + Penalty 2387.033693 = -193517.494702 nChanged 28 SP:Iteration 8Q (1209.895009 sec): 3 clusters Score: Raw -195921.264128 + Penalty 2387.033693 = -193534.230436 nChanged 13 SP:Iteration 9Q (1209.937558 sec): 3 clusters Score: Raw -195928.377147 + Penalty 2387.033693 = -193541.343454 nChanged 7 SP:Iteration 10Q (1209.977090 sec): 3 clusters Score: Raw -195931.832587 + Penalty 2387.033693 = -193544.798895 nChanged 4 SP:Iteration 11Q (1210.026886 sec): 3 clusters Score: Raw -195936.910481 + Penalty 2387.033693 = -193549.876788 nChanged 9 SP:Iteration 12Q (1210.077704 sec): 3 clusters Score: Raw -195946.361027 + Penalty 2387.033693 = -193559.327334 nChanged 8 SP:Iteration 13Q (1210.129834 sec): 3 clusters Score: Raw -195952.955065 + Penalty 2387.033693 = -193565.921372 nChanged 10 SP:Iteration 14Q (1210.176774 sec): 3 clusters Score: Raw -195963.150244 + Penalty 2387.033693 = -193576.116551 nChanged 11 SP:Iteration 15Q (1210.227496 sec): 3 clusters Score: Raw -195971.411040 + Penalty 2387.033693 = -193584.377348 nChanged 9 SP:Iteration 16Q (1210.282546 sec): 3 clusters Score: Raw -195977.245330 + Penalty 2387.033693 = -193590.211637 nChanged 3 SP:Iteration 17Q (1210.331614 sec): 3 clusters Score: Raw -195979.622185 + Penalty 2387.033693 = -193592.588493 nChanged 1 SP:Iteration 18Q (1210.375079 sec): 3 clusters Score: Raw -195980.168157 + Penalty 2387.033693 = -193593.134465 nChanged 1 SP:Iteration 19Q (1210.426854 sec): 3 clusters Score: Raw -195980.429621 + Penalty 2387.033693 = -193593.395928 nChanged 0 SP:Iteration 20F (1210.486301 sec): 3 clusters Score: Raw -195980.429621 + Penalty 2387.033693 = -193593.395928 nChanged 0 Trying to split cluster 16 (28336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.549957 sec): 2 clusters Score: Raw -3807909.344756 + Penalty 1665.931859 = -3806243.412898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1210.631922 sec): 3 clusters Score: Raw -3790375.187672 + Penalty 3331.863717 = -3787043.323955 nChanged 13124 SP:Iteration 1F (1210.734644 sec): 3 clusters Score: Raw -3797672.783511 + Penalty 3331.863717 = -3794340.919794 nChanged 1447 SP:Iteration 2F (1210.831606 sec): 3 clusters Score: Raw -3798297.877580 + Penalty 3331.863717 = -3794966.013863 nChanged 1560 SP:Iteration 3F (1210.921899 sec): 3 clusters Score: Raw -3799016.269853 + Penalty 3331.863717 = -3795684.406136 nChanged 1607 SP:Iteration 4F (1211.012967 sec): 3 clusters Score: Raw -3799866.766532 + Penalty 3331.863717 = -3796534.902815 nChanged 1718 SP:Iteration 5F (1211.109133 sec): 3 clusters Score: Raw -3800820.895148 + Penalty 3331.863717 = -3797489.031431 nChanged 1723 SP:Iteration 6F (1211.210524 sec): 3 clusters Score: Raw -3801931.800473 + Penalty 3331.863717 = -3798599.936756 nChanged 1707 SP:Iteration 7F (1211.301196 sec): 3 clusters Score: Raw -3803164.219426 + Penalty 3331.863717 = -3799832.355709 nChanged 1600 SP:Iteration 8F (1211.402572 sec): 3 clusters Score: Raw -3804282.926677 + Penalty 3331.863717 = -3800951.062960 nChanged 1286 SP:Iteration 9Q (1211.494897 sec): 3 clusters Score: Raw -3805098.019768 + Penalty 3331.863717 = -3801766.156051 nChanged 1036 SP:Iteration 10Q (1211.600587 sec): 3 clusters Score: Raw -3805658.292682 + Penalty 3331.863717 = -3802326.428965 nChanged 780 SP:Iteration 11Q (1211.698479 sec): 3 clusters Score: Raw -3806022.764548 + Penalty 3331.863717 = -3802690.900831 nChanged 599 SP:Iteration 12Q (1211.795922 sec): 3 clusters Score: Raw -3806283.239212 + Penalty 3331.863717 = -3802951.375495 nChanged 512 SP:Iteration 13Q (1211.892929 sec): 3 clusters Score: Raw -3806512.102377 + Penalty 3331.863717 = -3803180.238660 nChanged 492 SP:Iteration 14Q (1211.989531 sec): 3 clusters Score: Raw -3806760.360173 + Penalty 3331.863717 = -3803428.496456 nChanged 463 SP:Iteration 15Q (1212.075011 sec): 3 clusters Score: Raw -3807012.680092 + Penalty 3331.863717 = -3803680.816375 nChanged 477 SP:Iteration 16Q (1212.162499 sec): 3 clusters Score: Raw -3807303.190473 + Penalty 3331.863717 = -3803971.326756 nChanged 482 SP:Iteration 17Q (1212.254100 sec): 3 clusters Score: Raw -3807585.257181 + Penalty 3331.863717 = -3804253.393464 nChanged 432 SP:Iteration 18Q (1212.342516 sec): 3 clusters Score: Raw -3807825.525926 + Penalty 3331.863717 = -3804493.662209 nChanged 402 SP:Iteration 19Q (1212.439546 sec): 3 clusters Score: Raw -3808016.970990 + Penalty 3331.863717 = -3804685.107273 nChanged 334 SP:Iteration 20F (1212.529315 sec): 3 clusters Score: Raw -3808157.847980 + Penalty 3331.863717 = -3804825.984263 nChanged 269 SP:Iteration 21Q (1212.622893 sec): 3 clusters Score: Raw -3808264.306685 + Penalty 3331.863717 = -3804932.442968 nChanged 243 SP:Iteration 22Q (1212.728300 sec): 3 clusters Score: Raw -3808358.395971 + Penalty 3331.863717 = -3805026.532254 nChanged 209 SP:Iteration 23Q (1212.809380 sec): 3 clusters Score: Raw -3808424.393237 + Penalty 3331.863717 = -3805092.529520 nChanged 183 SP:Iteration 24Q (1212.902126 sec): 3 clusters Score: Raw -3808479.799864 + Penalty 3331.863717 = -3805147.936147 nChanged 147 SP:Iteration 25Q (1212.995084 sec): 3 clusters Score: Raw -3808527.931842 + Penalty 3331.863717 = -3805196.068125 nChanged 141 SP:Iteration 26Q (1213.087788 sec): 3 clusters Score: Raw -3808561.227944 + Penalty 3331.863717 = -3805229.364227 nChanged 110 SP:Iteration 27Q (1213.180429 sec): 3 clusters Score: Raw -3808586.955070 + Penalty 3331.863717 = -3805255.091353 nChanged 91 SP:Iteration 28Q (1213.277353 sec): 3 clusters Score: Raw -3808605.042819 + Penalty 3331.863717 = -3805273.179102 nChanged 95 SP:Iteration 29Q (1213.374113 sec): 3 clusters Score: Raw -3808625.113971 + Penalty 3331.863717 = -3805293.250254 nChanged 74 SP:Iteration 30Q (1213.463085 sec): 3 clusters Score: Raw -3808643.370121 + Penalty 3331.863717 = -3805311.506404 nChanged 87 SP:Iteration 31Q (1213.554451 sec): 3 clusters Score: Raw -3808661.777047 + Penalty 3331.863717 = -3805329.913330 nChanged 76 SP:Iteration 32Q (1213.645339 sec): 3 clusters Score: Raw -3808676.445948 + Penalty 3331.863717 = -3805344.582231 nChanged 69 SP:Iteration 33Q (1213.735454 sec): 3 clusters Score: Raw -3808688.349046 + Penalty 3331.863717 = -3805356.485329 nChanged 61 SP:Iteration 34Q (1213.825856 sec): 3 clusters Score: Raw -3808697.886758 + Penalty 3331.863717 = -3805366.023041 nChanged 59 SP:Iteration 35Q (1213.916199 sec): 3 clusters Score: Raw -3808704.990890 + Penalty 3331.863717 = -3805373.127173 nChanged 43 SP:Iteration 36Q (1214.006519 sec): 3 clusters Score: Raw -3808709.560687 + Penalty 3331.863717 = -3805377.696970 nChanged 31 SP:Iteration 37Q (1214.096882 sec): 3 clusters Score: Raw -3808712.392194 + Penalty 3331.863717 = -3805380.528477 nChanged 23 SP:Iteration 38Q (1214.187665 sec): 3 clusters Score: Raw -3808714.960029 + Penalty 3331.863717 = -3805383.096312 nChanged 24 SP:Iteration 39Q (1214.278825 sec): 3 clusters Score: Raw -3808718.250595 + Penalty 3331.863717 = -3805386.386878 nChanged 27 SP:Iteration 40F (1214.375160 sec): 3 clusters Score: Raw -3808721.045602 + Penalty 3331.863717 = -3805389.181885 nChanged 25 SP:Iteration 41Q (1214.466238 sec): 3 clusters Score: Raw -3808723.816688 + Penalty 3331.863717 = -3805391.952971 nChanged 25 SP:Iteration 42Q (1214.550467 sec): 3 clusters Score: Raw -3808726.986592 + Penalty 3331.863717 = -3805395.122875 nChanged 19 SP:Iteration 43Q (1214.637914 sec): 3 clusters Score: Raw -3808730.059996 + Penalty 3331.863717 = -3805398.196279 nChanged 22 SP:Iteration 44Q (1214.737753 sec): 3 clusters Score: Raw -3808733.058279 + Penalty 3331.863717 = -3805401.194562 nChanged 23 SP:Iteration 45Q (1214.828638 sec): 3 clusters Score: Raw -3808735.347563 + Penalty 3331.863717 = -3805403.483846 nChanged 19 SP:Iteration 46Q (1214.907737 sec): 3 clusters Score: Raw -3808737.070782 + Penalty 3331.863717 = -3805405.207065 nChanged 14 SP:Iteration 47Q (1214.996772 sec): 3 clusters Score: Raw -3808738.187137 + Penalty 3331.863717 = -3805406.323420 nChanged 15 SP:Iteration 48Q (1215.081793 sec): 3 clusters Score: Raw -3808739.631608 + Penalty 3331.863717 = -3805407.767891 nChanged 16 SP:Iteration 49Q (1215.166741 sec): 3 clusters Score: Raw -3808741.095357 + Penalty 3331.863717 = -3805409.231640 nChanged 18 SP:Iteration 50Q (1215.254231 sec): 3 clusters Score: Raw -3808743.208345 + Penalty 3331.863717 = -3805411.344628 nChanged 17 SP:Iteration 51Q (1215.342352 sec): 3 clusters Score: Raw -3808745.436826 + Penalty 3331.863717 = -3805413.573109 nChanged 18 SP:Iteration 52Q (1215.418820 sec): 3 clusters Score: Raw -3808747.098266 + Penalty 3331.863717 = -3805415.234549 nChanged 13 SP:Iteration 53Q (1215.515046 sec): 3 clusters Score: Raw -3808748.072806 + Penalty 3331.863717 = -3805416.209089 nChanged 6 SP:Iteration 54Q (1215.601599 sec): 3 clusters Score: Raw -3808748.678326 + Penalty 3331.863717 = -3805416.814609 nChanged 8 SP:Iteration 55Q (1215.692694 sec): 3 clusters Score: Raw -3808749.219198 + Penalty 3331.863717 = -3805417.355481 nChanged 8 SP:Iteration 56Q (1215.781157 sec): 3 clusters Score: Raw -3808750.339450 + Penalty 3331.863717 = -3805418.475733 nChanged 8 SP:Iteration 57Q (1215.861323 sec): 3 clusters Score: Raw -3808751.220720 + Penalty 3331.863717 = -3805419.357003 nChanged 9 SP:Iteration 58Q (1215.945638 sec): 3 clusters Score: Raw -3808752.848399 + Penalty 3331.863717 = -3805420.984682 nChanged 16 SP:Iteration 59Q (1216.035083 sec): 3 clusters Score: Raw -3808754.536490 + Penalty 3331.863717 = -3805422.672773 nChanged 17 SP:Iteration 60F (1216.135846 sec): 3 clusters Score: Raw -3808756.621165 + Penalty 3331.863717 = -3805424.757448 nChanged 17 SP:Iteration 61Q (1216.225914 sec): 3 clusters Score: Raw -3808758.211603 + Penalty 3331.863717 = -3805426.347886 nChanged 10 SP:Iteration 62Q (1216.317071 sec): 3 clusters Score: Raw -3808759.091599 + Penalty 3331.863717 = -3805427.227882 nChanged 7 SP:Iteration 63Q (1216.407790 sec): 3 clusters Score: Raw -3808759.785126 + Penalty 3331.863717 = -3805427.921409 nChanged 7 SP:Iteration 64Q (1216.498711 sec): 3 clusters Score: Raw -3808760.310539 + Penalty 3331.863717 = -3805428.446822 nChanged 4 SP:Iteration 65Q (1216.589588 sec): 3 clusters Score: Raw -3808760.541929 + Penalty 3331.863717 = -3805428.678212 nChanged 1 SP:Iteration 66Q (1216.681033 sec): 3 clusters Score: Raw -3808760.567914 + Penalty 3331.863717 = -3805428.704197 nChanged 0 SP:Iteration 67F (1216.777441 sec): 3 clusters Score: Raw -3808760.567914 + Penalty 3331.863717 = -3805428.704197 nChanged 0 Trying to split cluster 18 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.804657 sec): 2 clusters Score: Raw -144220.230128 + Penalty 1145.926539 = -143074.303589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1216.857171 sec): 3 clusters Score: Raw -143829.629238 + Penalty 2291.853077 = -141537.776160 nChanged 361 SP:Iteration 1F (1216.902840 sec): 3 clusters Score: Raw -144100.720805 + Penalty 2291.853077 = -141808.867728 nChanged 83 SP:Iteration 2F (1216.953390 sec): 3 clusters Score: Raw -144173.819953 + Penalty 2291.853077 = -141881.966875 nChanged 49 SP:Iteration 3Q (1217.001391 sec): 3 clusters Score: Raw -144226.104809 + Penalty 2291.853077 = -141934.251731 nChanged 43 SP:Iteration 4Q (1217.039737 sec): 3 clusters Score: Raw -144283.636599 + Penalty 2291.853077 = -141991.783521 nChanged 46 SP:Iteration 5Q (1217.090536 sec): 3 clusters Score: Raw -144335.291661 + Penalty 2291.853077 = -142043.438583 nChanged 33 SP:Iteration 6Q (1217.139569 sec): 3 clusters Score: Raw -144373.821471 + Penalty 2291.853077 = -142081.968393 nChanged 28 SP:Iteration 7Q (1217.190290 sec): 3 clusters Score: Raw -144406.713626 + Penalty 2291.853077 = -142114.860548 nChanged 24 SP:Iteration 8Q (1217.248521 sec): 3 clusters Score: Raw -144432.581726 + Penalty 2291.853077 = -142140.728649 nChanged 24 SP:Iteration 9Q (1217.300611 sec): 3 clusters Score: Raw -144451.661568 + Penalty 2291.853077 = -142159.808491 nChanged 18 SP:Iteration 10Q (1217.346660 sec): 3 clusters Score: Raw -144467.903277 + Penalty 2291.853077 = -142176.050199 nChanged 20 SP:Iteration 11Q (1217.399744 sec): 3 clusters Score: Raw -144490.689503 + Penalty 2291.853077 = -142198.836425 nChanged 21 SP:Iteration 12Q (1217.448012 sec): 3 clusters Score: Raw -144514.134079 + Penalty 2291.853077 = -142222.281001 nChanged 22 SP:Iteration 13Q (1217.491980 sec): 3 clusters Score: Raw -144546.120528 + Penalty 2291.853077 = -142254.267450 nChanged 16 SP:Iteration 14Q (1217.543156 sec): 3 clusters Score: Raw -144567.293589 + Penalty 2291.853077 = -142275.440512 nChanged 12 SP:Iteration 15Q (1217.580315 sec): 3 clusters Score: Raw -144575.644095 + Penalty 2291.853077 = -142283.791018 nChanged 4 SP:Iteration 16Q (1217.618337 sec): 3 clusters Score: Raw -144578.940840 + Penalty 2291.853077 = -142287.087763 nChanged 6 SP:Iteration 17Q (1217.669210 sec): 3 clusters Score: Raw -144582.934972 + Penalty 2291.853077 = -142291.081894 nChanged 7 SP:Iteration 18Q (1217.710377 sec): 3 clusters Score: Raw -144591.369993 + Penalty 2291.853077 = -142299.516916 nChanged 4 SP:Iteration 19Q (1217.751455 sec): 3 clusters Score: Raw -144598.634891 + Penalty 2291.853077 = -142306.781813 nChanged 10 SP:Iteration 20F (1217.784970 sec): 3 clusters Score: Raw -144618.300757 + Penalty 2291.853077 = -142326.447680 nChanged 13 SP:Iteration 21Q (1217.835178 sec): 3 clusters Score: Raw -144636.777606 + Penalty 2291.853077 = -142344.924529 nChanged 9 SP:Iteration 22Q (1217.884648 sec): 3 clusters Score: Raw -144645.394020 + Penalty 2291.853077 = -142353.540943 nChanged 9 SP:Iteration 23Q (1217.926705 sec): 3 clusters Score: Raw -144656.317616 + Penalty 2291.853077 = -142364.464538 nChanged 9 SP:Iteration 24Q (1217.979179 sec): 3 clusters Score: Raw -144662.491534 + Penalty 2291.853077 = -142370.638456 nChanged 3 SP:Iteration 25Q (1218.018274 sec): 3 clusters Score: Raw -144663.863559 + Penalty 2291.853077 = -142372.010482 nChanged 3 SP:Iteration 26Q (1218.080032 sec): 3 clusters Score: Raw -144669.421256 + Penalty 2291.853077 = -142377.568179 nChanged 5 SP:Iteration 27Q (1218.119465 sec): 3 clusters Score: Raw -144674.802225 + Penalty 2291.853077 = -142382.949147 nChanged 7 SP:Iteration 28Q (1218.168721 sec): 3 clusters Score: Raw -144684.198987 + Penalty 2291.853077 = -142392.345910 nChanged 9 SP:Iteration 29Q (1218.218748 sec): 3 clusters Score: Raw -144693.695923 + Penalty 2291.853077 = -142401.842846 nChanged 9 SP:Iteration 30Q (1218.277490 sec): 3 clusters Score: Raw -144700.407013 + Penalty 2291.853077 = -142408.553936 nChanged 5 SP:Iteration 31Q (1218.316001 sec): 3 clusters Score: Raw -144707.432229 + Penalty 2291.853077 = -142415.579152 nChanged 5 SP:Iteration 32Q (1218.322357 sec): 3 clusters Score: Raw -144712.535096 + Penalty 2291.853077 = -142420.682018 nChanged 5 SP:Iteration 33Q (1218.328189 sec): 3 clusters Score: Raw -144718.147564 + Penalty 2291.853077 = -142426.294486 nChanged 7 SP:Iteration 34Q (1218.334056 sec): 3 clusters Score: Raw -144727.784781 + Penalty 2291.853077 = -142435.931704 nChanged 12 SP:Iteration 35Q (1218.339825 sec): 3 clusters Score: Raw -144743.340943 + Penalty 2291.853077 = -142451.487865 nChanged 15 SP:Iteration 36Q (1218.345583 sec): 3 clusters Score: Raw -144760.145350 + Penalty 2291.853077 = -142468.292272 nChanged 12 SP:Iteration 37Q (1218.351489 sec): 3 clusters Score: Raw -144777.487978 + Penalty 2291.853077 = -142485.634901 nChanged 22 SP:Iteration 38Q (1218.357295 sec): 3 clusters Score: Raw -144821.685868 + Penalty 2291.853077 = -142529.832790 nChanged 28 SP:Iteration 39Q (1218.363041 sec): 3 clusters Score: Raw -144866.457650 + Penalty 2291.853077 = -142574.604573 nChanged 34 SP:Iteration 40F (1218.368993 sec): 3 clusters Score: Raw -144931.505804 + Penalty 2291.853077 = -142639.652727 nChanged 29 SP:Iteration 41Q (1218.374796 sec): 3 clusters Score: Raw -144991.157428 + Penalty 2291.853077 = -142699.304351 nChanged 29 SP:Iteration 42Q (1218.380544 sec): 3 clusters Score: Raw -145033.867006 + Penalty 2291.853077 = -142742.013929 nChanged 25 SP:Iteration 43Q (1218.386268 sec): 3 clusters Score: Raw -145071.092946 + Penalty 2291.853077 = -142779.239869 nChanged 19 SP:Iteration 44Q (1218.391933 sec): 3 clusters Score: Raw -145097.010844 + Penalty 2291.853077 = -142805.157767 nChanged 10 SP:Iteration 45Q (1218.397655 sec): 3 clusters Score: Raw -145103.253360 + Penalty 2291.853077 = -142811.400282 nChanged 4 SP:Iteration 46Q (1218.403349 sec): 3 clusters Score: Raw -145111.091858 + Penalty 2291.853077 = -142819.238780 nChanged 4 SP:Iteration 47Q (1218.408992 sec): 3 clusters Score: Raw -145115.785639 + Penalty 2291.853077 = -142823.932561 nChanged 2 SP:Iteration 48Q (1218.420857 sec): 3 clusters Score: Raw -145118.376398 + Penalty 2291.853077 = -142826.523320 nChanged 3 SP:Iteration 49Q (1218.426927 sec): 3 clusters Score: Raw -145125.361278 + Penalty 2291.853077 = -142833.508201 nChanged 7 SP:Iteration 50Q (1218.432586 sec): 3 clusters Score: Raw -145135.622466 + Penalty 2291.853077 = -142843.769389 nChanged 8 SP:Iteration 51Q (1218.438306 sec): 3 clusters Score: Raw -145151.512999 + Penalty 2291.853077 = -142859.659921 nChanged 4 SP:Iteration 52Q (1218.444038 sec): 3 clusters Score: Raw -145154.420430 + Penalty 2291.853077 = -142862.567352 nChanged 3 SP:Iteration 53Q (1218.449704 sec): 3 clusters Score: Raw -145157.017918 + Penalty 2291.853077 = -142865.164840 nChanged 1 SP:Iteration 54Q (1218.455432 sec): 3 clusters Score: Raw -145157.517090 + Penalty 2291.853077 = -142865.664013 nChanged 1 SP:Iteration 55Q (1218.461101 sec): 3 clusters Score: Raw -145159.123279 + Penalty 2291.853077 = -142867.270202 nChanged 0 SP:Iteration 56F (1218.467099 sec): 3 clusters Score: Raw -145159.123279 + Penalty 2291.853077 = -142867.270202 nChanged 0 Trying to split cluster 19 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1218.474854 sec): 2 clusters Score: Raw -39405.658154 + Penalty 928.481581 = -38477.176574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1218.477154 sec): 3 clusters Score: Raw -39437.722462 + Penalty 1856.963162 = -37580.759300 nChanged 48 SP:Iteration 1F (1218.479275 sec): 3 clusters Score: Raw -39542.203401 + Penalty 1856.963162 = -37685.240239 nChanged 12 SP:Iteration 2Q (1218.481388 sec): 3 clusters Score: Raw -39568.811786 + Penalty 1856.963162 = -37711.848624 nChanged 6 SP:Iteration 3Q (1218.483454 sec): 3 clusters Score: Raw -39583.537172 + Penalty 1856.963162 = -37726.574010 nChanged 4 SP:Iteration 4Q (1218.485521 sec): 3 clusters Score: Raw -39591.692550 + Penalty 1856.963162 = -37734.729388 nChanged 3 SP:Iteration 5Q (1218.487594 sec): 3 clusters Score: Raw -39604.849166 + Penalty 1856.963162 = -37747.886004 nChanged 1 SP:Iteration 6Q (1218.489621 sec): 3 clusters Score: Raw -39606.610198 + Penalty 1856.963162 = -37749.647036 nChanged 0 SP:Iteration 7F (1218.491731 sec): 3 clusters Score: Raw -39606.610198 + Penalty 1856.963162 = -37749.647036 nChanged 0 Iteration 219Q (1221.126053 sec): 19 clusters Score: Raw -57374895.650948 + Penalty 37966.405434 = -57336929.245514 nChanged 16 Iteration 220F (1226.060880 sec): 19 clusters Score: Raw -57374895.838085 + Penalty 37966.405434 = -57336929.432651 nChanged 12 Iteration 221Q (1228.693891 sec): 19 clusters Score: Raw -57374895.950831 + Penalty 37966.405434 = -57336929.545397 nChanged 6 Iteration 222Q (1231.492583 sec): 19 clusters Score: Raw -57374896.020964 + Penalty 37966.405434 = -57336929.615530 nChanged 10 Iteration 223Q (1234.462035 sec): 19 clusters Score: Raw -57374896.128230 + Penalty 37966.405434 = -57336929.722796 nChanged 4 Iteration 224Q (1237.236226 sec): 19 clusters Score: Raw -57374896.215522 + Penalty 37966.405434 = -57336929.810088 nChanged 8 Iteration 225Q (1240.128079 sec): 19 clusters Score: Raw -57374896.307718 + Penalty 37966.405434 = -57336929.902285 nChanged 10 Iteration 226Q (1242.727235 sec): 19 clusters Score: Raw -57374896.399907 + Penalty 37966.405434 = -57336929.994473 nChanged 7 Iteration 227Q (1245.268441 sec): 19 clusters Score: Raw -57374896.495827 + Penalty 37966.405434 = -57336930.090394 nChanged 5 Iteration 228Q (1247.935528 sec): 19 clusters Score: Raw -57374896.545194 + Penalty 37966.405434 = -57336930.139760 nChanged 2 Iteration 229Q (1250.518304 sec): 19 clusters Score: Raw -57374896.564471 + Penalty 37966.405434 = -57336930.159037 nChanged 2 Iteration 230Q (1253.166212 sec): 19 clusters Score: Raw -57374896.582602 + Penalty 37966.405434 = -57336930.177168 nChanged 1 Iteration 231Q (1255.837467 sec): 19 clusters Score: Raw -57374896.584365 + Penalty 37966.405434 = -57336930.178931 nChanged 2 Iteration 232Q (1258.375713 sec): 19 clusters Score: Raw -57374896.604821 + Penalty 37966.405434 = -57336930.199387 nChanged 1 Iteration 233Q (1261.234714 sec): 19 clusters Score: Raw -57374896.620207 + Penalty 37966.405434 = -57336930.214773 nChanged 1 Iteration 234Q (1264.219895 sec): 19 clusters Score: Raw -57374896.627010 + Penalty 37966.405434 = -57336930.221576 nChanged 0 Iteration 235F (1269.345268 sec): 19 clusters Score: Raw -57374896.627010 + Penalty 37966.405434 = -57336930.221576 nChanged 0 Compute initial score before splitting: Score: Raw -57374896.627010 + Penalty 37966.405434 = -57336930.221576 Trying to split cluster 1 (16763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1269.424581 sec): 2 clusters Score: Raw -2326120.548654 + Penalty 1580.626020 = -2324539.922634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1269.509566 sec): 3 clusters Score: Raw -2316164.388457 + Penalty 3161.252041 = -2313003.136416 nChanged 7505 SP:Iteration 1F (1269.574307 sec): 3 clusters Score: Raw -2320223.096165 + Penalty 3161.252041 = -2317061.844124 nChanged 803 SP:Iteration 2Q (1269.649006 sec): 3 clusters Score: Raw -2320502.561812 + Penalty 3161.252041 = -2317341.309772 nChanged 752 SP:Iteration 3Q (1269.716522 sec): 3 clusters Score: Raw -2320785.267588 + Penalty 3161.252041 = -2317624.015548 nChanged 726 SP:Iteration 4Q (1269.793576 sec): 3 clusters Score: Raw -2321066.738956 + Penalty 3161.252041 = -2317905.486915 nChanged 719 SP:Iteration 5Q (1269.852185 sec): 3 clusters Score: Raw -2321380.795432 + Penalty 3161.252041 = -2318219.543392 nChanged 680 SP:Iteration 6Q (1269.918490 sec): 3 clusters Score: Raw -2321699.543993 + Penalty 3161.252041 = -2318538.291953 nChanged 685 SP:Iteration 7Q (1269.980983 sec): 3 clusters Score: Raw -2322043.812290 + Penalty 3161.252041 = -2318882.560250 nChanged 684 SP:Iteration 8Q (1270.045313 sec): 3 clusters Score: Raw -2322412.656848 + Penalty 3161.252041 = -2319251.404807 nChanged 704 SP:Iteration 9Q (1270.121780 sec): 3 clusters Score: Raw -2322803.404883 + Penalty 3161.252041 = -2319642.152842 nChanged 746 SP:Iteration 10Q (1270.179187 sec): 3 clusters Score: Raw -2323219.855657 + Penalty 3161.252041 = -2320058.603616 nChanged 742 SP:Iteration 11Q (1270.254432 sec): 3 clusters Score: Raw -2323660.327468 + Penalty 3161.252041 = -2320499.075428 nChanged 699 SP:Iteration 12Q (1270.330315 sec): 3 clusters Score: Raw -2324074.156664 + Penalty 3161.252041 = -2320912.904624 nChanged 658 SP:Iteration 13Q (1270.388990 sec): 3 clusters Score: Raw -2324454.838281 + Penalty 3161.252041 = -2321293.586241 nChanged 573 SP:Iteration 14Q (1270.461910 sec): 3 clusters Score: Raw -2324736.277248 + Penalty 3161.252041 = -2321575.025208 nChanged 442 SP:Iteration 15Q (1270.535560 sec): 3 clusters Score: Raw -2324931.525303 + Penalty 3161.252041 = -2321770.273263 nChanged 357 SP:Iteration 16Q (1270.601426 sec): 3 clusters Score: Raw -2325056.394315 + Penalty 3161.252041 = -2321895.142274 nChanged 270 SP:Iteration 17Q (1270.662471 sec): 3 clusters Score: Raw -2325150.440824 + Penalty 3161.252041 = -2321989.188783 nChanged 233 SP:Iteration 18Q (1270.724322 sec): 3 clusters Score: Raw -2325231.719033 + Penalty 3161.252041 = -2322070.466993 nChanged 205 SP:Iteration 19Q (1270.796118 sec): 3 clusters Score: Raw -2325301.469786 + Penalty 3161.252041 = -2322140.217745 nChanged 184 SP:Iteration 20F (1270.873051 sec): 3 clusters Score: Raw -2325357.711976 + Penalty 3161.252041 = -2322196.459935 nChanged 187 SP:Iteration 21Q (1270.936817 sec): 3 clusters Score: Raw -2325416.892946 + Penalty 3161.252041 = -2322255.640906 nChanged 170 SP:Iteration 22Q (1271.012706 sec): 3 clusters Score: Raw -2325477.294807 + Penalty 3161.252041 = -2322316.042767 nChanged 189 SP:Iteration 23Q (1271.086078 sec): 3 clusters Score: Raw -2325547.282399 + Penalty 3161.252041 = -2322386.030358 nChanged 185 SP:Iteration 24Q (1271.159650 sec): 3 clusters Score: Raw -2325608.950324 + Penalty 3161.252041 = -2322447.698283 nChanged 153 SP:Iteration 25Q (1271.231942 sec): 3 clusters Score: Raw -2325656.958716 + Penalty 3161.252041 = -2322495.706675 nChanged 136 SP:Iteration 26Q (1271.303615 sec): 3 clusters Score: Raw -2325697.770874 + Penalty 3161.252041 = -2322536.518833 nChanged 134 SP:Iteration 27Q (1271.375219 sec): 3 clusters Score: Raw -2325740.148232 + Penalty 3161.252041 = -2322578.896191 nChanged 134 SP:Iteration 28Q (1271.442203 sec): 3 clusters Score: Raw -2325780.410688 + Penalty 3161.252041 = -2322619.158648 nChanged 126 SP:Iteration 29Q (1271.504873 sec): 3 clusters Score: Raw -2325820.069337 + Penalty 3161.252041 = -2322658.817296 nChanged 122 SP:Iteration 30Q (1271.575684 sec): 3 clusters Score: Raw -2325858.372200 + Penalty 3161.252041 = -2322697.120160 nChanged 124 SP:Iteration 31Q (1271.636333 sec): 3 clusters Score: Raw -2325896.235647 + Penalty 3161.252041 = -2322734.983606 nChanged 121 SP:Iteration 32Q (1271.688508 sec): 3 clusters Score: Raw -2325934.357127 + Penalty 3161.252041 = -2322773.105087 nChanged 107 SP:Iteration 33Q (1271.764318 sec): 3 clusters Score: Raw -2325969.792009 + Penalty 3161.252041 = -2322808.539968 nChanged 111 SP:Iteration 34Q (1271.837066 sec): 3 clusters Score: Raw -2326007.272750 + Penalty 3161.252041 = -2322846.020709 nChanged 88 SP:Iteration 35Q (1271.906980 sec): 3 clusters Score: Raw -2326034.705991 + Penalty 3161.252041 = -2322873.453951 nChanged 91 SP:Iteration 36Q (1271.977947 sec): 3 clusters Score: Raw -2326067.480018 + Penalty 3161.252041 = -2322906.227978 nChanged 79 SP:Iteration 37Q (1272.048543 sec): 3 clusters Score: Raw -2326098.306230 + Penalty 3161.252041 = -2322937.054189 nChanged 92 SP:Iteration 38Q (1272.119178 sec): 3 clusters Score: Raw -2326135.813457 + Penalty 3161.252041 = -2322974.561416 nChanged 87 SP:Iteration 39Q (1272.189862 sec): 3 clusters Score: Raw -2326164.179851 + Penalty 3161.252041 = -2323002.927810 nChanged 64 SP:Iteration 40F (1272.261622 sec): 3 clusters Score: Raw -2326186.001739 + Penalty 3161.252041 = -2323024.749699 nChanged 57 SP:Iteration 41Q (1272.334417 sec): 3 clusters Score: Raw -2326201.898024 + Penalty 3161.252041 = -2323040.645984 nChanged 49 SP:Iteration 42Q (1272.404784 sec): 3 clusters Score: Raw -2326216.978643 + Penalty 3161.252041 = -2323055.726602 nChanged 47 SP:Iteration 43Q (1272.475395 sec): 3 clusters Score: Raw -2326236.275509 + Penalty 3161.252041 = -2323075.023469 nChanged 59 SP:Iteration 44Q (1272.545904 sec): 3 clusters Score: Raw -2326255.741350 + Penalty 3161.252041 = -2323094.489309 nChanged 47 SP:Iteration 45Q (1272.616403 sec): 3 clusters Score: Raw -2326270.945530 + Penalty 3161.252041 = -2323109.693490 nChanged 40 SP:Iteration 46Q (1272.685307 sec): 3 clusters Score: Raw -2326284.492322 + Penalty 3161.252041 = -2323123.240281 nChanged 32 SP:Iteration 47Q (1272.757030 sec): 3 clusters Score: Raw -2326298.598352 + Penalty 3161.252041 = -2323137.346311 nChanged 39 SP:Iteration 48Q (1272.829583 sec): 3 clusters Score: Raw -2326310.708975 + Penalty 3161.252041 = -2323149.456934 nChanged 34 SP:Iteration 49Q (1272.899092 sec): 3 clusters Score: Raw -2326323.255862 + Penalty 3161.252041 = -2323162.003822 nChanged 27 SP:Iteration 50Q (1272.967228 sec): 3 clusters Score: Raw -2326334.471262 + Penalty 3161.252041 = -2323173.219222 nChanged 35 SP:Iteration 51Q (1273.039298 sec): 3 clusters Score: Raw -2326347.680965 + Penalty 3161.252041 = -2323186.428925 nChanged 33 SP:Iteration 52Q (1273.100871 sec): 3 clusters Score: Raw -2326360.473454 + Penalty 3161.252041 = -2323199.221413 nChanged 39 SP:Iteration 53Q (1273.172565 sec): 3 clusters Score: Raw -2326377.197116 + Penalty 3161.252041 = -2323215.945075 nChanged 40 SP:Iteration 54Q (1273.240527 sec): 3 clusters Score: Raw -2326393.057161 + Penalty 3161.252041 = -2323231.805121 nChanged 30 SP:Iteration 55Q (1273.321295 sec): 3 clusters Score: Raw -2326404.372328 + Penalty 3161.252041 = -2323243.120288 nChanged 24 SP:Iteration 56Q (1273.392654 sec): 3 clusters Score: Raw -2326414.187065 + Penalty 3161.252041 = -2323252.935024 nChanged 30 SP:Iteration 57Q (1273.464797 sec): 3 clusters Score: Raw -2326426.220731 + Penalty 3161.252041 = -2323264.968690 nChanged 25 SP:Iteration 58Q (1273.536874 sec): 3 clusters Score: Raw -2326435.417607 + Penalty 3161.252041 = -2323274.165566 nChanged 19 SP:Iteration 59Q (1273.608855 sec): 3 clusters Score: Raw -2326442.274830 + Penalty 3161.252041 = -2323281.022789 nChanged 19 SP:Iteration 60F (1273.684848 sec): 3 clusters Score: Raw -2326448.393924 + Penalty 3161.252041 = -2323287.141883 nChanged 12 SP:Iteration 61Q (1273.754819 sec): 3 clusters Score: Raw -2326452.866274 + Penalty 3161.252041 = -2323291.614233 nChanged 11 SP:Iteration 62Q (1273.812264 sec): 3 clusters Score: Raw -2326456.184167 + Penalty 3161.252041 = -2323294.932127 nChanged 10 SP:Iteration 63Q (1273.892795 sec): 3 clusters Score: Raw -2326458.678994 + Penalty 3161.252041 = -2323297.426953 nChanged 6 SP:Iteration 64Q (1273.961454 sec): 3 clusters Score: Raw -2326461.629065 + Penalty 3161.252041 = -2323300.377025 nChanged 6 SP:Iteration 65Q (1274.025698 sec): 3 clusters Score: Raw -2326463.948105 + Penalty 3161.252041 = -2323302.696065 nChanged 8 SP:Iteration 66Q (1274.078751 sec): 3 clusters Score: Raw -2326467.681951 + Penalty 3161.252041 = -2323306.429910 nChanged 8 SP:Iteration 67Q (1274.158022 sec): 3 clusters Score: Raw -2326471.237015 + Penalty 3161.252041 = -2323309.984975 nChanged 8 SP:Iteration 68Q (1274.222298 sec): 3 clusters Score: Raw -2326474.917826 + Penalty 3161.252041 = -2323313.665786 nChanged 9 SP:Iteration 69Q (1274.298992 sec): 3 clusters Score: Raw -2326478.259125 + Penalty 3161.252041 = -2323317.007084 nChanged 10 SP:Iteration 70Q (1274.368112 sec): 3 clusters Score: Raw -2326483.868070 + Penalty 3161.252041 = -2323322.616029 nChanged 14 SP:Iteration 71Q (1274.440904 sec): 3 clusters Score: Raw -2326488.714202 + Penalty 3161.252041 = -2323327.462162 nChanged 6 SP:Iteration 72Q (1274.521166 sec): 3 clusters Score: Raw -2326490.566773 + Penalty 3161.252041 = -2323329.314732 nChanged 5 SP:Iteration 73Q (1274.590674 sec): 3 clusters Score: Raw -2326492.093845 + Penalty 3161.252041 = -2323330.841804 nChanged 2 SP:Iteration 74Q (1274.653798 sec): 3 clusters Score: Raw -2326492.694213 + Penalty 3161.252041 = -2323331.442173 nChanged 0 SP:Iteration 75F (1274.731121 sec): 3 clusters Score: Raw -2326492.694213 + Penalty 3161.252041 = -2323331.442173 nChanged 0 Trying to split cluster 2 (122968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1274.919128 sec): 2 clusters Score: Raw -16720965.466305 + Penalty 1904.447909 = -16719061.018396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1275.166404 sec): 3 clusters Score: Raw -16640469.821112 + Penalty 3808.895817 = -16636660.925294 nChanged 59145 SP:Iteration 1F (1275.411031 sec): 3 clusters Score: Raw -16676340.041728 + Penalty 3808.895817 = -16672531.145911 nChanged 5842 SP:Iteration 2Q (1275.674148 sec): 3 clusters Score: Raw -16678864.167637 + Penalty 3808.895817 = -16675055.271820 nChanged 7208 SP:Iteration 3F (1275.918959 sec): 3 clusters Score: Raw -16682844.815397 + Penalty 3808.895817 = -16679035.919580 nChanged 8775 SP:Iteration 4F (1276.160829 sec): 3 clusters Score: Raw -16688881.688871 + Penalty 3808.895817 = -16685072.793054 nChanged 9564 SP:Iteration 5F (1276.400416 sec): 3 clusters Score: Raw -16696556.465000 + Penalty 3808.895817 = -16692747.569182 nChanged 8753 SP:Iteration 6F (1276.650454 sec): 3 clusters Score: Raw -16704109.089508 + Penalty 3808.895817 = -16700300.193691 nChanged 6806 SP:Iteration 7F (1276.901103 sec): 3 clusters Score: Raw -16709969.716314 + Penalty 3808.895817 = -16706160.820497 nChanged 4579 SP:Iteration 8Q (1277.141696 sec): 3 clusters Score: Raw -16713480.449814 + Penalty 3808.895817 = -16709671.553996 nChanged 3101 SP:Iteration 9Q (1277.370109 sec): 3 clusters Score: Raw -16715419.019520 + Penalty 3808.895817 = -16711610.123703 nChanged 2154 SP:Iteration 10Q (1277.611706 sec): 3 clusters Score: Raw -16716554.502323 + Penalty 3808.895817 = -16712745.606506 nChanged 1738 SP:Iteration 11Q (1277.840456 sec): 3 clusters Score: Raw -16717476.082526 + Penalty 3808.895817 = -16713667.186708 nChanged 1542 SP:Iteration 12Q (1278.074107 sec): 3 clusters Score: Raw -16718287.832784 + Penalty 3808.895817 = -16714478.936967 nChanged 1271 SP:Iteration 13Q (1278.289623 sec): 3 clusters Score: Raw -16718975.655420 + Penalty 3808.895817 = -16715166.759602 nChanged 1076 SP:Iteration 14Q (1278.504500 sec): 3 clusters Score: Raw -16719596.238236 + Penalty 3808.895817 = -16715787.342419 nChanged 925 SP:Iteration 15Q (1278.727247 sec): 3 clusters Score: Raw -16720140.146874 + Penalty 3808.895817 = -16716331.251056 nChanged 770 SP:Iteration 16Q (1278.944797 sec): 3 clusters Score: Raw -16720642.684472 + Penalty 3808.895817 = -16716833.788654 nChanged 695 SP:Iteration 17Q (1279.155901 sec): 3 clusters Score: Raw -16721066.207724 + Penalty 3808.895817 = -16717257.311906 nChanged 598 SP:Iteration 18Q (1279.366174 sec): 3 clusters Score: Raw -16721388.649588 + Penalty 3808.895817 = -16717579.753771 nChanged 501 SP:Iteration 19Q (1279.577838 sec): 3 clusters Score: Raw -16721630.558234 + Penalty 3808.895817 = -16717821.662417 nChanged 401 SP:Iteration 20F (1279.821848 sec): 3 clusters Score: Raw -16721790.135741 + Penalty 3808.895817 = -16717981.239924 nChanged 330 SP:Iteration 21Q (1280.024660 sec): 3 clusters Score: Raw -16721903.714898 + Penalty 3808.895817 = -16718094.819080 nChanged 278 SP:Iteration 22Q (1280.241177 sec): 3 clusters Score: Raw -16721990.281808 + Penalty 3808.895817 = -16718181.385991 nChanged 237 SP:Iteration 23Q (1280.451667 sec): 3 clusters Score: Raw -16722063.268550 + Penalty 3808.895817 = -16718254.372733 nChanged 185 SP:Iteration 24Q (1280.659814 sec): 3 clusters Score: Raw -16722109.397334 + Penalty 3808.895817 = -16718300.501516 nChanged 161 SP:Iteration 25Q (1280.864048 sec): 3 clusters Score: Raw -16722141.105058 + Penalty 3808.895817 = -16718332.209241 nChanged 112 SP:Iteration 26Q (1281.074375 sec): 3 clusters Score: Raw -16722160.624330 + Penalty 3808.895817 = -16718351.728513 nChanged 99 SP:Iteration 27Q (1281.290652 sec): 3 clusters Score: Raw -16722176.728471 + Penalty 3808.895817 = -16718367.832654 nChanged 82 SP:Iteration 28Q (1281.493173 sec): 3 clusters Score: Raw -16722190.640282 + Penalty 3808.895817 = -16718381.744464 nChanged 77 SP:Iteration 29Q (1281.709629 sec): 3 clusters Score: Raw -16722204.353524 + Penalty 3808.895817 = -16718395.457707 nChanged 79 SP:Iteration 30Q (1281.921543 sec): 3 clusters Score: Raw -16722215.158836 + Penalty 3808.895817 = -16718406.263019 nChanged 70 SP:Iteration 31Q (1282.121136 sec): 3 clusters Score: Raw -16722225.065698 + Penalty 3808.895817 = -16718416.169881 nChanged 62 SP:Iteration 32Q (1282.330295 sec): 3 clusters Score: Raw -16722234.344021 + Penalty 3808.895817 = -16718425.448204 nChanged 64 SP:Iteration 33Q (1282.543948 sec): 3 clusters Score: Raw -16722243.465215 + Penalty 3808.895817 = -16718434.569398 nChanged 55 SP:Iteration 34Q (1282.768904 sec): 3 clusters Score: Raw -16722251.642790 + Penalty 3808.895817 = -16718442.746973 nChanged 57 SP:Iteration 35Q (1282.971074 sec): 3 clusters Score: Raw -16722260.373915 + Penalty 3808.895817 = -16718451.478098 nChanged 62 SP:Iteration 36Q (1283.179259 sec): 3 clusters Score: Raw -16722269.033487 + Penalty 3808.895817 = -16718460.137669 nChanged 66 SP:Iteration 37Q (1283.386648 sec): 3 clusters Score: Raw -16722280.356053 + Penalty 3808.895817 = -16718471.460236 nChanged 63 SP:Iteration 38Q (1283.591725 sec): 3 clusters Score: Raw -16722290.937464 + Penalty 3808.895817 = -16718482.041647 nChanged 60 SP:Iteration 39Q (1283.811115 sec): 3 clusters Score: Raw -16722299.960561 + Penalty 3808.895817 = -16718491.064744 nChanged 47 SP:Iteration 40F (1284.051692 sec): 3 clusters Score: Raw -16722306.620922 + Penalty 3808.895817 = -16718497.725104 nChanged 42 SP:Iteration 41Q (1284.260740 sec): 3 clusters Score: Raw -16722312.611583 + Penalty 3808.895817 = -16718503.715766 nChanged 51 SP:Iteration 42Q (1284.478307 sec): 3 clusters Score: Raw -16722319.405004 + Penalty 3808.895817 = -16718510.509186 nChanged 38 SP:Iteration 43Q (1284.697894 sec): 3 clusters Score: Raw -16722324.119598 + Penalty 3808.895817 = -16718515.223780 nChanged 29 SP:Iteration 44Q (1284.906121 sec): 3 clusters Score: Raw -16722327.185002 + Penalty 3808.895817 = -16718518.289184 nChanged 25 SP:Iteration 45Q (1285.098133 sec): 3 clusters Score: Raw -16722329.536201 + Penalty 3808.895817 = -16718520.640384 nChanged 20 SP:Iteration 46Q (1285.294741 sec): 3 clusters Score: Raw -16722331.307244 + Penalty 3808.895817 = -16718522.411426 nChanged 14 SP:Iteration 47Q (1285.480925 sec): 3 clusters Score: Raw -16722332.528418 + Penalty 3808.895817 = -16718523.632600 nChanged 17 SP:Iteration 48Q (1285.679147 sec): 3 clusters Score: Raw -16722333.678905 + Penalty 3808.895817 = -16718524.783088 nChanged 12 SP:Iteration 49Q (1285.877338 sec): 3 clusters Score: Raw -16722334.587617 + Penalty 3808.895817 = -16718525.691800 nChanged 12 SP:Iteration 50Q (1286.063210 sec): 3 clusters Score: Raw -16722335.375126 + Penalty 3808.895817 = -16718526.479308 nChanged 13 SP:Iteration 51Q (1286.259934 sec): 3 clusters Score: Raw -16722336.510901 + Penalty 3808.895817 = -16718527.615084 nChanged 14 SP:Iteration 52Q (1286.461999 sec): 3 clusters Score: Raw -16722337.790572 + Penalty 3808.895817 = -16718528.894755 nChanged 11 SP:Iteration 53Q (1286.674482 sec): 3 clusters Score: Raw -16722338.672981 + Penalty 3808.895817 = -16718529.777163 nChanged 10 SP:Iteration 54Q (1286.879730 sec): 3 clusters Score: Raw -16722339.156530 + Penalty 3808.895817 = -16718530.260712 nChanged 7 SP:Iteration 55Q (1287.075388 sec): 3 clusters Score: Raw -16722339.464282 + Penalty 3808.895817 = -16718530.568464 nChanged 2 SP:Iteration 56Q (1287.294288 sec): 3 clusters Score: Raw -16722339.603582 + Penalty 3808.895817 = -16718530.707765 nChanged 5 SP:Iteration 57Q (1287.503786 sec): 3 clusters Score: Raw -16722339.842590 + Penalty 3808.895817 = -16718530.946773 nChanged 1 SP:Iteration 58Q (1287.703152 sec): 3 clusters Score: Raw -16722339.908322 + Penalty 3808.895817 = -16718531.012504 nChanged 3 SP:Iteration 59Q (1287.899823 sec): 3 clusters Score: Raw -16722340.294280 + Penalty 3808.895817 = -16718531.398462 nChanged 4 SP:Iteration 60F (1288.131313 sec): 3 clusters Score: Raw -16722340.561263 + Penalty 3808.895817 = -16718531.665446 nChanged 6 SP:Iteration 61Q (1288.324488 sec): 3 clusters Score: Raw -16722340.979224 + Penalty 3808.895817 = -16718532.083407 nChanged 4 SP:Iteration 62Q (1288.517794 sec): 3 clusters Score: Raw -16722341.222582 + Penalty 3808.895817 = -16718532.326764 nChanged 1 SP:Iteration 63Q (1288.702667 sec): 3 clusters Score: Raw -16722341.246897 + Penalty 3808.895817 = -16718532.351080 nChanged 0 SP:Iteration 64F (1288.934365 sec): 3 clusters Score: Raw -16722341.246897 + Penalty 3808.895817 = -16718532.351080 nChanged 0 Trying to split cluster 3 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1288.956769 sec): 2 clusters Score: Raw -41799.230573 + Penalty 973.612989 = -40825.617584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.006087 sec): 3 clusters Score: Raw -42109.506584 + Penalty 1947.225978 = -40162.280606 nChanged 128 SP:Iteration 1F (1289.055218 sec): 3 clusters Score: Raw -42510.457104 + Penalty 1947.225978 = -40563.231126 nChanged 44 SP:Iteration 2F (1289.104211 sec): 3 clusters Score: Raw -42801.053776 + Penalty 1947.225978 = -40853.827798 nChanged 31 SP:Iteration 3F (1289.145578 sec): 3 clusters Score: Raw -42980.743385 + Penalty 1947.225978 = -41033.517407 nChanged 14 SP:Iteration 4Q (1289.192068 sec): 3 clusters Score: Raw -43101.967604 + Penalty 1947.225978 = -41154.741626 nChanged 5 SP:Iteration 5Q (1289.241039 sec): 3 clusters Score: Raw -43119.670164 + Penalty 1947.225978 = -41172.444186 nChanged 2 SP:Iteration 6Q (1289.288247 sec): 3 clusters Score: Raw -43123.998625 + Penalty 1947.225978 = -41176.772647 nChanged 0 SP:Iteration 7F (1289.337371 sec): 3 clusters Score: Raw -43123.998625 + Penalty 1947.225978 = -41176.772647 nChanged 0 Score: Raw -57376221.395062 + Penalty 40075.650180 = -57336145.744882 Splitting cluster 3 changes total score from -57336930.221576 to -57336145.744882 So it's not getting split. Trying to split cluster 4 (13092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1294.597883 sec): 2 clusters Score: Raw -1641739.278722 + Penalty 1540.460453 = -1640198.818269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1294.670264 sec): 3 clusters Score: Raw -1634110.591888 + Penalty 3080.920907 = -1631029.670982 nChanged 5866 SP:Iteration 1F (1294.739219 sec): 3 clusters Score: Raw -1637765.553768 + Penalty 3080.920907 = -1634684.632861 nChanged 1098 SP:Iteration 2F (1294.807166 sec): 3 clusters Score: Raw -1638853.319752 + Penalty 3080.920907 = -1635772.398845 nChanged 1271 SP:Iteration 3F (1294.874116 sec): 3 clusters Score: Raw -1640173.300114 + Penalty 3080.920907 = -1637092.379207 nChanged 1326 SP:Iteration 4F (1294.956057 sec): 3 clusters Score: Raw -1641548.545628 + Penalty 3080.920907 = -1638467.624721 nChanged 1031 SP:Iteration 5F (1295.027118 sec): 3 clusters Score: Raw -1642433.709898 + Penalty 3080.920907 = -1639352.788992 nChanged 663 SP:Iteration 6F (1295.088982 sec): 3 clusters Score: Raw -1642841.579955 + Penalty 3080.920907 = -1639760.659048 nChanged 386 SP:Iteration 7Q (1295.162266 sec): 3 clusters Score: Raw -1643006.220472 + Penalty 3080.920907 = -1639925.299566 nChanged 234 SP:Iteration 8Q (1295.235474 sec): 3 clusters Score: Raw -1643072.709579 + Penalty 3080.920907 = -1639991.788672 nChanged 121 SP:Iteration 9Q (1295.308561 sec): 3 clusters Score: Raw -1643100.344947 + Penalty 3080.920907 = -1640019.424041 nChanged 82 SP:Iteration 10Q (1295.377587 sec): 3 clusters Score: Raw -1643116.516222 + Penalty 3080.920907 = -1640035.595315 nChanged 57 SP:Iteration 11Q (1295.450113 sec): 3 clusters Score: Raw -1643126.404254 + Penalty 3080.920907 = -1640045.483347 nChanged 37 SP:Iteration 12Q (1295.523739 sec): 3 clusters Score: Raw -1643130.954743 + Penalty 3080.920907 = -1640050.033837 nChanged 27 SP:Iteration 13Q (1295.585942 sec): 3 clusters Score: Raw -1643134.995906 + Penalty 3080.920907 = -1640054.074999 nChanged 18 SP:Iteration 14Q (1295.657371 sec): 3 clusters Score: Raw -1643137.625881 + Penalty 3080.920907 = -1640056.704974 nChanged 19 SP:Iteration 15Q (1295.729816 sec): 3 clusters Score: Raw -1643140.014058 + Penalty 3080.920907 = -1640059.093152 nChanged 19 SP:Iteration 16Q (1295.795307 sec): 3 clusters Score: Raw -1643142.291649 + Penalty 3080.920907 = -1640061.370743 nChanged 28 SP:Iteration 17Q (1295.878541 sec): 3 clusters Score: Raw -1643145.930116 + Penalty 3080.920907 = -1640065.009209 nChanged 27 SP:Iteration 18Q (1295.940721 sec): 3 clusters Score: Raw -1643149.489476 + Penalty 3080.920907 = -1640068.568569 nChanged 19 SP:Iteration 19Q (1296.019302 sec): 3 clusters Score: Raw -1643151.860182 + Penalty 3080.920907 = -1640070.939276 nChanged 9 SP:Iteration 20F (1296.089483 sec): 3 clusters Score: Raw -1643152.689732 + Penalty 3080.920907 = -1640071.768826 nChanged 7 SP:Iteration 21Q (1296.161433 sec): 3 clusters Score: Raw -1643153.484350 + Penalty 3080.920907 = -1640072.563443 nChanged 4 SP:Iteration 22Q (1296.222860 sec): 3 clusters Score: Raw -1643153.939260 + Penalty 3080.920907 = -1640073.018354 nChanged 6 SP:Iteration 23Q (1296.297918 sec): 3 clusters Score: Raw -1643154.412225 + Penalty 3080.920907 = -1640073.491319 nChanged 5 SP:Iteration 24Q (1296.362151 sec): 3 clusters Score: Raw -1643154.859098 + Penalty 3080.920907 = -1640073.938192 nChanged 6 SP:Iteration 25Q (1296.433560 sec): 3 clusters Score: Raw -1643155.571202 + Penalty 3080.920907 = -1640074.650296 nChanged 8 SP:Iteration 26Q (1296.505177 sec): 3 clusters Score: Raw -1643156.299491 + Penalty 3080.920907 = -1640075.378584 nChanged 5 SP:Iteration 27Q (1296.576224 sec): 3 clusters Score: Raw -1643156.770779 + Penalty 3080.920907 = -1640075.849873 nChanged 6 SP:Iteration 28Q (1296.637953 sec): 3 clusters Score: Raw -1643157.265652 + Penalty 3080.920907 = -1640076.344746 nChanged 2 SP:Iteration 29Q (1296.717428 sec): 3 clusters Score: Raw -1643157.433187 + Penalty 3080.920907 = -1640076.512280 nChanged 1 SP:Iteration 30Q (1296.775152 sec): 3 clusters Score: Raw -1643157.520984 + Penalty 3080.920907 = -1640076.600078 nChanged 2 SP:Iteration 31Q (1296.842928 sec): 3 clusters Score: Raw -1643157.864605 + Penalty 3080.920907 = -1640076.943698 nChanged 1 SP:Iteration 32Q (1296.920968 sec): 3 clusters Score: Raw -1643158.039181 + Penalty 3080.920907 = -1640077.118274 nChanged 2 SP:Iteration 33Q (1296.991061 sec): 3 clusters Score: Raw -1643158.178287 + Penalty 3080.920907 = -1640077.257380 nChanged 2 SP:Iteration 34Q (1297.060642 sec): 3 clusters Score: Raw -1643158.454542 + Penalty 3080.920907 = -1640077.533636 nChanged 2 SP:Iteration 35Q (1297.122597 sec): 3 clusters Score: Raw -1643158.666672 + Penalty 3080.920907 = -1640077.745765 nChanged 1 SP:Iteration 36Q (1297.183460 sec): 3 clusters Score: Raw -1643158.710734 + Penalty 3080.920907 = -1640077.789827 nChanged 0 SP:Iteration 37F (1297.259307 sec): 3 clusters Score: Raw -1643158.710734 + Penalty 3080.920907 = -1640077.789827 nChanged 0 Trying to split cluster 5 (65610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1297.369996 sec): 2 clusters Score: Raw -8959022.154746 + Penalty 1802.366053 = -8957219.788694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1297.528918 sec): 3 clusters Score: Raw -8917254.500073 + Penalty 3604.732106 = -8913649.767967 nChanged 30981 SP:Iteration 1F (1297.679468 sec): 3 clusters Score: Raw -8936139.928231 + Penalty 3604.732106 = -8932535.196125 nChanged 3569 SP:Iteration 2F (1297.831710 sec): 3 clusters Score: Raw -8938046.617055 + Penalty 3604.732106 = -8934441.884949 nChanged 3969 SP:Iteration 3F (1297.982704 sec): 3 clusters Score: Raw -8940595.846382 + Penalty 3604.732106 = -8936991.114277 nChanged 4368 SP:Iteration 4F (1298.140281 sec): 3 clusters Score: Raw -8943493.130603 + Penalty 3604.732106 = -8939888.398498 nChanged 4349 SP:Iteration 5F (1298.299864 sec): 3 clusters Score: Raw -8946422.107935 + Penalty 3604.732106 = -8942817.375829 nChanged 3959 SP:Iteration 6F (1298.459328 sec): 3 clusters Score: Raw -8948829.815344 + Penalty 3604.732106 = -8945225.083238 nChanged 3183 SP:Iteration 7Q (1298.613306 sec): 3 clusters Score: Raw -8950357.406394 + Penalty 3604.732106 = -8946752.674288 nChanged 2275 SP:Iteration 8Q (1298.771631 sec): 3 clusters Score: Raw -8951101.065154 + Penalty 3604.732106 = -8947496.333048 nChanged 1418 SP:Iteration 9Q (1298.933015 sec): 3 clusters Score: Raw -8951402.062967 + Penalty 3604.732106 = -8947797.330862 nChanged 908 SP:Iteration 10Q (1299.089941 sec): 3 clusters Score: Raw -8951542.699956 + Penalty 3604.732106 = -8947937.967850 nChanged 660 SP:Iteration 11Q (1299.246078 sec): 3 clusters Score: Raw -8951636.922450 + Penalty 3604.732106 = -8948032.190345 nChanged 522 SP:Iteration 12Q (1299.399384 sec): 3 clusters Score: Raw -8951704.959147 + Penalty 3604.732106 = -8948100.227041 nChanged 459 SP:Iteration 13Q (1299.564236 sec): 3 clusters Score: Raw -8951763.624750 + Penalty 3604.732106 = -8948158.892644 nChanged 411 SP:Iteration 14Q (1299.733100 sec): 3 clusters Score: Raw -8951815.503075 + Penalty 3604.732106 = -8948210.770970 nChanged 410 SP:Iteration 15Q (1299.883978 sec): 3 clusters Score: Raw -8951868.481572 + Penalty 3604.732106 = -8948263.749466 nChanged 427 SP:Iteration 16Q (1300.057416 sec): 3 clusters Score: Raw -8951922.222858 + Penalty 3604.732106 = -8948317.490753 nChanged 449 SP:Iteration 17Q (1300.207359 sec): 3 clusters Score: Raw -8951981.772869 + Penalty 3604.732106 = -8948377.040763 nChanged 402 SP:Iteration 18Q (1300.363854 sec): 3 clusters Score: Raw -8952031.427352 + Penalty 3604.732106 = -8948426.695247 nChanged 379 SP:Iteration 19Q (1300.516502 sec): 3 clusters Score: Raw -8952079.940924 + Penalty 3604.732106 = -8948475.208818 nChanged 421 SP:Iteration 20F (1300.673328 sec): 3 clusters Score: Raw -8952132.222644 + Penalty 3604.732106 = -8948527.490538 nChanged 392 SP:Iteration 21Q (1300.835380 sec): 3 clusters Score: Raw -8952179.750017 + Penalty 3604.732106 = -8948575.017911 nChanged 394 SP:Iteration 22Q (1300.988104 sec): 3 clusters Score: Raw -8952225.407604 + Penalty 3604.732106 = -8948620.675498 nChanged 383 SP:Iteration 23Q (1301.148185 sec): 3 clusters Score: Raw -8952273.439777 + Penalty 3604.732106 = -8948668.707671 nChanged 407 SP:Iteration 24Q (1301.301601 sec): 3 clusters Score: Raw -8952327.696165 + Penalty 3604.732106 = -8948722.964059 nChanged 417 SP:Iteration 25Q (1301.458156 sec): 3 clusters Score: Raw -8952386.410226 + Penalty 3604.732106 = -8948781.678120 nChanged 486 SP:Iteration 26Q (1301.610853 sec): 3 clusters Score: Raw -8952456.725343 + Penalty 3604.732106 = -8948851.993238 nChanged 488 SP:Iteration 27Q (1301.760702 sec): 3 clusters Score: Raw -8952530.143824 + Penalty 3604.732106 = -8948925.411718 nChanged 483 SP:Iteration 28Q (1301.929942 sec): 3 clusters Score: Raw -8952598.883598 + Penalty 3604.732106 = -8948994.151492 nChanged 473 SP:Iteration 29Q (1302.088155 sec): 3 clusters Score: Raw -8952662.839334 + Penalty 3604.732106 = -8949058.107228 nChanged 465 SP:Iteration 30Q (1302.241315 sec): 3 clusters Score: Raw -8952723.034639 + Penalty 3604.732106 = -8949118.302533 nChanged 443 SP:Iteration 31Q (1302.391959 sec): 3 clusters Score: Raw -8952778.589786 + Penalty 3604.732106 = -8949173.857680 nChanged 448 SP:Iteration 32Q (1302.542905 sec): 3 clusters Score: Raw -8952837.580442 + Penalty 3604.732106 = -8949232.848336 nChanged 423 SP:Iteration 33Q (1302.699055 sec): 3 clusters Score: Raw -8952892.675494 + Penalty 3604.732106 = -8949287.943388 nChanged 424 SP:Iteration 34Q (1302.866114 sec): 3 clusters Score: Raw -8952947.364823 + Penalty 3604.732106 = -8949342.632717 nChanged 430 SP:Iteration 35Q (1303.012239 sec): 3 clusters Score: Raw -8953006.404221 + Penalty 3604.732106 = -8949401.672116 nChanged 437 SP:Iteration 36Q (1303.140603 sec): 3 clusters Score: Raw -8953067.246570 + Penalty 3604.732106 = -8949462.514464 nChanged 446 SP:Iteration 37Q (1303.289660 sec): 3 clusters Score: Raw -8953127.988964 + Penalty 3604.732106 = -8949523.256858 nChanged 442 SP:Iteration 38Q (1303.458789 sec): 3 clusters Score: Raw -8953186.566103 + Penalty 3604.732106 = -8949581.833997 nChanged 431 SP:Iteration 39Q (1303.618332 sec): 3 clusters Score: Raw -8953248.572371 + Penalty 3604.732106 = -8949643.840265 nChanged 468 SP:Iteration 40F (1303.776741 sec): 3 clusters Score: Raw -8953312.566411 + Penalty 3604.732106 = -8949707.834305 nChanged 449 SP:Iteration 41Q (1303.936001 sec): 3 clusters Score: Raw -8953371.337529 + Penalty 3604.732106 = -8949766.605423 nChanged 445 SP:Iteration 42Q (1304.096118 sec): 3 clusters Score: Raw -8953433.444096 + Penalty 3604.732106 = -8949828.711991 nChanged 486 SP:Iteration 43Q (1304.245770 sec): 3 clusters Score: Raw -8953508.403216 + Penalty 3604.732106 = -8949903.671110 nChanged 549 SP:Iteration 44Q (1304.406721 sec): 3 clusters Score: Raw -8953596.007707 + Penalty 3604.732106 = -8949991.275601 nChanged 536 SP:Iteration 45Q (1304.565928 sec): 3 clusters Score: Raw -8953684.794243 + Penalty 3604.732106 = -8950080.062137 nChanged 570 SP:Iteration 46Q (1304.718177 sec): 3 clusters Score: Raw -8953782.729529 + Penalty 3604.732106 = -8950177.997424 nChanged 602 SP:Iteration 47Q (1304.872509 sec): 3 clusters Score: Raw -8953891.360743 + Penalty 3604.732106 = -8950286.628637 nChanged 620 SP:Iteration 48Q (1305.031742 sec): 3 clusters Score: Raw -8954008.857666 + Penalty 3604.732106 = -8950404.125560 nChanged 664 SP:Iteration 49Q (1305.187057 sec): 3 clusters Score: Raw -8954133.453466 + Penalty 3604.732106 = -8950528.721360 nChanged 662 SP:Iteration 50Q (1305.336581 sec): 3 clusters Score: Raw -8954263.645060 + Penalty 3604.732106 = -8950658.912954 nChanged 668 SP:Iteration 51Q (1305.486074 sec): 3 clusters Score: Raw -8954402.803162 + Penalty 3604.732106 = -8950798.071056 nChanged 742 SP:Iteration 52Q (1305.646982 sec): 3 clusters Score: Raw -8954564.215547 + Penalty 3604.732106 = -8950959.483442 nChanged 731 SP:Iteration 53Q (1305.800962 sec): 3 clusters Score: Raw -8954723.847493 + Penalty 3604.732106 = -8951119.115387 nChanged 719 SP:Iteration 54Q (1305.945787 sec): 3 clusters Score: Raw -8954879.344837 + Penalty 3604.732106 = -8951274.612731 nChanged 727 SP:Iteration 55Q (1306.104446 sec): 3 clusters Score: Raw -8955032.573415 + Penalty 3604.732106 = -8951427.841310 nChanged 712 SP:Iteration 56Q (1306.259339 sec): 3 clusters Score: Raw -8955180.578744 + Penalty 3604.732106 = -8951575.846639 nChanged 711 SP:Iteration 57Q (1306.410191 sec): 3 clusters Score: Raw -8955337.195128 + Penalty 3604.732106 = -8951732.463022 nChanged 774 SP:Iteration 58Q (1306.555728 sec): 3 clusters Score: Raw -8955517.093946 + Penalty 3604.732106 = -8951912.361840 nChanged 787 SP:Iteration 59Q (1306.712058 sec): 3 clusters Score: Raw -8955707.842808 + Penalty 3604.732106 = -8952103.110702 nChanged 787 SP:Iteration 60F (1306.864959 sec): 3 clusters Score: Raw -8955911.395636 + Penalty 3604.732106 = -8952306.663530 nChanged 828 SP:Iteration 61Q (1307.015509 sec): 3 clusters Score: Raw -8956135.414628 + Penalty 3604.732106 = -8952530.682522 nChanged 841 SP:Iteration 62Q (1307.163872 sec): 3 clusters Score: Raw -8956382.192044 + Penalty 3604.732106 = -8952777.459938 nChanged 886 SP:Iteration 63Q (1307.308266 sec): 3 clusters Score: Raw -8956650.465623 + Penalty 3604.732106 = -8953045.733518 nChanged 858 SP:Iteration 64Q (1307.450415 sec): 3 clusters Score: Raw -8956915.234798 + Penalty 3604.732106 = -8953310.502693 nChanged 842 SP:Iteration 65Q (1307.595959 sec): 3 clusters Score: Raw -8957185.893345 + Penalty 3604.732106 = -8953581.161239 nChanged 795 SP:Iteration 66Q (1307.752398 sec): 3 clusters Score: Raw -8957439.999707 + Penalty 3604.732106 = -8953835.267602 nChanged 736 SP:Iteration 67Q (1307.889141 sec): 3 clusters Score: Raw -8957677.698371 + Penalty 3604.732106 = -8954072.966265 nChanged 698 SP:Iteration 68Q (1308.016266 sec): 3 clusters Score: Raw -8957898.101243 + Penalty 3604.732106 = -8954293.369137 nChanged 630 SP:Iteration 69Q (1308.130600 sec): 3 clusters Score: Raw -8958104.411771 + Penalty 3604.732106 = -8954499.679665 nChanged 632 SP:Iteration 70Q (1308.282120 sec): 3 clusters Score: Raw -8958319.598087 + Penalty 3604.732106 = -8954714.865981 nChanged 583 SP:Iteration 71Q (1308.437265 sec): 3 clusters Score: Raw -8958517.622356 + Penalty 3604.732106 = -8954912.890250 nChanged 576 SP:Iteration 72Q (1308.583710 sec): 3 clusters Score: Raw -8958717.211042 + Penalty 3604.732106 = -8955112.478936 nChanged 500 SP:Iteration 73Q (1308.718735 sec): 3 clusters Score: Raw -8958874.646123 + Penalty 3604.732106 = -8955269.914017 nChanged 407 SP:Iteration 74Q (1308.863587 sec): 3 clusters Score: Raw -8959007.390538 + Penalty 3604.732106 = -8955402.658432 nChanged 382 SP:Iteration 75Q (1309.006385 sec): 3 clusters Score: Raw -8959136.743945 + Penalty 3604.732106 = -8955532.011839 nChanged 353 SP:Iteration 76Q (1309.150004 sec): 3 clusters Score: Raw -8959255.029673 + Penalty 3604.732106 = -8955650.297567 nChanged 278 SP:Iteration 77Q (1309.301011 sec): 3 clusters Score: Raw -8959340.523125 + Penalty 3604.732106 = -8955735.791019 nChanged 236 SP:Iteration 78Q (1309.441197 sec): 3 clusters Score: Raw -8959403.802857 + Penalty 3604.732106 = -8955799.070752 nChanged 191 SP:Iteration 79Q (1309.572562 sec): 3 clusters Score: Raw -8959452.699869 + Penalty 3604.732106 = -8955847.967763 nChanged 162 SP:Iteration 80F (1309.737308 sec): 3 clusters Score: Raw -8959494.704690 + Penalty 3604.732106 = -8955889.972584 nChanged 134 SP:Iteration 81Q (1309.857747 sec): 3 clusters Score: Raw -8959535.231886 + Penalty 3604.732106 = -8955930.499780 nChanged 130 SP:Iteration 82Q (1309.965243 sec): 3 clusters Score: Raw -8959574.369862 + Penalty 3604.732106 = -8955969.637757 nChanged 99 SP:Iteration 83Q (1310.107656 sec): 3 clusters Score: Raw -8959598.283619 + Penalty 3604.732106 = -8955993.551514 nChanged 79 SP:Iteration 84Q (1310.250097 sec): 3 clusters Score: Raw -8959617.726351 + Penalty 3604.732106 = -8956012.994245 nChanged 77 SP:Iteration 85Q (1310.378921 sec): 3 clusters Score: Raw -8959637.182388 + Penalty 3604.732106 = -8956032.450282 nChanged 81 SP:Iteration 86Q (1310.520018 sec): 3 clusters Score: Raw -8959658.125782 + Penalty 3604.732106 = -8956053.393676 nChanged 74 SP:Iteration 87Q (1310.671954 sec): 3 clusters Score: Raw -8959682.629211 + Penalty 3604.732106 = -8956077.897105 nChanged 80 SP:Iteration 88Q (1310.811725 sec): 3 clusters Score: Raw -8959706.125544 + Penalty 3604.732106 = -8956101.393439 nChanged 71 SP:Iteration 89Q (1310.946702 sec): 3 clusters Score: Raw -8959732.001235 + Penalty 3604.732106 = -8956127.269129 nChanged 79 SP:Iteration 90Q (1311.090347 sec): 3 clusters Score: Raw -8959757.778937 + Penalty 3604.732106 = -8956153.046831 nChanged 65 SP:Iteration 91Q (1311.230778 sec): 3 clusters Score: Raw -8959776.052412 + Penalty 3604.732106 = -8956171.320307 nChanged 63 SP:Iteration 92Q (1311.368853 sec): 3 clusters Score: Raw -8959792.702105 + Penalty 3604.732106 = -8956187.969999 nChanged 51 SP:Iteration 93Q (1311.502239 sec): 3 clusters Score: Raw -8959806.566190 + Penalty 3604.732106 = -8956201.834084 nChanged 47 SP:Iteration 94Q (1311.631636 sec): 3 clusters Score: Raw -8959818.160930 + Penalty 3604.732106 = -8956213.428825 nChanged 35 SP:Iteration 95Q (1311.759768 sec): 3 clusters Score: Raw -8959826.078235 + Penalty 3604.732106 = -8956221.346129 nChanged 28 SP:Iteration 96Q (1311.888021 sec): 3 clusters Score: Raw -8959832.660732 + Penalty 3604.732106 = -8956227.928627 nChanged 25 SP:Iteration 97Q (1312.016315 sec): 3 clusters Score: Raw -8959840.726104 + Penalty 3604.732106 = -8956235.993998 nChanged 34 SP:Iteration 98Q (1312.134439 sec): 3 clusters Score: Raw -8959850.803644 + Penalty 3604.732106 = -8956246.071539 nChanged 39 SP:Iteration 99Q (1312.262932 sec): 3 clusters Score: Raw -8959865.023609 + Penalty 3604.732106 = -8956260.291504 nChanged 35 SP:Iteration 100F (1312.409147 sec): 3 clusters Score: Raw -8959876.675960 + Penalty 3604.732106 = -8956271.943854 nChanged 40 SP:Iteration 101Q (1312.536135 sec): 3 clusters Score: Raw -8959888.307664 + Penalty 3604.732106 = -8956283.575558 nChanged 28 SP:Iteration 102Q (1312.664372 sec): 3 clusters Score: Raw -8959895.809052 + Penalty 3604.732106 = -8956291.076946 nChanged 30 SP:Iteration 103Q (1312.790976 sec): 3 clusters Score: Raw -8959901.573097 + Penalty 3604.732106 = -8956296.840991 nChanged 12 SP:Iteration 104Q (1312.919630 sec): 3 clusters Score: Raw -8959904.239090 + Penalty 3604.732106 = -8956299.506984 nChanged 18 SP:Iteration 105Q (1313.046969 sec): 3 clusters Score: Raw -8959908.044109 + Penalty 3604.732106 = -8956303.312004 nChanged 13 SP:Iteration 106Q (1313.168264 sec): 3 clusters Score: Raw -8959910.621666 + Penalty 3604.732106 = -8956305.889560 nChanged 6 SP:Iteration 107Q (1313.297647 sec): 3 clusters Score: Raw -8959911.450922 + Penalty 3604.732106 = -8956306.718816 nChanged 8 SP:Iteration 108Q (1313.433292 sec): 3 clusters Score: Raw -8959912.669666 + Penalty 3604.732106 = -8956307.937561 nChanged 7 SP:Iteration 109Q (1313.562909 sec): 3 clusters Score: Raw -8959913.683346 + Penalty 3604.732106 = -8956308.951240 nChanged 3 SP:Iteration 110Q (1313.689955 sec): 3 clusters Score: Raw -8959914.017381 + Penalty 3604.732106 = -8956309.285276 nChanged 3 SP:Iteration 111Q (1313.816210 sec): 3 clusters Score: Raw -8959914.693269 + Penalty 3604.732106 = -8956309.961163 nChanged 3 SP:Iteration 112Q (1313.949595 sec): 3 clusters Score: Raw -8959915.212825 + Penalty 3604.732106 = -8956310.480719 nChanged 2 SP:Iteration 113Q (1314.088467 sec): 3 clusters Score: Raw -8959915.785557 + Penalty 3604.732106 = -8956311.053451 nChanged 2 SP:Iteration 114Q (1314.218803 sec): 3 clusters Score: Raw -8959916.265780 + Penalty 3604.732106 = -8956311.533674 nChanged 3 SP:Iteration 115Q (1314.356228 sec): 3 clusters Score: Raw -8959916.620023 + Penalty 3604.732106 = -8956311.887917 nChanged 3 SP:Iteration 116Q (1314.483300 sec): 3 clusters Score: Raw -8959917.244162 + Penalty 3604.732106 = -8956312.512056 nChanged 3 SP:Iteration 117Q (1314.610374 sec): 3 clusters Score: Raw -8959917.936550 + Penalty 3604.732106 = -8956313.204444 nChanged 5 SP:Iteration 118Q (1314.736431 sec): 3 clusters Score: Raw -8959918.729821 + Penalty 3604.732106 = -8956313.997716 nChanged 3 SP:Iteration 119Q (1314.851985 sec): 3 clusters Score: Raw -8959919.267978 + Penalty 3604.732106 = -8956314.535872 nChanged 1 SP:Iteration 120F (1314.988987 sec): 3 clusters Score: Raw -8959919.365846 + Penalty 3604.732106 = -8956314.633741 nChanged 2 SP:Iteration 121Q (1315.115024 sec): 3 clusters Score: Raw -8959919.567019 + Penalty 3604.732106 = -8956314.834913 nChanged 1 SP:Iteration 122Q (1315.241404 sec): 3 clusters Score: Raw -8959919.696260 + Penalty 3604.732106 = -8956314.964155 nChanged 0 SP:Iteration 123F (1315.386086 sec): 3 clusters Score: Raw -8959919.696260 + Penalty 3604.732106 = -8956314.964155 nChanged 0 Trying to split cluster 6 (11350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1315.416624 sec): 2 clusters Score: Raw -1531694.216852 + Penalty 1517.258116 = -1530176.958735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1315.488726 sec): 3 clusters Score: Raw -1525280.040174 + Penalty 3034.516232 = -1522245.523942 nChanged 4860 SP:Iteration 1F (1315.549078 sec): 3 clusters Score: Raw -1527924.805981 + Penalty 3034.516232 = -1524890.289749 nChanged 731 SP:Iteration 2F (1315.615206 sec): 3 clusters Score: Raw -1528289.179532 + Penalty 3034.516232 = -1525254.663300 nChanged 695 SP:Iteration 3F (1315.692207 sec): 3 clusters Score: Raw -1528682.839461 + Penalty 3034.516232 = -1525648.323229 nChanged 717 SP:Iteration 4F (1315.739056 sec): 3 clusters Score: Raw -1529148.734191 + Penalty 3034.516232 = -1526114.217958 nChanged 717 SP:Iteration 5F (1315.805731 sec): 3 clusters Score: Raw -1529713.043384 + Penalty 3034.516232 = -1526678.527152 nChanged 765 SP:Iteration 6F (1315.872755 sec): 3 clusters Score: Raw -1530362.483304 + Penalty 3034.516232 = -1527327.967071 nChanged 672 SP:Iteration 7F (1315.949547 sec): 3 clusters Score: Raw -1530888.142795 + Penalty 3034.516232 = -1527853.626563 nChanged 491 SP:Iteration 8Q (1316.005346 sec): 3 clusters Score: Raw -1531243.798631 + Penalty 3034.516232 = -1528209.282399 nChanged 319 SP:Iteration 9Q (1316.071969 sec): 3 clusters Score: Raw -1531448.763300 + Penalty 3034.516232 = -1528414.247067 nChanged 232 SP:Iteration 10Q (1316.148409 sec): 3 clusters Score: Raw -1531594.818680 + Penalty 3034.516232 = -1528560.302447 nChanged 162 SP:Iteration 11Q (1316.192321 sec): 3 clusters Score: Raw -1531684.956950 + Penalty 3034.516232 = -1528650.440718 nChanged 121 SP:Iteration 12Q (1316.257630 sec): 3 clusters Score: Raw -1531742.437495 + Penalty 3034.516232 = -1528707.921262 nChanged 75 SP:Iteration 13Q (1316.322736 sec): 3 clusters Score: Raw -1531775.034710 + Penalty 3034.516232 = -1528740.518477 nChanged 67 SP:Iteration 14Q (1316.376298 sec): 3 clusters Score: Raw -1531800.907990 + Penalty 3034.516232 = -1528766.391757 nChanged 43 SP:Iteration 15Q (1316.441417 sec): 3 clusters Score: Raw -1531817.437948 + Penalty 3034.516232 = -1528782.921715 nChanged 43 SP:Iteration 16Q (1316.506112 sec): 3 clusters Score: Raw -1531831.983502 + Penalty 3034.516232 = -1528797.467270 nChanged 34 SP:Iteration 17Q (1316.570365 sec): 3 clusters Score: Raw -1531842.092809 + Penalty 3034.516232 = -1528807.576577 nChanged 24 SP:Iteration 18Q (1316.628217 sec): 3 clusters Score: Raw -1531850.204618 + Penalty 3034.516232 = -1528815.688385 nChanged 28 SP:Iteration 19Q (1316.693008 sec): 3 clusters Score: Raw -1531862.480257 + Penalty 3034.516232 = -1528827.964024 nChanged 29 SP:Iteration 20F (1316.754104 sec): 3 clusters Score: Raw -1531876.691419 + Penalty 3034.516232 = -1528842.175187 nChanged 28 SP:Iteration 21Q (1316.813416 sec): 3 clusters Score: Raw -1531888.279009 + Penalty 3034.516232 = -1528853.762777 nChanged 34 SP:Iteration 22Q (1316.866162 sec): 3 clusters Score: Raw -1531899.496418 + Penalty 3034.516232 = -1528864.980186 nChanged 25 SP:Iteration 23Q (1316.930321 sec): 3 clusters Score: Raw -1531907.254227 + Penalty 3034.516232 = -1528872.737994 nChanged 19 SP:Iteration 24Q (1316.994390 sec): 3 clusters Score: Raw -1531913.688296 + Penalty 3034.516232 = -1528879.172064 nChanged 22 SP:Iteration 25Q (1317.057929 sec): 3 clusters Score: Raw -1531918.468263 + Penalty 3034.516232 = -1528883.952030 nChanged 12 SP:Iteration 26Q (1317.118040 sec): 3 clusters Score: Raw -1531921.703331 + Penalty 3034.516232 = -1528887.187098 nChanged 9 SP:Iteration 27Q (1317.182394 sec): 3 clusters Score: Raw -1531923.490823 + Penalty 3034.516232 = -1528888.974591 nChanged 9 SP:Iteration 28Q (1317.243072 sec): 3 clusters Score: Raw -1531926.939208 + Penalty 3034.516232 = -1528892.422976 nChanged 9 SP:Iteration 29Q (1317.306994 sec): 3 clusters Score: Raw -1531930.863537 + Penalty 3034.516232 = -1528896.347305 nChanged 10 SP:Iteration 30Q (1317.370675 sec): 3 clusters Score: Raw -1531934.316043 + Penalty 3034.516232 = -1528899.799810 nChanged 8 SP:Iteration 31Q (1317.427679 sec): 3 clusters Score: Raw -1531936.332571 + Penalty 3034.516232 = -1528901.816338 nChanged 5 SP:Iteration 32Q (1317.491586 sec): 3 clusters Score: Raw -1531937.652860 + Penalty 3034.516232 = -1528903.136627 nChanged 4 SP:Iteration 33Q (1317.556312 sec): 3 clusters Score: Raw -1531938.534295 + Penalty 3034.516232 = -1528904.018063 nChanged 4 SP:Iteration 34Q (1317.607967 sec): 3 clusters Score: Raw -1531940.931829 + Penalty 3034.516232 = -1528906.415597 nChanged 9 SP:Iteration 35Q (1317.672481 sec): 3 clusters Score: Raw -1531942.924134 + Penalty 3034.516232 = -1528908.407902 nChanged 10 SP:Iteration 36Q (1317.724453 sec): 3 clusters Score: Raw -1531945.431057 + Penalty 3034.516232 = -1528910.914825 nChanged 4 SP:Iteration 37Q (1317.788354 sec): 3 clusters Score: Raw -1531946.421979 + Penalty 3034.516232 = -1528911.905746 nChanged 2 SP:Iteration 38Q (1317.853730 sec): 3 clusters Score: Raw -1531946.714697 + Penalty 3034.516232 = -1528912.198464 nChanged 2 SP:Iteration 39Q (1317.914668 sec): 3 clusters Score: Raw -1531947.667643 + Penalty 3034.516232 = -1528913.151410 nChanged 2 SP:Iteration 40F (1317.981259 sec): 3 clusters Score: Raw -1531948.278663 + Penalty 3034.516232 = -1528913.762431 nChanged 1 SP:Iteration 41Q (1318.045550 sec): 3 clusters Score: Raw -1531948.667483 + Penalty 3034.516232 = -1528914.151251 nChanged 2 SP:Iteration 42Q (1318.109792 sec): 3 clusters Score: Raw -1531949.157845 + Penalty 3034.516232 = -1528914.641613 nChanged 2 SP:Iteration 43Q (1318.173790 sec): 3 clusters Score: Raw -1531950.283647 + Penalty 3034.516232 = -1528915.767415 nChanged 3 SP:Iteration 44Q (1318.234994 sec): 3 clusters Score: Raw -1531951.140466 + Penalty 3034.516232 = -1528916.624233 nChanged 1 SP:Iteration 45Q (1318.291614 sec): 3 clusters Score: Raw -1531951.463584 + Penalty 3034.516232 = -1528916.947352 nChanged 1 SP:Iteration 46Q (1318.355482 sec): 3 clusters Score: Raw -1531951.787122 + Penalty 3034.516232 = -1528917.270890 nChanged 2 SP:Iteration 47Q (1318.419480 sec): 3 clusters Score: Raw -1531952.103344 + Penalty 3034.516232 = -1528917.587111 nChanged 2 SP:Iteration 48Q (1318.483875 sec): 3 clusters Score: Raw -1531953.081425 + Penalty 3034.516232 = -1528918.565193 nChanged 2 SP:Iteration 49Q (1318.547834 sec): 3 clusters Score: Raw -1531953.635684 + Penalty 3034.516232 = -1528919.119451 nChanged 3 SP:Iteration 50Q (1318.611364 sec): 3 clusters Score: Raw -1531954.990356 + Penalty 3034.516232 = -1528920.474123 nChanged 3 SP:Iteration 51Q (1318.674872 sec): 3 clusters Score: Raw -1531955.442013 + Penalty 3034.516232 = -1528920.925781 nChanged 0 SP:Iteration 52F (1318.751512 sec): 3 clusters Score: Raw -1531955.442013 + Penalty 3034.516232 = -1528920.925781 nChanged 0 Trying to split cluster 7 (62140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1318.843728 sec): 2 clusters Score: Raw -8385467.868699 + Penalty 1793.536092 = -8383674.332607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1318.975159 sec): 3 clusters Score: Raw -8345858.041995 + Penalty 3587.072184 = -8342270.969811 nChanged 29259 SP:Iteration 1F (1319.116315 sec): 3 clusters Score: Raw -8362750.425011 + Penalty 3587.072184 = -8359163.352826 nChanged 2352 SP:Iteration 2Q (1319.259705 sec): 3 clusters Score: Raw -8363431.076403 + Penalty 3587.072184 = -8359844.004218 nChanged 2481 SP:Iteration 3Q (1319.406097 sec): 3 clusters Score: Raw -8364226.595960 + Penalty 3587.072184 = -8360639.523775 nChanged 2508 SP:Iteration 4Q (1319.554584 sec): 3 clusters Score: Raw -8365187.346273 + Penalty 3587.072184 = -8361600.274089 nChanged 2711 SP:Iteration 5Q (1319.703272 sec): 3 clusters Score: Raw -8366399.489948 + Penalty 3587.072184 = -8362812.417764 nChanged 2998 SP:Iteration 6Q (1319.851969 sec): 3 clusters Score: Raw -8367976.384734 + Penalty 3587.072184 = -8364389.312549 nChanged 3334 SP:Iteration 7F (1319.993702 sec): 3 clusters Score: Raw -8369936.989561 + Penalty 3587.072184 = -8366349.917377 nChanged 3609 SP:Iteration 8F (1320.138075 sec): 3 clusters Score: Raw -8372276.494706 + Penalty 3587.072184 = -8368689.422522 nChanged 3711 SP:Iteration 9F (1320.279276 sec): 3 clusters Score: Raw -8374971.796881 + Penalty 3587.072184 = -8371384.724697 nChanged 3556 SP:Iteration 10F (1320.421843 sec): 3 clusters Score: Raw -8377706.198455 + Penalty 3587.072184 = -8374119.126270 nChanged 3097 SP:Iteration 11Q (1320.552206 sec): 3 clusters Score: Raw -8380133.235497 + Penalty 3587.072184 = -8376546.163312 nChanged 2429 SP:Iteration 12Q (1320.695741 sec): 3 clusters Score: Raw -8381984.368800 + Penalty 3587.072184 = -8378397.296616 nChanged 1744 SP:Iteration 13Q (1320.842658 sec): 3 clusters Score: Raw -8383295.152025 + Penalty 3587.072184 = -8379708.079841 nChanged 1202 SP:Iteration 14Q (1320.978077 sec): 3 clusters Score: Raw -8384194.261202 + Penalty 3587.072184 = -8380607.189017 nChanged 867 SP:Iteration 15Q (1321.118543 sec): 3 clusters Score: Raw -8384852.953578 + Penalty 3587.072184 = -8381265.881393 nChanged 609 SP:Iteration 16Q (1321.265938 sec): 3 clusters Score: Raw -8385284.337004 + Penalty 3587.072184 = -8381697.264819 nChanged 423 SP:Iteration 17Q (1321.391058 sec): 3 clusters Score: Raw -8385569.846574 + Penalty 3587.072184 = -8381982.774389 nChanged 351 SP:Iteration 18Q (1321.521324 sec): 3 clusters Score: Raw -8385786.133510 + Penalty 3587.072184 = -8382199.061326 nChanged 226 SP:Iteration 19Q (1321.659768 sec): 3 clusters Score: Raw -8385912.722239 + Penalty 3587.072184 = -8382325.650055 nChanged 174 SP:Iteration 20F (1321.800277 sec): 3 clusters Score: Raw -8385994.394040 + Penalty 3587.072184 = -8382407.321856 nChanged 124 SP:Iteration 21Q (1321.943910 sec): 3 clusters Score: Raw -8386049.562594 + Penalty 3587.072184 = -8382462.490410 nChanged 114 SP:Iteration 22Q (1322.064623 sec): 3 clusters Score: Raw -8386097.248752 + Penalty 3587.072184 = -8382510.176568 nChanged 99 SP:Iteration 23Q (1322.197855 sec): 3 clusters Score: Raw -8386135.753023 + Penalty 3587.072184 = -8382548.680839 nChanged 76 SP:Iteration 24Q (1322.338569 sec): 3 clusters Score: Raw -8386173.410255 + Penalty 3587.072184 = -8382586.338070 nChanged 86 SP:Iteration 25Q (1322.460435 sec): 3 clusters Score: Raw -8386211.860501 + Penalty 3587.072184 = -8382624.788316 nChanged 68 SP:Iteration 26Q (1322.593348 sec): 3 clusters Score: Raw -8386236.503128 + Penalty 3587.072184 = -8382649.430943 nChanged 51 SP:Iteration 27Q (1322.732705 sec): 3 clusters Score: Raw -8386255.624348 + Penalty 3587.072184 = -8382668.552163 nChanged 56 SP:Iteration 28Q (1322.863129 sec): 3 clusters Score: Raw -8386277.562105 + Penalty 3587.072184 = -8382690.489920 nChanged 58 SP:Iteration 29Q (1323.000407 sec): 3 clusters Score: Raw -8386297.266766 + Penalty 3587.072184 = -8382710.194581 nChanged 48 SP:Iteration 30Q (1323.137169 sec): 3 clusters Score: Raw -8386314.845284 + Penalty 3587.072184 = -8382727.773099 nChanged 65 SP:Iteration 31Q (1323.264034 sec): 3 clusters Score: Raw -8386341.792830 + Penalty 3587.072184 = -8382754.720646 nChanged 69 SP:Iteration 32Q (1323.391380 sec): 3 clusters Score: Raw -8386369.593841 + Penalty 3587.072184 = -8382782.521657 nChanged 53 SP:Iteration 33Q (1323.519602 sec): 3 clusters Score: Raw -8386385.587629 + Penalty 3587.072184 = -8382798.515444 nChanged 54 SP:Iteration 34Q (1323.661415 sec): 3 clusters Score: Raw -8386402.686239 + Penalty 3587.072184 = -8382815.614054 nChanged 48 SP:Iteration 35Q (1323.788497 sec): 3 clusters Score: Raw -8386419.171792 + Penalty 3587.072184 = -8382832.099608 nChanged 56 SP:Iteration 36Q (1323.916314 sec): 3 clusters Score: Raw -8386437.892069 + Penalty 3587.072184 = -8382850.819885 nChanged 50 SP:Iteration 37Q (1324.047890 sec): 3 clusters Score: Raw -8386452.247426 + Penalty 3587.072184 = -8382865.175241 nChanged 36 SP:Iteration 38Q (1324.181968 sec): 3 clusters Score: Raw -8386464.267649 + Penalty 3587.072184 = -8382877.195464 nChanged 40 SP:Iteration 39Q (1324.318490 sec): 3 clusters Score: Raw -8386475.135403 + Penalty 3587.072184 = -8382888.063218 nChanged 45 SP:Iteration 40F (1324.470055 sec): 3 clusters Score: Raw -8386515.892630 + Penalty 3587.072184 = -8382928.820446 nChanged 61 SP:Iteration 41Q (1324.604094 sec): 3 clusters Score: Raw -8386540.967621 + Penalty 3587.072184 = -8382953.895436 nChanged 55 SP:Iteration 42Q (1324.727523 sec): 3 clusters Score: Raw -8386559.005766 + Penalty 3587.072184 = -8382971.933581 nChanged 49 SP:Iteration 43Q (1324.848595 sec): 3 clusters Score: Raw -8386572.013080 + Penalty 3587.072184 = -8382984.940895 nChanged 41 SP:Iteration 44Q (1324.972201 sec): 3 clusters Score: Raw -8386581.468051 + Penalty 3587.072184 = -8382994.395867 nChanged 31 SP:Iteration 45Q (1325.109864 sec): 3 clusters Score: Raw -8386590.633109 + Penalty 3587.072184 = -8383003.560924 nChanged 31 SP:Iteration 46Q (1325.248140 sec): 3 clusters Score: Raw -8386598.374704 + Penalty 3587.072184 = -8383011.302520 nChanged 26 SP:Iteration 47Q (1325.381309 sec): 3 clusters Score: Raw -8386604.575014 + Penalty 3587.072184 = -8383017.502830 nChanged 30 SP:Iteration 48Q (1325.512407 sec): 3 clusters Score: Raw -8386612.587117 + Penalty 3587.072184 = -8383025.514933 nChanged 28 SP:Iteration 49Q (1325.617416 sec): 3 clusters Score: Raw -8386619.539105 + Penalty 3587.072184 = -8383032.466921 nChanged 27 SP:Iteration 50Q (1325.745593 sec): 3 clusters Score: Raw -8386626.404680 + Penalty 3587.072184 = -8383039.332496 nChanged 23 SP:Iteration 51Q (1325.874259 sec): 3 clusters Score: Raw -8386630.984870 + Penalty 3587.072184 = -8383043.912685 nChanged 16 SP:Iteration 52Q (1326.008662 sec): 3 clusters Score: Raw -8386633.495569 + Penalty 3587.072184 = -8383046.423385 nChanged 15 SP:Iteration 53Q (1326.138921 sec): 3 clusters Score: Raw -8386636.296061 + Penalty 3587.072184 = -8383049.223876 nChanged 15 SP:Iteration 54Q (1326.266626 sec): 3 clusters Score: Raw -8386639.180102 + Penalty 3587.072184 = -8383052.107918 nChanged 10 SP:Iteration 55Q (1326.395310 sec): 3 clusters Score: Raw -8386640.954616 + Penalty 3587.072184 = -8383053.882432 nChanged 11 SP:Iteration 56Q (1326.532050 sec): 3 clusters Score: Raw -8386642.659258 + Penalty 3587.072184 = -8383055.587074 nChanged 8 SP:Iteration 57Q (1326.672708 sec): 3 clusters Score: Raw -8386643.859164 + Penalty 3587.072184 = -8383056.786980 nChanged 10 SP:Iteration 58Q (1326.807762 sec): 3 clusters Score: Raw -8386645.926394 + Penalty 3587.072184 = -8383058.854210 nChanged 12 SP:Iteration 59Q (1326.940798 sec): 3 clusters Score: Raw -8386648.674307 + Penalty 3587.072184 = -8383061.602123 nChanged 9 SP:Iteration 60F (1327.089395 sec): 3 clusters Score: Raw -8386650.267576 + Penalty 3587.072184 = -8383063.195391 nChanged 6 SP:Iteration 61Q (1327.224738 sec): 3 clusters Score: Raw -8386650.997281 + Penalty 3587.072184 = -8383063.925096 nChanged 2 SP:Iteration 62Q (1327.359181 sec): 3 clusters Score: Raw -8386651.360611 + Penalty 3587.072184 = -8383064.288427 nChanged 4 SP:Iteration 63Q (1327.494507 sec): 3 clusters Score: Raw -8386651.991835 + Penalty 3587.072184 = -8383064.919651 nChanged 6 SP:Iteration 64Q (1327.627064 sec): 3 clusters Score: Raw -8386652.667465 + Penalty 3587.072184 = -8383065.595280 nChanged 5 SP:Iteration 65Q (1327.762017 sec): 3 clusters Score: Raw -8386653.251412 + Penalty 3587.072184 = -8383066.179227 nChanged 0 SP:Iteration 66F (1327.901393 sec): 3 clusters Score: Raw -8386653.251412 + Penalty 3587.072184 = -8383066.179227 nChanged 0 Trying to split cluster 8 (51110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1328.003374 sec): 2 clusters Score: Raw -6678596.409993 + Penalty 1761.782011 = -6676834.627982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1328.139775 sec): 3 clusters Score: Raw -6646142.436558 + Penalty 3523.564022 = -6642618.872536 nChanged 24054 SP:Iteration 1F (1328.272010 sec): 3 clusters Score: Raw -6659841.167140 + Penalty 3523.564022 = -6656317.603118 nChanged 2032 SP:Iteration 2Q (1328.414597 sec): 3 clusters Score: Raw -6660463.381201 + Penalty 3523.564022 = -6656939.817179 nChanged 2086 SP:Iteration 3Q (1328.559462 sec): 3 clusters Score: Raw -6661220.958857 + Penalty 3523.564022 = -6657697.394835 nChanged 2391 SP:Iteration 4Q (1328.708034 sec): 3 clusters Score: Raw -6662300.368634 + Penalty 3523.564022 = -6658776.804612 nChanged 2741 SP:Iteration 5F (1328.841805 sec): 3 clusters Score: Raw -6663842.347921 + Penalty 3523.564022 = -6660318.783899 nChanged 3309 SP:Iteration 6F (1328.973684 sec): 3 clusters Score: Raw -6666095.030152 + Penalty 3523.564022 = -6662571.466130 nChanged 3670 SP:Iteration 7F (1329.110951 sec): 3 clusters Score: Raw -6668945.024132 + Penalty 3523.564022 = -6665421.460110 nChanged 3636 SP:Iteration 8F (1329.244592 sec): 3 clusters Score: Raw -6672015.379976 + Penalty 3523.564022 = -6668491.815954 nChanged 3170 SP:Iteration 9F (1329.389745 sec): 3 clusters Score: Raw -6674812.386643 + Penalty 3523.564022 = -6671288.822621 nChanged 2224 SP:Iteration 10Q (1329.529057 sec): 3 clusters Score: Raw -6676803.993893 + Penalty 3523.564022 = -6673280.429872 nChanged 1272 SP:Iteration 11Q (1329.670568 sec): 3 clusters Score: Raw -6677912.374059 + Penalty 3523.564022 = -6674388.810038 nChanged 625 SP:Iteration 12Q (1329.791492 sec): 3 clusters Score: Raw -6678449.285027 + Penalty 3523.564022 = -6674925.721005 nChanged 273 SP:Iteration 13Q (1329.916699 sec): 3 clusters Score: Raw -6678717.219188 + Penalty 3523.564022 = -6675193.655166 nChanged 134 SP:Iteration 14Q (1330.046765 sec): 3 clusters Score: Raw -6678842.453319 + Penalty 3523.564022 = -6675318.889297 nChanged 77 SP:Iteration 15Q (1330.167777 sec): 3 clusters Score: Raw -6678918.500411 + Penalty 3523.564022 = -6675394.936389 nChanged 71 SP:Iteration 16Q (1330.288051 sec): 3 clusters Score: Raw -6678969.845536 + Penalty 3523.564022 = -6675446.281514 nChanged 42 SP:Iteration 17Q (1330.408672 sec): 3 clusters Score: Raw -6678997.482702 + Penalty 3523.564022 = -6675473.918680 nChanged 33 SP:Iteration 18Q (1330.496941 sec): 3 clusters Score: Raw -6679018.331359 + Penalty 3523.564022 = -6675494.767337 nChanged 30 SP:Iteration 19Q (1330.586173 sec): 3 clusters Score: Raw -6679043.706729 + Penalty 3523.564022 = -6675520.142708 nChanged 35 SP:Iteration 20F (1330.728209 sec): 3 clusters Score: Raw -6679066.684276 + Penalty 3523.564022 = -6675543.120254 nChanged 22 SP:Iteration 21Q (1330.841741 sec): 3 clusters Score: Raw -6679080.145924 + Penalty 3523.564022 = -6675556.581902 nChanged 21 SP:Iteration 22Q (1330.977964 sec): 3 clusters Score: Raw -6679089.862575 + Penalty 3523.564022 = -6675566.298553 nChanged 18 SP:Iteration 23Q (1331.079467 sec): 3 clusters Score: Raw -6679097.686823 + Penalty 3523.564022 = -6675574.122801 nChanged 15 SP:Iteration 24Q (1331.168353 sec): 3 clusters Score: Raw -6679105.988021 + Penalty 3523.564022 = -6675582.423999 nChanged 7 SP:Iteration 25Q (1331.290038 sec): 3 clusters Score: Raw -6679108.624331 + Penalty 3523.564022 = -6675585.060309 nChanged 6 SP:Iteration 26Q (1331.400924 sec): 3 clusters Score: Raw -6679110.463758 + Penalty 3523.564022 = -6675586.899736 nChanged 3 SP:Iteration 27Q (1331.513433 sec): 3 clusters Score: Raw -6679112.043820 + Penalty 3523.564022 = -6675588.479798 nChanged 3 SP:Iteration 28Q (1331.637499 sec): 3 clusters Score: Raw -6679113.086836 + Penalty 3523.564022 = -6675589.522814 nChanged 2 SP:Iteration 29Q (1331.761597 sec): 3 clusters Score: Raw -6679113.720055 + Penalty 3523.564022 = -6675590.156033 nChanged 1 SP:Iteration 30Q (1331.886022 sec): 3 clusters Score: Raw -6679113.855809 + Penalty 3523.564022 = -6675590.291787 nChanged 0 SP:Iteration 31F (1332.018131 sec): 3 clusters Score: Raw -6679113.855809 + Penalty 3523.564022 = -6675590.291787 nChanged 0 Trying to split cluster 9 (8760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1332.061477 sec): 2 clusters Score: Raw -1139372.483394 + Penalty 1475.167067 = -1137897.316327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1332.119952 sec): 3 clusters Score: Raw -1134527.886187 + Penalty 2950.334135 = -1131577.552052 nChanged 3794 SP:Iteration 1F (1332.180281 sec): 3 clusters Score: Raw -1137230.002043 + Penalty 2950.334135 = -1134279.667908 nChanged 881 SP:Iteration 2F (1332.228405 sec): 3 clusters Score: Raw -1138347.624750 + Penalty 2950.334135 = -1135397.290615 nChanged 947 SP:Iteration 3F (1332.299157 sec): 3 clusters Score: Raw -1139480.719339 + Penalty 2950.334135 = -1136530.385204 nChanged 766 SP:Iteration 4F (1332.361416 sec): 3 clusters Score: Raw -1140090.501273 + Penalty 2950.334135 = -1137140.167138 nChanged 507 SP:Iteration 5F (1332.413360 sec): 3 clusters Score: Raw -1140421.903302 + Penalty 2950.334135 = -1137471.569167 nChanged 299 SP:Iteration 6Q (1332.483255 sec): 3 clusters Score: Raw -1140592.439408 + Penalty 2950.334135 = -1137642.105274 nChanged 193 SP:Iteration 7Q (1332.534204 sec): 3 clusters Score: Raw -1140696.662008 + Penalty 2950.334135 = -1137746.327873 nChanged 127 SP:Iteration 8Q (1332.603063 sec): 3 clusters Score: Raw -1140750.190888 + Penalty 2950.334135 = -1137799.856754 nChanged 70 SP:Iteration 9Q (1332.651740 sec): 3 clusters Score: Raw -1140774.879959 + Penalty 2950.334135 = -1137824.545824 nChanged 59 SP:Iteration 10Q (1332.708381 sec): 3 clusters Score: Raw -1140796.260182 + Penalty 2950.334135 = -1137845.926047 nChanged 45 SP:Iteration 11Q (1332.772021 sec): 3 clusters Score: Raw -1140810.851490 + Penalty 2950.334135 = -1137860.517355 nChanged 42 SP:Iteration 12Q (1332.834709 sec): 3 clusters Score: Raw -1140824.331879 + Penalty 2950.334135 = -1137873.997744 nChanged 32 SP:Iteration 13Q (1332.885312 sec): 3 clusters Score: Raw -1140833.872305 + Penalty 2950.334135 = -1137883.538170 nChanged 23 SP:Iteration 14Q (1332.948209 sec): 3 clusters Score: Raw -1140839.828031 + Penalty 2950.334135 = -1137889.493896 nChanged 18 SP:Iteration 15Q (1332.991802 sec): 3 clusters Score: Raw -1140845.316130 + Penalty 2950.334135 = -1137894.981995 nChanged 21 SP:Iteration 16Q (1333.060272 sec): 3 clusters Score: Raw -1140852.446985 + Penalty 2950.334135 = -1137902.112850 nChanged 18 SP:Iteration 17Q (1333.114817 sec): 3 clusters Score: Raw -1140858.602745 + Penalty 2950.334135 = -1137908.268611 nChanged 16 SP:Iteration 18Q (1333.170988 sec): 3 clusters Score: Raw -1140863.367140 + Penalty 2950.334135 = -1137913.033005 nChanged 17 SP:Iteration 19Q (1333.220353 sec): 3 clusters Score: Raw -1140868.498170 + Penalty 2950.334135 = -1137918.164035 nChanged 13 SP:Iteration 20F (1333.268457 sec): 3 clusters Score: Raw -1140873.327212 + Penalty 2950.334135 = -1137922.993078 nChanged 13 SP:Iteration 21Q (1333.325174 sec): 3 clusters Score: Raw -1140877.237052 + Penalty 2950.334135 = -1137926.902917 nChanged 12 SP:Iteration 22Q (1333.396164 sec): 3 clusters Score: Raw -1140880.362002 + Penalty 2950.334135 = -1137930.027867 nChanged 11 SP:Iteration 23Q (1333.457155 sec): 3 clusters Score: Raw -1140883.787901 + Penalty 2950.334135 = -1137933.453766 nChanged 15 SP:Iteration 24Q (1333.518183 sec): 3 clusters Score: Raw -1140888.254975 + Penalty 2950.334135 = -1137937.920840 nChanged 10 SP:Iteration 25Q (1333.580700 sec): 3 clusters Score: Raw -1140890.482776 + Penalty 2950.334135 = -1137940.148641 nChanged 7 SP:Iteration 26Q (1333.643854 sec): 3 clusters Score: Raw -1140892.934501 + Penalty 2950.334135 = -1137942.600366 nChanged 12 SP:Iteration 27Q (1333.706496 sec): 3 clusters Score: Raw -1140897.294821 + Penalty 2950.334135 = -1137946.960686 nChanged 8 SP:Iteration 28Q (1333.765797 sec): 3 clusters Score: Raw -1140898.611222 + Penalty 2950.334135 = -1137948.277087 nChanged 3 SP:Iteration 29Q (1333.826665 sec): 3 clusters Score: Raw -1140899.546750 + Penalty 2950.334135 = -1137949.212616 nChanged 4 SP:Iteration 30Q (1333.876735 sec): 3 clusters Score: Raw -1140900.335744 + Penalty 2950.334135 = -1137950.001610 nChanged 3 SP:Iteration 31Q (1333.937750 sec): 3 clusters Score: Raw -1140900.755111 + Penalty 2950.334135 = -1137950.420977 nChanged 0 SP:Iteration 32F (1334.007315 sec): 3 clusters Score: Raw -1140900.755111 + Penalty 2950.334135 = -1137950.420977 nChanged 0 Score: Raw -57376424.898727 + Penalty 40075.650180 = -57336349.248547 Splitting cluster 9 changes total score from -57336930.221576 to -57336349.248547 So it's not getting split. Trying to split cluster 10 (6252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1339.327641 sec): 2 clusters Score: Raw -817860.720985 + Penalty 1420.356712 = -816440.364273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1339.383493 sec): 3 clusters Score: Raw -814534.021507 + Penalty 2840.713425 = -811693.308082 nChanged 2582 SP:Iteration 1F (1339.428261 sec): 3 clusters Score: Raw -816038.616540 + Penalty 2840.713425 = -813197.903115 nChanged 489 SP:Iteration 2F (1339.491664 sec): 3 clusters Score: Raw -816397.787241 + Penalty 2840.713425 = -813557.073816 nChanged 394 SP:Iteration 3F (1339.539273 sec): 3 clusters Score: Raw -816650.796614 + Penalty 2840.713425 = -813810.083189 nChanged 297 SP:Iteration 4Q (1339.606262 sec): 3 clusters Score: Raw -816807.930257 + Penalty 2840.713425 = -813967.216832 nChanged 235 SP:Iteration 5Q (1339.657090 sec): 3 clusters Score: Raw -816926.626090 + Penalty 2840.713425 = -814085.912665 nChanged 213 SP:Iteration 6Q (1339.721659 sec): 3 clusters Score: Raw -817036.296773 + Penalty 2840.713425 = -814195.583348 nChanged 213 SP:Iteration 7Q (1339.781557 sec): 3 clusters Score: Raw -817135.430762 + Penalty 2840.713425 = -814294.717337 nChanged 187 SP:Iteration 8Q (1339.841748 sec): 3 clusters Score: Raw -817222.591207 + Penalty 2840.713425 = -814381.877782 nChanged 170 SP:Iteration 9Q (1339.901811 sec): 3 clusters Score: Raw -817314.131382 + Penalty 2840.713425 = -814473.417957 nChanged 174 SP:Iteration 10Q (1339.949423 sec): 3 clusters Score: Raw -817409.928926 + Penalty 2840.713425 = -814569.215501 nChanged 171 SP:Iteration 11Q (1340.008333 sec): 3 clusters Score: Raw -817496.443477 + Penalty 2840.713425 = -814655.730052 nChanged 175 SP:Iteration 12Q (1340.066788 sec): 3 clusters Score: Raw -817597.868793 + Penalty 2840.713425 = -814757.155368 nChanged 176 SP:Iteration 13Q (1340.135061 sec): 3 clusters Score: Raw -817704.533342 + Penalty 2840.713425 = -814863.819917 nChanged 170 SP:Iteration 14Q (1340.185084 sec): 3 clusters Score: Raw -817805.026116 + Penalty 2840.713425 = -814964.312692 nChanged 149 SP:Iteration 15Q (1340.244168 sec): 3 clusters Score: Raw -817883.594636 + Penalty 2840.713425 = -815042.881212 nChanged 130 SP:Iteration 16Q (1340.294495 sec): 3 clusters Score: Raw -817969.754292 + Penalty 2840.713425 = -815129.040867 nChanged 141 SP:Iteration 17Q (1340.353891 sec): 3 clusters Score: Raw -818057.414537 + Penalty 2840.713425 = -815216.701113 nChanged 98 SP:Iteration 18Q (1340.412773 sec): 3 clusters Score: Raw -818101.475549 + Penalty 2840.713425 = -815260.762124 nChanged 90 SP:Iteration 19Q (1340.478620 sec): 3 clusters Score: Raw -818141.399233 + Penalty 2840.713425 = -815300.685808 nChanged 75 SP:Iteration 20F (1340.538100 sec): 3 clusters Score: Raw -818166.517504 + Penalty 2840.713425 = -815325.804079 nChanged 66 SP:Iteration 21Q (1340.585866 sec): 3 clusters Score: Raw -818191.214213 + Penalty 2840.713425 = -815350.500788 nChanged 45 SP:Iteration 22Q (1340.644593 sec): 3 clusters Score: Raw -818206.235713 + Penalty 2840.713425 = -815365.522288 nChanged 46 SP:Iteration 23Q (1340.703924 sec): 3 clusters Score: Raw -818223.089924 + Penalty 2840.713425 = -815382.376499 nChanged 37 SP:Iteration 24Q (1340.756322 sec): 3 clusters Score: Raw -818236.548256 + Penalty 2840.713425 = -815395.834831 nChanged 36 SP:Iteration 25Q (1340.814712 sec): 3 clusters Score: Raw -818248.335596 + Penalty 2840.713425 = -815407.622172 nChanged 23 SP:Iteration 26Q (1340.873859 sec): 3 clusters Score: Raw -818254.888116 + Penalty 2840.713425 = -815414.174691 nChanged 26 SP:Iteration 27Q (1340.922244 sec): 3 clusters Score: Raw -818263.377300 + Penalty 2840.713425 = -815422.663876 nChanged 18 SP:Iteration 28Q (1340.980616 sec): 3 clusters Score: Raw -818268.465022 + Penalty 2840.713425 = -815427.751597 nChanged 10 SP:Iteration 29Q (1341.039597 sec): 3 clusters Score: Raw -818271.199339 + Penalty 2840.713425 = -815430.485915 nChanged 15 SP:Iteration 30Q (1341.097954 sec): 3 clusters Score: Raw -818276.020441 + Penalty 2840.713425 = -815435.307016 nChanged 15 SP:Iteration 31Q (1341.155609 sec): 3 clusters Score: Raw -818279.959345 + Penalty 2840.713425 = -815439.245920 nChanged 14 SP:Iteration 32Q (1341.204372 sec): 3 clusters Score: Raw -818282.806653 + Penalty 2840.713425 = -815442.093228 nChanged 10 SP:Iteration 33Q (1341.256643 sec): 3 clusters Score: Raw -818285.369790 + Penalty 2840.713425 = -815444.656366 nChanged 8 SP:Iteration 34Q (1341.309741 sec): 3 clusters Score: Raw -818287.121320 + Penalty 2840.713425 = -815446.407895 nChanged 9 SP:Iteration 35Q (1341.368567 sec): 3 clusters Score: Raw -818289.847856 + Penalty 2840.713425 = -815449.134432 nChanged 8 SP:Iteration 36Q (1341.427691 sec): 3 clusters Score: Raw -818291.946383 + Penalty 2840.713425 = -815451.232958 nChanged 7 SP:Iteration 37Q (1341.486887 sec): 3 clusters Score: Raw -818293.790725 + Penalty 2840.713425 = -815453.077300 nChanged 11 SP:Iteration 38Q (1341.555887 sec): 3 clusters Score: Raw -818297.119436 + Penalty 2840.713425 = -815456.406011 nChanged 11 SP:Iteration 39Q (1341.597211 sec): 3 clusters Score: Raw -818302.209831 + Penalty 2840.713425 = -815461.496406 nChanged 16 SP:Iteration 40F (1341.648033 sec): 3 clusters Score: Raw -818308.368148 + Penalty 2840.713425 = -815467.654723 nChanged 12 SP:Iteration 41Q (1341.717561 sec): 3 clusters Score: Raw -818311.286931 + Penalty 2840.713425 = -815470.573506 nChanged 9 SP:Iteration 42Q (1341.764698 sec): 3 clusters Score: Raw -818313.173795 + Penalty 2840.713425 = -815472.460370 nChanged 4 SP:Iteration 43Q (1341.812527 sec): 3 clusters Score: Raw -818314.148006 + Penalty 2840.713425 = -815473.434581 nChanged 4 SP:Iteration 44Q (1341.870719 sec): 3 clusters Score: Raw -818315.848434 + Penalty 2840.713425 = -815475.135010 nChanged 6 SP:Iteration 45Q (1341.929064 sec): 3 clusters Score: Raw -818317.949214 + Penalty 2840.713425 = -815477.235789 nChanged 5 SP:Iteration 46Q (1341.986969 sec): 3 clusters Score: Raw -818320.215125 + Penalty 2840.713425 = -815479.501700 nChanged 4 SP:Iteration 47Q (1342.045056 sec): 3 clusters Score: Raw -818321.694930 + Penalty 2840.713425 = -815480.981506 nChanged 5 SP:Iteration 48Q (1342.103707 sec): 3 clusters Score: Raw -818322.236419 + Penalty 2840.713425 = -815481.522994 nChanged 3 SP:Iteration 49Q (1342.162734 sec): 3 clusters Score: Raw -818323.069141 + Penalty 2840.713425 = -815482.355716 nChanged 5 SP:Iteration 50Q (1342.212032 sec): 3 clusters Score: Raw -818324.583284 + Penalty 2840.713425 = -815483.869859 nChanged 3 SP:Iteration 51Q (1342.270156 sec): 3 clusters Score: Raw -818326.169567 + Penalty 2840.713425 = -815485.456142 nChanged 7 SP:Iteration 52Q (1342.328172 sec): 3 clusters Score: Raw -818327.779795 + Penalty 2840.713425 = -815487.066371 nChanged 5 SP:Iteration 53Q (1342.386953 sec): 3 clusters Score: Raw -818329.779024 + Penalty 2840.713425 = -815489.065599 nChanged 6 SP:Iteration 54Q (1342.445256 sec): 3 clusters Score: Raw -818331.387761 + Penalty 2840.713425 = -815490.674336 nChanged 6 SP:Iteration 55Q (1342.514216 sec): 3 clusters Score: Raw -818332.870479 + Penalty 2840.713425 = -815492.157054 nChanged 4 SP:Iteration 56Q (1342.561481 sec): 3 clusters Score: Raw -818333.477708 + Penalty 2840.713425 = -815492.764283 nChanged 0 SP:Iteration 57F (1342.620585 sec): 3 clusters Score: Raw -818333.477708 + Penalty 2840.713425 = -815492.764283 nChanged 0 Trying to split cluster 11 (13347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1342.661344 sec): 2 clusters Score: Raw -1813246.525205 + Penalty 1543.595124 = -1811702.930080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1342.741506 sec): 3 clusters Score: Raw -1805396.723721 + Penalty 3087.190249 = -1802309.533472 nChanged 5910 SP:Iteration 1F (1342.810443 sec): 3 clusters Score: Raw -1808597.253915 + Penalty 3087.190249 = -1805510.063666 nChanged 726 SP:Iteration 2F (1342.860315 sec): 3 clusters Score: Raw -1808869.498603 + Penalty 3087.190249 = -1805782.308354 nChanged 619 SP:Iteration 3Q (1342.928339 sec): 3 clusters Score: Raw -1809091.359659 + Penalty 3087.190249 = -1806004.169411 nChanged 568 SP:Iteration 4Q (1342.998783 sec): 3 clusters Score: Raw -1809303.857784 + Penalty 3087.190249 = -1806216.667535 nChanged 523 SP:Iteration 5Q (1343.069190 sec): 3 clusters Score: Raw -1809507.786197 + Penalty 3087.190249 = -1806420.595948 nChanged 541 SP:Iteration 6Q (1343.139371 sec): 3 clusters Score: Raw -1809730.019630 + Penalty 3087.190249 = -1806642.829381 nChanged 544 SP:Iteration 7Q (1343.207815 sec): 3 clusters Score: Raw -1809966.158296 + Penalty 3087.190249 = -1806878.968047 nChanged 598 SP:Iteration 8Q (1343.278091 sec): 3 clusters Score: Raw -1810262.645224 + Penalty 3087.190249 = -1807175.454975 nChanged 631 SP:Iteration 9Q (1343.348240 sec): 3 clusters Score: Raw -1810601.578054 + Penalty 3087.190249 = -1807514.387805 nChanged 676 SP:Iteration 10F (1343.419298 sec): 3 clusters Score: Raw -1811015.792652 + Penalty 3087.190249 = -1807928.602403 nChanged 634 SP:Iteration 11Q (1343.498063 sec): 3 clusters Score: Raw -1811410.682513 + Penalty 3087.190249 = -1808323.492264 nChanged 601 SP:Iteration 12Q (1343.563206 sec): 3 clusters Score: Raw -1811801.255432 + Penalty 3087.190249 = -1808714.065184 nChanged 542 SP:Iteration 13Q (1343.641514 sec): 3 clusters Score: Raw -1812179.053920 + Penalty 3087.190249 = -1809091.863672 nChanged 428 SP:Iteration 14Q (1343.697263 sec): 3 clusters Score: Raw -1812479.596385 + Penalty 3087.190249 = -1809392.406136 nChanged 338 SP:Iteration 15Q (1343.775083 sec): 3 clusters Score: Raw -1812709.924674 + Penalty 3087.190249 = -1809622.734425 nChanged 269 SP:Iteration 16Q (1343.839439 sec): 3 clusters Score: Raw -1812884.071102 + Penalty 3087.190249 = -1809796.880853 nChanged 221 SP:Iteration 17Q (1343.910032 sec): 3 clusters Score: Raw -1813016.987052 + Penalty 3087.190249 = -1809929.796803 nChanged 167 SP:Iteration 18Q (1343.980257 sec): 3 clusters Score: Raw -1813116.693604 + Penalty 3087.190249 = -1810029.503355 nChanged 152 SP:Iteration 19Q (1344.044578 sec): 3 clusters Score: Raw -1813196.988844 + Penalty 3087.190249 = -1810109.798595 nChanged 124 SP:Iteration 20F (1344.115606 sec): 3 clusters Score: Raw -1813265.391335 + Penalty 3087.190249 = -1810178.201087 nChanged 104 SP:Iteration 21Q (1344.183110 sec): 3 clusters Score: Raw -1813317.855987 + Penalty 3087.190249 = -1810230.665738 nChanged 95 SP:Iteration 22Q (1344.239276 sec): 3 clusters Score: Raw -1813363.291745 + Penalty 3087.190249 = -1810276.101496 nChanged 73 SP:Iteration 23Q (1344.295985 sec): 3 clusters Score: Raw -1813393.569565 + Penalty 3087.190249 = -1810306.379316 nChanged 62 SP:Iteration 24Q (1344.352389 sec): 3 clusters Score: Raw -1813416.104020 + Penalty 3087.190249 = -1810328.913771 nChanged 48 SP:Iteration 25Q (1344.409487 sec): 3 clusters Score: Raw -1813433.231936 + Penalty 3087.190249 = -1810346.041687 nChanged 42 SP:Iteration 26Q (1344.466038 sec): 3 clusters Score: Raw -1813448.255647 + Penalty 3087.190249 = -1810361.065398 nChanged 30 SP:Iteration 27Q (1344.527328 sec): 3 clusters Score: Raw -1813458.147899 + Penalty 3087.190249 = -1810370.957650 nChanged 24 SP:Iteration 28Q (1344.598514 sec): 3 clusters Score: Raw -1813466.280083 + Penalty 3087.190249 = -1810379.089834 nChanged 15 SP:Iteration 29Q (1344.669894 sec): 3 clusters Score: Raw -1813471.106311 + Penalty 3087.190249 = -1810383.916062 nChanged 20 SP:Iteration 30Q (1344.728386 sec): 3 clusters Score: Raw -1813477.965044 + Penalty 3087.190249 = -1810390.774795 nChanged 16 SP:Iteration 31Q (1344.801099 sec): 3 clusters Score: Raw -1813483.360856 + Penalty 3087.190249 = -1810396.170607 nChanged 18 SP:Iteration 32Q (1344.873016 sec): 3 clusters Score: Raw -1813491.208812 + Penalty 3087.190249 = -1810404.018563 nChanged 21 SP:Iteration 33Q (1344.941442 sec): 3 clusters Score: Raw -1813499.224467 + Penalty 3087.190249 = -1810412.034218 nChanged 17 SP:Iteration 34Q (1345.005086 sec): 3 clusters Score: Raw -1813505.288777 + Penalty 3087.190249 = -1810418.098528 nChanged 19 SP:Iteration 35Q (1345.076854 sec): 3 clusters Score: Raw -1813509.775956 + Penalty 3087.190249 = -1810422.585707 nChanged 14 SP:Iteration 36Q (1345.136581 sec): 3 clusters Score: Raw -1813513.556430 + Penalty 3087.190249 = -1810426.366181 nChanged 9 SP:Iteration 37Q (1345.199807 sec): 3 clusters Score: Raw -1813515.344688 + Penalty 3087.190249 = -1810428.154439 nChanged 10 SP:Iteration 38Q (1345.256878 sec): 3 clusters Score: Raw -1813518.165142 + Penalty 3087.190249 = -1810430.974893 nChanged 6 SP:Iteration 39Q (1345.323560 sec): 3 clusters Score: Raw -1813519.775949 + Penalty 3087.190249 = -1810432.585700 nChanged 8 SP:Iteration 40F (1345.390534 sec): 3 clusters Score: Raw -1813522.295528 + Penalty 3087.190249 = -1810435.105279 nChanged 13 SP:Iteration 41Q (1345.445554 sec): 3 clusters Score: Raw -1813526.043780 + Penalty 3087.190249 = -1810438.853532 nChanged 11 SP:Iteration 42Q (1345.504278 sec): 3 clusters Score: Raw -1813529.760720 + Penalty 3087.190249 = -1810442.570471 nChanged 12 SP:Iteration 43Q (1345.563262 sec): 3 clusters Score: Raw -1813534.648202 + Penalty 3087.190249 = -1810447.457953 nChanged 15 SP:Iteration 44Q (1345.622240 sec): 3 clusters Score: Raw -1813542.640049 + Penalty 3087.190249 = -1810455.449800 nChanged 18 SP:Iteration 45Q (1345.682501 sec): 3 clusters Score: Raw -1813548.274666 + Penalty 3087.190249 = -1810461.084417 nChanged 14 SP:Iteration 46Q (1345.740708 sec): 3 clusters Score: Raw -1813554.038447 + Penalty 3087.190249 = -1810466.848198 nChanged 19 SP:Iteration 47Q (1345.798815 sec): 3 clusters Score: Raw -1813563.265792 + Penalty 3087.190249 = -1810476.075543 nChanged 24 SP:Iteration 48Q (1345.857462 sec): 3 clusters Score: Raw -1813576.478476 + Penalty 3087.190249 = -1810489.288228 nChanged 19 SP:Iteration 49Q (1345.915968 sec): 3 clusters Score: Raw -1813584.340310 + Penalty 3087.190249 = -1810497.150061 nChanged 16 SP:Iteration 50Q (1345.974176 sec): 3 clusters Score: Raw -1813590.955753 + Penalty 3087.190249 = -1810503.765504 nChanged 12 SP:Iteration 51Q (1346.032690 sec): 3 clusters Score: Raw -1813597.972114 + Penalty 3087.190249 = -1810510.781865 nChanged 18 SP:Iteration 52Q (1346.090910 sec): 3 clusters Score: Raw -1813605.026594 + Penalty 3087.190249 = -1810517.836345 nChanged 14 SP:Iteration 53Q (1346.148946 sec): 3 clusters Score: Raw -1813610.964398 + Penalty 3087.190249 = -1810523.774149 nChanged 14 SP:Iteration 54Q (1346.207509 sec): 3 clusters Score: Raw -1813616.069188 + Penalty 3087.190249 = -1810528.878939 nChanged 14 SP:Iteration 55Q (1346.266210 sec): 3 clusters Score: Raw -1813621.741933 + Penalty 3087.190249 = -1810534.551684 nChanged 12 SP:Iteration 56Q (1346.324754 sec): 3 clusters Score: Raw -1813626.942291 + Penalty 3087.190249 = -1810539.752043 nChanged 12 SP:Iteration 57Q (1346.383532 sec): 3 clusters Score: Raw -1813631.700042 + Penalty 3087.190249 = -1810544.509793 nChanged 7 SP:Iteration 58Q (1346.441306 sec): 3 clusters Score: Raw -1813634.316609 + Penalty 3087.190249 = -1810547.126361 nChanged 7 SP:Iteration 59Q (1346.499810 sec): 3 clusters Score: Raw -1813637.566808 + Penalty 3087.190249 = -1810550.376559 nChanged 5 SP:Iteration 60F (1346.562821 sec): 3 clusters Score: Raw -1813639.453945 + Penalty 3087.190249 = -1810552.263696 nChanged 4 SP:Iteration 61Q (1346.628821 sec): 3 clusters Score: Raw -1813641.009197 + Penalty 3087.190249 = -1810553.818948 nChanged 6 SP:Iteration 62Q (1346.695461 sec): 3 clusters Score: Raw -1813642.871828 + Penalty 3087.190249 = -1810555.681579 nChanged 0 SP:Iteration 63F (1346.762943 sec): 3 clusters Score: Raw -1813642.871828 + Penalty 3087.190249 = -1810555.681579 nChanged 0 Trying to split cluster 12 (10911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1346.800188 sec): 2 clusters Score: Raw -1459263.322979 + Penalty 1510.848094 = -1457752.474885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1346.867813 sec): 3 clusters Score: Raw -1453065.192884 + Penalty 3021.696188 = -1450043.496696 nChanged 4779 SP:Iteration 1F (1346.933997 sec): 3 clusters Score: Raw -1455716.177397 + Penalty 3021.696188 = -1452694.481209 nChanged 711 SP:Iteration 2F (1347.000741 sec): 3 clusters Score: Raw -1456035.852789 + Penalty 3021.696188 = -1453014.156600 nChanged 611 SP:Iteration 3F (1347.067202 sec): 3 clusters Score: Raw -1456314.699339 + Penalty 3021.696188 = -1453293.003151 nChanged 529 SP:Iteration 4Q (1347.133987 sec): 3 clusters Score: Raw -1456584.082297 + Penalty 3021.696188 = -1453562.386109 nChanged 505 SP:Iteration 5Q (1347.200863 sec): 3 clusters Score: Raw -1456848.403334 + Penalty 3021.696188 = -1453826.707146 nChanged 490 SP:Iteration 6Q (1347.266403 sec): 3 clusters Score: Raw -1457120.713668 + Penalty 3021.696188 = -1454099.017480 nChanged 467 SP:Iteration 7Q (1347.330556 sec): 3 clusters Score: Raw -1457363.000775 + Penalty 3021.696188 = -1454341.304587 nChanged 421 SP:Iteration 8Q (1347.395479 sec): 3 clusters Score: Raw -1457585.017047 + Penalty 3021.696188 = -1454563.320859 nChanged 373 SP:Iteration 9Q (1347.459859 sec): 3 clusters Score: Raw -1457766.226299 + Penalty 3021.696188 = -1454744.530111 nChanged 329 SP:Iteration 10Q (1347.524670 sec): 3 clusters Score: Raw -1457919.516629 + Penalty 3021.696188 = -1454897.820441 nChanged 286 SP:Iteration 11Q (1347.588963 sec): 3 clusters Score: Raw -1458033.688367 + Penalty 3021.696188 = -1455011.992179 nChanged 226 SP:Iteration 12Q (1347.653207 sec): 3 clusters Score: Raw -1458102.666358 + Penalty 3021.696188 = -1455080.970170 nChanged 176 SP:Iteration 13Q (1347.717967 sec): 3 clusters Score: Raw -1458152.549592 + Penalty 3021.696188 = -1455130.853404 nChanged 151 SP:Iteration 14Q (1347.782204 sec): 3 clusters Score: Raw -1458200.409730 + Penalty 3021.696188 = -1455178.713541 nChanged 149 SP:Iteration 15Q (1347.846529 sec): 3 clusters Score: Raw -1458247.887922 + Penalty 3021.696188 = -1455226.191734 nChanged 131 SP:Iteration 16Q (1347.911658 sec): 3 clusters Score: Raw -1458285.768975 + Penalty 3021.696188 = -1455264.072787 nChanged 109 SP:Iteration 17Q (1347.976800 sec): 3 clusters Score: Raw -1458315.477898 + Penalty 3021.696188 = -1455293.781709 nChanged 113 SP:Iteration 18Q (1348.042048 sec): 3 clusters Score: Raw -1458348.006229 + Penalty 3021.696188 = -1455326.310041 nChanged 120 SP:Iteration 19Q (1348.106732 sec): 3 clusters Score: Raw -1458382.388335 + Penalty 3021.696188 = -1455360.692147 nChanged 120 SP:Iteration 20F (1348.171345 sec): 3 clusters Score: Raw -1458417.299281 + Penalty 3021.696188 = -1455395.603092 nChanged 127 SP:Iteration 21Q (1348.236494 sec): 3 clusters Score: Raw -1458452.021306 + Penalty 3021.696188 = -1455430.325118 nChanged 115 SP:Iteration 22Q (1348.301863 sec): 3 clusters Score: Raw -1458486.853070 + Penalty 3021.696188 = -1455465.156881 nChanged 117 SP:Iteration 23Q (1348.367108 sec): 3 clusters Score: Raw -1458525.635539 + Penalty 3021.696188 = -1455503.939351 nChanged 120 SP:Iteration 24Q (1348.428668 sec): 3 clusters Score: Raw -1458556.806227 + Penalty 3021.696188 = -1455535.110039 nChanged 101 SP:Iteration 25Q (1348.494518 sec): 3 clusters Score: Raw -1458585.998009 + Penalty 3021.696188 = -1455564.301820 nChanged 93 SP:Iteration 26Q (1348.560234 sec): 3 clusters Score: Raw -1458613.334764 + Penalty 3021.696188 = -1455591.638576 nChanged 97 SP:Iteration 27Q (1348.625756 sec): 3 clusters Score: Raw -1458641.854212 + Penalty 3021.696188 = -1455620.158024 nChanged 101 SP:Iteration 28Q (1348.691313 sec): 3 clusters Score: Raw -1458674.328767 + Penalty 3021.696188 = -1455652.632579 nChanged 103 SP:Iteration 29Q (1348.757162 sec): 3 clusters Score: Raw -1458704.022388 + Penalty 3021.696188 = -1455682.326200 nChanged 99 SP:Iteration 30Q (1348.823393 sec): 3 clusters Score: Raw -1458732.183272 + Penalty 3021.696188 = -1455710.487084 nChanged 89 SP:Iteration 31Q (1348.889760 sec): 3 clusters Score: Raw -1458754.065740 + Penalty 3021.696188 = -1455732.369552 nChanged 80 SP:Iteration 32Q (1348.955320 sec): 3 clusters Score: Raw -1458773.100401 + Penalty 3021.696188 = -1455751.404212 nChanged 75 SP:Iteration 33Q (1349.020232 sec): 3 clusters Score: Raw -1458793.477500 + Penalty 3021.696188 = -1455771.781312 nChanged 83 SP:Iteration 34Q (1349.076664 sec): 3 clusters Score: Raw -1458817.401682 + Penalty 3021.696188 = -1455795.705494 nChanged 89 SP:Iteration 35Q (1349.142213 sec): 3 clusters Score: Raw -1458841.699887 + Penalty 3021.696188 = -1455820.003699 nChanged 91 SP:Iteration 36Q (1349.207735 sec): 3 clusters Score: Raw -1458868.353463 + Penalty 3021.696188 = -1455846.657274 nChanged 90 SP:Iteration 37Q (1349.273484 sec): 3 clusters Score: Raw -1458890.116233 + Penalty 3021.696188 = -1455868.420044 nChanged 65 SP:Iteration 38Q (1349.338087 sec): 3 clusters Score: Raw -1458905.357727 + Penalty 3021.696188 = -1455883.661538 nChanged 56 SP:Iteration 39Q (1349.402945 sec): 3 clusters Score: Raw -1458921.118841 + Penalty 3021.696188 = -1455899.422653 nChanged 53 SP:Iteration 40F (1349.467277 sec): 3 clusters Score: Raw -1458933.003833 + Penalty 3021.696188 = -1455911.307644 nChanged 55 SP:Iteration 41Q (1349.531641 sec): 3 clusters Score: Raw -1458945.894174 + Penalty 3021.696188 = -1455924.197986 nChanged 65 SP:Iteration 42Q (1349.597548 sec): 3 clusters Score: Raw -1458961.561428 + Penalty 3021.696188 = -1455939.865240 nChanged 72 SP:Iteration 43Q (1349.660181 sec): 3 clusters Score: Raw -1458983.444562 + Penalty 3021.696188 = -1455961.748374 nChanged 95 SP:Iteration 44Q (1349.725130 sec): 3 clusters Score: Raw -1459016.056081 + Penalty 3021.696188 = -1455994.359892 nChanged 90 SP:Iteration 45Q (1349.789787 sec): 3 clusters Score: Raw -1459049.651098 + Penalty 3021.696188 = -1456027.954910 nChanged 89 SP:Iteration 46Q (1349.854505 sec): 3 clusters Score: Raw -1459082.382789 + Penalty 3021.696188 = -1456060.686601 nChanged 82 SP:Iteration 47Q (1349.919027 sec): 3 clusters Score: Raw -1459113.500413 + Penalty 3021.696188 = -1456091.804225 nChanged 88 SP:Iteration 48Q (1349.983927 sec): 3 clusters Score: Raw -1459150.055044 + Penalty 3021.696188 = -1456128.358855 nChanged 92 SP:Iteration 49Q (1350.048492 sec): 3 clusters Score: Raw -1459196.551341 + Penalty 3021.696188 = -1456174.855153 nChanged 112 SP:Iteration 50Q (1350.112662 sec): 3 clusters Score: Raw -1459245.844065 + Penalty 3021.696188 = -1456224.147877 nChanged 104 SP:Iteration 51Q (1350.173152 sec): 3 clusters Score: Raw -1459295.944240 + Penalty 3021.696188 = -1456274.248051 nChanged 97 SP:Iteration 52Q (1350.237953 sec): 3 clusters Score: Raw -1459342.909885 + Penalty 3021.696188 = -1456321.213696 nChanged 99 SP:Iteration 53Q (1350.301995 sec): 3 clusters Score: Raw -1459394.323426 + Penalty 3021.696188 = -1456372.627237 nChanged 97 SP:Iteration 54Q (1350.366295 sec): 3 clusters Score: Raw -1459439.092581 + Penalty 3021.696188 = -1456417.396392 nChanged 79 SP:Iteration 55Q (1350.430734 sec): 3 clusters Score: Raw -1459476.537847 + Penalty 3021.696188 = -1456454.841658 nChanged 68 SP:Iteration 56Q (1350.494759 sec): 3 clusters Score: Raw -1459503.517752 + Penalty 3021.696188 = -1456481.821564 nChanged 54 SP:Iteration 57Q (1350.558871 sec): 3 clusters Score: Raw -1459524.467110 + Penalty 3021.696188 = -1456502.770922 nChanged 40 SP:Iteration 58Q (1350.623401 sec): 3 clusters Score: Raw -1459536.508550 + Penalty 3021.696188 = -1456514.812362 nChanged 28 SP:Iteration 59Q (1350.687834 sec): 3 clusters Score: Raw -1459543.098743 + Penalty 3021.696188 = -1456521.402555 nChanged 21 SP:Iteration 60F (1350.754737 sec): 3 clusters Score: Raw -1459549.166082 + Penalty 3021.696188 = -1456527.469894 nChanged 15 SP:Iteration 61Q (1350.819505 sec): 3 clusters Score: Raw -1459552.168531 + Penalty 3021.696188 = -1456530.472342 nChanged 13 SP:Iteration 62Q (1350.879931 sec): 3 clusters Score: Raw -1459555.317308 + Penalty 3021.696188 = -1456533.621120 nChanged 12 SP:Iteration 63Q (1350.944075 sec): 3 clusters Score: Raw -1459558.470097 + Penalty 3021.696188 = -1456536.773909 nChanged 13 SP:Iteration 64Q (1351.006431 sec): 3 clusters Score: Raw -1459561.081047 + Penalty 3021.696188 = -1456539.384859 nChanged 9 SP:Iteration 65Q (1351.061061 sec): 3 clusters Score: Raw -1459563.482957 + Penalty 3021.696188 = -1456541.786768 nChanged 11 SP:Iteration 66Q (1351.125517 sec): 3 clusters Score: Raw -1459565.606911 + Penalty 3021.696188 = -1456543.910723 nChanged 5 SP:Iteration 67Q (1351.189753 sec): 3 clusters Score: Raw -1459566.957991 + Penalty 3021.696188 = -1456545.261803 nChanged 8 SP:Iteration 68Q (1351.253865 sec): 3 clusters Score: Raw -1459569.332841 + Penalty 3021.696188 = -1456547.636653 nChanged 10 SP:Iteration 69Q (1351.318185 sec): 3 clusters Score: Raw -1459571.812625 + Penalty 3021.696188 = -1456550.116437 nChanged 11 SP:Iteration 70Q (1351.382820 sec): 3 clusters Score: Raw -1459574.201613 + Penalty 3021.696188 = -1456552.505424 nChanged 13 SP:Iteration 71Q (1351.447142 sec): 3 clusters Score: Raw -1459576.435319 + Penalty 3021.696188 = -1456554.739130 nChanged 9 SP:Iteration 72Q (1351.511834 sec): 3 clusters Score: Raw -1459577.647255 + Penalty 3021.696188 = -1456555.951066 nChanged 7 SP:Iteration 73Q (1351.576110 sec): 3 clusters Score: Raw -1459578.721458 + Penalty 3021.696188 = -1456557.025269 nChanged 7 SP:Iteration 74Q (1351.640455 sec): 3 clusters Score: Raw -1459579.705033 + Penalty 3021.696188 = -1456558.008845 nChanged 5 SP:Iteration 75Q (1351.704563 sec): 3 clusters Score: Raw -1459580.588870 + Penalty 3021.696188 = -1456558.892681 nChanged 4 SP:Iteration 76Q (1351.768952 sec): 3 clusters Score: Raw -1459581.609798 + Penalty 3021.696188 = -1456559.913609 nChanged 2 SP:Iteration 77Q (1351.833013 sec): 3 clusters Score: Raw -1459582.122039 + Penalty 3021.696188 = -1456560.425850 nChanged 3 SP:Iteration 78Q (1351.897366 sec): 3 clusters Score: Raw -1459582.904061 + Penalty 3021.696188 = -1456561.207873 nChanged 8 SP:Iteration 79Q (1351.961535 sec): 3 clusters Score: Raw -1459584.722794 + Penalty 3021.696188 = -1456563.026606 nChanged 6 SP:Iteration 80F (1352.028517 sec): 3 clusters Score: Raw -1459586.312170 + Penalty 3021.696188 = -1456564.615982 nChanged 10 SP:Iteration 81Q (1352.092954 sec): 3 clusters Score: Raw -1459588.587851 + Penalty 3021.696188 = -1456566.891662 nChanged 8 SP:Iteration 82Q (1352.157018 sec): 3 clusters Score: Raw -1459590.062498 + Penalty 3021.696188 = -1456568.366310 nChanged 10 SP:Iteration 83Q (1352.221125 sec): 3 clusters Score: Raw -1459592.333266 + Penalty 3021.696188 = -1456570.637077 nChanged 8 SP:Iteration 84Q (1352.285438 sec): 3 clusters Score: Raw -1459594.230195 + Penalty 3021.696188 = -1456572.534007 nChanged 3 SP:Iteration 85Q (1352.349708 sec): 3 clusters Score: Raw -1459594.712158 + Penalty 3021.696188 = -1456573.015970 nChanged 4 SP:Iteration 86Q (1352.413825 sec): 3 clusters Score: Raw -1459595.194467 + Penalty 3021.696188 = -1456573.498278 nChanged 2 SP:Iteration 87Q (1352.478320 sec): 3 clusters Score: Raw -1459595.433147 + Penalty 3021.696188 = -1456573.736958 nChanged 1 SP:Iteration 88Q (1352.542701 sec): 3 clusters Score: Raw -1459595.528414 + Penalty 3021.696188 = -1456573.832226 nChanged 0 SP:Iteration 89F (1352.609407 sec): 3 clusters Score: Raw -1459595.528414 + Penalty 3021.696188 = -1456573.832226 nChanged 0 Trying to split cluster 13 (12104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1352.646661 sec): 2 clusters Score: Raw -1650986.687398 + Penalty 1527.709829 = -1649458.977569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1352.707165 sec): 3 clusters Score: Raw -1643909.835619 + Penalty 3055.419658 = -1640854.415961 nChanged 5354 SP:Iteration 1F (1352.768653 sec): 3 clusters Score: Raw -1646870.510978 + Penalty 3055.419658 = -1643815.091320 nChanged 683 SP:Iteration 2F (1352.837726 sec): 3 clusters Score: Raw -1647120.829348 + Penalty 3055.419658 = -1644065.409690 nChanged 575 SP:Iteration 3Q (1352.908276 sec): 3 clusters Score: Raw -1647345.624515 + Penalty 3055.419658 = -1644290.204857 nChanged 536 SP:Iteration 4Q (1352.971086 sec): 3 clusters Score: Raw -1647564.609443 + Penalty 3055.419658 = -1644509.189785 nChanged 550 SP:Iteration 5Q (1353.041297 sec): 3 clusters Score: Raw -1647825.678320 + Penalty 3055.419658 = -1644770.258662 nChanged 586 SP:Iteration 6Q (1353.101607 sec): 3 clusters Score: Raw -1648130.441934 + Penalty 3055.419658 = -1645075.022276 nChanged 602 SP:Iteration 7Q (1353.171821 sec): 3 clusters Score: Raw -1648477.310269 + Penalty 3055.419658 = -1645421.890611 nChanged 609 SP:Iteration 8F (1353.235008 sec): 3 clusters Score: Raw -1648863.471086 + Penalty 3055.419658 = -1645808.051428 nChanged 587 SP:Iteration 9Q (1353.305001 sec): 3 clusters Score: Raw -1649253.951973 + Penalty 3055.419658 = -1646198.532315 nChanged 531 SP:Iteration 10Q (1353.366210 sec): 3 clusters Score: Raw -1649635.925916 + Penalty 3055.419658 = -1646580.506258 nChanged 464 SP:Iteration 11Q (1353.424439 sec): 3 clusters Score: Raw -1649947.833886 + Penalty 3055.419658 = -1646892.414228 nChanged 390 SP:Iteration 12Q (1353.482375 sec): 3 clusters Score: Raw -1650213.609357 + Penalty 3055.419658 = -1647158.189699 nChanged 311 SP:Iteration 13Q (1353.541517 sec): 3 clusters Score: Raw -1650443.467282 + Penalty 3055.419658 = -1647388.047624 nChanged 256 SP:Iteration 14Q (1353.609827 sec): 3 clusters Score: Raw -1650625.919123 + Penalty 3055.419658 = -1647570.499465 nChanged 176 SP:Iteration 15Q (1353.677296 sec): 3 clusters Score: Raw -1650757.982778 + Penalty 3055.419658 = -1647702.563120 nChanged 138 SP:Iteration 16Q (1353.741176 sec): 3 clusters Score: Raw -1650853.446132 + Penalty 3055.419658 = -1647798.026474 nChanged 111 SP:Iteration 17Q (1353.808659 sec): 3 clusters Score: Raw -1650932.411109 + Penalty 3055.419658 = -1647876.991451 nChanged 82 SP:Iteration 18Q (1353.866263 sec): 3 clusters Score: Raw -1650994.809176 + Penalty 3055.419658 = -1647939.389518 nChanged 66 SP:Iteration 19Q (1353.938854 sec): 3 clusters Score: Raw -1651041.282655 + Penalty 3055.419658 = -1647985.862997 nChanged 49 SP:Iteration 20F (1354.004106 sec): 3 clusters Score: Raw -1651081.154944 + Penalty 3055.419658 = -1648025.735286 nChanged 37 SP:Iteration 21Q (1354.059846 sec): 3 clusters Score: Raw -1651108.276071 + Penalty 3055.419658 = -1648052.856413 nChanged 22 SP:Iteration 22Q (1354.123948 sec): 3 clusters Score: Raw -1651122.951047 + Penalty 3055.419658 = -1648067.531389 nChanged 22 SP:Iteration 23Q (1354.189091 sec): 3 clusters Score: Raw -1651135.019754 + Penalty 3055.419658 = -1648079.600096 nChanged 20 SP:Iteration 24Q (1354.253308 sec): 3 clusters Score: Raw -1651145.075919 + Penalty 3055.419658 = -1648089.656261 nChanged 10 SP:Iteration 25Q (1354.313585 sec): 3 clusters Score: Raw -1651150.157161 + Penalty 3055.419658 = -1648094.737503 nChanged 10 SP:Iteration 26Q (1354.378186 sec): 3 clusters Score: Raw -1651156.232896 + Penalty 3055.419658 = -1648100.813238 nChanged 11 SP:Iteration 27Q (1354.441617 sec): 3 clusters Score: Raw -1651162.300689 + Penalty 3055.419658 = -1648106.881031 nChanged 10 SP:Iteration 28Q (1354.507137 sec): 3 clusters Score: Raw -1651168.198979 + Penalty 3055.419658 = -1648112.779321 nChanged 11 SP:Iteration 29Q (1354.577760 sec): 3 clusters Score: Raw -1651175.707473 + Penalty 3055.419658 = -1648120.287815 nChanged 12 SP:Iteration 30Q (1354.628993 sec): 3 clusters Score: Raw -1651183.577318 + Penalty 3055.419658 = -1648128.157660 nChanged 10 SP:Iteration 31Q (1354.698499 sec): 3 clusters Score: Raw -1651189.604074 + Penalty 3055.419658 = -1648134.184416 nChanged 8 SP:Iteration 32Q (1354.762556 sec): 3 clusters Score: Raw -1651195.957551 + Penalty 3055.419658 = -1648140.537893 nChanged 6 SP:Iteration 33Q (1354.821539 sec): 3 clusters Score: Raw -1651199.927413 + Penalty 3055.419658 = -1648144.507755 nChanged 5 SP:Iteration 34Q (1354.885255 sec): 3 clusters Score: Raw -1651202.258132 + Penalty 3055.419658 = -1648146.838474 nChanged 6 SP:Iteration 35Q (1354.941207 sec): 3 clusters Score: Raw -1651204.825711 + Penalty 3055.419658 = -1648149.406053 nChanged 1 SP:Iteration 36Q (1355.002980 sec): 3 clusters Score: Raw -1651205.360509 + Penalty 3055.419658 = -1648149.940851 nChanged 1 SP:Iteration 37Q (1355.056731 sec): 3 clusters Score: Raw -1651205.915412 + Penalty 3055.419658 = -1648150.495754 nChanged 1 SP:Iteration 38Q (1355.121914 sec): 3 clusters Score: Raw -1651206.282936 + Penalty 3055.419658 = -1648150.863278 nChanged 0 SP:Iteration 39F (1355.198221 sec): 3 clusters Score: Raw -1651206.282936 + Penalty 3055.419658 = -1648150.863278 nChanged 0 Trying to split cluster 14 (7454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1355.233273 sec): 2 clusters Score: Raw -991290.906711 + Penalty 1448.932238 = -989841.974473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1355.292493 sec): 3 clusters Score: Raw -987226.678442 + Penalty 2897.864476 = -984328.813966 nChanged 3121 SP:Iteration 1F (1355.340101 sec): 3 clusters Score: Raw -988963.120970 + Penalty 2897.864476 = -986065.256494 nChanged 521 SP:Iteration 2F (1355.408600 sec): 3 clusters Score: Raw -989221.864139 + Penalty 2897.864476 = -986323.999663 nChanged 399 SP:Iteration 3F (1355.470452 sec): 3 clusters Score: Raw -989418.125072 + Penalty 2897.864476 = -986520.260596 nChanged 333 SP:Iteration 4Q (1355.529686 sec): 3 clusters Score: Raw -989561.931692 + Penalty 2897.864476 = -986664.067216 nChanged 264 SP:Iteration 5Q (1355.592359 sec): 3 clusters Score: Raw -989683.632790 + Penalty 2897.864476 = -986785.768314 nChanged 245 SP:Iteration 6Q (1355.654104 sec): 3 clusters Score: Raw -989806.307909 + Penalty 2897.864476 = -986908.443433 nChanged 263 SP:Iteration 7Q (1355.715434 sec): 3 clusters Score: Raw -989964.874726 + Penalty 2897.864476 = -987067.010250 nChanged 289 SP:Iteration 8Q (1355.775854 sec): 3 clusters Score: Raw -990159.903794 + Penalty 2897.864476 = -987262.039318 nChanged 283 SP:Iteration 9Q (1355.835911 sec): 3 clusters Score: Raw -990347.840936 + Penalty 2897.864476 = -987449.976460 nChanged 293 SP:Iteration 10Q (1355.889142 sec): 3 clusters Score: Raw -990552.196004 + Penalty 2897.864476 = -987654.331528 nChanged 284 SP:Iteration 11Q (1355.960873 sec): 3 clusters Score: Raw -990739.999058 + Penalty 2897.864476 = -987842.134582 nChanged 254 SP:Iteration 12Q (1356.012610 sec): 3 clusters Score: Raw -990917.585972 + Penalty 2897.864476 = -988019.721496 nChanged 224 SP:Iteration 13Q (1356.074254 sec): 3 clusters Score: Raw -991055.027755 + Penalty 2897.864476 = -988157.163279 nChanged 208 SP:Iteration 14Q (1356.145577 sec): 3 clusters Score: Raw -991177.250947 + Penalty 2897.864476 = -988279.386471 nChanged 189 SP:Iteration 15Q (1356.204676 sec): 3 clusters Score: Raw -991286.087692 + Penalty 2897.864476 = -988388.223216 nChanged 163 SP:Iteration 16Q (1356.264918 sec): 3 clusters Score: Raw -991375.059043 + Penalty 2897.864476 = -988477.194567 nChanged 140 SP:Iteration 17Q (1356.315911 sec): 3 clusters Score: Raw -991434.913169 + Penalty 2897.864476 = -988537.048693 nChanged 115 SP:Iteration 18Q (1356.376419 sec): 3 clusters Score: Raw -991479.817792 + Penalty 2897.864476 = -988581.953316 nChanged 78 SP:Iteration 19Q (1356.437702 sec): 3 clusters Score: Raw -991506.478184 + Penalty 2897.864476 = -988608.613708 nChanged 78 SP:Iteration 20F (1356.508502 sec): 3 clusters Score: Raw -991532.575974 + Penalty 2897.864476 = -988634.711498 nChanged 64 SP:Iteration 21Q (1356.568310 sec): 3 clusters Score: Raw -991553.797238 + Penalty 2897.864476 = -988655.932762 nChanged 63 SP:Iteration 22Q (1356.618865 sec): 3 clusters Score: Raw -991576.811204 + Penalty 2897.864476 = -988678.946728 nChanged 57 SP:Iteration 23Q (1356.689320 sec): 3 clusters Score: Raw -991599.076427 + Penalty 2897.864476 = -988701.211951 nChanged 61 SP:Iteration 24Q (1356.746351 sec): 3 clusters Score: Raw -991625.331656 + Penalty 2897.864476 = -988727.467180 nChanged 54 SP:Iteration 25Q (1356.796016 sec): 3 clusters Score: Raw -991647.272671 + Penalty 2897.864476 = -988749.408195 nChanged 54 SP:Iteration 26Q (1356.868305 sec): 3 clusters Score: Raw -991669.097750 + Penalty 2897.864476 = -988771.233274 nChanged 46 SP:Iteration 27Q (1356.929400 sec): 3 clusters Score: Raw -991684.926354 + Penalty 2897.864476 = -988787.061878 nChanged 43 SP:Iteration 28Q (1356.990296 sec): 3 clusters Score: Raw -991698.717528 + Penalty 2897.864476 = -988800.853052 nChanged 30 SP:Iteration 29Q (1357.051130 sec): 3 clusters Score: Raw -991706.940385 + Penalty 2897.864476 = -988809.075909 nChanged 25 SP:Iteration 30Q (1357.101342 sec): 3 clusters Score: Raw -991715.012423 + Penalty 2897.864476 = -988817.147947 nChanged 20 SP:Iteration 31Q (1357.162460 sec): 3 clusters Score: Raw -991720.797326 + Penalty 2897.864476 = -988822.932850 nChanged 19 SP:Iteration 32Q (1357.223350 sec): 3 clusters Score: Raw -991724.574148 + Penalty 2897.864476 = -988826.709672 nChanged 14 SP:Iteration 33Q (1357.284302 sec): 3 clusters Score: Raw -991728.563400 + Penalty 2897.864476 = -988830.698924 nChanged 10 SP:Iteration 34Q (1357.355984 sec): 3 clusters Score: Raw -991731.452753 + Penalty 2897.864476 = -988833.588277 nChanged 13 SP:Iteration 35Q (1357.415054 sec): 3 clusters Score: Raw -991735.144356 + Penalty 2897.864476 = -988837.279880 nChanged 13 SP:Iteration 36Q (1357.475722 sec): 3 clusters Score: Raw -991738.153911 + Penalty 2897.864476 = -988840.289435 nChanged 14 SP:Iteration 37Q (1357.525688 sec): 3 clusters Score: Raw -991741.473421 + Penalty 2897.864476 = -988843.608945 nChanged 11 SP:Iteration 38Q (1357.597652 sec): 3 clusters Score: Raw -991743.719113 + Penalty 2897.864476 = -988845.854637 nChanged 4 SP:Iteration 39Q (1357.658489 sec): 3 clusters Score: Raw -991744.677200 + Penalty 2897.864476 = -988846.812724 nChanged 2 SP:Iteration 40F (1357.720331 sec): 3 clusters Score: Raw -991744.902218 + Penalty 2897.864476 = -988847.037742 nChanged 3 SP:Iteration 41Q (1357.780331 sec): 3 clusters Score: Raw -991745.283627 + Penalty 2897.864476 = -988847.419151 nChanged 1 SP:Iteration 42Q (1357.828293 sec): 3 clusters Score: Raw -991745.569353 + Penalty 2897.864476 = -988847.704877 nChanged 0 SP:Iteration 43F (1357.900827 sec): 3 clusters Score: Raw -991745.569353 + Penalty 2897.864476 = -988847.704877 nChanged 0 Trying to split cluster 15 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1357.927721 sec): 2 clusters Score: Raw -195650.311064 + Penalty 1193.516846 = -194456.794218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.966363 sec): 3 clusters Score: Raw -195062.724506 + Penalty 2387.033693 = -192675.690813 nChanged 499 SP:Iteration 1F (1358.019028 sec): 3 clusters Score: Raw -195399.421569 + Penalty 2387.033693 = -193012.387876 nChanged 103 SP:Iteration 2F (1358.059086 sec): 3 clusters Score: Raw -195479.988602 + Penalty 2387.033693 = -193092.954910 nChanged 65 SP:Iteration 3Q (1358.109769 sec): 3 clusters Score: Raw -195539.910234 + Penalty 2387.033693 = -193152.876541 nChanged 52 SP:Iteration 4Q (1358.160262 sec): 3 clusters Score: Raw -195589.583990 + Penalty 2387.033693 = -193202.550297 nChanged 44 SP:Iteration 5Q (1358.210841 sec): 3 clusters Score: Raw -195619.751838 + Penalty 2387.033693 = -193232.718145 nChanged 33 SP:Iteration 6Q (1358.260157 sec): 3 clusters Score: Raw -195645.063806 + Penalty 2387.033693 = -193258.030114 nChanged 37 SP:Iteration 7Q (1358.308537 sec): 3 clusters Score: Raw -195683.451164 + Penalty 2387.033693 = -193296.417471 nChanged 45 SP:Iteration 8Q (1358.364816 sec): 3 clusters Score: Raw -195722.246194 + Penalty 2387.033693 = -193335.212502 nChanged 30 SP:Iteration 9Q (1358.417924 sec): 3 clusters Score: Raw -195747.184497 + Penalty 2387.033693 = -193360.150804 nChanged 34 SP:Iteration 10Q (1358.463893 sec): 3 clusters Score: Raw -195769.360790 + Penalty 2387.033693 = -193382.327098 nChanged 29 SP:Iteration 11Q (1358.505031 sec): 3 clusters Score: Raw -195796.767850 + Penalty 2387.033693 = -193409.734157 nChanged 31 SP:Iteration 12Q (1358.563140 sec): 3 clusters Score: Raw -195822.498425 + Penalty 2387.033693 = -193435.464732 nChanged 35 SP:Iteration 13Q (1358.613462 sec): 3 clusters Score: Raw -195853.939204 + Penalty 2387.033693 = -193466.905511 nChanged 34 SP:Iteration 14Q (1358.664340 sec): 3 clusters Score: Raw -195877.595528 + Penalty 2387.033693 = -193490.561835 nChanged 25 SP:Iteration 15Q (1358.714395 sec): 3 clusters Score: Raw -195895.893308 + Penalty 2387.033693 = -193508.859615 nChanged 21 SP:Iteration 16Q (1358.764157 sec): 3 clusters Score: Raw -195911.988626 + Penalty 2387.033693 = -193524.954933 nChanged 18 SP:Iteration 17Q (1358.811455 sec): 3 clusters Score: Raw -195924.128827 + Penalty 2387.033693 = -193537.095134 nChanged 18 SP:Iteration 18Q (1358.851694 sec): 3 clusters Score: Raw -195938.879358 + Penalty 2387.033693 = -193551.845665 nChanged 17 SP:Iteration 19Q (1358.900704 sec): 3 clusters Score: Raw -195949.524597 + Penalty 2387.033693 = -193562.490905 nChanged 18 SP:Iteration 20F (1358.949584 sec): 3 clusters Score: Raw -195960.083030 + Penalty 2387.033693 = -193573.049337 nChanged 14 SP:Iteration 21Q (1359.002685 sec): 3 clusters Score: Raw -195970.142776 + Penalty 2387.033693 = -193583.109083 nChanged 15 SP:Iteration 22Q (1359.055395 sec): 3 clusters Score: Raw -195978.878451 + Penalty 2387.033693 = -193591.844758 nChanged 15 SP:Iteration 23Q (1359.094571 sec): 3 clusters Score: Raw -195990.457481 + Penalty 2387.033693 = -193603.423788 nChanged 13 SP:Iteration 24Q (1359.145080 sec): 3 clusters Score: Raw -196001.474210 + Penalty 2387.033693 = -193614.440517 nChanged 19 SP:Iteration 25Q (1359.206793 sec): 3 clusters Score: Raw -196012.129911 + Penalty 2387.033693 = -193625.096218 nChanged 12 SP:Iteration 26Q (1359.244902 sec): 3 clusters Score: Raw -196018.026315 + Penalty 2387.033693 = -193630.992622 nChanged 7 SP:Iteration 27Q (1359.294946 sec): 3 clusters Score: Raw -196022.527913 + Penalty 2387.033693 = -193635.494221 nChanged 7 SP:Iteration 28Q (1359.342024 sec): 3 clusters Score: Raw -196030.426053 + Penalty 2387.033693 = -193643.392360 nChanged 9 SP:Iteration 29Q (1359.398162 sec): 3 clusters Score: Raw -196040.214135 + Penalty 2387.033693 = -193653.180442 nChanged 9 SP:Iteration 30Q (1359.449485 sec): 3 clusters Score: Raw -196048.642914 + Penalty 2387.033693 = -193661.609221 nChanged 7 SP:Iteration 31Q (1359.495958 sec): 3 clusters Score: Raw -196051.009491 + Penalty 2387.033693 = -193663.975798 nChanged 7 SP:Iteration 32Q (1359.535642 sec): 3 clusters Score: Raw -196054.434301 + Penalty 2387.033693 = -193667.400608 nChanged 5 SP:Iteration 33Q (1359.595398 sec): 3 clusters Score: Raw -196058.041899 + Penalty 2387.033693 = -193671.008206 nChanged 3 SP:Iteration 34Q (1359.633893 sec): 3 clusters Score: Raw -196059.011782 + Penalty 2387.033693 = -193671.978090 nChanged 2 SP:Iteration 35Q (1359.691240 sec): 3 clusters Score: Raw -196061.538449 + Penalty 2387.033693 = -193674.504756 nChanged 3 SP:Iteration 36Q (1359.735600 sec): 3 clusters Score: Raw -196063.748176 + Penalty 2387.033693 = -193676.714483 nChanged 4 SP:Iteration 37Q (1359.784183 sec): 3 clusters Score: Raw -196066.273372 + Penalty 2387.033693 = -193679.239680 nChanged 4 SP:Iteration 38Q (1359.836363 sec): 3 clusters Score: Raw -196069.652413 + Penalty 2387.033693 = -193682.618720 nChanged 7 SP:Iteration 39Q (1359.884066 sec): 3 clusters Score: Raw -196072.615355 + Penalty 2387.033693 = -193685.581663 nChanged 7 SP:Iteration 40F (1359.933590 sec): 3 clusters Score: Raw -196075.389817 + Penalty 2387.033693 = -193688.356125 nChanged 2 SP:Iteration 41Q (1359.969679 sec): 3 clusters Score: Raw -196076.410196 + Penalty 2387.033693 = -193689.376503 nChanged 0 SP:Iteration 42F (1360.014698 sec): 3 clusters Score: Raw -196076.410196 + Penalty 2387.033693 = -193689.376503 nChanged 0 Trying to split cluster 16 (28336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1360.086258 sec): 2 clusters Score: Raw -3807909.344756 + Penalty 1665.931859 = -3806243.412898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1360.175994 sec): 3 clusters Score: Raw -3790635.212645 + Penalty 3331.863717 = -3787303.348928 nChanged 13023 SP:Iteration 1F (1360.272532 sec): 3 clusters Score: Raw -3798167.293465 + Penalty 3331.863717 = -3794835.429748 nChanged 1636 SP:Iteration 2F (1360.348063 sec): 3 clusters Score: Raw -3798970.246222 + Penalty 3331.863717 = -3795638.382505 nChanged 1713 SP:Iteration 3F (1360.444245 sec): 3 clusters Score: Raw -3799953.195591 + Penalty 3331.863717 = -3796621.331874 nChanged 1793 SP:Iteration 4F (1360.537116 sec): 3 clusters Score: Raw -3801121.917833 + Penalty 3331.863717 = -3797790.054116 nChanged 1837 SP:Iteration 5F (1360.630057 sec): 3 clusters Score: Raw -3802399.063370 + Penalty 3331.863717 = -3799067.199653 nChanged 1782 SP:Iteration 6F (1360.723025 sec): 3 clusters Score: Raw -3803513.089410 + Penalty 3331.863717 = -3800181.225693 nChanged 1482 SP:Iteration 7F (1360.816277 sec): 3 clusters Score: Raw -3804320.141789 + Penalty 3331.863717 = -3800988.278072 nChanged 1203 SP:Iteration 8Q (1360.905907 sec): 3 clusters Score: Raw -3804860.054665 + Penalty 3331.863717 = -3801528.190948 nChanged 954 SP:Iteration 9Q (1361.008187 sec): 3 clusters Score: Raw -3805205.543876 + Penalty 3331.863717 = -3801873.680159 nChanged 758 SP:Iteration 10Q (1361.102153 sec): 3 clusters Score: Raw -3805441.226063 + Penalty 3331.863717 = -3802109.362346 nChanged 606 SP:Iteration 11Q (1361.192447 sec): 3 clusters Score: Raw -3805601.289059 + Penalty 3331.863717 = -3802269.425342 nChanged 476 SP:Iteration 12Q (1361.294768 sec): 3 clusters Score: Raw -3805733.472288 + Penalty 3331.863717 = -3802401.608571 nChanged 427 SP:Iteration 13Q (1361.378998 sec): 3 clusters Score: Raw -3805841.482548 + Penalty 3331.863717 = -3802509.618831 nChanged 389 SP:Iteration 14Q (1361.483902 sec): 3 clusters Score: Raw -3805936.631167 + Penalty 3331.863717 = -3802604.767450 nChanged 347 SP:Iteration 15Q (1361.582774 sec): 3 clusters Score: Raw -3806010.387268 + Penalty 3331.863717 = -3802678.523551 nChanged 315 SP:Iteration 16Q (1361.678991 sec): 3 clusters Score: Raw -3806078.693534 + Penalty 3331.863717 = -3802746.829817 nChanged 337 SP:Iteration 17Q (1361.775289 sec): 3 clusters Score: Raw -3806159.443431 + Penalty 3331.863717 = -3802827.579714 nChanged 318 SP:Iteration 18Q (1361.869802 sec): 3 clusters Score: Raw -3806243.247549 + Penalty 3331.863717 = -3802911.383832 nChanged 321 SP:Iteration 19Q (1361.963884 sec): 3 clusters Score: Raw -3806328.788342 + Penalty 3331.863717 = -3802996.924625 nChanged 319 SP:Iteration 20F (1362.055401 sec): 3 clusters Score: Raw -3806418.529685 + Penalty 3331.863717 = -3803086.665968 nChanged 298 SP:Iteration 21Q (1362.153196 sec): 3 clusters Score: Raw -3806508.201105 + Penalty 3331.863717 = -3803176.337388 nChanged 308 SP:Iteration 22Q (1362.249010 sec): 3 clusters Score: Raw -3806607.046314 + Penalty 3331.863717 = -3803275.182597 nChanged 340 SP:Iteration 23Q (1362.334831 sec): 3 clusters Score: Raw -3806730.109771 + Penalty 3331.863717 = -3803398.246054 nChanged 352 SP:Iteration 24Q (1362.430291 sec): 3 clusters Score: Raw -3806850.884606 + Penalty 3331.863717 = -3803519.020889 nChanged 366 SP:Iteration 25Q (1362.532411 sec): 3 clusters Score: Raw -3806977.749278 + Penalty 3331.863717 = -3803645.885561 nChanged 360 SP:Iteration 26Q (1362.628000 sec): 3 clusters Score: Raw -3807093.386789 + Penalty 3331.863717 = -3803761.523072 nChanged 326 SP:Iteration 27Q (1362.723271 sec): 3 clusters Score: Raw -3807190.264279 + Penalty 3331.863717 = -3803858.400562 nChanged 300 SP:Iteration 28Q (1362.818855 sec): 3 clusters Score: Raw -3807275.505390 + Penalty 3331.863717 = -3803943.641673 nChanged 285 SP:Iteration 29Q (1362.913729 sec): 3 clusters Score: Raw -3807350.833204 + Penalty 3331.863717 = -3804018.969487 nChanged 267 SP:Iteration 30Q (1363.008690 sec): 3 clusters Score: Raw -3807412.574403 + Penalty 3331.863717 = -3804080.710686 nChanged 237 SP:Iteration 31Q (1363.103337 sec): 3 clusters Score: Raw -3807467.098306 + Penalty 3331.863717 = -3804135.234589 nChanged 257 SP:Iteration 32Q (1363.198004 sec): 3 clusters Score: Raw -3807530.885144 + Penalty 3331.863717 = -3804199.021427 nChanged 249 SP:Iteration 33Q (1363.292697 sec): 3 clusters Score: Raw -3807591.321872 + Penalty 3331.863717 = -3804259.458155 nChanged 257 SP:Iteration 34Q (1363.381638 sec): 3 clusters Score: Raw -3807649.667996 + Penalty 3331.863717 = -3804317.804279 nChanged 244 SP:Iteration 35Q (1363.471791 sec): 3 clusters Score: Raw -3807710.467992 + Penalty 3331.863717 = -3804378.604275 nChanged 250 SP:Iteration 36Q (1363.565873 sec): 3 clusters Score: Raw -3807770.160820 + Penalty 3331.863717 = -3804438.297103 nChanged 240 SP:Iteration 37Q (1363.672649 sec): 3 clusters Score: Raw -3807825.628717 + Penalty 3331.863717 = -3804493.765000 nChanged 226 SP:Iteration 38Q (1363.767309 sec): 3 clusters Score: Raw -3807880.318346 + Penalty 3331.863717 = -3804548.454629 nChanged 233 SP:Iteration 39Q (1363.861785 sec): 3 clusters Score: Raw -3807932.518249 + Penalty 3331.863717 = -3804600.654532 nChanged 209 SP:Iteration 40F (1363.956801 sec): 3 clusters Score: Raw -3807976.761009 + Penalty 3331.863717 = -3804644.897292 nChanged 193 SP:Iteration 41Q (1364.044437 sec): 3 clusters Score: Raw -3808016.643122 + Penalty 3331.863717 = -3804684.779405 nChanged 176 SP:Iteration 42Q (1364.143172 sec): 3 clusters Score: Raw -3808049.267663 + Penalty 3331.863717 = -3804717.403946 nChanged 152 SP:Iteration 43Q (1364.238827 sec): 3 clusters Score: Raw -3808074.697326 + Penalty 3331.863717 = -3804742.833609 nChanged 152 SP:Iteration 44Q (1364.333206 sec): 3 clusters Score: Raw -3808098.436984 + Penalty 3331.863717 = -3804766.573267 nChanged 152 SP:Iteration 45Q (1364.413575 sec): 3 clusters Score: Raw -3808124.778641 + Penalty 3331.863717 = -3804792.914924 nChanged 155 SP:Iteration 46Q (1364.513923 sec): 3 clusters Score: Raw -3808154.188468 + Penalty 3331.863717 = -3804822.324751 nChanged 158 SP:Iteration 47Q (1364.596388 sec): 3 clusters Score: Raw -3808183.496463 + Penalty 3331.863717 = -3804851.632746 nChanged 160 SP:Iteration 48Q (1364.692091 sec): 3 clusters Score: Raw -3808213.653437 + Penalty 3331.863717 = -3804881.789720 nChanged 175 SP:Iteration 49Q (1364.783984 sec): 3 clusters Score: Raw -3808245.825290 + Penalty 3331.863717 = -3804913.961573 nChanged 176 SP:Iteration 50Q (1364.875337 sec): 3 clusters Score: Raw -3808276.897905 + Penalty 3331.863717 = -3804945.034188 nChanged 155 SP:Iteration 51Q (1364.965517 sec): 3 clusters Score: Raw -3808303.523344 + Penalty 3331.863717 = -3804971.659627 nChanged 154 SP:Iteration 52Q (1365.056835 sec): 3 clusters Score: Raw -3808330.591464 + Penalty 3331.863717 = -3804998.727747 nChanged 130 SP:Iteration 53Q (1365.144249 sec): 3 clusters Score: Raw -3808351.428112 + Penalty 3331.863717 = -3805019.564395 nChanged 137 SP:Iteration 54Q (1365.237701 sec): 3 clusters Score: Raw -3808376.019251 + Penalty 3331.863717 = -3805044.155534 nChanged 142 SP:Iteration 55Q (1365.321157 sec): 3 clusters Score: Raw -3808402.813249 + Penalty 3331.863717 = -3805070.949532 nChanged 143 SP:Iteration 56Q (1365.426198 sec): 3 clusters Score: Raw -3808428.677283 + Penalty 3331.863717 = -3805096.813566 nChanged 142 SP:Iteration 57Q (1365.520264 sec): 3 clusters Score: Raw -3808455.312355 + Penalty 3331.863717 = -3805123.448638 nChanged 145 SP:Iteration 58Q (1365.614496 sec): 3 clusters Score: Raw -3808483.464522 + Penalty 3331.863717 = -3805151.600805 nChanged 132 SP:Iteration 59Q (1365.667789 sec): 3 clusters Score: Raw -3808506.856246 + Penalty 3331.863717 = -3805174.992529 nChanged 141 SP:Iteration 60F (1365.727147 sec): 3 clusters Score: Raw -3808529.036290 + Penalty 3331.863717 = -3805197.172573 nChanged 115 SP:Iteration 61Q (1365.782487 sec): 3 clusters Score: Raw -3808545.380024 + Penalty 3331.863717 = -3805213.516307 nChanged 115 SP:Iteration 62Q (1365.837811 sec): 3 clusters Score: Raw -3808561.149933 + Penalty 3331.863717 = -3805229.286216 nChanged 96 SP:Iteration 63Q (1365.892677 sec): 3 clusters Score: Raw -3808574.532909 + Penalty 3331.863717 = -3805242.669192 nChanged 99 SP:Iteration 64Q (1365.947455 sec): 3 clusters Score: Raw -3808586.307565 + Penalty 3331.863717 = -3805254.443848 nChanged 85 SP:Iteration 65Q (1366.002348 sec): 3 clusters Score: Raw -3808596.905551 + Penalty 3331.863717 = -3805265.041834 nChanged 86 SP:Iteration 66Q (1366.057049 sec): 3 clusters Score: Raw -3808608.620503 + Penalty 3331.863717 = -3805276.756786 nChanged 74 SP:Iteration 67Q (1366.112026 sec): 3 clusters Score: Raw -3808617.642946 + Penalty 3331.863717 = -3805285.779229 nChanged 60 SP:Iteration 68Q (1366.166609 sec): 3 clusters Score: Raw -3808624.342090 + Penalty 3331.863717 = -3805292.478373 nChanged 64 SP:Iteration 69Q (1366.221640 sec): 3 clusters Score: Raw -3808632.321729 + Penalty 3331.863717 = -3805300.458012 nChanged 59 SP:Iteration 70Q (1366.276152 sec): 3 clusters Score: Raw -3808640.559282 + Penalty 3331.863717 = -3805308.695565 nChanged 56 SP:Iteration 71Q (1366.345147 sec): 3 clusters Score: Raw -3808647.794317 + Penalty 3331.863717 = -3805315.930600 nChanged 60 SP:Iteration 72Q (1366.399271 sec): 3 clusters Score: Raw -3808654.804517 + Penalty 3331.863717 = -3805322.940800 nChanged 46 SP:Iteration 73Q (1366.469679 sec): 3 clusters Score: Raw -3808659.106222 + Penalty 3331.863717 = -3805327.242505 nChanged 45 SP:Iteration 74Q (1366.534762 sec): 3 clusters Score: Raw -3808664.390309 + Penalty 3331.863717 = -3805332.526592 nChanged 49 SP:Iteration 75Q (1366.604551 sec): 3 clusters Score: Raw -3808670.402073 + Penalty 3331.863717 = -3805338.538356 nChanged 48 SP:Iteration 76Q (1366.655843 sec): 3 clusters Score: Raw -3808675.349658 + Penalty 3331.863717 = -3805343.485941 nChanged 42 SP:Iteration 77Q (1366.718097 sec): 3 clusters Score: Raw -3808678.712026 + Penalty 3331.863717 = -3805346.848309 nChanged 33 SP:Iteration 78Q (1366.764636 sec): 3 clusters Score: Raw -3808681.366597 + Penalty 3331.863717 = -3805349.502880 nChanged 32 SP:Iteration 79Q (1366.818818 sec): 3 clusters Score: Raw -3808684.503569 + Penalty 3331.863717 = -3805352.639852 nChanged 34 SP:Iteration 80F (1366.877975 sec): 3 clusters Score: Raw -3808687.177308 + Penalty 3331.863717 = -3805355.313591 nChanged 28 SP:Iteration 81Q (1366.972086 sec): 3 clusters Score: Raw -3808689.598730 + Penalty 3331.863717 = -3805357.735013 nChanged 27 SP:Iteration 82Q (1367.063709 sec): 3 clusters Score: Raw -3808691.873948 + Penalty 3331.863717 = -3805360.010231 nChanged 31 SP:Iteration 83Q (1367.115560 sec): 3 clusters Score: Raw -3808694.437679 + Penalty 3331.863717 = -3805362.573962 nChanged 36 SP:Iteration 84Q (1367.216131 sec): 3 clusters Score: Raw -3808697.934345 + Penalty 3331.863717 = -3805366.070628 nChanged 36 SP:Iteration 85Q (1367.309258 sec): 3 clusters Score: Raw -3808700.968345 + Penalty 3331.863717 = -3805369.104628 nChanged 26 SP:Iteration 86Q (1367.402374 sec): 3 clusters Score: Raw -3808703.490109 + Penalty 3331.863717 = -3805371.626392 nChanged 33 SP:Iteration 87Q (1367.490311 sec): 3 clusters Score: Raw -3808706.329803 + Penalty 3331.863717 = -3805374.466086 nChanged 27 SP:Iteration 88Q (1367.586993 sec): 3 clusters Score: Raw -3808707.916467 + Penalty 3331.863717 = -3805376.052750 nChanged 18 SP:Iteration 89Q (1367.679501 sec): 3 clusters Score: Raw -3808709.112533 + Penalty 3331.863717 = -3805377.248816 nChanged 19 SP:Iteration 90Q (1367.766328 sec): 3 clusters Score: Raw -3808710.351852 + Penalty 3331.863717 = -3805378.488135 nChanged 18 SP:Iteration 91Q (1367.852112 sec): 3 clusters Score: Raw -3808711.518779 + Penalty 3331.863717 = -3805379.655062 nChanged 16 SP:Iteration 92Q (1367.956467 sec): 3 clusters Score: Raw -3808712.649523 + Penalty 3331.863717 = -3805380.785806 nChanged 10 SP:Iteration 93Q (1368.048580 sec): 3 clusters Score: Raw -3808713.321984 + Penalty 3331.863717 = -3805381.458267 nChanged 9 SP:Iteration 94Q (1368.139261 sec): 3 clusters Score: Raw -3808713.884522 + Penalty 3331.863717 = -3805382.020805 nChanged 10 SP:Iteration 95Q (1368.230032 sec): 3 clusters Score: Raw -3808714.350832 + Penalty 3331.863717 = -3805382.487115 nChanged 8 SP:Iteration 96Q (1368.321848 sec): 3 clusters Score: Raw -3808714.872254 + Penalty 3331.863717 = -3805383.008537 nChanged 8 SP:Iteration 97Q (1368.414579 sec): 3 clusters Score: Raw -3808715.230175 + Penalty 3331.863717 = -3805383.366458 nChanged 7 SP:Iteration 98Q (1368.507507 sec): 3 clusters Score: Raw -3808715.639493 + Penalty 3331.863717 = -3805383.775776 nChanged 6 SP:Iteration 99Q (1368.597134 sec): 3 clusters Score: Raw -3808715.899183 + Penalty 3331.863717 = -3805384.035466 nChanged 4 SP:Iteration 100F (1368.678653 sec): 3 clusters Score: Raw -3808716.436097 + Penalty 3331.863717 = -3805384.572380 nChanged 8 SP:Iteration 101Q (1368.764469 sec): 3 clusters Score: Raw -3808717.065825 + Penalty 3331.863717 = -3805385.202108 nChanged 4 SP:Iteration 102Q (1368.853675 sec): 3 clusters Score: Raw -3808717.496168 + Penalty 3331.863717 = -3805385.632451 nChanged 5 SP:Iteration 103Q (1368.949807 sec): 3 clusters Score: Raw -3808717.709484 + Penalty 3331.863717 = -3805385.845767 nChanged 4 SP:Iteration 104Q (1369.039142 sec): 3 clusters Score: Raw -3808717.891454 + Penalty 3331.863717 = -3805386.027737 nChanged 7 SP:Iteration 105Q (1369.128360 sec): 3 clusters Score: Raw -3808718.167842 + Penalty 3331.863717 = -3805386.304125 nChanged 2 SP:Iteration 106Q (1369.217774 sec): 3 clusters Score: Raw -3808718.213075 + Penalty 3331.863717 = -3805386.349358 nChanged 1 SP:Iteration 107Q (1369.306922 sec): 3 clusters Score: Raw -3808718.279900 + Penalty 3331.863717 = -3805386.416183 nChanged 2 SP:Iteration 108Q (1369.390456 sec): 3 clusters Score: Raw -3808718.351300 + Penalty 3331.863717 = -3805386.487583 nChanged 3 SP:Iteration 109Q (1369.487795 sec): 3 clusters Score: Raw -3808718.491562 + Penalty 3331.863717 = -3805386.627845 nChanged 3 SP:Iteration 110Q (1369.578876 sec): 3 clusters Score: Raw -3808718.723154 + Penalty 3331.863717 = -3805386.859437 nChanged 4 SP:Iteration 111Q (1369.669919 sec): 3 clusters Score: Raw -3808719.021352 + Penalty 3331.863717 = -3805387.157635 nChanged 7 SP:Iteration 112Q (1369.761020 sec): 3 clusters Score: Raw -3808719.619111 + Penalty 3331.863717 = -3805387.755394 nChanged 4 SP:Iteration 113Q (1369.853133 sec): 3 clusters Score: Raw -3808719.993623 + Penalty 3331.863717 = -3805388.129906 nChanged 5 SP:Iteration 114Q (1369.944549 sec): 3 clusters Score: Raw -3808720.534952 + Penalty 3331.863717 = -3805388.671235 nChanged 14 SP:Iteration 115Q (1370.035619 sec): 3 clusters Score: Raw -3808721.468879 + Penalty 3331.863717 = -3805389.605162 nChanged 7 SP:Iteration 116Q (1370.126711 sec): 3 clusters Score: Raw -3808721.865431 + Penalty 3331.863717 = -3805390.001714 nChanged 5 SP:Iteration 117Q (1370.217827 sec): 3 clusters Score: Raw -3808722.474642 + Penalty 3331.863717 = -3805390.610925 nChanged 7 SP:Iteration 118Q (1370.311102 sec): 3 clusters Score: Raw -3808722.943613 + Penalty 3331.863717 = -3805391.079896 nChanged 6 SP:Iteration 119Q (1370.391898 sec): 3 clusters Score: Raw -3808723.445614 + Penalty 3331.863717 = -3805391.581897 nChanged 6 SP:Iteration 120F (1370.488615 sec): 3 clusters Score: Raw -3808723.729273 + Penalty 3331.863717 = -3805391.865556 nChanged 3 SP:Iteration 121Q (1370.584239 sec): 3 clusters Score: Raw -3808723.838384 + Penalty 3331.863717 = -3805391.974667 nChanged 3 SP:Iteration 122Q (1370.682679 sec): 3 clusters Score: Raw -3808723.996830 + Penalty 3331.863717 = -3805392.133113 nChanged 5 SP:Iteration 123Q (1370.775737 sec): 3 clusters Score: Raw -3808724.525682 + Penalty 3331.863717 = -3805392.661965 nChanged 5 SP:Iteration 124Q (1370.852732 sec): 3 clusters Score: Raw -3808724.774036 + Penalty 3331.863717 = -3805392.910319 nChanged 5 SP:Iteration 125Q (1370.934827 sec): 3 clusters Score: Raw -3808725.004269 + Penalty 3331.863717 = -3805393.140552 nChanged 2 SP:Iteration 126Q (1371.017110 sec): 3 clusters Score: Raw -3808725.102734 + Penalty 3331.863717 = -3805393.239017 nChanged 4 SP:Iteration 127Q (1371.099715 sec): 3 clusters Score: Raw -3808725.376948 + Penalty 3331.863717 = -3805393.513231 nChanged 1 SP:Iteration 128Q (1371.188519 sec): 3 clusters Score: Raw -3808725.398132 + Penalty 3331.863717 = -3805393.534415 nChanged 0 SP:Iteration 129F (1371.275319 sec): 3 clusters Score: Raw -3808725.398132 + Penalty 3331.863717 = -3805393.534415 nChanged 0 Trying to split cluster 18 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1371.313758 sec): 2 clusters Score: Raw -144220.230128 + Penalty 1145.926539 = -143074.303589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1371.351470 sec): 3 clusters Score: Raw -143865.188812 + Penalty 2291.853077 = -141573.335734 nChanged 366 SP:Iteration 1F (1371.399018 sec): 3 clusters Score: Raw -144190.934723 + Penalty 2291.853077 = -141899.081646 nChanged 92 SP:Iteration 2F (1371.441868 sec): 3 clusters Score: Raw -144315.617815 + Penalty 2291.853077 = -142023.764738 nChanged 55 SP:Iteration 3Q (1371.498907 sec): 3 clusters Score: Raw -144382.364720 + Penalty 2291.853077 = -142090.511643 nChanged 48 SP:Iteration 4Q (1371.545372 sec): 3 clusters Score: Raw -144462.990736 + Penalty 2291.853077 = -142171.137659 nChanged 61 SP:Iteration 5F (1371.580795 sec): 3 clusters Score: Raw -144581.244306 + Penalty 2291.853077 = -142289.391229 nChanged 56 SP:Iteration 6Q (1371.634422 sec): 3 clusters Score: Raw -144681.469000 + Penalty 2291.853077 = -142389.615923 nChanged 61 SP:Iteration 7F (1371.671521 sec): 3 clusters Score: Raw -144796.869658 + Penalty 2291.853077 = -142505.016580 nChanged 46 SP:Iteration 8Q (1371.703828 sec): 3 clusters Score: Raw -144862.280611 + Penalty 2291.853077 = -142570.427533 nChanged 44 SP:Iteration 9Q (1371.736028 sec): 3 clusters Score: Raw -144918.060977 + Penalty 2291.853077 = -142626.207900 nChanged 28 SP:Iteration 10Q (1371.766030 sec): 3 clusters Score: Raw -144971.489464 + Penalty 2291.853077 = -142679.636387 nChanged 19 SP:Iteration 11Q (1371.811261 sec): 3 clusters Score: Raw -145002.277069 + Penalty 2291.853077 = -142710.423992 nChanged 16 SP:Iteration 12Q (1371.863910 sec): 3 clusters Score: Raw -145021.710550 + Penalty 2291.853077 = -142729.857473 nChanged 10 SP:Iteration 13Q (1371.912029 sec): 3 clusters Score: Raw -145037.879619 + Penalty 2291.853077 = -142746.026542 nChanged 10 SP:Iteration 14Q (1371.960514 sec): 3 clusters Score: Raw -145050.985055 + Penalty 2291.853077 = -142759.131978 nChanged 9 SP:Iteration 15Q (1371.999780 sec): 3 clusters Score: Raw -145060.694280 + Penalty 2291.853077 = -142768.841202 nChanged 7 SP:Iteration 16Q (1372.040304 sec): 3 clusters Score: Raw -145066.086925 + Penalty 2291.853077 = -142774.233848 nChanged 4 SP:Iteration 17Q (1372.087085 sec): 3 clusters Score: Raw -145069.354379 + Penalty 2291.853077 = -142777.501302 nChanged 1 SP:Iteration 18Q (1372.134165 sec): 3 clusters Score: Raw -145071.623349 + Penalty 2291.853077 = -142779.770271 nChanged 3 SP:Iteration 19Q (1372.180749 sec): 3 clusters Score: Raw -145073.923241 + Penalty 2291.853077 = -142782.070164 nChanged 2 SP:Iteration 20F (1372.227217 sec): 3 clusters Score: Raw -145074.846598 + Penalty 2291.853077 = -142782.993520 nChanged 1 SP:Iteration 21Q (1372.271431 sec): 3 clusters Score: Raw -145075.096924 + Penalty 2291.853077 = -142783.243846 nChanged 1 SP:Iteration 22Q (1372.315590 sec): 3 clusters Score: Raw -145075.488395 + Penalty 2291.853077 = -142783.635318 nChanged 0 SP:Iteration 23F (1372.359814 sec): 3 clusters Score: Raw -145075.488395 + Penalty 2291.853077 = -142783.635318 nChanged 0 Trying to split cluster 19 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1372.382169 sec): 2 clusters Score: Raw -39405.658154 + Penalty 928.481581 = -38477.176574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1372.425125 sec): 3 clusters Score: Raw -39448.072842 + Penalty 1856.963162 = -37591.109680 nChanged 62 SP:Iteration 1F (1372.478857 sec): 3 clusters Score: Raw -39550.042474 + Penalty 1856.963162 = -37693.079312 nChanged 14 SP:Iteration 2Q (1372.526516 sec): 3 clusters Score: Raw -39573.244903 + Penalty 1856.963162 = -37716.281742 nChanged 2 SP:Iteration 3Q (1372.566994 sec): 3 clusters Score: Raw -39577.904804 + Penalty 1856.963162 = -37720.941642 nChanged 1 SP:Iteration 4Q (1372.616447 sec): 3 clusters Score: Raw -39580.611164 + Penalty 1856.963162 = -37723.648002 nChanged 2 SP:Iteration 5Q (1372.668523 sec): 3 clusters Score: Raw -39584.540611 + Penalty 1856.963162 = -37727.577449 nChanged 1 SP:Iteration 6Q (1372.699744 sec): 3 clusters Score: Raw -39586.772184 + Penalty 1856.963162 = -37729.809022 nChanged 0 SP:Iteration 7F (1372.735365 sec): 3 clusters Score: Raw -39586.772184 + Penalty 1856.963162 = -37729.809022 nChanged 0 Time taken for this iteration:1368.051054 seconds. 20->19 Clusters: Score -57336930.221576, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 433639 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 13 (363 points): Lose 759.839764 but Gain 2109.244746 Iteration 0F (1378.559653 sec): 20 clusters Score: Raw -55477705.498941 + Penalty 40075.650180 = -55437629.848761 nChanged 411573 Iteration 1F (1383.940201 sec): 20 clusters Score: Raw -56637696.864583 + Penalty 40075.650180 = -56597621.214402 nChanged 119532 Deleting Class 12 (909 points): Lose 863.362434 but Gain 2109.244746 Iteration 2F (1389.230889 sec): 19 clusters Score: Raw -56826755.177257 + Penalty 37966.405434 = -56788788.771823 nChanged 59927 Deleting Class 14 (1110 points): Lose 1315.439167 but Gain 2109.244746 Iteration 3F (1394.201235 sec): 18 clusters Score: Raw -56912787.078084 + Penalty 35857.160688 = -56876929.917396 nChanged 29428 Deleting Class 20 (1234 points): Lose 1453.517177 but Gain 2109.244746 Iteration 4F (1398.973674 sec): 17 clusters Score: Raw -56948943.764767 + Penalty 33747.915941 = -56915195.848825 nChanged 20098 Deleting Class 7 (1169 points): Lose 1563.496196 but Gain 2109.244746 Iteration 5Q (1401.758440 sec): 16 clusters Score: Raw -56978164.200397 + Penalty 31638.671195 = -56946525.529202 nChanged 20024 Iteration 6Q (1404.264221 sec): 16 clusters Score: Raw -57005018.405476 + Penalty 31638.671195 = -56973379.734281 nChanged 18623 Iteration 7Q (1406.692970 sec): 16 clusters Score: Raw -57026007.738449 + Penalty 31638.671195 = -56994369.067254 nChanged 17554 Iteration 8Q (1409.135036 sec): 16 clusters Score: Raw -57042868.802851 + Penalty 31638.671195 = -57011230.131656 nChanged 16131 Iteration 9Q (1411.565285 sec): 16 clusters Score: Raw -57056160.459732 + Penalty 31638.671195 = -57024521.788537 nChanged 14007 Iteration 10Q (1414.140875 sec): 16 clusters Score: Raw -57065538.575837 + Penalty 31638.671195 = -57033899.904642 nChanged 12512 Iteration 11Q (1416.851503 sec): 16 clusters Score: Raw -57072559.938885 + Penalty 31638.671195 = -57040921.267690 nChanged 10919 Iteration 12Q (1419.410494 sec): 16 clusters Score: Raw -57078209.967891 + Penalty 31638.671195 = -57046571.296696 nChanged 9846 Iteration 13Q (1421.962844 sec): 16 clusters Score: Raw -57083860.909710 + Penalty 31638.671195 = -57052222.238515 nChanged 8947 Iteration 14Q (1424.323005 sec): 16 clusters Score: Raw -57093130.000740 + Penalty 31638.671195 = -57061491.329545 nChanged 8810 Iteration 15Q (1426.669385 sec): 16 clusters Score: Raw -57101247.510009 + Penalty 31638.671195 = -57069608.838814 nChanged 8610 Iteration 16Q (1428.929489 sec): 16 clusters Score: Raw -57106396.298562 + Penalty 31638.671195 = -57074757.627367 nChanged 7779 Iteration 17Q (1431.130129 sec): 16 clusters Score: Raw -57110378.017766 + Penalty 31638.671195 = -57078739.346571 nChanged 6992 Iteration 18Q (1433.452797 sec): 16 clusters Score: Raw -57113427.389236 + Penalty 31638.671195 = -57081788.718041 nChanged 6044 Iteration 19Q (1435.730214 sec): 16 clusters Score: Raw -57115707.255848 + Penalty 31638.671195 = -57084068.584653 nChanged 5191 Writing temp clu file Because OldScore, -57081788.718041, is greater than current (better) Score,-57084068.584653 Compute initial score before splitting: Score: Raw -57115707.255848 + Penalty 31638.671195 = -57084068.584653 Trying to split cluster 1 (65469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1435.982967 sec): 2 clusters Score: Raw -8966844.816694 + Penalty 1802.016454 = -8965042.800239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1436.126078 sec): 3 clusters Score: Raw -8925011.360462 + Penalty 3604.032909 = -8921407.327553 nChanged 30834 SP:Iteration 1F (1436.283222 sec): 3 clusters Score: Raw -8942717.006779 + Penalty 3604.032909 = -8939112.973870 nChanged 2554 SP:Iteration 2Q (1436.445069 sec): 3 clusters Score: Raw -8943706.460232 + Penalty 3604.032909 = -8940102.427323 nChanged 2905 SP:Iteration 3Q (1436.612485 sec): 3 clusters Score: Raw -8945150.616760 + Penalty 3604.032909 = -8941546.583852 nChanged 3258 SP:Iteration 4Q (1436.789370 sec): 3 clusters Score: Raw -8946943.318766 + Penalty 3604.032909 = -8943339.285858 nChanged 3719 SP:Iteration 5F (1436.941786 sec): 3 clusters Score: Raw -8948951.831205 + Penalty 3604.032909 = -8945347.798296 nChanged 3860 SP:Iteration 6F (1437.093339 sec): 3 clusters Score: Raw -8951077.547013 + Penalty 3604.032909 = -8947473.514105 nChanged 3853 SP:Iteration 7F (1437.250147 sec): 3 clusters Score: Raw -8953401.808322 + Penalty 3604.032909 = -8949797.775414 nChanged 3980 SP:Iteration 8F (1437.401494 sec): 3 clusters Score: Raw -8955965.454363 + Penalty 3604.032909 = -8952361.421454 nChanged 3768 SP:Iteration 9F (1437.573507 sec): 3 clusters Score: Raw -8958442.186169 + Penalty 3604.032909 = -8954838.153260 nChanged 3216 SP:Iteration 10Q (1437.729313 sec): 3 clusters Score: Raw -8960301.055376 + Penalty 3604.032909 = -8956697.022467 nChanged 2515 SP:Iteration 11Q (1437.892148 sec): 3 clusters Score: Raw -8961648.437730 + Penalty 3604.032909 = -8958044.404821 nChanged 2140 SP:Iteration 12Q (1438.058472 sec): 3 clusters Score: Raw -8962823.189550 + Penalty 3604.032909 = -8959219.156641 nChanged 1786 SP:Iteration 13Q (1438.208648 sec): 3 clusters Score: Raw -8963904.243443 + Penalty 3604.032909 = -8960300.210535 nChanged 1624 SP:Iteration 14Q (1438.379813 sec): 3 clusters Score: Raw -8964962.925067 + Penalty 3604.032909 = -8961358.892159 nChanged 1500 SP:Iteration 15Q (1438.526884 sec): 3 clusters Score: Raw -8965946.374926 + Penalty 3604.032909 = -8962342.342017 nChanged 1315 SP:Iteration 16Q (1438.683444 sec): 3 clusters Score: Raw -8966738.402843 + Penalty 3604.032909 = -8963134.369934 nChanged 1172 SP:Iteration 17Q (1438.843627 sec): 3 clusters Score: Raw -8967402.742522 + Penalty 3604.032909 = -8963798.709614 nChanged 1052 SP:Iteration 18Q (1438.979587 sec): 3 clusters Score: Raw -8967911.901716 + Penalty 3604.032909 = -8964307.868808 nChanged 881 SP:Iteration 19Q (1439.136167 sec): 3 clusters Score: Raw -8968262.555559 + Penalty 3604.032909 = -8964658.522650 nChanged 726 SP:Iteration 20F (1439.278239 sec): 3 clusters Score: Raw -8968526.313419 + Penalty 3604.032909 = -8964922.280511 nChanged 647 SP:Iteration 21Q (1439.425531 sec): 3 clusters Score: Raw -8968732.415373 + Penalty 3604.032909 = -8965128.382465 nChanged 561 SP:Iteration 22Q (1439.575912 sec): 3 clusters Score: Raw -8968881.537775 + Penalty 3604.032909 = -8965277.504866 nChanged 474 SP:Iteration 23Q (1439.718284 sec): 3 clusters Score: Raw -8968992.206727 + Penalty 3604.032909 = -8965388.173819 nChanged 368 SP:Iteration 24Q (1439.857224 sec): 3 clusters Score: Raw -8969067.866716 + Penalty 3604.032909 = -8965463.833807 nChanged 349 SP:Iteration 25Q (1440.011415 sec): 3 clusters Score: Raw -8969136.582792 + Penalty 3604.032909 = -8965532.549883 nChanged 307 SP:Iteration 26Q (1440.150170 sec): 3 clusters Score: Raw -8969192.187157 + Penalty 3604.032909 = -8965588.154249 nChanged 308 SP:Iteration 27Q (1440.289650 sec): 3 clusters Score: Raw -8969249.007478 + Penalty 3604.032909 = -8965644.974569 nChanged 291 SP:Iteration 28Q (1440.417536 sec): 3 clusters Score: Raw -8969300.317767 + Penalty 3604.032909 = -8965696.284859 nChanged 256 SP:Iteration 29Q (1440.556428 sec): 3 clusters Score: Raw -8969341.013422 + Penalty 3604.032909 = -8965736.980514 nChanged 241 SP:Iteration 30Q (1440.695201 sec): 3 clusters Score: Raw -8969382.785835 + Penalty 3604.032909 = -8965778.752926 nChanged 220 SP:Iteration 31Q (1440.833832 sec): 3 clusters Score: Raw -8969418.941023 + Penalty 3604.032909 = -8965814.908115 nChanged 198 SP:Iteration 32Q (1440.973005 sec): 3 clusters Score: Raw -8969453.357468 + Penalty 3604.032909 = -8965849.324559 nChanged 200 SP:Iteration 33Q (1441.103756 sec): 3 clusters Score: Raw -8969486.417277 + Penalty 3604.032909 = -8965882.384368 nChanged 189 SP:Iteration 34Q (1441.233870 sec): 3 clusters Score: Raw -8969520.961443 + Penalty 3604.032909 = -8965916.928535 nChanged 205 SP:Iteration 35Q (1441.367489 sec): 3 clusters Score: Raw -8969560.259535 + Penalty 3604.032909 = -8965956.226626 nChanged 203 SP:Iteration 36Q (1441.500841 sec): 3 clusters Score: Raw -8969599.608048 + Penalty 3604.032909 = -8965995.575139 nChanged 197 SP:Iteration 37Q (1441.634809 sec): 3 clusters Score: Raw -8969635.929704 + Penalty 3604.032909 = -8966031.896795 nChanged 177 SP:Iteration 38Q (1441.770418 sec): 3 clusters Score: Raw -8969670.955979 + Penalty 3604.032909 = -8966066.923070 nChanged 197 SP:Iteration 39Q (1441.914016 sec): 3 clusters Score: Raw -8969712.295834 + Penalty 3604.032909 = -8966108.262925 nChanged 190 SP:Iteration 40F (1442.067018 sec): 3 clusters Score: Raw -8969755.591053 + Penalty 3604.032909 = -8966151.558144 nChanged 188 SP:Iteration 41Q (1442.200565 sec): 3 clusters Score: Raw -8969796.170760 + Penalty 3604.032909 = -8966192.137852 nChanged 180 SP:Iteration 42Q (1442.338999 sec): 3 clusters Score: Raw -8969831.995983 + Penalty 3604.032909 = -8966227.963074 nChanged 145 SP:Iteration 43Q (1442.463536 sec): 3 clusters Score: Raw -8969860.728288 + Penalty 3604.032909 = -8966256.695379 nChanged 140 SP:Iteration 44Q (1442.609192 sec): 3 clusters Score: Raw -8969889.037610 + Penalty 3604.032909 = -8966285.004701 nChanged 145 SP:Iteration 45Q (1442.756023 sec): 3 clusters Score: Raw -8969916.065316 + Penalty 3604.032909 = -8966312.032407 nChanged 115 SP:Iteration 46Q (1442.902631 sec): 3 clusters Score: Raw -8969936.586537 + Penalty 3604.032909 = -8966332.553629 nChanged 119 SP:Iteration 47Q (1443.046869 sec): 3 clusters Score: Raw -8969959.289320 + Penalty 3604.032909 = -8966355.256411 nChanged 111 SP:Iteration 48Q (1443.180873 sec): 3 clusters Score: Raw -8969981.308198 + Penalty 3604.032909 = -8966377.275290 nChanged 120 SP:Iteration 49Q (1443.315057 sec): 3 clusters Score: Raw -8970003.368594 + Penalty 3604.032909 = -8966399.335685 nChanged 117 SP:Iteration 50Q (1443.443244 sec): 3 clusters Score: Raw -8970021.892587 + Penalty 3604.032909 = -8966417.859679 nChanged 101 SP:Iteration 51Q (1443.577664 sec): 3 clusters Score: Raw -8970037.958874 + Penalty 3604.032909 = -8966433.925966 nChanged 93 SP:Iteration 52Q (1443.710861 sec): 3 clusters Score: Raw -8970050.335164 + Penalty 3604.032909 = -8966446.302255 nChanged 67 SP:Iteration 53Q (1443.844154 sec): 3 clusters Score: Raw -8970057.751633 + Penalty 3604.032909 = -8966453.718724 nChanged 67 SP:Iteration 54Q (1443.976076 sec): 3 clusters Score: Raw -8970065.834913 + Penalty 3604.032909 = -8966461.802005 nChanged 65 SP:Iteration 55Q (1444.109312 sec): 3 clusters Score: Raw -8970073.479736 + Penalty 3604.032909 = -8966469.446828 nChanged 64 SP:Iteration 56Q (1444.242570 sec): 3 clusters Score: Raw -8970081.049214 + Penalty 3604.032909 = -8966477.016305 nChanged 51 SP:Iteration 57Q (1444.376168 sec): 3 clusters Score: Raw -8970087.302731 + Penalty 3604.032909 = -8966483.269822 nChanged 47 SP:Iteration 58Q (1444.510189 sec): 3 clusters Score: Raw -8970092.493985 + Penalty 3604.032909 = -8966488.461076 nChanged 40 SP:Iteration 59Q (1444.643551 sec): 3 clusters Score: Raw -8970096.956890 + Penalty 3604.032909 = -8966492.923981 nChanged 42 SP:Iteration 60F (1444.791233 sec): 3 clusters Score: Raw -8970101.116104 + Penalty 3604.032909 = -8966497.083195 nChanged 34 SP:Iteration 61Q (1444.923124 sec): 3 clusters Score: Raw -8970104.096713 + Penalty 3604.032909 = -8966500.063804 nChanged 25 SP:Iteration 62Q (1445.047587 sec): 3 clusters Score: Raw -8970106.108234 + Penalty 3604.032909 = -8966502.075325 nChanged 17 SP:Iteration 63Q (1445.180117 sec): 3 clusters Score: Raw -8970107.399391 + Penalty 3604.032909 = -8966503.366483 nChanged 17 SP:Iteration 64Q (1445.313014 sec): 3 clusters Score: Raw -8970108.538858 + Penalty 3604.032909 = -8966504.505949 nChanged 14 SP:Iteration 65Q (1445.446021 sec): 3 clusters Score: Raw -8970109.595306 + Penalty 3604.032909 = -8966505.562397 nChanged 15 SP:Iteration 66Q (1445.579702 sec): 3 clusters Score: Raw -8970110.889186 + Penalty 3604.032909 = -8966506.856277 nChanged 12 SP:Iteration 67Q (1445.711956 sec): 3 clusters Score: Raw -8970111.680452 + Penalty 3604.032909 = -8966507.647544 nChanged 8 SP:Iteration 68Q (1445.844425 sec): 3 clusters Score: Raw -8970112.195983 + Penalty 3604.032909 = -8966508.163074 nChanged 8 SP:Iteration 69Q (1445.977799 sec): 3 clusters Score: Raw -8970112.685460 + Penalty 3604.032909 = -8966508.652551 nChanged 16 SP:Iteration 70Q (1446.104955 sec): 3 clusters Score: Raw -8970114.004370 + Penalty 3604.032909 = -8966509.971462 nChanged 16 SP:Iteration 71Q (1446.238493 sec): 3 clusters Score: Raw -8970115.300312 + Penalty 3604.032909 = -8966511.267403 nChanged 13 SP:Iteration 72Q (1446.371613 sec): 3 clusters Score: Raw -8970116.109854 + Penalty 3604.032909 = -8966512.076945 nChanged 13 SP:Iteration 73Q (1446.503924 sec): 3 clusters Score: Raw -8970117.380928 + Penalty 3604.032909 = -8966513.348019 nChanged 17 SP:Iteration 74Q (1446.637063 sec): 3 clusters Score: Raw -8970119.164749 + Penalty 3604.032909 = -8966515.131840 nChanged 23 SP:Iteration 75Q (1446.768948 sec): 3 clusters Score: Raw -8970121.416652 + Penalty 3604.032909 = -8966517.383743 nChanged 26 SP:Iteration 76Q (1446.900900 sec): 3 clusters Score: Raw -8970124.241529 + Penalty 3604.032909 = -8966520.208620 nChanged 30 SP:Iteration 77Q (1447.034176 sec): 3 clusters Score: Raw -8970127.577922 + Penalty 3604.032909 = -8966523.545013 nChanged 32 SP:Iteration 78Q (1447.165367 sec): 3 clusters Score: Raw -8970130.899630 + Penalty 3604.032909 = -8966526.866721 nChanged 30 SP:Iteration 79Q (1447.299340 sec): 3 clusters Score: Raw -8970133.956998 + Penalty 3604.032909 = -8966529.924089 nChanged 30 SP:Iteration 80F (1447.437087 sec): 3 clusters Score: Raw -8970137.332886 + Penalty 3604.032909 = -8966533.299977 nChanged 26 SP:Iteration 81Q (1447.570899 sec): 3 clusters Score: Raw -8970140.192713 + Penalty 3604.032909 = -8966536.159804 nChanged 24 SP:Iteration 82Q (1447.702107 sec): 3 clusters Score: Raw -8970142.684371 + Penalty 3604.032909 = -8966538.651462 nChanged 17 SP:Iteration 83Q (1447.834179 sec): 3 clusters Score: Raw -8970143.926696 + Penalty 3604.032909 = -8966539.893787 nChanged 17 SP:Iteration 84Q (1447.956901 sec): 3 clusters Score: Raw -8970145.206357 + Penalty 3604.032909 = -8966541.173448 nChanged 21 SP:Iteration 85Q (1448.099890 sec): 3 clusters Score: Raw -8970147.379365 + Penalty 3604.032909 = -8966543.346456 nChanged 21 SP:Iteration 86Q (1448.240088 sec): 3 clusters Score: Raw -8970149.622962 + Penalty 3604.032909 = -8966545.590053 nChanged 22 SP:Iteration 87Q (1448.383393 sec): 3 clusters Score: Raw -8970151.656178 + Penalty 3604.032909 = -8966547.623269 nChanged 21 SP:Iteration 88Q (1448.522280 sec): 3 clusters Score: Raw -8970153.440528 + Penalty 3604.032909 = -8966549.407620 nChanged 20 SP:Iteration 89Q (1448.640121 sec): 3 clusters Score: Raw -8970154.840285 + Penalty 3604.032909 = -8966550.807376 nChanged 18 SP:Iteration 90Q (1448.760915 sec): 3 clusters Score: Raw -8970155.969004 + Penalty 3604.032909 = -8966551.936096 nChanged 17 SP:Iteration 91Q (1448.869036 sec): 3 clusters Score: Raw -8970157.336742 + Penalty 3604.032909 = -8966553.303833 nChanged 16 SP:Iteration 92Q (1449.012403 sec): 3 clusters Score: Raw -8970158.953456 + Penalty 3604.032909 = -8966554.920547 nChanged 17 SP:Iteration 93Q (1449.155478 sec): 3 clusters Score: Raw -8970160.684117 + Penalty 3604.032909 = -8966556.651208 nChanged 19 SP:Iteration 94Q (1449.293105 sec): 3 clusters Score: Raw -8970162.606904 + Penalty 3604.032909 = -8966558.573995 nChanged 12 SP:Iteration 95Q (1449.426254 sec): 3 clusters Score: Raw -8970163.418882 + Penalty 3604.032909 = -8966559.385973 nChanged 8 SP:Iteration 96Q (1449.573257 sec): 3 clusters Score: Raw -8970163.978912 + Penalty 3604.032909 = -8966559.946004 nChanged 11 SP:Iteration 97Q (1449.696971 sec): 3 clusters Score: Raw -8970164.936519 + Penalty 3604.032909 = -8966560.903611 nChanged 6 SP:Iteration 98Q (1449.851211 sec): 3 clusters Score: Raw -8970165.452312 + Penalty 3604.032909 = -8966561.419403 nChanged 9 SP:Iteration 99Q (1449.982869 sec): 3 clusters Score: Raw -8970166.494553 + Penalty 3604.032909 = -8966562.461644 nChanged 10 SP:Iteration 100F (1450.141801 sec): 3 clusters Score: Raw -8970167.469873 + Penalty 3604.032909 = -8966563.436964 nChanged 13 SP:Iteration 101Q (1450.283840 sec): 3 clusters Score: Raw -8970168.876871 + Penalty 3604.032909 = -8966564.843962 nChanged 19 SP:Iteration 102Q (1450.438611 sec): 3 clusters Score: Raw -8970170.911161 + Penalty 3604.032909 = -8966566.878252 nChanged 20 SP:Iteration 103Q (1450.580814 sec): 3 clusters Score: Raw -8970172.932719 + Penalty 3604.032909 = -8966568.899810 nChanged 15 SP:Iteration 104Q (1450.711879 sec): 3 clusters Score: Raw -8970174.380194 + Penalty 3604.032909 = -8966570.347285 nChanged 13 SP:Iteration 105Q (1450.833240 sec): 3 clusters Score: Raw -8970175.468322 + Penalty 3604.032909 = -8966571.435413 nChanged 8 SP:Iteration 106Q (1450.972922 sec): 3 clusters Score: Raw -8970176.391288 + Penalty 3604.032909 = -8966572.358379 nChanged 11 SP:Iteration 107Q (1451.110414 sec): 3 clusters Score: Raw -8970177.356398 + Penalty 3604.032909 = -8966573.323489 nChanged 10 SP:Iteration 108Q (1451.254727 sec): 3 clusters Score: Raw -8970178.132340 + Penalty 3604.032909 = -8966574.099431 nChanged 17 SP:Iteration 109Q (1451.386182 sec): 3 clusters Score: Raw -8970179.763222 + Penalty 3604.032909 = -8966575.730313 nChanged 17 SP:Iteration 110Q (1451.528979 sec): 3 clusters Score: Raw -8970181.201441 + Penalty 3604.032909 = -8966577.168532 nChanged 12 SP:Iteration 111Q (1451.663540 sec): 3 clusters Score: Raw -8970182.076860 + Penalty 3604.032909 = -8966578.043952 nChanged 8 SP:Iteration 112Q (1451.797102 sec): 3 clusters Score: Raw -8970182.636342 + Penalty 3604.032909 = -8966578.603433 nChanged 5 SP:Iteration 113Q (1451.925201 sec): 3 clusters Score: Raw -8970182.945966 + Penalty 3604.032909 = -8966578.913057 nChanged 4 SP:Iteration 114Q (1452.066377 sec): 3 clusters Score: Raw -8970183.095410 + Penalty 3604.032909 = -8966579.062501 nChanged 4 SP:Iteration 115Q (1452.200325 sec): 3 clusters Score: Raw -8970183.356852 + Penalty 3604.032909 = -8966579.323943 nChanged 2 SP:Iteration 116Q (1452.341934 sec): 3 clusters Score: Raw -8970183.489107 + Penalty 3604.032909 = -8966579.456198 nChanged 3 SP:Iteration 117Q (1452.478416 sec): 3 clusters Score: Raw -8970183.699308 + Penalty 3604.032909 = -8966579.666400 nChanged 2 SP:Iteration 118Q (1452.611305 sec): 3 clusters Score: Raw -8970183.870334 + Penalty 3604.032909 = -8966579.837426 nChanged 2 SP:Iteration 119Q (1452.756730 sec): 3 clusters Score: Raw -8970184.033983 + Penalty 3604.032909 = -8966580.001074 nChanged 3 SP:Iteration 120F (1452.911191 sec): 3 clusters Score: Raw -8970184.240767 + Penalty 3604.032909 = -8966580.207859 nChanged 7 SP:Iteration 121Q (1453.049900 sec): 3 clusters Score: Raw -8970184.655328 + Penalty 3604.032909 = -8966580.622419 nChanged 6 SP:Iteration 122Q (1453.183691 sec): 3 clusters Score: Raw -8970185.046682 + Penalty 3604.032909 = -8966581.013773 nChanged 3 SP:Iteration 123Q (1453.311752 sec): 3 clusters Score: Raw -8970185.175013 + Penalty 3604.032909 = -8966581.142104 nChanged 0 SP:Iteration 124F (1453.464392 sec): 3 clusters Score: Raw -8970185.175013 + Penalty 3604.032909 = -8966581.142104 nChanged 0 Score: Raw -57119725.420782 + Penalty 33747.915941 = -57085977.504841 Splitting cluster 1 changes total score from -57084068.584653 to -57085977.504841 So it's getting split into cluster 7. Trying to split cluster 2 (18180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1457.922973 sec): 2 clusters Score: Raw -2466826.980647 + Penalty 1593.812572 = -2465233.168075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1457.979798 sec): 3 clusters Score: Raw -2456092.971449 + Penalty 3187.625145 = -2452905.346305 nChanged 8104 SP:Iteration 1F (1458.030509 sec): 3 clusters Score: Raw -2460538.827790 + Penalty 3187.625145 = -2457351.202645 nChanged 1019 SP:Iteration 2F (1458.078704 sec): 3 clusters Score: Raw -2461036.952969 + Penalty 3187.625145 = -2457849.327825 nChanged 952 SP:Iteration 3F (1458.129490 sec): 3 clusters Score: Raw -2461596.459621 + Penalty 3187.625145 = -2458408.834477 nChanged 1000 SP:Iteration 4F (1458.177450 sec): 3 clusters Score: Raw -2462293.571396 + Penalty 3187.625145 = -2459105.946251 nChanged 1000 SP:Iteration 5F (1458.253025 sec): 3 clusters Score: Raw -2463107.954917 + Penalty 3187.625145 = -2459920.329772 nChanged 1005 SP:Iteration 6F (1458.342243 sec): 3 clusters Score: Raw -2464106.153891 + Penalty 3187.625145 = -2460918.528746 nChanged 982 SP:Iteration 7F (1458.404990 sec): 3 clusters Score: Raw -2465158.139661 + Penalty 3187.625145 = -2461970.514516 nChanged 897 SP:Iteration 8Q (1458.477940 sec): 3 clusters Score: Raw -2466154.877776 + Penalty 3187.625145 = -2462967.252631 nChanged 788 SP:Iteration 9Q (1458.550798 sec): 3 clusters Score: Raw -2466897.488628 + Penalty 3187.625145 = -2463709.863483 nChanged 699 SP:Iteration 10Q (1458.622903 sec): 3 clusters Score: Raw -2467380.734291 + Penalty 3187.625145 = -2464193.109147 nChanged 580 SP:Iteration 11Q (1458.704424 sec): 3 clusters Score: Raw -2467721.373511 + Penalty 3187.625145 = -2464533.748366 nChanged 446 SP:Iteration 12Q (1458.773279 sec): 3 clusters Score: Raw -2467933.211632 + Penalty 3187.625145 = -2464745.586487 nChanged 353 SP:Iteration 13Q (1458.849642 sec): 3 clusters Score: Raw -2468079.270034 + Penalty 3187.625145 = -2464891.644890 nChanged 285 SP:Iteration 14Q (1458.930969 sec): 3 clusters Score: Raw -2468170.222229 + Penalty 3187.625145 = -2464982.597084 nChanged 210 SP:Iteration 15Q (1459.000774 sec): 3 clusters Score: Raw -2468228.154410 + Penalty 3187.625145 = -2465040.529266 nChanged 180 SP:Iteration 16Q (1459.084499 sec): 3 clusters Score: Raw -2468269.953065 + Penalty 3187.625145 = -2465082.327920 nChanged 128 SP:Iteration 17Q (1459.160272 sec): 3 clusters Score: Raw -2468295.034446 + Penalty 3187.625145 = -2465107.409302 nChanged 111 SP:Iteration 18Q (1459.236615 sec): 3 clusters Score: Raw -2468313.840003 + Penalty 3187.625145 = -2465126.214859 nChanged 93 SP:Iteration 19Q (1459.312871 sec): 3 clusters Score: Raw -2468327.892571 + Penalty 3187.625145 = -2465140.267427 nChanged 72 SP:Iteration 20F (1459.375861 sec): 3 clusters Score: Raw -2468340.403714 + Penalty 3187.625145 = -2465152.778570 nChanged 52 SP:Iteration 21Q (1459.455945 sec): 3 clusters Score: Raw -2468346.910013 + Penalty 3187.625145 = -2465159.284869 nChanged 46 SP:Iteration 22Q (1459.524332 sec): 3 clusters Score: Raw -2468352.657058 + Penalty 3187.625145 = -2465165.031914 nChanged 45 SP:Iteration 23Q (1459.610507 sec): 3 clusters Score: Raw -2468359.015901 + Penalty 3187.625145 = -2465171.390757 nChanged 47 SP:Iteration 24Q (1459.687071 sec): 3 clusters Score: Raw -2468364.649879 + Penalty 3187.625145 = -2465177.024734 nChanged 43 SP:Iteration 25Q (1459.748850 sec): 3 clusters Score: Raw -2468370.304929 + Penalty 3187.625145 = -2465182.679785 nChanged 41 SP:Iteration 26Q (1459.828821 sec): 3 clusters Score: Raw -2468374.929164 + Penalty 3187.625145 = -2465187.304020 nChanged 29 SP:Iteration 27Q (1459.904804 sec): 3 clusters Score: Raw -2468377.672192 + Penalty 3187.625145 = -2465190.047047 nChanged 26 SP:Iteration 28Q (1459.977894 sec): 3 clusters Score: Raw -2468380.313272 + Penalty 3187.625145 = -2465192.688127 nChanged 23 SP:Iteration 29Q (1460.053666 sec): 3 clusters Score: Raw -2468381.877204 + Penalty 3187.625145 = -2465194.252059 nChanged 15 SP:Iteration 30Q (1460.129756 sec): 3 clusters Score: Raw -2468383.176222 + Penalty 3187.625145 = -2465195.551077 nChanged 13 SP:Iteration 31Q (1460.205584 sec): 3 clusters Score: Raw -2468384.206327 + Penalty 3187.625145 = -2465196.581183 nChanged 15 SP:Iteration 32Q (1460.280975 sec): 3 clusters Score: Raw -2468385.484544 + Penalty 3187.625145 = -2465197.859399 nChanged 10 SP:Iteration 33Q (1460.356729 sec): 3 clusters Score: Raw -2468386.530269 + Penalty 3187.625145 = -2465198.905125 nChanged 10 SP:Iteration 34Q (1460.432806 sec): 3 clusters Score: Raw -2468387.301182 + Penalty 3187.625145 = -2465199.676037 nChanged 6 SP:Iteration 35Q (1460.499215 sec): 3 clusters Score: Raw -2468387.789239 + Penalty 3187.625145 = -2465200.164094 nChanged 5 SP:Iteration 36Q (1460.575744 sec): 3 clusters Score: Raw -2468388.183453 + Penalty 3187.625145 = -2465200.558309 nChanged 9 SP:Iteration 37Q (1460.643616 sec): 3 clusters Score: Raw -2468388.792210 + Penalty 3187.625145 = -2465201.167065 nChanged 4 SP:Iteration 38Q (1460.710996 sec): 3 clusters Score: Raw -2468389.026577 + Penalty 3187.625145 = -2465201.401432 nChanged 2 SP:Iteration 39Q (1460.789980 sec): 3 clusters Score: Raw -2468389.164657 + Penalty 3187.625145 = -2465201.539512 nChanged 1 SP:Iteration 40F (1460.869850 sec): 3 clusters Score: Raw -2468389.291233 + Penalty 3187.625145 = -2465201.666088 nChanged 1 SP:Iteration 41Q (1460.945015 sec): 3 clusters Score: Raw -2468389.386335 + Penalty 3187.625145 = -2465201.761190 nChanged 7 SP:Iteration 42Q (1461.020342 sec): 3 clusters Score: Raw -2468389.743429 + Penalty 3187.625145 = -2465202.118284 nChanged 2 SP:Iteration 43Q (1461.095644 sec): 3 clusters Score: Raw -2468389.834427 + Penalty 3187.625145 = -2465202.209282 nChanged 3 SP:Iteration 44Q (1461.168676 sec): 3 clusters Score: Raw -2468389.984284 + Penalty 3187.625145 = -2465202.359140 nChanged 3 SP:Iteration 45Q (1461.235104 sec): 3 clusters Score: Raw -2468390.237236 + Penalty 3187.625145 = -2465202.612092 nChanged 4 SP:Iteration 46Q (1461.307891 sec): 3 clusters Score: Raw -2468390.495462 + Penalty 3187.625145 = -2465202.870317 nChanged 3 SP:Iteration 47Q (1461.378926 sec): 3 clusters Score: Raw -2468390.798227 + Penalty 3187.625145 = -2465203.173083 nChanged 2 SP:Iteration 48Q (1461.450371 sec): 3 clusters Score: Raw -2468390.985958 + Penalty 3187.625145 = -2465203.360813 nChanged 2 SP:Iteration 49Q (1461.516567 sec): 3 clusters Score: Raw -2468391.067201 + Penalty 3187.625145 = -2465203.442057 nChanged 1 SP:Iteration 50Q (1461.594738 sec): 3 clusters Score: Raw -2468391.125525 + Penalty 3187.625145 = -2465203.500381 nChanged 1 SP:Iteration 51Q (1461.670630 sec): 3 clusters Score: Raw -2468391.205947 + Penalty 3187.625145 = -2465203.580802 nChanged 1 SP:Iteration 52Q (1461.744490 sec): 3 clusters Score: Raw -2468391.286068 + Penalty 3187.625145 = -2465203.660924 nChanged 0 SP:Iteration 53F (1461.821008 sec): 3 clusters Score: Raw -2468391.286068 + Penalty 3187.625145 = -2465203.660924 nChanged 0 Trying to split cluster 3 (1458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1461.847794 sec): 2 clusters Score: Raw -193496.304277 + Penalty 1183.783398 = -192312.520879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1461.895284 sec): 3 clusters Score: Raw -192932.982869 + Penalty 2367.566797 = -190565.416072 nChanged 453 SP:Iteration 1F (1461.943490 sec): 3 clusters Score: Raw -193242.564476 + Penalty 2367.566797 = -190874.997680 nChanged 102 SP:Iteration 2F (1461.992012 sec): 3 clusters Score: Raw -193333.019350 + Penalty 2367.566797 = -190965.452553 nChanged 71 SP:Iteration 3Q (1462.038408 sec): 3 clusters Score: Raw -193383.213828 + Penalty 2367.566797 = -191015.647031 nChanged 42 SP:Iteration 4Q (1462.077203 sec): 3 clusters Score: Raw -193413.975250 + Penalty 2367.566797 = -191046.408454 nChanged 22 SP:Iteration 5Q (1462.125988 sec): 3 clusters Score: Raw -193432.184099 + Penalty 2367.566797 = -191064.617302 nChanged 22 SP:Iteration 6Q (1462.173512 sec): 3 clusters Score: Raw -193452.547237 + Penalty 2367.566797 = -191084.980441 nChanged 29 SP:Iteration 7Q (1462.231096 sec): 3 clusters Score: Raw -193474.131218 + Penalty 2367.566797 = -191106.564422 nChanged 22 SP:Iteration 8Q (1462.270670 sec): 3 clusters Score: Raw -193490.066702 + Penalty 2367.566797 = -191122.499906 nChanged 19 SP:Iteration 9Q (1462.327413 sec): 3 clusters Score: Raw -193509.640380 + Penalty 2367.566797 = -191142.073583 nChanged 21 SP:Iteration 10Q (1462.366834 sec): 3 clusters Score: Raw -193523.141134 + Penalty 2367.566797 = -191155.574337 nChanged 10 SP:Iteration 11Q (1462.415126 sec): 3 clusters Score: Raw -193530.866662 + Penalty 2367.566797 = -191163.299865 nChanged 11 SP:Iteration 12Q (1462.462128 sec): 3 clusters Score: Raw -193541.764959 + Penalty 2367.566797 = -191174.198163 nChanged 17 SP:Iteration 13Q (1462.518404 sec): 3 clusters Score: Raw -193554.168106 + Penalty 2367.566797 = -191186.601309 nChanged 18 SP:Iteration 14Q (1462.553078 sec): 3 clusters Score: Raw -193567.032635 + Penalty 2367.566797 = -191199.465839 nChanged 12 SP:Iteration 15Q (1462.612052 sec): 3 clusters Score: Raw -193575.530317 + Penalty 2367.566797 = -191207.963521 nChanged 10 SP:Iteration 16Q (1462.651521 sec): 3 clusters Score: Raw -193582.567883 + Penalty 2367.566797 = -191215.001087 nChanged 5 SP:Iteration 17Q (1462.700881 sec): 3 clusters Score: Raw -193586.644226 + Penalty 2367.566797 = -191219.077430 nChanged 7 SP:Iteration 18Q (1462.751496 sec): 3 clusters Score: Raw -193590.346531 + Penalty 2367.566797 = -191222.779735 nChanged 4 SP:Iteration 19Q (1462.801498 sec): 3 clusters Score: Raw -193593.292504 + Penalty 2367.566797 = -191225.725707 nChanged 7 SP:Iteration 20F (1462.851008 sec): 3 clusters Score: Raw -193596.701213 + Penalty 2367.566797 = -191229.134417 nChanged 6 SP:Iteration 21Q (1462.899909 sec): 3 clusters Score: Raw -193599.773142 + Penalty 2367.566797 = -191232.206345 nChanged 6 SP:Iteration 22Q (1462.957291 sec): 3 clusters Score: Raw -193603.713669 + Penalty 2367.566797 = -191236.146873 nChanged 3 SP:Iteration 23Q (1463.007282 sec): 3 clusters Score: Raw -193604.743671 + Penalty 2367.566797 = -191237.176874 nChanged 1 SP:Iteration 24Q (1463.055719 sec): 3 clusters Score: Raw -193605.126439 + Penalty 2367.566797 = -191237.559642 nChanged 0 SP:Iteration 25F (1463.093523 sec): 3 clusters Score: Raw -193605.126439 + Penalty 2367.566797 = -191237.559642 nChanged 0 Trying to split cluster 4 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1463.116711 sec): 2 clusters Score: Raw -38752.383331 + Penalty 945.280563 = -37807.102768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1463.169613 sec): 3 clusters Score: Raw -38808.003026 + Penalty 1890.561127 = -36917.441899 nChanged 87 SP:Iteration 1F (1463.208437 sec): 3 clusters Score: Raw -39013.933079 + Penalty 1890.561127 = -37123.371952 nChanged 31 SP:Iteration 2F (1463.264825 sec): 3 clusters Score: Raw -39182.210754 + Penalty 1890.561127 = -37291.649627 nChanged 16 SP:Iteration 3Q (1463.311912 sec): 3 clusters Score: Raw -39272.643710 + Penalty 1890.561127 = -37382.082583 nChanged 7 SP:Iteration 4Q (1463.352125 sec): 3 clusters Score: Raw -39296.227430 + Penalty 1890.561127 = -37405.666303 nChanged 8 SP:Iteration 5Q (1463.399860 sec): 3 clusters Score: Raw -39315.637694 + Penalty 1890.561127 = -37425.076567 nChanged 1 SP:Iteration 6Q (1463.438776 sec): 3 clusters Score: Raw -39317.431249 + Penalty 1890.561127 = -37426.870122 nChanged 0 SP:Iteration 7F (1463.484791 sec): 3 clusters Score: Raw -39317.431249 + Penalty 1890.561127 = -37426.870122 nChanged 0 Trying to split cluster 5 (10207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1463.528214 sec): 2 clusters Score: Raw -1364252.733931 + Penalty 1500.009719 = -1362752.724212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1463.577623 sec): 3 clusters Score: Raw -1358414.015343 + Penalty 3000.019437 = -1355413.995905 nChanged 4447 SP:Iteration 1F (1463.648820 sec): 3 clusters Score: Raw -1360904.129519 + Penalty 3000.019437 = -1357904.110082 nChanged 710 SP:Iteration 2F (1463.699165 sec): 3 clusters Score: Raw -1361368.929707 + Penalty 3000.019437 = -1358368.910270 nChanged 746 SP:Iteration 3F (1463.770223 sec): 3 clusters Score: Raw -1361981.493707 + Penalty 3000.019437 = -1358981.474270 nChanged 846 SP:Iteration 4F (1463.833072 sec): 3 clusters Score: Raw -1362800.207920 + Penalty 3000.019437 = -1359800.188483 nChanged 776 SP:Iteration 5F (1463.886376 sec): 3 clusters Score: Raw -1363593.328064 + Penalty 3000.019437 = -1360593.308627 nChanged 681 SP:Iteration 6F (1463.942826 sec): 3 clusters Score: Raw -1364135.037897 + Penalty 3000.019437 = -1361135.018460 nChanged 461 SP:Iteration 7Q (1464.008587 sec): 3 clusters Score: Raw -1364425.125838 + Penalty 3000.019437 = -1361425.106400 nChanged 296 SP:Iteration 8Q (1464.083003 sec): 3 clusters Score: Raw -1364576.674747 + Penalty 3000.019437 = -1361576.655310 nChanged 203 SP:Iteration 9Q (1464.143387 sec): 3 clusters Score: Raw -1364663.736695 + Penalty 3000.019437 = -1361663.717257 nChanged 148 SP:Iteration 10Q (1464.193875 sec): 3 clusters Score: Raw -1364716.191489 + Penalty 3000.019437 = -1361716.172052 nChanged 94 SP:Iteration 11Q (1464.269231 sec): 3 clusters Score: Raw -1364748.830542 + Penalty 3000.019437 = -1361748.811105 nChanged 77 SP:Iteration 12Q (1464.323470 sec): 3 clusters Score: Raw -1364775.550651 + Penalty 3000.019437 = -1361775.531214 nChanged 71 SP:Iteration 13Q (1464.389558 sec): 3 clusters Score: Raw -1364797.811153 + Penalty 3000.019437 = -1361797.791716 nChanged 62 SP:Iteration 14Q (1464.457298 sec): 3 clusters Score: Raw -1364812.159398 + Penalty 3000.019437 = -1361812.139961 nChanged 39 SP:Iteration 15Q (1464.520618 sec): 3 clusters Score: Raw -1364822.637833 + Penalty 3000.019437 = -1361822.618395 nChanged 38 SP:Iteration 16Q (1464.570112 sec): 3 clusters Score: Raw -1364832.849782 + Penalty 3000.019437 = -1361832.830344 nChanged 33 SP:Iteration 17Q (1464.638229 sec): 3 clusters Score: Raw -1364840.508271 + Penalty 3000.019437 = -1361840.488834 nChanged 24 SP:Iteration 18Q (1464.698986 sec): 3 clusters Score: Raw -1364846.157332 + Penalty 3000.019437 = -1361846.137895 nChanged 30 SP:Iteration 19Q (1464.752804 sec): 3 clusters Score: Raw -1364852.777477 + Penalty 3000.019437 = -1361852.758039 nChanged 22 SP:Iteration 20F (1464.815351 sec): 3 clusters Score: Raw -1364856.604610 + Penalty 3000.019437 = -1361856.585173 nChanged 16 SP:Iteration 21Q (1464.888021 sec): 3 clusters Score: Raw -1364858.409109 + Penalty 3000.019437 = -1361858.389672 nChanged 11 SP:Iteration 22Q (1464.950809 sec): 3 clusters Score: Raw -1364859.728192 + Penalty 3000.019437 = -1361859.708755 nChanged 5 SP:Iteration 23Q (1465.014096 sec): 3 clusters Score: Raw -1364860.212313 + Penalty 3000.019437 = -1361860.192875 nChanged 3 SP:Iteration 24Q (1465.075977 sec): 3 clusters Score: Raw -1364860.836762 + Penalty 3000.019437 = -1361860.817325 nChanged 2 SP:Iteration 25Q (1465.138658 sec): 3 clusters Score: Raw -1364861.063232 + Penalty 3000.019437 = -1361861.043794 nChanged 3 SP:Iteration 26Q (1465.199156 sec): 3 clusters Score: Raw -1364861.325733 + Penalty 3000.019437 = -1361861.306296 nChanged 0 SP:Iteration 27F (1465.262123 sec): 3 clusters Score: Raw -1364861.325733 + Penalty 3000.019437 = -1361861.306296 nChanged 0 Trying to split cluster 6 (5716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1465.297653 sec): 2 clusters Score: Raw -761720.134238 + Penalty 1405.791488 = -760314.342750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.344446 sec): 3 clusters Score: Raw -758727.376815 + Penalty 2811.582975 = -755915.793840 nChanged 2391 SP:Iteration 1F (1465.409440 sec): 3 clusters Score: Raw -760024.725180 + Penalty 2811.582975 = -757213.142205 nChanged 370 SP:Iteration 2F (1465.467667 sec): 3 clusters Score: Raw -760202.999048 + Penalty 2811.582975 = -757391.416073 nChanged 273 SP:Iteration 3Q (1465.525425 sec): 3 clusters Score: Raw -760327.101668 + Penalty 2811.582975 = -757515.518693 nChanged 207 SP:Iteration 4Q (1465.573521 sec): 3 clusters Score: Raw -760431.130404 + Penalty 2811.582975 = -757619.547429 nChanged 188 SP:Iteration 5Q (1465.632128 sec): 3 clusters Score: Raw -760535.704777 + Penalty 2811.582975 = -757724.121801 nChanged 183 SP:Iteration 6Q (1465.687933 sec): 3 clusters Score: Raw -760621.059448 + Penalty 2811.582975 = -757809.476472 nChanged 154 SP:Iteration 7Q (1465.750872 sec): 3 clusters Score: Raw -760695.503970 + Penalty 2811.582975 = -757883.920995 nChanged 144 SP:Iteration 8Q (1465.801050 sec): 3 clusters Score: Raw -760783.091439 + Penalty 2811.582975 = -757971.508464 nChanged 187 SP:Iteration 9Q (1465.845340 sec): 3 clusters Score: Raw -760898.689091 + Penalty 2811.582975 = -758087.106116 nChanged 203 SP:Iteration 10Q (1465.901487 sec): 3 clusters Score: Raw -761041.956077 + Penalty 2811.582975 = -758230.373101 nChanged 200 SP:Iteration 11Q (1465.964181 sec): 3 clusters Score: Raw -761170.494600 + Penalty 2811.582975 = -758358.911624 nChanged 173 SP:Iteration 12Q (1466.009268 sec): 3 clusters Score: Raw -761260.494181 + Penalty 2811.582975 = -758448.911205 nChanged 140 SP:Iteration 13Q (1466.071715 sec): 3 clusters Score: Raw -761324.295460 + Penalty 2811.582975 = -758512.712485 nChanged 113 SP:Iteration 14Q (1466.117195 sec): 3 clusters Score: Raw -761375.207976 + Penalty 2811.582975 = -758563.625001 nChanged 106 SP:Iteration 15Q (1466.172100 sec): 3 clusters Score: Raw -761417.582925 + Penalty 2811.582975 = -758605.999950 nChanged 85 SP:Iteration 16Q (1466.237236 sec): 3 clusters Score: Raw -761451.319959 + Penalty 2811.582975 = -758639.736984 nChanged 68 SP:Iteration 17Q (1466.294189 sec): 3 clusters Score: Raw -761472.518524 + Penalty 2811.582975 = -758660.935549 nChanged 41 SP:Iteration 18Q (1466.339093 sec): 3 clusters Score: Raw -761485.164946 + Penalty 2811.582975 = -758673.581970 nChanged 45 SP:Iteration 19Q (1466.394786 sec): 3 clusters Score: Raw -761500.147373 + Penalty 2811.582975 = -758688.564398 nChanged 50 SP:Iteration 20F (1466.457243 sec): 3 clusters Score: Raw -761514.818393 + Penalty 2811.582975 = -758703.235418 nChanged 39 SP:Iteration 21Q (1466.508691 sec): 3 clusters Score: Raw -761527.013232 + Penalty 2811.582975 = -758715.430257 nChanged 49 SP:Iteration 22Q (1466.554772 sec): 3 clusters Score: Raw -761541.401583 + Penalty 2811.582975 = -758729.818608 nChanged 43 SP:Iteration 23Q (1466.608139 sec): 3 clusters Score: Raw -761553.926891 + Penalty 2811.582975 = -758742.343916 nChanged 45 SP:Iteration 24Q (1466.674287 sec): 3 clusters Score: Raw -761568.965080 + Penalty 2811.582975 = -758757.382105 nChanged 35 SP:Iteration 25Q (1466.720907 sec): 3 clusters Score: Raw -761578.423140 + Penalty 2811.582975 = -758766.840165 nChanged 26 SP:Iteration 26Q (1466.783748 sec): 3 clusters Score: Raw -761586.659560 + Penalty 2811.582975 = -758775.076585 nChanged 28 SP:Iteration 27Q (1466.828421 sec): 3 clusters Score: Raw -761593.606179 + Penalty 2811.582975 = -758782.023204 nChanged 22 SP:Iteration 28Q (1466.887098 sec): 3 clusters Score: Raw -761598.082150 + Penalty 2811.582975 = -758786.499175 nChanged 19 SP:Iteration 29Q (1466.944069 sec): 3 clusters Score: Raw -761602.060278 + Penalty 2811.582975 = -758790.477303 nChanged 16 SP:Iteration 30Q (1466.999000 sec): 3 clusters Score: Raw -761604.903838 + Penalty 2811.582975 = -758793.320863 nChanged 8 SP:Iteration 31Q (1467.056154 sec): 3 clusters Score: Raw -761606.370300 + Penalty 2811.582975 = -758794.787325 nChanged 5 SP:Iteration 32Q (1467.116381 sec): 3 clusters Score: Raw -761607.463615 + Penalty 2811.582975 = -758795.880640 nChanged 3 SP:Iteration 33Q (1467.163508 sec): 3 clusters Score: Raw -761607.982532 + Penalty 2811.582975 = -758796.399557 nChanged 4 SP:Iteration 34Q (1467.230333 sec): 3 clusters Score: Raw -761608.391031 + Penalty 2811.582975 = -758796.808056 nChanged 2 SP:Iteration 35Q (1467.280398 sec): 3 clusters Score: Raw -761608.539346 + Penalty 2811.582975 = -758796.956371 nChanged 1 SP:Iteration 36Q (1467.338713 sec): 3 clusters Score: Raw -761608.701962 + Penalty 2811.582975 = -758797.118987 nChanged 1 SP:Iteration 37Q (1467.403764 sec): 3 clusters Score: Raw -761608.806201 + Penalty 2811.582975 = -758797.223226 nChanged 0 SP:Iteration 38F (1467.464453 sec): 3 clusters Score: Raw -761608.806201 + Penalty 2811.582975 = -758797.223226 nChanged 0 Trying to split cluster 8 (11160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1467.503785 sec): 2 clusters Score: Raw -1397651.631138 + Penalty 1514.514826 = -1396137.116312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1467.571903 sec): 3 clusters Score: Raw -1391357.035974 + Penalty 3029.029652 = -1388328.006322 nChanged 4822 SP:Iteration 1F (1467.631533 sec): 3 clusters Score: Raw -1394086.771700 + Penalty 3029.029652 = -1391057.742048 nChanged 854 SP:Iteration 2F (1467.697825 sec): 3 clusters Score: Raw -1394743.159349 + Penalty 3029.029652 = -1391714.129698 nChanged 956 SP:Iteration 3F (1467.757433 sec): 3 clusters Score: Raw -1395670.634771 + Penalty 3029.029652 = -1392641.605119 nChanged 1081 SP:Iteration 4F (1467.824218 sec): 3 clusters Score: Raw -1396738.559055 + Penalty 3029.029652 = -1393709.529403 nChanged 941 SP:Iteration 5F (1467.880843 sec): 3 clusters Score: Raw -1397532.294317 + Penalty 3029.029652 = -1394503.264666 nChanged 698 SP:Iteration 6F (1467.947967 sec): 3 clusters Score: Raw -1398025.926517 + Penalty 3029.029652 = -1394996.896865 nChanged 457 SP:Iteration 7Q (1468.014672 sec): 3 clusters Score: Raw -1398308.588760 + Penalty 3029.029652 = -1395279.559108 nChanged 319 SP:Iteration 8Q (1468.091130 sec): 3 clusters Score: Raw -1398465.017385 + Penalty 3029.029652 = -1395435.987733 nChanged 225 SP:Iteration 9Q (1468.157658 sec): 3 clusters Score: Raw -1398563.393639 + Penalty 3029.029652 = -1395534.363987 nChanged 168 SP:Iteration 10Q (1468.210362 sec): 3 clusters Score: Raw -1398632.688475 + Penalty 3029.029652 = -1395603.658823 nChanged 116 SP:Iteration 11Q (1468.277355 sec): 3 clusters Score: Raw -1398679.267104 + Penalty 3029.029652 = -1395650.237453 nChanged 104 SP:Iteration 12Q (1468.344346 sec): 3 clusters Score: Raw -1398722.289981 + Penalty 3029.029652 = -1395693.260329 nChanged 100 SP:Iteration 13Q (1468.411159 sec): 3 clusters Score: Raw -1398759.339008 + Penalty 3029.029652 = -1395730.309356 nChanged 79 SP:Iteration 14Q (1468.487414 sec): 3 clusters Score: Raw -1398786.798236 + Penalty 3029.029652 = -1395757.768585 nChanged 67 SP:Iteration 15Q (1468.534784 sec): 3 clusters Score: Raw -1398806.337202 + Penalty 3029.029652 = -1395777.307550 nChanged 44 SP:Iteration 16Q (1468.593859 sec): 3 clusters Score: Raw -1398818.648609 + Penalty 3029.029652 = -1395789.618958 nChanged 46 SP:Iteration 17Q (1468.660508 sec): 3 clusters Score: Raw -1398831.045344 + Penalty 3029.029652 = -1395802.015693 nChanged 40 SP:Iteration 18Q (1468.721698 sec): 3 clusters Score: Raw -1398841.236571 + Penalty 3029.029652 = -1395812.206919 nChanged 28 SP:Iteration 19Q (1468.788446 sec): 3 clusters Score: Raw -1398850.254245 + Penalty 3029.029652 = -1395821.224593 nChanged 29 SP:Iteration 20F (1468.854713 sec): 3 clusters Score: Raw -1398858.323043 + Penalty 3029.029652 = -1395829.293392 nChanged 27 SP:Iteration 21Q (1468.921230 sec): 3 clusters Score: Raw -1398865.316633 + Penalty 3029.029652 = -1395836.286982 nChanged 22 SP:Iteration 22Q (1468.997217 sec): 3 clusters Score: Raw -1398870.325498 + Penalty 3029.029652 = -1395841.295846 nChanged 17 SP:Iteration 23Q (1469.063198 sec): 3 clusters Score: Raw -1398875.614572 + Penalty 3029.029652 = -1395846.584920 nChanged 19 SP:Iteration 24Q (1469.119671 sec): 3 clusters Score: Raw -1398881.377205 + Penalty 3029.029652 = -1395852.347554 nChanged 15 SP:Iteration 25Q (1469.186211 sec): 3 clusters Score: Raw -1398886.166819 + Penalty 3029.029652 = -1395857.137168 nChanged 11 SP:Iteration 26Q (1469.252511 sec): 3 clusters Score: Raw -1398888.881285 + Penalty 3029.029652 = -1395859.851633 nChanged 6 SP:Iteration 27Q (1469.320580 sec): 3 clusters Score: Raw -1398890.552422 + Penalty 3029.029652 = -1395861.522770 nChanged 7 SP:Iteration 28Q (1469.378100 sec): 3 clusters Score: Raw -1398891.926400 + Penalty 3029.029652 = -1395862.896748 nChanged 1 SP:Iteration 29Q (1469.445607 sec): 3 clusters Score: Raw -1398892.118943 + Penalty 3029.029652 = -1395863.089292 nChanged 0 SP:Iteration 30F (1469.512213 sec): 3 clusters Score: Raw -1398892.118943 + Penalty 3029.029652 = -1395863.089292 nChanged 0 Trying to split cluster 9 (14300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.552471 sec): 2 clusters Score: Raw -1841017.338728 + Penalty 1554.802408 = -1839462.536320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.626842 sec): 3 clusters Score: Raw -1832706.658593 + Penalty 3109.604815 = -1829597.053778 nChanged 6227 SP:Iteration 1F (1469.706632 sec): 3 clusters Score: Raw -1836126.083488 + Penalty 3109.604815 = -1833016.478672 nChanged 899 SP:Iteration 2F (1469.777192 sec): 3 clusters Score: Raw -1836504.637430 + Penalty 3109.604815 = -1833395.032615 nChanged 769 SP:Iteration 3F (1469.841412 sec): 3 clusters Score: Raw -1836824.740006 + Penalty 3109.604815 = -1833715.135191 nChanged 680 SP:Iteration 4Q (1469.900872 sec): 3 clusters Score: Raw -1837161.041289 + Penalty 3109.604815 = -1834051.436474 nChanged 652 SP:Iteration 5Q (1469.981459 sec): 3 clusters Score: Raw -1837523.940771 + Penalty 3109.604815 = -1834414.335956 nChanged 676 SP:Iteration 6Q (1470.044477 sec): 3 clusters Score: Raw -1837948.607092 + Penalty 3109.604815 = -1834839.002277 nChanged 666 SP:Iteration 7Q (1470.111246 sec): 3 clusters Score: Raw -1838450.444684 + Penalty 3109.604815 = -1835340.839869 nChanged 692 SP:Iteration 8Q (1470.182826 sec): 3 clusters Score: Raw -1838964.597648 + Penalty 3109.604815 = -1835854.992833 nChanged 585 SP:Iteration 9Q (1470.254106 sec): 3 clusters Score: Raw -1839444.248158 + Penalty 3109.604815 = -1836334.643343 nChanged 536 SP:Iteration 10Q (1470.325075 sec): 3 clusters Score: Raw -1839864.067682 + Penalty 3109.604815 = -1836754.462867 nChanged 453 SP:Iteration 11Q (1470.395663 sec): 3 clusters Score: Raw -1840115.474195 + Penalty 3109.604815 = -1837005.869380 nChanged 384 SP:Iteration 12Q (1470.464262 sec): 3 clusters Score: Raw -1840262.300099 + Penalty 3109.604815 = -1837152.695284 nChanged 272 SP:Iteration 13Q (1470.530724 sec): 3 clusters Score: Raw -1840335.508443 + Penalty 3109.604815 = -1837225.903627 nChanged 192 SP:Iteration 14Q (1470.596739 sec): 3 clusters Score: Raw -1840382.832941 + Penalty 3109.604815 = -1837273.228126 nChanged 153 SP:Iteration 15Q (1470.664394 sec): 3 clusters Score: Raw -1840422.280697 + Penalty 3109.604815 = -1837312.675882 nChanged 128 SP:Iteration 16Q (1470.725852 sec): 3 clusters Score: Raw -1840448.298020 + Penalty 3109.604815 = -1837338.693205 nChanged 101 SP:Iteration 17Q (1470.787174 sec): 3 clusters Score: Raw -1840470.982229 + Penalty 3109.604815 = -1837361.377413 nChanged 92 SP:Iteration 18Q (1470.848161 sec): 3 clusters Score: Raw -1840489.963041 + Penalty 3109.604815 = -1837380.358226 nChanged 79 SP:Iteration 19Q (1470.909458 sec): 3 clusters Score: Raw -1840502.998613 + Penalty 3109.604815 = -1837393.393798 nChanged 74 SP:Iteration 20F (1470.980270 sec): 3 clusters Score: Raw -1840518.262884 + Penalty 3109.604815 = -1837408.658069 nChanged 80 SP:Iteration 21Q (1471.049963 sec): 3 clusters Score: Raw -1840530.795136 + Penalty 3109.604815 = -1837421.190321 nChanged 72 SP:Iteration 22Q (1471.117996 sec): 3 clusters Score: Raw -1840542.878641 + Penalty 3109.604815 = -1837433.273825 nChanged 71 SP:Iteration 23Q (1471.185751 sec): 3 clusters Score: Raw -1840554.932162 + Penalty 3109.604815 = -1837445.327347 nChanged 66 SP:Iteration 24Q (1471.250803 sec): 3 clusters Score: Raw -1840565.410602 + Penalty 3109.604815 = -1837455.805786 nChanged 49 SP:Iteration 25Q (1471.319070 sec): 3 clusters Score: Raw -1840572.112588 + Penalty 3109.604815 = -1837462.507772 nChanged 45 SP:Iteration 26Q (1471.387512 sec): 3 clusters Score: Raw -1840576.844945 + Penalty 3109.604815 = -1837467.240130 nChanged 32 SP:Iteration 27Q (1471.457254 sec): 3 clusters Score: Raw -1840580.584294 + Penalty 3109.604815 = -1837470.979478 nChanged 29 SP:Iteration 28Q (1471.523666 sec): 3 clusters Score: Raw -1840584.225348 + Penalty 3109.604815 = -1837474.620533 nChanged 38 SP:Iteration 29Q (1471.589777 sec): 3 clusters Score: Raw -1840590.211027 + Penalty 3109.604815 = -1837480.606212 nChanged 41 SP:Iteration 30Q (1471.659532 sec): 3 clusters Score: Raw -1840596.758825 + Penalty 3109.604815 = -1837487.154009 nChanged 58 SP:Iteration 31Q (1471.729512 sec): 3 clusters Score: Raw -1840603.528016 + Penalty 3109.604815 = -1837493.923201 nChanged 47 SP:Iteration 32Q (1471.791178 sec): 3 clusters Score: Raw -1840609.267114 + Penalty 3109.604815 = -1837499.662299 nChanged 49 SP:Iteration 33Q (1471.862324 sec): 3 clusters Score: Raw -1840615.051832 + Penalty 3109.604815 = -1837505.447016 nChanged 40 SP:Iteration 34Q (1471.935531 sec): 3 clusters Score: Raw -1840620.091650 + Penalty 3109.604815 = -1837510.486835 nChanged 44 SP:Iteration 35Q (1471.997674 sec): 3 clusters Score: Raw -1840625.172076 + Penalty 3109.604815 = -1837515.567260 nChanged 43 SP:Iteration 36Q (1472.071975 sec): 3 clusters Score: Raw -1840632.012137 + Penalty 3109.604815 = -1837522.407322 nChanged 65 SP:Iteration 37Q (1472.150155 sec): 3 clusters Score: Raw -1840642.348550 + Penalty 3109.604815 = -1837532.743734 nChanged 66 SP:Iteration 38Q (1472.217888 sec): 3 clusters Score: Raw -1840653.016682 + Penalty 3109.604815 = -1837543.411866 nChanged 65 SP:Iteration 39Q (1472.280548 sec): 3 clusters Score: Raw -1840663.380615 + Penalty 3109.604815 = -1837553.775800 nChanged 62 SP:Iteration 40F (1472.353193 sec): 3 clusters Score: Raw -1840671.925565 + Penalty 3109.604815 = -1837562.320750 nChanged 55 SP:Iteration 41Q (1472.428029 sec): 3 clusters Score: Raw -1840679.056718 + Penalty 3109.604815 = -1837569.451902 nChanged 58 SP:Iteration 42Q (1472.495943 sec): 3 clusters Score: Raw -1840686.973249 + Penalty 3109.604815 = -1837577.368434 nChanged 59 SP:Iteration 43Q (1472.564232 sec): 3 clusters Score: Raw -1840694.597300 + Penalty 3109.604815 = -1837584.992485 nChanged 49 SP:Iteration 44Q (1472.621130 sec): 3 clusters Score: Raw -1840700.100834 + Penalty 3109.604815 = -1837590.496019 nChanged 56 SP:Iteration 45Q (1472.669226 sec): 3 clusters Score: Raw -1840707.293822 + Penalty 3109.604815 = -1837597.689007 nChanged 59 SP:Iteration 46Q (1472.735909 sec): 3 clusters Score: Raw -1840715.486013 + Penalty 3109.604815 = -1837605.881197 nChanged 63 SP:Iteration 47Q (1472.803386 sec): 3 clusters Score: Raw -1840724.489371 + Penalty 3109.604815 = -1837614.884556 nChanged 53 SP:Iteration 48Q (1472.870114 sec): 3 clusters Score: Raw -1840732.997869 + Penalty 3109.604815 = -1837623.393054 nChanged 65 SP:Iteration 49Q (1472.937094 sec): 3 clusters Score: Raw -1840742.528389 + Penalty 3109.604815 = -1837632.923574 nChanged 67 SP:Iteration 50Q (1473.004364 sec): 3 clusters Score: Raw -1840752.788636 + Penalty 3109.604815 = -1837643.183821 nChanged 92 SP:Iteration 51Q (1473.071085 sec): 3 clusters Score: Raw -1840767.773464 + Penalty 3109.604815 = -1837658.168648 nChanged 89 SP:Iteration 52Q (1473.138134 sec): 3 clusters Score: Raw -1840786.075167 + Penalty 3109.604815 = -1837676.470352 nChanged 106 SP:Iteration 53Q (1473.205732 sec): 3 clusters Score: Raw -1840808.361764 + Penalty 3109.604815 = -1837698.756949 nChanged 103 SP:Iteration 54Q (1473.283215 sec): 3 clusters Score: Raw -1840828.259503 + Penalty 3109.604815 = -1837718.654688 nChanged 101 SP:Iteration 55Q (1473.341287 sec): 3 clusters Score: Raw -1840849.090299 + Penalty 3109.604815 = -1837739.485483 nChanged 114 SP:Iteration 56Q (1473.399477 sec): 3 clusters Score: Raw -1840874.710113 + Penalty 3109.604815 = -1837765.105297 nChanged 149 SP:Iteration 57Q (1473.447672 sec): 3 clusters Score: Raw -1840908.855173 + Penalty 3109.604815 = -1837799.250358 nChanged 151 SP:Iteration 58Q (1473.524742 sec): 3 clusters Score: Raw -1840940.112204 + Penalty 3109.604815 = -1837830.507389 nChanged 153 SP:Iteration 59Q (1473.583660 sec): 3 clusters Score: Raw -1840975.557175 + Penalty 3109.604815 = -1837865.952360 nChanged 158 SP:Iteration 60F (1473.653902 sec): 3 clusters Score: Raw -1841012.432480 + Penalty 3109.604815 = -1837902.827665 nChanged 173 SP:Iteration 61Q (1473.723151 sec): 3 clusters Score: Raw -1841055.300878 + Penalty 3109.604815 = -1837945.696062 nChanged 169 SP:Iteration 62Q (1473.802244 sec): 3 clusters Score: Raw -1841099.093358 + Penalty 3109.604815 = -1837989.488543 nChanged 169 SP:Iteration 63Q (1473.859852 sec): 3 clusters Score: Raw -1841144.907270 + Penalty 3109.604815 = -1838035.302455 nChanged 179 SP:Iteration 64Q (1473.926393 sec): 3 clusters Score: Raw -1841199.291060 + Penalty 3109.604815 = -1838089.686245 nChanged 213 SP:Iteration 65Q (1473.996966 sec): 3 clusters Score: Raw -1841275.497743 + Penalty 3109.604815 = -1838165.892928 nChanged 285 SP:Iteration 66Q (1474.066155 sec): 3 clusters Score: Raw -1841396.021484 + Penalty 3109.604815 = -1838286.416669 nChanged 302 SP:Iteration 67Q (1474.145043 sec): 3 clusters Score: Raw -1841536.135232 + Penalty 3109.604815 = -1838426.530417 nChanged 324 SP:Iteration 68Q (1474.203722 sec): 3 clusters Score: Raw -1841672.119550 + Penalty 3109.604815 = -1838562.514735 nChanged 298 SP:Iteration 69Q (1474.282248 sec): 3 clusters Score: Raw -1841791.067812 + Penalty 3109.604815 = -1838681.462997 nChanged 276 SP:Iteration 70Q (1474.341703 sec): 3 clusters Score: Raw -1841908.693177 + Penalty 3109.604815 = -1838799.088362 nChanged 253 SP:Iteration 71Q (1474.411371 sec): 3 clusters Score: Raw -1842011.825658 + Penalty 3109.604815 = -1838902.220843 nChanged 211 SP:Iteration 72Q (1474.490690 sec): 3 clusters Score: Raw -1842088.213234 + Penalty 3109.604815 = -1838978.608418 nChanged 154 SP:Iteration 73Q (1474.550644 sec): 3 clusters Score: Raw -1842131.319631 + Penalty 3109.604815 = -1839021.714816 nChanged 103 SP:Iteration 74Q (1474.616935 sec): 3 clusters Score: Raw -1842153.792120 + Penalty 3109.604815 = -1839044.187305 nChanged 65 SP:Iteration 75Q (1474.683273 sec): 3 clusters Score: Raw -1842171.670233 + Penalty 3109.604815 = -1839062.065418 nChanged 60 SP:Iteration 76Q (1474.749819 sec): 3 clusters Score: Raw -1842182.874384 + Penalty 3109.604815 = -1839073.269569 nChanged 48 SP:Iteration 77Q (1474.825348 sec): 3 clusters Score: Raw -1842192.564992 + Penalty 3109.604815 = -1839082.960177 nChanged 45 SP:Iteration 78Q (1474.873459 sec): 3 clusters Score: Raw -1842200.365065 + Penalty 3109.604815 = -1839090.760249 nChanged 29 SP:Iteration 79Q (1474.940887 sec): 3 clusters Score: Raw -1842204.324798 + Penalty 3109.604815 = -1839094.719983 nChanged 17 SP:Iteration 80F (1475.003020 sec): 3 clusters Score: Raw -1842220.153318 + Penalty 3109.604815 = -1839110.548503 nChanged 24 SP:Iteration 81Q (1475.070845 sec): 3 clusters Score: Raw -1842225.956967 + Penalty 3109.604815 = -1839116.352151 nChanged 15 SP:Iteration 82Q (1475.140687 sec): 3 clusters Score: Raw -1842227.284522 + Penalty 3109.604815 = -1839117.679707 nChanged 4 SP:Iteration 83Q (1475.214590 sec): 3 clusters Score: Raw -1842227.552332 + Penalty 3109.604815 = -1839117.947517 nChanged 4 SP:Iteration 84Q (1475.273631 sec): 3 clusters Score: Raw -1842227.894498 + Penalty 3109.604815 = -1839118.289682 nChanged 3 SP:Iteration 85Q (1475.343522 sec): 3 clusters Score: Raw -1842228.263033 + Penalty 3109.604815 = -1839118.658218 nChanged 2 SP:Iteration 86Q (1475.422864 sec): 3 clusters Score: Raw -1842228.394209 + Penalty 3109.604815 = -1839118.789394 nChanged 1 SP:Iteration 87Q (1475.474169 sec): 3 clusters Score: Raw -1842228.468470 + Penalty 3109.604815 = -1839118.863655 nChanged 1 SP:Iteration 88Q (1475.544765 sec): 3 clusters Score: Raw -1842228.560493 + Penalty 3109.604815 = -1839118.955678 nChanged 1 SP:Iteration 89Q (1475.614904 sec): 3 clusters Score: Raw -1842228.660118 + Penalty 3109.604815 = -1839119.055303 nChanged 1 SP:Iteration 90Q (1475.685341 sec): 3 clusters Score: Raw -1842228.707077 + Penalty 3109.604815 = -1839119.102261 nChanged 0 SP:Iteration 91F (1475.755842 sec): 3 clusters Score: Raw -1842228.707077 + Penalty 3109.604815 = -1839119.102261 nChanged 0 Trying to split cluster 10 (249251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1476.048441 sec): 2 clusters Score: Raw -33165273.319025 + Penalty 2019.260051 = -33163254.058974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1476.473064 sec): 3 clusters Score: Raw -32999272.012920 + Penalty 4038.520102 = -32995233.492817 nChanged 121128 SP:Iteration 1F (1476.890518 sec): 3 clusters Score: Raw -33072659.299790 + Penalty 4038.520102 = -33068620.779688 nChanged 9021 SP:Iteration 2Q (1477.338982 sec): 3 clusters Score: Raw -33075605.735939 + Penalty 4038.520102 = -33071567.215837 nChanged 11120 SP:Iteration 3Q (1477.789890 sec): 3 clusters Score: Raw -33080570.296675 + Penalty 4038.520102 = -33076531.776572 nChanged 14259 SP:Iteration 4F (1478.239575 sec): 3 clusters Score: Raw -33088950.570175 + Penalty 4038.520102 = -33084912.050072 nChanged 17753 SP:Iteration 5F (1478.696782 sec): 3 clusters Score: Raw -33101383.203288 + Penalty 4038.520102 = -33097344.683185 nChanged 19089 SP:Iteration 6F (1479.148827 sec): 3 clusters Score: Raw -33116090.475312 + Penalty 4038.520102 = -33112051.955210 nChanged 17348 SP:Iteration 7F (1479.604671 sec): 3 clusters Score: Raw -33129467.403147 + Penalty 4038.520102 = -33125428.883045 nChanged 13434 SP:Iteration 8F (1480.061042 sec): 3 clusters Score: Raw -33139049.641285 + Penalty 4038.520102 = -33135011.121183 nChanged 9789 SP:Iteration 9Q (1480.531510 sec): 3 clusters Score: Raw -33145437.354522 + Penalty 4038.520102 = -33141398.834420 nChanged 7035 SP:Iteration 10Q (1480.985454 sec): 3 clusters Score: Raw -33149567.069995 + Penalty 4038.520102 = -33145528.549893 nChanged 5501 SP:Iteration 11Q (1481.435337 sec): 3 clusters Score: Raw -33152610.767927 + Penalty 4038.520102 = -33148572.247825 nChanged 4710 SP:Iteration 12Q (1481.877289 sec): 3 clusters Score: Raw -33155097.140685 + Penalty 4038.520102 = -33151058.620583 nChanged 4101 SP:Iteration 13Q (1482.311555 sec): 3 clusters Score: Raw -33157177.707366 + Penalty 4038.520102 = -33153139.187264 nChanged 3789 SP:Iteration 14Q (1482.722060 sec): 3 clusters Score: Raw -33159005.894226 + Penalty 4038.520102 = -33154967.374124 nChanged 3315 SP:Iteration 15Q (1483.148729 sec): 3 clusters Score: Raw -33160565.702230 + Penalty 4038.520102 = -33156527.182128 nChanged 3003 SP:Iteration 16Q (1483.566858 sec): 3 clusters Score: Raw -33161933.930552 + Penalty 4038.520102 = -33157895.410449 nChanged 2551 SP:Iteration 17Q (1483.983861 sec): 3 clusters Score: Raw -33163063.307443 + Penalty 4038.520102 = -33159024.787340 nChanged 2062 SP:Iteration 18Q (1484.389206 sec): 3 clusters Score: Raw -33163940.568103 + Penalty 4038.520102 = -33159902.048001 nChanged 1657 SP:Iteration 19Q (1484.776362 sec): 3 clusters Score: Raw -33164601.965150 + Penalty 4038.520102 = -33160563.445047 nChanged 1313 SP:Iteration 20F (1485.236084 sec): 3 clusters Score: Raw -33165075.412183 + Penalty 4038.520102 = -33161036.892081 nChanged 1041 SP:Iteration 21Q (1485.628575 sec): 3 clusters Score: Raw -33165447.211533 + Penalty 4038.520102 = -33161408.691430 nChanged 833 SP:Iteration 22Q (1486.013504 sec): 3 clusters Score: Raw -33165715.076333 + Penalty 4038.520102 = -33161676.556231 nChanged 638 SP:Iteration 23Q (1486.392953 sec): 3 clusters Score: Raw -33165899.659384 + Penalty 4038.520102 = -33161861.139282 nChanged 492 SP:Iteration 24Q (1486.772810 sec): 3 clusters Score: Raw -33166039.221631 + Penalty 4038.520102 = -33162000.701528 nChanged 408 SP:Iteration 25Q (1487.137258 sec): 3 clusters Score: Raw -33166152.391193 + Penalty 4038.520102 = -33162113.871090 nChanged 342 SP:Iteration 26Q (1487.516229 sec): 3 clusters Score: Raw -33166244.103456 + Penalty 4038.520102 = -33162205.583354 nChanged 274 SP:Iteration 27Q (1487.901592 sec): 3 clusters Score: Raw -33166315.525069 + Penalty 4038.520102 = -33162277.004966 nChanged 225 SP:Iteration 28Q (1488.275545 sec): 3 clusters Score: Raw -33166379.062134 + Penalty 4038.520102 = -33162340.542031 nChanged 189 SP:Iteration 29Q (1488.663250 sec): 3 clusters Score: Raw -33166437.176569 + Penalty 4038.520102 = -33162398.656467 nChanged 157 SP:Iteration 30Q (1489.038574 sec): 3 clusters Score: Raw -33166493.451193 + Penalty 4038.520102 = -33162454.931090 nChanged 152 SP:Iteration 31Q (1489.417402 sec): 3 clusters Score: Raw -33166554.340813 + Penalty 4038.520102 = -33162515.820711 nChanged 143 SP:Iteration 32Q (1489.792551 sec): 3 clusters Score: Raw -33166649.175480 + Penalty 4038.520102 = -33162610.655378 nChanged 189 SP:Iteration 33Q (1490.170468 sec): 3 clusters Score: Raw -33166926.615304 + Penalty 4038.520102 = -33162888.095202 nChanged 308 SP:Iteration 34Q (1490.538690 sec): 3 clusters Score: Raw -33168021.940100 + Penalty 4038.520102 = -33163983.419997 nChanged 590 SP:Iteration 35Q (1490.925792 sec): 3 clusters Score: Raw -33169749.637474 + Penalty 4038.520102 = -33165711.117372 nChanged 1209 SP:Iteration 36Q (1491.313037 sec): 3 clusters Score: Raw -33170863.896892 + Penalty 4038.520102 = -33166825.376790 nChanged 1394 SP:Iteration 37Q (1491.700852 sec): 3 clusters Score: Raw -33172049.023935 + Penalty 4038.520102 = -33168010.503832 nChanged 1605 SP:Iteration 38Q (1492.083374 sec): 3 clusters Score: Raw -33173333.010062 + Penalty 4038.520102 = -33169294.489960 nChanged 1903 SP:Iteration 39Q (1492.500560 sec): 3 clusters Score: Raw -33174803.208678 + Penalty 4038.520102 = -33170764.688576 nChanged 2309 SP:Iteration 40F (1492.963596 sec): 3 clusters Score: Raw -33176699.731957 + Penalty 4038.520102 = -33172661.211855 nChanged 2902 SP:Iteration 41Q (1493.363871 sec): 3 clusters Score: Raw -33179044.240185 + Penalty 4038.520102 = -33175005.720083 nChanged 3483 SP:Iteration 42Q (1493.762734 sec): 3 clusters Score: Raw -33181883.328503 + Penalty 4038.520102 = -33177844.808401 nChanged 4245 SP:Iteration 43Q (1494.162934 sec): 3 clusters Score: Raw -33185481.340168 + Penalty 4038.520102 = -33181442.820065 nChanged 5131 SP:Iteration 44Q (1494.560613 sec): 3 clusters Score: Raw -33190001.338242 + Penalty 4038.520102 = -33185962.818139 nChanged 6135 SP:Iteration 45Q (1494.959533 sec): 3 clusters Score: Raw -33195237.037555 + Penalty 4038.520102 = -33191198.517452 nChanged 6278 SP:Iteration 46Q (1495.358770 sec): 3 clusters Score: Raw -33199161.229356 + Penalty 4038.520102 = -33195122.709254 nChanged 4175 SP:Iteration 47Q (1495.720175 sec): 3 clusters Score: Raw -33201001.816686 + Penalty 4038.520102 = -33196963.296584 nChanged 2506 SP:Iteration 48Q (1496.078101 sec): 3 clusters Score: Raw -33201816.165575 + Penalty 4038.520102 = -33197777.645472 nChanged 1523 SP:Iteration 49Q (1496.443995 sec): 3 clusters Score: Raw -33202261.107437 + Penalty 4038.520102 = -33198222.587335 nChanged 1087 SP:Iteration 50Q (1496.800483 sec): 3 clusters Score: Raw -33202525.838422 + Penalty 4038.520102 = -33198487.318320 nChanged 772 SP:Iteration 51Q (1497.201485 sec): 3 clusters Score: Raw -33202680.598244 + Penalty 4038.520102 = -33198642.078142 nChanged 589 SP:Iteration 52Q (1497.595629 sec): 3 clusters Score: Raw -33202801.170835 + Penalty 4038.520102 = -33198762.650733 nChanged 500 SP:Iteration 53Q (1497.992572 sec): 3 clusters Score: Raw -33202879.327391 + Penalty 4038.520102 = -33198840.807289 nChanged 343 SP:Iteration 54Q (1498.400061 sec): 3 clusters Score: Raw -33202935.696354 + Penalty 4038.520102 = -33198897.176251 nChanged 321 SP:Iteration 55Q (1498.797262 sec): 3 clusters Score: Raw -33202975.675668 + Penalty 4038.520102 = -33198937.155565 nChanged 240 SP:Iteration 56Q (1499.193044 sec): 3 clusters Score: Raw -33203007.909000 + Penalty 4038.520102 = -33198969.388898 nChanged 208 SP:Iteration 57Q (1499.583301 sec): 3 clusters Score: Raw -33203031.127884 + Penalty 4038.520102 = -33198992.607781 nChanged 160 SP:Iteration 58Q (1499.984526 sec): 3 clusters Score: Raw -33203057.914380 + Penalty 4038.520102 = -33199019.394278 nChanged 153 SP:Iteration 59Q (1500.369682 sec): 3 clusters Score: Raw -33203070.369965 + Penalty 4038.520102 = -33199031.849863 nChanged 113 SP:Iteration 60F (1500.823039 sec): 3 clusters Score: Raw -33208523.940715 + Penalty 4038.520102 = -33204485.420613 nChanged 8581 SP:Iteration 61Q (1501.231697 sec): 3 clusters Score: Raw -33218384.622925 + Penalty 4038.520102 = -33214346.102823 nChanged 8051 SP:Iteration 62Q (1501.639078 sec): 3 clusters Score: Raw -33226059.708782 + Penalty 4038.520102 = -33222021.188680 nChanged 5916 SP:Iteration 63Q (1502.058757 sec): 3 clusters Score: Raw -33231234.436940 + Penalty 4038.520102 = -33227195.916837 nChanged 4694 SP:Iteration 64Q (1502.468295 sec): 3 clusters Score: Raw -33235388.623345 + Penalty 4038.520102 = -33231350.103242 nChanged 4219 SP:Iteration 65Q (1502.887109 sec): 3 clusters Score: Raw -33239364.546564 + Penalty 4038.520102 = -33235326.026462 nChanged 3850 SP:Iteration 66Q (1503.292564 sec): 3 clusters Score: Raw -33243398.922455 + Penalty 4038.520102 = -33239360.402353 nChanged 3194 SP:Iteration 67Q (1503.697065 sec): 3 clusters Score: Raw -33247006.619537 + Penalty 4038.520102 = -33242968.099435 nChanged 2086 SP:Iteration 68Q (1504.096079 sec): 3 clusters Score: Raw -33249173.790157 + Penalty 4038.520102 = -33245135.270055 nChanged 1169 SP:Iteration 69Q (1504.511213 sec): 3 clusters Score: Raw -33250279.452380 + Penalty 4038.520102 = -33246240.932277 nChanged 628 SP:Iteration 70Q (1504.918958 sec): 3 clusters Score: Raw -33250966.157279 + Penalty 4038.520102 = -33246927.637177 nChanged 355 SP:Iteration 71Q (1505.320830 sec): 3 clusters Score: Raw -33251342.975787 + Penalty 4038.520102 = -33247304.455685 nChanged 169 SP:Iteration 72Q (1505.726511 sec): 3 clusters Score: Raw -33251583.050254 + Penalty 4038.520102 = -33247544.530152 nChanged 103 SP:Iteration 73Q (1506.123880 sec): 3 clusters Score: Raw -33251709.544664 + Penalty 4038.520102 = -33247671.024561 nChanged 60 SP:Iteration 74Q (1506.533838 sec): 3 clusters Score: Raw -33251810.136692 + Penalty 4038.520102 = -33247771.616590 nChanged 41 SP:Iteration 75Q (1506.929325 sec): 3 clusters Score: Raw -33251855.243327 + Penalty 4038.520102 = -33247816.723224 nChanged 21 SP:Iteration 76Q (1507.341080 sec): 3 clusters Score: Raw -33251901.543046 + Penalty 4038.520102 = -33247863.022943 nChanged 17 SP:Iteration 77Q (1507.754279 sec): 3 clusters Score: Raw -33251915.761442 + Penalty 4038.520102 = -33247877.241339 nChanged 8 SP:Iteration 78Q (1508.161303 sec): 3 clusters Score: Raw -33251923.076033 + Penalty 4038.520102 = -33247884.555931 nChanged 4 SP:Iteration 79Q (1508.566610 sec): 3 clusters Score: Raw -33251935.095098 + Penalty 4038.520102 = -33247896.574995 nChanged 5 SP:Iteration 80F (1509.028215 sec): 3 clusters Score: Raw -33258393.495954 + Penalty 4038.520102 = -33254354.975852 nChanged 3308 SP:Iteration 81Q (1509.430208 sec): 3 clusters Score: Raw -33273694.608653 + Penalty 4038.520102 = -33269656.088551 nChanged 2199 SP:Iteration 82Q (1509.788930 sec): 3 clusters Score: Raw -33285349.272718 + Penalty 4038.520102 = -33281310.752616 nChanged 609 SP:Iteration 83Q (1510.119476 sec): 3 clusters Score: Raw -33291250.597368 + Penalty 4038.520102 = -33287212.077265 nChanged 344 SP:Iteration 84Q (1510.456279 sec): 3 clusters Score: Raw -33293648.112706 + Penalty 4038.520102 = -33289609.592603 nChanged 98 SP:Iteration 85Q (1510.791143 sec): 3 clusters Score: Raw -33295150.696134 + Penalty 4038.520102 = -33291112.176031 nChanged 66 SP:Iteration 86Q (1511.139495 sec): 3 clusters Score: Raw -33295794.516386 + Penalty 4038.520102 = -33291755.996283 nChanged 24 SP:Iteration 87Q (1511.508013 sec): 3 clusters Score: Raw -33296180.190380 + Penalty 4038.520102 = -33292141.670278 nChanged 16 SP:Iteration 88Q (1511.854051 sec): 3 clusters Score: Raw -33296316.707686 + Penalty 4038.520102 = -33292278.187583 nChanged 5 SP:Iteration 89Q (1512.179772 sec): 3 clusters Score: Raw -33296344.846351 + Penalty 4038.520102 = -33292306.326249 nChanged 1 SP:Iteration 90Q (1512.508427 sec): 3 clusters Score: Raw -33296372.388485 + Penalty 4038.520102 = -33292333.868382 nChanged 1 SP:Iteration 91Q (1512.843262 sec): 3 clusters Score: Raw -33296372.429715 + Penalty 4038.520102 = -33292333.909612 nChanged 0 SP:Iteration 92F (1513.256845 sec): 3 clusters Score: Raw -33298263.017722 + Penalty 4038.520102 = -33294224.497620 nChanged 77 SP:Iteration 93Q (1513.589014 sec): 3 clusters Score: Raw -33298490.860804 + Penalty 4038.520102 = -33294452.340701 nChanged 4 SP:Iteration 94Q (1513.922578 sec): 3 clusters Score: Raw -33298490.920188 + Penalty 4038.520102 = -33294452.400086 nChanged 0 SP:Iteration 95F (1514.342297 sec): 3 clusters Score: Raw -33298490.920188 + Penalty 4038.520102 = -33294452.400086 nChanged 0 Score: Raw -57252943.021945 + Penalty 35857.160688 = -57217085.861258 Splitting cluster 10 changes total score from -57084068.584653 to -57217085.861258 So it's getting split into cluster 12. Trying to split cluster 11 (11569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1519.133646 sec): 2 clusters Score: Raw -1524016.626815 + Penalty 1520.363713 = -1522496.263102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1519.204031 sec): 3 clusters Score: Raw -1517362.068231 + Penalty 3040.727425 = -1514321.340806 nChanged 5083 SP:Iteration 1F (1519.261594 sec): 3 clusters Score: Raw -1520042.291900 + Penalty 3040.727425 = -1517001.564474 nChanged 616 SP:Iteration 2F (1519.327410 sec): 3 clusters Score: Raw -1520274.992385 + Penalty 3040.727425 = -1517234.264959 nChanged 505 SP:Iteration 3Q (1519.396781 sec): 3 clusters Score: Raw -1520455.962803 + Penalty 3040.727425 = -1517415.235378 nChanged 474 SP:Iteration 4Q (1519.461326 sec): 3 clusters Score: Raw -1520642.896050 + Penalty 3040.727425 = -1517602.168625 nChanged 494 SP:Iteration 5Q (1519.531807 sec): 3 clusters Score: Raw -1520836.118546 + Penalty 3040.727425 = -1517795.391120 nChanged 478 SP:Iteration 6Q (1519.598996 sec): 3 clusters Score: Raw -1521054.889827 + Penalty 3040.727425 = -1518014.162402 nChanged 462 SP:Iteration 7Q (1519.666929 sec): 3 clusters Score: Raw -1521270.563186 + Penalty 3040.727425 = -1518229.835760 nChanged 496 SP:Iteration 8Q (1519.725154 sec): 3 clusters Score: Raw -1521519.990011 + Penalty 3040.727425 = -1518479.262586 nChanged 546 SP:Iteration 9Q (1519.799745 sec): 3 clusters Score: Raw -1521842.367285 + Penalty 3040.727425 = -1518801.639860 nChanged 568 SP:Iteration 10Q (1519.860449 sec): 3 clusters Score: Raw -1522218.919467 + Penalty 3040.727425 = -1519178.192041 nChanged 571 SP:Iteration 11Q (1519.935448 sec): 3 clusters Score: Raw -1522612.273178 + Penalty 3040.727425 = -1519571.545752 nChanged 484 SP:Iteration 12Q (1519.991608 sec): 3 clusters Score: Raw -1522961.510550 + Penalty 3040.727425 = -1519920.783125 nChanged 366 SP:Iteration 13Q (1520.056437 sec): 3 clusters Score: Raw -1523238.824304 + Penalty 3040.727425 = -1520198.096878 nChanged 294 SP:Iteration 14Q (1520.134395 sec): 3 clusters Score: Raw -1523453.231209 + Penalty 3040.727425 = -1520412.503784 nChanged 220 SP:Iteration 15Q (1520.193129 sec): 3 clusters Score: Raw -1523610.705037 + Penalty 3040.727425 = -1520569.977611 nChanged 190 SP:Iteration 16Q (1520.255832 sec): 3 clusters Score: Raw -1523754.857317 + Penalty 3040.727425 = -1520714.129892 nChanged 155 SP:Iteration 17Q (1520.324576 sec): 3 clusters Score: Raw -1523880.556675 + Penalty 3040.727425 = -1520839.829250 nChanged 120 SP:Iteration 18Q (1520.391549 sec): 3 clusters Score: Raw -1523969.385576 + Penalty 3040.727425 = -1520928.658151 nChanged 107 SP:Iteration 19Q (1520.458417 sec): 3 clusters Score: Raw -1524052.947227 + Penalty 3040.727425 = -1521012.219801 nChanged 77 SP:Iteration 20F (1520.528087 sec): 3 clusters Score: Raw -1524115.007498 + Penalty 3040.727425 = -1521074.280072 nChanged 72 SP:Iteration 21Q (1520.585674 sec): 3 clusters Score: Raw -1524156.066520 + Penalty 3040.727425 = -1521115.339095 nChanged 40 SP:Iteration 22Q (1520.652539 sec): 3 clusters Score: Raw -1524180.171755 + Penalty 3040.727425 = -1521139.444330 nChanged 38 SP:Iteration 23Q (1520.719636 sec): 3 clusters Score: Raw -1524199.317181 + Penalty 3040.727425 = -1521158.589755 nChanged 26 SP:Iteration 24Q (1520.786629 sec): 3 clusters Score: Raw -1524213.480154 + Penalty 3040.727425 = -1521172.752728 nChanged 27 SP:Iteration 25Q (1520.853622 sec): 3 clusters Score: Raw -1524226.058701 + Penalty 3040.727425 = -1521185.331276 nChanged 17 SP:Iteration 26Q (1520.918224 sec): 3 clusters Score: Raw -1524233.133472 + Penalty 3040.727425 = -1521192.406047 nChanged 14 SP:Iteration 27Q (1520.985231 sec): 3 clusters Score: Raw -1524238.357294 + Penalty 3040.727425 = -1521197.629868 nChanged 12 SP:Iteration 28Q (1521.053872 sec): 3 clusters Score: Raw -1524243.132972 + Penalty 3040.727425 = -1521202.405547 nChanged 10 SP:Iteration 29Q (1521.109291 sec): 3 clusters Score: Raw -1524245.870840 + Penalty 3040.727425 = -1521205.143414 nChanged 8 SP:Iteration 30Q (1521.175041 sec): 3 clusters Score: Raw -1524248.871616 + Penalty 3040.727425 = -1521208.144191 nChanged 12 SP:Iteration 31Q (1521.251554 sec): 3 clusters Score: Raw -1524253.276664 + Penalty 3040.727425 = -1521212.549239 nChanged 12 SP:Iteration 32Q (1521.307646 sec): 3 clusters Score: Raw -1524257.460316 + Penalty 3040.727425 = -1521216.732890 nChanged 6 SP:Iteration 33Q (1521.365707 sec): 3 clusters Score: Raw -1524260.776287 + Penalty 3040.727425 = -1521220.048861 nChanged 6 SP:Iteration 34Q (1521.432694 sec): 3 clusters Score: Raw -1524263.162012 + Penalty 3040.727425 = -1521222.434586 nChanged 5 SP:Iteration 35Q (1521.479144 sec): 3 clusters Score: Raw -1524264.283688 + Penalty 3040.727425 = -1521223.556263 nChanged 4 SP:Iteration 36Q (1521.538442 sec): 3 clusters Score: Raw -1524265.584473 + Penalty 3040.727425 = -1521224.857048 nChanged 2 SP:Iteration 37Q (1521.597677 sec): 3 clusters Score: Raw -1524266.358395 + Penalty 3040.727425 = -1521225.630970 nChanged 3 SP:Iteration 38Q (1521.671189 sec): 3 clusters Score: Raw -1524267.180406 + Penalty 3040.727425 = -1521226.452980 nChanged 1 SP:Iteration 39Q (1521.721913 sec): 3 clusters Score: Raw -1524267.398711 + Penalty 3040.727425 = -1521226.671286 nChanged 0 SP:Iteration 40F (1521.798570 sec): 3 clusters Score: Raw -1524267.398711 + Penalty 3040.727425 = -1521226.671286 nChanged 0 Trying to split cluster 15 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1521.822982 sec): 2 clusters Score: Raw -79603.714252 + Penalty 1060.317319 = -78543.396933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1521.856156 sec): 3 clusters Score: Raw -79581.231293 + Penalty 2120.634639 = -77460.596654 nChanged 208 SP:Iteration 1F (1521.886385 sec): 3 clusters Score: Raw -79859.709109 + Penalty 2120.634639 = -77739.074470 nChanged 48 SP:Iteration 2F (1521.939971 sec): 3 clusters Score: Raw -79954.994921 + Penalty 2120.634639 = -77834.360282 nChanged 28 SP:Iteration 3Q (1521.986617 sec): 3 clusters Score: Raw -80012.596814 + Penalty 2120.634639 = -77891.962175 nChanged 19 SP:Iteration 4Q (1522.022896 sec): 3 clusters Score: Raw -80085.476982 + Penalty 2120.634639 = -77964.842343 nChanged 23 SP:Iteration 5Q (1522.069477 sec): 3 clusters Score: Raw -80127.172895 + Penalty 2120.634639 = -78006.538256 nChanged 16 SP:Iteration 6Q (1522.118105 sec): 3 clusters Score: Raw -80147.625550 + Penalty 2120.634639 = -78026.990911 nChanged 18 SP:Iteration 7Q (1522.166159 sec): 3 clusters Score: Raw -80168.444083 + Penalty 2120.634639 = -78047.809444 nChanged 13 SP:Iteration 8Q (1522.209929 sec): 3 clusters Score: Raw -80180.913464 + Penalty 2120.634639 = -78060.278825 nChanged 6 SP:Iteration 9Q (1522.255242 sec): 3 clusters Score: Raw -80194.003492 + Penalty 2120.634639 = -78073.368854 nChanged 6 SP:Iteration 10Q (1522.292961 sec): 3 clusters Score: Raw -80200.071522 + Penalty 2120.634639 = -78079.436884 nChanged 5 SP:Iteration 11Q (1522.331231 sec): 3 clusters Score: Raw -80203.068051 + Penalty 2120.634639 = -78082.433412 nChanged 1 SP:Iteration 12Q (1522.373596 sec): 3 clusters Score: Raw -80203.654752 + Penalty 2120.634639 = -78083.020113 nChanged 1 SP:Iteration 13Q (1522.412991 sec): 3 clusters Score: Raw -80204.236550 + Penalty 2120.634639 = -78083.601911 nChanged 0 SP:Iteration 14F (1522.452014 sec): 3 clusters Score: Raw -80204.236550 + Penalty 2120.634639 = -78083.601911 nChanged 0 Trying to split cluster 16 (15906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1522.498309 sec): 2 clusters Score: Raw -2165859.803465 + Penalty 1572.098397 = -2164287.705068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1522.582794 sec): 3 clusters Score: Raw -2156578.908552 + Penalty 3144.196795 = -2153434.711758 nChanged 6969 SP:Iteration 1F (1522.655704 sec): 3 clusters Score: Raw -2160298.319092 + Penalty 3144.196795 = -2157154.122298 nChanged 934 SP:Iteration 2F (1522.731265 sec): 3 clusters Score: Raw -2160673.014921 + Penalty 3144.196795 = -2157528.818126 nChanged 870 SP:Iteration 3F (1522.806704 sec): 3 clusters Score: Raw -2161065.051935 + Penalty 3144.196795 = -2157920.855140 nChanged 875 SP:Iteration 4F (1522.882285 sec): 3 clusters Score: Raw -2161530.600380 + Penalty 3144.196795 = -2158386.403586 nChanged 943 SP:Iteration 5F (1522.952074 sec): 3 clusters Score: Raw -2162132.396416 + Penalty 3144.196795 = -2158988.199621 nChanged 1016 SP:Iteration 6F (1523.012180 sec): 3 clusters Score: Raw -2162874.197261 + Penalty 3144.196795 = -2159730.000467 nChanged 1057 SP:Iteration 7F (1523.081116 sec): 3 clusters Score: Raw -2163784.041600 + Penalty 3144.196795 = -2160639.844806 nChanged 984 SP:Iteration 8F (1523.145197 sec): 3 clusters Score: Raw -2164723.536228 + Penalty 3144.196795 = -2161579.339433 nChanged 663 SP:Iteration 9Q (1523.224469 sec): 3 clusters Score: Raw -2165362.126337 + Penalty 3144.196795 = -2162217.929543 nChanged 343 SP:Iteration 10Q (1523.295764 sec): 3 clusters Score: Raw -2165702.147247 + Penalty 3144.196795 = -2162557.950452 nChanged 162 SP:Iteration 11Q (1523.365565 sec): 3 clusters Score: Raw -2165862.047908 + Penalty 3144.196795 = -2162717.851113 nChanged 104 SP:Iteration 12Q (1523.433357 sec): 3 clusters Score: Raw -2165975.492600 + Penalty 3144.196795 = -2162831.295805 nChanged 47 SP:Iteration 13Q (1523.501074 sec): 3 clusters Score: Raw -2166030.109903 + Penalty 3144.196795 = -2162885.913109 nChanged 23 SP:Iteration 14Q (1523.570515 sec): 3 clusters Score: Raw -2166055.498505 + Penalty 3144.196795 = -2162911.301710 nChanged 14 SP:Iteration 15Q (1523.639594 sec): 3 clusters Score: Raw -2166072.684499 + Penalty 3144.196795 = -2162928.487704 nChanged 11 SP:Iteration 16Q (1523.708767 sec): 3 clusters Score: Raw -2166086.249347 + Penalty 3144.196795 = -2162942.052552 nChanged 9 SP:Iteration 17Q (1523.777878 sec): 3 clusters Score: Raw -2166097.345476 + Penalty 3144.196795 = -2162953.148681 nChanged 6 SP:Iteration 18Q (1523.846773 sec): 3 clusters Score: Raw -2166104.725699 + Penalty 3144.196795 = -2162960.528904 nChanged 7 SP:Iteration 19Q (1523.915396 sec): 3 clusters Score: Raw -2166116.368766 + Penalty 3144.196795 = -2162972.171972 nChanged 4 SP:Iteration 20F (1523.989633 sec): 3 clusters Score: Raw -2166121.913305 + Penalty 3144.196795 = -2162977.716511 nChanged 5 SP:Iteration 21Q (1524.056517 sec): 3 clusters Score: Raw -2166128.551730 + Penalty 3144.196795 = -2162984.354935 nChanged 5 SP:Iteration 22Q (1524.127241 sec): 3 clusters Score: Raw -2166135.847007 + Penalty 3144.196795 = -2162991.650213 nChanged 3 SP:Iteration 23Q (1524.196641 sec): 3 clusters Score: Raw -2166140.436350 + Penalty 3144.196795 = -2162996.239556 nChanged 4 SP:Iteration 24Q (1524.266082 sec): 3 clusters Score: Raw -2166143.366400 + Penalty 3144.196795 = -2162999.169605 nChanged 3 SP:Iteration 25Q (1524.335258 sec): 3 clusters Score: Raw -2166146.692283 + Penalty 3144.196795 = -2163002.495488 nChanged 3 SP:Iteration 26Q (1524.403516 sec): 3 clusters Score: Raw -2166148.688805 + Penalty 3144.196795 = -2163004.492011 nChanged 1 SP:Iteration 27Q (1524.474087 sec): 3 clusters Score: Raw -2166150.243484 + Penalty 3144.196795 = -2163006.046690 nChanged 0 SP:Iteration 28F (1524.538169 sec): 3 clusters Score: Raw -2166150.243484 + Penalty 3144.196795 = -2163006.046690 nChanged 0 Trying to split cluster 17 (22537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1524.604999 sec): 2 clusters Score: Raw -2956868.659149 + Penalty 1628.723473 = -2955239.935676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1524.680802 sec): 3 clusters Score: Raw -2943299.057684 + Penalty 3257.446947 = -2940041.610737 nChanged 10104 SP:Iteration 1F (1524.778144 sec): 3 clusters Score: Raw -2948986.673569 + Penalty 3257.446947 = -2945729.226622 nChanged 1503 SP:Iteration 2F (1524.855030 sec): 3 clusters Score: Raw -2949841.156403 + Penalty 3257.446947 = -2946583.709456 nChanged 1692 SP:Iteration 3F (1524.953571 sec): 3 clusters Score: Raw -2951039.530467 + Penalty 3257.446947 = -2947782.083521 nChanged 1775 SP:Iteration 4F (1525.021847 sec): 3 clusters Score: Raw -2952527.729111 + Penalty 3257.446947 = -2949270.282164 nChanged 1726 SP:Iteration 5F (1525.097724 sec): 3 clusters Score: Raw -2954182.252548 + Penalty 3257.446947 = -2950924.805601 nChanged 1557 SP:Iteration 6F (1525.187964 sec): 3 clusters Score: Raw -2955703.128225 + Penalty 3257.446947 = -2952445.681279 nChanged 1189 SP:Iteration 7F (1525.262220 sec): 3 clusters Score: Raw -2956617.532218 + Penalty 3257.446947 = -2953360.085271 nChanged 779 SP:Iteration 8Q (1525.347155 sec): 3 clusters Score: Raw -2957016.725637 + Penalty 3257.446947 = -2953759.278690 nChanged 469 SP:Iteration 9Q (1525.436904 sec): 3 clusters Score: Raw -2957200.125150 + Penalty 3257.446947 = -2953942.678203 nChanged 308 SP:Iteration 10Q (1525.511084 sec): 3 clusters Score: Raw -2957314.455036 + Penalty 3257.446947 = -2954057.008089 nChanged 259 SP:Iteration 11Q (1525.597038 sec): 3 clusters Score: Raw -2957404.284656 + Penalty 3257.446947 = -2954146.837710 nChanged 234 SP:Iteration 12Q (1525.682110 sec): 3 clusters Score: Raw -2957491.594968 + Penalty 3257.446947 = -2954234.148022 nChanged 234 SP:Iteration 13Q (1525.767476 sec): 3 clusters Score: Raw -2957565.098234 + Penalty 3257.446947 = -2954307.651287 nChanged 204 SP:Iteration 14Q (1525.864814 sec): 3 clusters Score: Raw -2957621.665089 + Penalty 3257.446947 = -2954364.218142 nChanged 169 SP:Iteration 15Q (1525.937382 sec): 3 clusters Score: Raw -2957658.088582 + Penalty 3257.446947 = -2954400.641635 nChanged 129 SP:Iteration 16Q (1526.022080 sec): 3 clusters Score: Raw -2957681.686049 + Penalty 3257.446947 = -2954424.239102 nChanged 100 SP:Iteration 17Q (1526.106987 sec): 3 clusters Score: Raw -2957698.240676 + Penalty 3257.446947 = -2954440.793730 nChanged 88 SP:Iteration 18Q (1526.191748 sec): 3 clusters Score: Raw -2957710.690440 + Penalty 3257.446947 = -2954453.243493 nChanged 63 SP:Iteration 19Q (1526.277004 sec): 3 clusters Score: Raw -2957719.129701 + Penalty 3257.446947 = -2954461.682754 nChanged 45 SP:Iteration 20F (1526.363767 sec): 3 clusters Score: Raw -2957724.862247 + Penalty 3257.446947 = -2954467.415300 nChanged 53 SP:Iteration 21Q (1526.449808 sec): 3 clusters Score: Raw -2957730.852447 + Penalty 3257.446947 = -2954473.405501 nChanged 45 SP:Iteration 22Q (1526.535115 sec): 3 clusters Score: Raw -2957734.625211 + Penalty 3257.446947 = -2954477.178264 nChanged 35 SP:Iteration 23Q (1526.620368 sec): 3 clusters Score: Raw -2957737.098432 + Penalty 3257.446947 = -2954479.651486 nChanged 25 SP:Iteration 24Q (1526.705209 sec): 3 clusters Score: Raw -2957739.129141 + Penalty 3257.446947 = -2954481.682194 nChanged 22 SP:Iteration 25Q (1526.790314 sec): 3 clusters Score: Raw -2957740.950708 + Penalty 3257.446947 = -2954483.503762 nChanged 20 SP:Iteration 26Q (1526.864966 sec): 3 clusters Score: Raw -2957742.296281 + Penalty 3257.446947 = -2954484.849334 nChanged 15 SP:Iteration 27Q (1526.952286 sec): 3 clusters Score: Raw -2957743.205865 + Penalty 3257.446947 = -2954485.758919 nChanged 12 SP:Iteration 28Q (1527.048927 sec): 3 clusters Score: Raw -2957743.900557 + Penalty 3257.446947 = -2954486.453611 nChanged 9 SP:Iteration 29Q (1527.112159 sec): 3 clusters Score: Raw -2957744.891079 + Penalty 3257.446947 = -2954487.444132 nChanged 13 SP:Iteration 30Q (1527.157863 sec): 3 clusters Score: Raw -2957745.974798 + Penalty 3257.446947 = -2954488.527852 nChanged 13 SP:Iteration 31Q (1527.204713 sec): 3 clusters Score: Raw -2957746.725228 + Penalty 3257.446947 = -2954489.278282 nChanged 5 SP:Iteration 32Q (1527.251755 sec): 3 clusters Score: Raw -2957747.202372 + Penalty 3257.446947 = -2954489.755426 nChanged 7 SP:Iteration 33Q (1527.298698 sec): 3 clusters Score: Raw -2957747.697837 + Penalty 3257.446947 = -2954490.250891 nChanged 3 SP:Iteration 34Q (1527.361575 sec): 3 clusters Score: Raw -2957747.839163 + Penalty 3257.446947 = -2954490.392216 nChanged 3 SP:Iteration 35Q (1527.446184 sec): 3 clusters Score: Raw -2957748.064911 + Penalty 3257.446947 = -2954490.617964 nChanged 7 SP:Iteration 36Q (1527.531034 sec): 3 clusters Score: Raw -2957748.537417 + Penalty 3257.446947 = -2954491.090471 nChanged 8 SP:Iteration 37Q (1527.615246 sec): 3 clusters Score: Raw -2957749.035868 + Penalty 3257.446947 = -2954491.588922 nChanged 7 SP:Iteration 38Q (1527.699701 sec): 3 clusters Score: Raw -2957749.401329 + Penalty 3257.446947 = -2954491.954383 nChanged 9 SP:Iteration 39Q (1527.782707 sec): 3 clusters Score: Raw -2957750.095382 + Penalty 3257.446947 = -2954492.648435 nChanged 3 SP:Iteration 40F (1527.874254 sec): 3 clusters Score: Raw -2957750.272141 + Penalty 3257.446947 = -2954492.825195 nChanged 3 SP:Iteration 41Q (1527.948614 sec): 3 clusters Score: Raw -2957750.442281 + Penalty 3257.446947 = -2954492.995334 nChanged 4 SP:Iteration 42Q (1528.037928 sec): 3 clusters Score: Raw -2957750.873428 + Penalty 3257.446947 = -2954493.426481 nChanged 5 SP:Iteration 43Q (1528.128598 sec): 3 clusters Score: Raw -2957751.151318 + Penalty 3257.446947 = -2954493.704371 nChanged 5 SP:Iteration 44Q (1528.207067 sec): 3 clusters Score: Raw -2957751.601867 + Penalty 3257.446947 = -2954494.154921 nChanged 12 SP:Iteration 45Q (1528.298178 sec): 3 clusters Score: Raw -2957752.420572 + Penalty 3257.446947 = -2954494.973625 nChanged 9 SP:Iteration 46Q (1528.376049 sec): 3 clusters Score: Raw -2957752.977638 + Penalty 3257.446947 = -2954495.530692 nChanged 5 SP:Iteration 47Q (1528.460362 sec): 3 clusters Score: Raw -2957753.344746 + Penalty 3257.446947 = -2954495.897800 nChanged 6 SP:Iteration 48Q (1528.551085 sec): 3 clusters Score: Raw -2957753.856178 + Penalty 3257.446947 = -2954496.409231 nChanged 8 SP:Iteration 49Q (1528.628654 sec): 3 clusters Score: Raw -2957754.200879 + Penalty 3257.446947 = -2954496.753933 nChanged 6 SP:Iteration 50Q (1528.708503 sec): 3 clusters Score: Raw -2957754.529768 + Penalty 3257.446947 = -2954497.082822 nChanged 4 SP:Iteration 51Q (1528.805287 sec): 3 clusters Score: Raw -2957754.657231 + Penalty 3257.446947 = -2954497.210284 nChanged 2 SP:Iteration 52Q (1528.890877 sec): 3 clusters Score: Raw -2957754.728931 + Penalty 3257.446947 = -2954497.281984 nChanged 3 SP:Iteration 53Q (1528.977253 sec): 3 clusters Score: Raw -2957754.895981 + Penalty 3257.446947 = -2954497.449034 nChanged 0 SP:Iteration 54F (1529.063784 sec): 3 clusters Score: Raw -2957754.895981 + Penalty 3257.446947 = -2954497.449034 nChanged 0 Trying to split cluster 18 (2459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1529.093787 sec): 2 clusters Score: Raw -312031.751962 + Penalty 1268.720382 = -310763.031581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1529.145195 sec): 3 clusters Score: Raw -310901.179712 + Penalty 2537.440764 = -308363.738949 nChanged 899 SP:Iteration 1F (1529.197987 sec): 3 clusters Score: Raw -311477.770173 + Penalty 2537.440764 = -308940.329410 nChanged 228 SP:Iteration 2F (1529.238006 sec): 3 clusters Score: Raw -311665.611358 + Penalty 2537.440764 = -309128.170595 nChanged 152 SP:Iteration 3F (1529.302544 sec): 3 clusters Score: Raw -311809.896853 + Penalty 2537.440764 = -309272.456089 nChanged 145 SP:Iteration 4F (1529.344008 sec): 3 clusters Score: Raw -311953.940982 + Penalty 2537.440764 = -309416.500219 nChanged 114 SP:Iteration 5Q (1529.397212 sec): 3 clusters Score: Raw -312054.448365 + Penalty 2537.440764 = -309517.007601 nChanged 94 SP:Iteration 6Q (1529.458860 sec): 3 clusters Score: Raw -312125.888575 + Penalty 2537.440764 = -309588.447812 nChanged 61 SP:Iteration 7Q (1529.512403 sec): 3 clusters Score: Raw -312163.633501 + Penalty 2537.440764 = -309626.192738 nChanged 39 SP:Iteration 8Q (1529.565766 sec): 3 clusters Score: Raw -312189.477227 + Penalty 2537.440764 = -309652.036463 nChanged 27 SP:Iteration 9Q (1529.603632 sec): 3 clusters Score: Raw -312204.225055 + Penalty 2537.440764 = -309666.784291 nChanged 20 SP:Iteration 10Q (1529.654785 sec): 3 clusters Score: Raw -312212.293605 + Penalty 2537.440764 = -309674.852841 nChanged 10 SP:Iteration 11Q (1529.706255 sec): 3 clusters Score: Raw -312216.114034 + Penalty 2537.440764 = -309678.673270 nChanged 7 SP:Iteration 12Q (1529.768325 sec): 3 clusters Score: Raw -312221.346985 + Penalty 2537.440764 = -309683.906221 nChanged 10 SP:Iteration 13Q (1529.810551 sec): 3 clusters Score: Raw -312225.995518 + Penalty 2537.440764 = -309688.554754 nChanged 8 SP:Iteration 14Q (1529.873917 sec): 3 clusters Score: Raw -312229.346381 + Penalty 2537.440764 = -309691.905617 nChanged 5 SP:Iteration 15Q (1529.913634 sec): 3 clusters Score: Raw -312231.896140 + Penalty 2537.440764 = -309694.455376 nChanged 4 SP:Iteration 16Q (1529.976367 sec): 3 clusters Score: Raw -312234.161885 + Penalty 2537.440764 = -309696.721121 nChanged 8 SP:Iteration 17Q (1530.021717 sec): 3 clusters Score: Raw -312238.552763 + Penalty 2537.440764 = -309701.112000 nChanged 8 SP:Iteration 18Q (1530.069578 sec): 3 clusters Score: Raw -312240.748525 + Penalty 2537.440764 = -309703.307761 nChanged 3 SP:Iteration 19Q (1530.121884 sec): 3 clusters Score: Raw -312241.804716 + Penalty 2537.440764 = -309704.363952 nChanged 1 SP:Iteration 20F (1530.161305 sec): 3 clusters Score: Raw -312242.287781 + Penalty 2537.440764 = -309704.847018 nChanged 5 SP:Iteration 21Q (1530.216925 sec): 3 clusters Score: Raw -312243.170962 + Penalty 2537.440764 = -309705.730198 nChanged 1 SP:Iteration 22Q (1530.271099 sec): 3 clusters Score: Raw -312243.385800 + Penalty 2537.440764 = -309705.945037 nChanged 0 SP:Iteration 23F (1530.318611 sec): 3 clusters Score: Raw -312243.385800 + Penalty 2537.440764 = -309705.945037 nChanged 0 Trying to split cluster 19 (4324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1530.346768 sec): 2 clusters Score: Raw -563894.694096 + Penalty 1360.439629 = -562534.254467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1530.393248 sec): 3 clusters Score: Raw -561623.383605 + Penalty 2720.879258 = -558902.504347 nChanged 1762 SP:Iteration 1F (1530.446609 sec): 3 clusters Score: Raw -562555.686049 + Penalty 2720.879258 = -559834.806791 nChanged 341 SP:Iteration 2F (1530.491386 sec): 3 clusters Score: Raw -562772.739723 + Penalty 2720.879258 = -560051.860465 nChanged 275 SP:Iteration 3F (1530.557311 sec): 3 clusters Score: Raw -562953.346399 + Penalty 2720.879258 = -560232.467141 nChanged 216 SP:Iteration 4Q (1530.609555 sec): 3 clusters Score: Raw -563086.340203 + Penalty 2720.879258 = -560365.460945 nChanged 215 SP:Iteration 5Q (1530.665286 sec): 3 clusters Score: Raw -563243.928248 + Penalty 2720.879258 = -560523.048990 nChanged 207 SP:Iteration 6Q (1530.719990 sec): 3 clusters Score: Raw -563373.835446 + Penalty 2720.879258 = -560652.956188 nChanged 181 SP:Iteration 7Q (1530.774460 sec): 3 clusters Score: Raw -563480.245988 + Penalty 2720.879258 = -560759.366730 nChanged 141 SP:Iteration 8Q (1530.829049 sec): 3 clusters Score: Raw -563559.076351 + Penalty 2720.879258 = -560838.197093 nChanged 131 SP:Iteration 9Q (1530.857109 sec): 3 clusters Score: Raw -563633.657115 + Penalty 2720.879258 = -560912.777857 nChanged 118 SP:Iteration 10Q (1530.880118 sec): 3 clusters Score: Raw -563699.780600 + Penalty 2720.879258 = -560978.901342 nChanged 117 SP:Iteration 11Q (1530.943077 sec): 3 clusters Score: Raw -563780.619809 + Penalty 2720.879258 = -561059.740550 nChanged 115 SP:Iteration 12Q (1530.995638 sec): 3 clusters Score: Raw -563847.214525 + Penalty 2720.879258 = -561126.335266 nChanged 107 SP:Iteration 13Q (1531.038186 sec): 3 clusters Score: Raw -563899.708417 + Penalty 2720.879258 = -561178.829159 nChanged 88 SP:Iteration 14Q (1531.101032 sec): 3 clusters Score: Raw -563947.380592 + Penalty 2720.879258 = -561226.501334 nChanged 93 SP:Iteration 15Q (1531.145266 sec): 3 clusters Score: Raw -563995.860218 + Penalty 2720.879258 = -561274.980960 nChanged 77 SP:Iteration 16Q (1531.205887 sec): 3 clusters Score: Raw -564025.533028 + Penalty 2720.879258 = -561304.653770 nChanged 70 SP:Iteration 17Q (1531.252896 sec): 3 clusters Score: Raw -564054.049863 + Penalty 2720.879258 = -561333.170605 nChanged 67 SP:Iteration 18Q (1531.317511 sec): 3 clusters Score: Raw -564078.987042 + Penalty 2720.879258 = -561358.107784 nChanged 50 SP:Iteration 19Q (1531.362593 sec): 3 clusters Score: Raw -564097.774280 + Penalty 2720.879258 = -561376.895022 nChanged 58 SP:Iteration 20F (1531.417337 sec): 3 clusters Score: Raw -564119.298544 + Penalty 2720.879258 = -561398.419286 nChanged 50 SP:Iteration 21Q (1531.481828 sec): 3 clusters Score: Raw -564139.229798 + Penalty 2720.879258 = -561418.350540 nChanged 43 SP:Iteration 22Q (1531.534970 sec): 3 clusters Score: Raw -564151.899003 + Penalty 2720.879258 = -561431.019745 nChanged 35 SP:Iteration 23Q (1531.588630 sec): 3 clusters Score: Raw -564165.088146 + Penalty 2720.879258 = -561444.208888 nChanged 37 SP:Iteration 24Q (1531.642677 sec): 3 clusters Score: Raw -564179.616447 + Penalty 2720.879258 = -561458.737189 nChanged 34 SP:Iteration 25Q (1531.685633 sec): 3 clusters Score: Raw -564190.909463 + Penalty 2720.879258 = -561470.030204 nChanged 20 SP:Iteration 26Q (1531.750297 sec): 3 clusters Score: Raw -564196.215498 + Penalty 2720.879258 = -561475.336240 nChanged 16 SP:Iteration 27Q (1531.793022 sec): 3 clusters Score: Raw -564202.630866 + Penalty 2720.879258 = -561481.751608 nChanged 21 SP:Iteration 28Q (1531.846867 sec): 3 clusters Score: Raw -564207.490824 + Penalty 2720.879258 = -561486.611566 nChanged 16 SP:Iteration 29Q (1531.910884 sec): 3 clusters Score: Raw -564216.783963 + Penalty 2720.879258 = -561495.904705 nChanged 26 SP:Iteration 30Q (1531.961545 sec): 3 clusters Score: Raw -564225.196542 + Penalty 2720.879258 = -561504.317284 nChanged 17 SP:Iteration 31Q (1532.014982 sec): 3 clusters Score: Raw -564231.780840 + Penalty 2720.879258 = -561510.901582 nChanged 16 SP:Iteration 32Q (1532.066756 sec): 3 clusters Score: Raw -564238.587000 + Penalty 2720.879258 = -561517.707742 nChanged 28 SP:Iteration 33Q (1532.121809 sec): 3 clusters Score: Raw -564250.249623 + Penalty 2720.879258 = -561529.370365 nChanged 29 SP:Iteration 34Q (1532.175539 sec): 3 clusters Score: Raw -564260.512034 + Penalty 2720.879258 = -561539.632776 nChanged 29 SP:Iteration 35Q (1532.228947 sec): 3 clusters Score: Raw -564268.554572 + Penalty 2720.879258 = -561547.675313 nChanged 18 SP:Iteration 36Q (1532.279192 sec): 3 clusters Score: Raw -564273.549491 + Penalty 2720.879258 = -561552.670233 nChanged 15 SP:Iteration 37Q (1532.332039 sec): 3 clusters Score: Raw -564277.271607 + Penalty 2720.879258 = -561556.392349 nChanged 8 SP:Iteration 38Q (1532.387141 sec): 3 clusters Score: Raw -564279.822601 + Penalty 2720.879258 = -561558.943343 nChanged 9 SP:Iteration 39Q (1532.435836 sec): 3 clusters Score: Raw -564281.567669 + Penalty 2720.879258 = -561560.688411 nChanged 8 SP:Iteration 40F (1532.480380 sec): 3 clusters Score: Raw -564283.802261 + Penalty 2720.879258 = -561562.923003 nChanged 9 SP:Iteration 41Q (1532.533450 sec): 3 clusters Score: Raw -564285.919696 + Penalty 2720.879258 = -561565.040438 nChanged 7 SP:Iteration 42Q (1532.586051 sec): 3 clusters Score: Raw -564288.058371 + Penalty 2720.879258 = -561567.179112 nChanged 9 SP:Iteration 43Q (1532.651706 sec): 3 clusters Score: Raw -564290.716419 + Penalty 2720.879258 = -561569.837161 nChanged 5 SP:Iteration 44Q (1532.695496 sec): 3 clusters Score: Raw -564292.050440 + Penalty 2720.879258 = -561571.171181 nChanged 3 SP:Iteration 45Q (1532.754930 sec): 3 clusters Score: Raw -564292.633233 + Penalty 2720.879258 = -561571.753975 nChanged 7 SP:Iteration 46Q (1532.798173 sec): 3 clusters Score: Raw -564293.674308 + Penalty 2720.879258 = -561572.795050 nChanged 8 SP:Iteration 47Q (1532.852984 sec): 3 clusters Score: Raw -564295.550445 + Penalty 2720.879258 = -561574.671187 nChanged 9 SP:Iteration 48Q (1532.908285 sec): 3 clusters Score: Raw -564299.221686 + Penalty 2720.879258 = -561578.342428 nChanged 11 SP:Iteration 49Q (1532.961698 sec): 3 clusters Score: Raw -564303.400842 + Penalty 2720.879258 = -561582.521584 nChanged 11 SP:Iteration 50Q (1533.016310 sec): 3 clusters Score: Raw -564307.051578 + Penalty 2720.879258 = -561586.172320 nChanged 10 SP:Iteration 51Q (1533.071484 sec): 3 clusters Score: Raw -564310.777252 + Penalty 2720.879258 = -561589.897994 nChanged 16 SP:Iteration 52Q (1533.125337 sec): 3 clusters Score: Raw -564316.228789 + Penalty 2720.879258 = -561595.349531 nChanged 14 SP:Iteration 53Q (1533.163414 sec): 3 clusters Score: Raw -564324.743585 + Penalty 2720.879258 = -561603.864327 nChanged 21 SP:Iteration 54Q (1533.221957 sec): 3 clusters Score: Raw -564332.716067 + Penalty 2720.879258 = -561611.836809 nChanged 21 SP:Iteration 55Q (1533.273572 sec): 3 clusters Score: Raw -564342.325872 + Penalty 2720.879258 = -561621.446614 nChanged 18 SP:Iteration 56Q (1533.328893 sec): 3 clusters Score: Raw -564351.537785 + Penalty 2720.879258 = -561630.658527 nChanged 17 SP:Iteration 57Q (1533.381930 sec): 3 clusters Score: Raw -564358.497087 + Penalty 2720.879258 = -561637.617829 nChanged 18 SP:Iteration 58Q (1533.424122 sec): 3 clusters Score: Raw -564368.008873 + Penalty 2720.879258 = -561647.129614 nChanged 20 SP:Iteration 59Q (1533.487396 sec): 3 clusters Score: Raw -564377.321985 + Penalty 2720.879258 = -561656.442727 nChanged 20 SP:Iteration 60F (1533.539409 sec): 3 clusters Score: Raw -564390.485923 + Penalty 2720.879258 = -561669.606665 nChanged 32 SP:Iteration 61Q (1533.592572 sec): 3 clusters Score: Raw -564421.612786 + Penalty 2720.879258 = -561700.733528 nChanged 47 SP:Iteration 62Q (1533.634916 sec): 3 clusters Score: Raw -564494.960623 + Penalty 2720.879258 = -561774.081365 nChanged 91 SP:Iteration 63Q (1533.699099 sec): 3 clusters Score: Raw -564756.379043 + Penalty 2720.879258 = -562035.499785 nChanged 98 SP:Iteration 64Q (1533.749804 sec): 3 clusters Score: Raw -565179.707609 + Penalty 2720.879258 = -562458.828351 nChanged 88 SP:Iteration 65Q (1533.796744 sec): 3 clusters Score: Raw -565262.868651 + Penalty 2720.879258 = -562541.989393 nChanged 54 SP:Iteration 66Q (1533.851184 sec): 3 clusters Score: Raw -565291.329837 + Penalty 2720.879258 = -562570.450579 nChanged 29 SP:Iteration 67Q (1533.902318 sec): 3 clusters Score: Raw -565302.145243 + Penalty 2720.879258 = -562581.265985 nChanged 19 SP:Iteration 68Q (1533.944441 sec): 3 clusters Score: Raw -565308.868015 + Penalty 2720.879258 = -562587.988756 nChanged 11 SP:Iteration 69Q (1534.005445 sec): 3 clusters Score: Raw -565313.669453 + Penalty 2720.879258 = -562592.790195 nChanged 14 SP:Iteration 70Q (1534.048299 sec): 3 clusters Score: Raw -565316.574584 + Penalty 2720.879258 = -562595.695326 nChanged 8 SP:Iteration 71Q (1534.106056 sec): 3 clusters Score: Raw -565318.631518 + Penalty 2720.879258 = -562597.752260 nChanged 4 SP:Iteration 72Q (1534.160914 sec): 3 clusters Score: Raw -565319.599030 + Penalty 2720.879258 = -562598.719772 nChanged 5 SP:Iteration 73Q (1534.215050 sec): 3 clusters Score: Raw -565320.745006 + Penalty 2720.879258 = -562599.865747 nChanged 2 SP:Iteration 74Q (1534.257936 sec): 3 clusters Score: Raw -565321.165250 + Penalty 2720.879258 = -562600.285992 nChanged 1 SP:Iteration 75Q (1534.312028 sec): 3 clusters Score: Raw -565321.313163 + Penalty 2720.879258 = -562600.433905 nChanged 0 SP:Iteration 76F (1534.368032 sec): 3 clusters Score: Raw -565321.313163 + Penalty 2720.879258 = -562600.433905 nChanged 0 Score: Raw -57254369.641012 + Penalty 37966.405434 = -57216403.235578 Splitting cluster 19 changes total score from -57084068.584653 to -57216403.235578 So it's getting split into cluster 13. Deleting Class 3 (1064 points): Lose 1962.095994 but Gain 2109.244746 Iteration 20F (1544.631376 sec): 18 clusters Score: Raw -57279706.988239 + Penalty 35857.160688 = -57243849.827552 nChanged 26841 Iteration 21F (1549.539088 sec): 18 clusters Score: Raw -57302502.269217 + Penalty 35857.160688 = -57266645.108530 nChanged 16148 Iteration 22Q (1552.339940 sec): 18 clusters Score: Raw -57312671.870246 + Penalty 35857.160688 = -57276814.709559 nChanged 13011 Iteration 23Q (1554.894420 sec): 18 clusters Score: Raw -57319443.183996 + Penalty 35857.160688 = -57283586.023308 nChanged 11329 Iteration 24Q (1557.445662 sec): 18 clusters Score: Raw -57324603.745208 + Penalty 35857.160688 = -57288746.584520 nChanged 9937 Iteration 25Q (1560.039911 sec): 18 clusters Score: Raw -57328773.650157 + Penalty 35857.160688 = -57292916.489470 nChanged 8779 Iteration 26Q (1562.568250 sec): 18 clusters Score: Raw -57332134.128687 + Penalty 35857.160688 = -57296276.967999 nChanged 7797 Iteration 27Q (1565.116360 sec): 18 clusters Score: Raw -57334844.736969 + Penalty 35857.160688 = -57298987.576281 nChanged 7123 Iteration 28Q (1567.634480 sec): 18 clusters Score: Raw -57337110.174540 + Penalty 35857.160688 = -57301253.013852 nChanged 6411 Iteration 29Q (1570.201541 sec): 18 clusters Score: Raw -57338940.091257 + Penalty 35857.160688 = -57303082.930570 nChanged 5771 Iteration 30Q (1572.755634 sec): 18 clusters Score: Raw -57340437.273800 + Penalty 35857.160688 = -57304580.113112 nChanged 5293 Iteration 31Q (1575.542726 sec): 18 clusters Score: Raw -57341695.219125 + Penalty 35857.160688 = -57305838.058437 nChanged 4892 Iteration 32Q (1578.196301 sec): 18 clusters Score: Raw -57342844.615827 + Penalty 35857.160688 = -57306987.455139 nChanged 4551 Iteration 33Q (1580.919389 sec): 18 clusters Score: Raw -57343871.835928 + Penalty 35857.160688 = -57308014.675240 nChanged 4318 Iteration 34Q (1583.618616 sec): 18 clusters Score: Raw -57344870.329735 + Penalty 35857.160688 = -57309013.169047 nChanged 4101 Iteration 35Q (1586.304016 sec): 18 clusters Score: Raw -57345789.730712 + Penalty 35857.160688 = -57309932.570024 nChanged 3828 Iteration 36Q (1588.874449 sec): 18 clusters Score: Raw -57346642.261297 + Penalty 35857.160688 = -57310785.100609 nChanged 3630 Iteration 37Q (1591.275429 sec): 18 clusters Score: Raw -57347419.665636 + Penalty 35857.160688 = -57311562.504949 nChanged 3413 Iteration 38Q (1593.812569 sec): 18 clusters Score: Raw -57348109.459343 + Penalty 35857.160688 = -57312252.298656 nChanged 3197 Iteration 39Q (1596.211007 sec): 18 clusters Score: Raw -57348713.999264 + Penalty 35857.160688 = -57312856.838576 nChanged 2921 Iteration 40F (1600.992358 sec): 18 clusters Score: Raw -57350957.747546 + Penalty 35857.160688 = -57315100.586858 nChanged 4447 Iteration 41Q (1603.578344 sec): 18 clusters Score: Raw -57352704.115774 + Penalty 35857.160688 = -57316846.955086 nChanged 4274 Iteration 42Q (1606.112842 sec): 18 clusters Score: Raw -57353885.457474 + Penalty 35857.160688 = -57318028.296786 nChanged 3884 Iteration 43Q (1608.937720 sec): 18 clusters Score: Raw -57354775.796331 + Penalty 35857.160688 = -57318918.635644 nChanged 3545 Iteration 44Q (1611.739083 sec): 18 clusters Score: Raw -57355483.604657 + Penalty 35857.160688 = -57319626.443970 nChanged 3224 Iteration 45Q (1614.435343 sec): 18 clusters Score: Raw -57356046.099819 + Penalty 35857.160688 = -57320188.939132 nChanged 2889 Iteration 46Q (1617.125116 sec): 18 clusters Score: Raw -57356523.840061 + Penalty 35857.160688 = -57320666.679373 nChanged 2707 Iteration 47Q (1619.579664 sec): 18 clusters Score: Raw -57356925.425925 + Penalty 35857.160688 = -57321068.265238 nChanged 2513 Iteration 48Q (1621.991293 sec): 18 clusters Score: Raw -57357274.037622 + Penalty 35857.160688 = -57321416.876934 nChanged 2250 Iteration 49Q (1624.414781 sec): 18 clusters Score: Raw -57357569.930125 + Penalty 35857.160688 = -57321712.769437 nChanged 2070 Iteration 50Q (1626.945405 sec): 18 clusters Score: Raw -57357828.425586 + Penalty 35857.160688 = -57321971.264898 nChanged 1875 Iteration 51Q (1629.426453 sec): 18 clusters Score: Raw -57358048.472612 + Penalty 35857.160688 = -57322191.311924 nChanged 1721 Iteration 52Q (1631.915605 sec): 18 clusters Score: Raw -57358251.859099 + Penalty 35857.160688 = -57322394.698411 nChanged 1670 Iteration 53Q (1634.311278 sec): 18 clusters Score: Raw -57358447.842958 + Penalty 35857.160688 = -57322590.682271 nChanged 1607 Iteration 54Q (1636.725509 sec): 18 clusters Score: Raw -57358638.789325 + Penalty 35857.160688 = -57322781.628637 nChanged 1533 Iteration 55Q (1639.177609 sec): 18 clusters Score: Raw -57358811.945219 + Penalty 35857.160688 = -57322954.784531 nChanged 1440 Iteration 56Q (1641.555788 sec): 18 clusters Score: Raw -57358967.109304 + Penalty 35857.160688 = -57323109.948617 nChanged 1409 Iteration 57Q (1644.018073 sec): 18 clusters Score: Raw -57359107.574894 + Penalty 35857.160688 = -57323250.414206 nChanged 1300 Iteration 58Q (1646.382985 sec): 18 clusters Score: Raw -57359224.426427 + Penalty 35857.160688 = -57323367.265739 nChanged 1196 Writing temp clu file Because OldScore, -57323250.414206, is greater than current (better) Score,-57323367.265739 Compute initial score before splitting: Score: Raw -57359224.426427 + Penalty 35857.160688 = -57323367.265739 Trying to split cluster 1 (122268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1646.699218 sec): 2 clusters Score: Raw -16643880.242402 + Penalty 1903.520228 = -16641976.722174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1646.956619 sec): 3 clusters Score: Raw -16563560.143890 + Penalty 3807.040457 = -16559753.103433 nChanged 58860 SP:Iteration 1F (1647.172469 sec): 3 clusters Score: Raw -16599179.954781 + Penalty 3807.040457 = -16595372.914325 nChanged 5032 SP:Iteration 2Q (1647.422004 sec): 3 clusters Score: Raw -16601049.590858 + Penalty 3807.040457 = -16597242.550401 nChanged 5631 SP:Iteration 3Q (1647.680134 sec): 3 clusters Score: Raw -16603530.223666 + Penalty 3807.040457 = -16599723.183210 nChanged 6447 SP:Iteration 4F (1647.926493 sec): 3 clusters Score: Raw -16606828.135002 + Penalty 3807.040457 = -16603021.094546 nChanged 7177 SP:Iteration 5F (1648.154377 sec): 3 clusters Score: Raw -16610930.517011 + Penalty 3807.040457 = -16607123.476555 nChanged 7535 SP:Iteration 6F (1648.414580 sec): 3 clusters Score: Raw -16615451.663949 + Penalty 3807.040457 = -16611644.623492 nChanged 7133 SP:Iteration 7F (1648.663388 sec): 3 clusters Score: Raw -16619797.747516 + Penalty 3807.040457 = -16615990.707059 nChanged 6438 SP:Iteration 8F (1648.914015 sec): 3 clusters Score: Raw -16623589.552794 + Penalty 3807.040457 = -16619782.512337 nChanged 5433 SP:Iteration 9Q (1649.172871 sec): 3 clusters Score: Raw -16626608.770935 + Penalty 3807.040457 = -16622801.730479 nChanged 4302 SP:Iteration 10Q (1649.432160 sec): 3 clusters Score: Raw -16628750.565255 + Penalty 3807.040457 = -16624943.524799 nChanged 3378 SP:Iteration 11Q (1649.679959 sec): 3 clusters Score: Raw -16630328.095418 + Penalty 3807.040457 = -16626521.054962 nChanged 2789 SP:Iteration 12Q (1649.930235 sec): 3 clusters Score: Raw -16631591.151213 + Penalty 3807.040457 = -16627784.110756 nChanged 2559 SP:Iteration 13Q (1650.179452 sec): 3 clusters Score: Raw -16632714.008763 + Penalty 3807.040457 = -16628906.968307 nChanged 2545 SP:Iteration 14Q (1650.421095 sec): 3 clusters Score: Raw -16633849.025025 + Penalty 3807.040457 = -16630041.984568 nChanged 2486 SP:Iteration 15Q (1650.662315 sec): 3 clusters Score: Raw -16635064.031301 + Penalty 3807.040457 = -16631256.990844 nChanged 2367 SP:Iteration 16Q (1650.900088 sec): 3 clusters Score: Raw -16636317.316532 + Penalty 3807.040457 = -16632510.276076 nChanged 2361 SP:Iteration 17Q (1651.131979 sec): 3 clusters Score: Raw -16637609.150257 + Penalty 3807.040457 = -16633802.109801 nChanged 2165 SP:Iteration 18Q (1651.371882 sec): 3 clusters Score: Raw -16638845.872190 + Penalty 3807.040457 = -16635038.831734 nChanged 1891 SP:Iteration 19Q (1651.600963 sec): 3 clusters Score: Raw -16639919.198019 + Penalty 3807.040457 = -16636112.157562 nChanged 1697 SP:Iteration 20F (1651.844795 sec): 3 clusters Score: Raw -16640816.240109 + Penalty 3807.040457 = -16637009.199652 nChanged 1421 SP:Iteration 21Q (1652.076097 sec): 3 clusters Score: Raw -16641506.703745 + Penalty 3807.040457 = -16637699.663289 nChanged 1224 SP:Iteration 22Q (1652.303016 sec): 3 clusters Score: Raw -16642030.377901 + Penalty 3807.040457 = -16638223.337444 nChanged 1081 SP:Iteration 23Q (1652.526070 sec): 3 clusters Score: Raw -16642449.874698 + Penalty 3807.040457 = -16638642.834242 nChanged 959 SP:Iteration 24Q (1652.743068 sec): 3 clusters Score: Raw -16642798.570802 + Penalty 3807.040457 = -16638991.530345 nChanged 887 SP:Iteration 25Q (1652.961637 sec): 3 clusters Score: Raw -16643141.317353 + Penalty 3807.040457 = -16639334.276897 nChanged 794 SP:Iteration 26Q (1653.178894 sec): 3 clusters Score: Raw -16643468.914706 + Penalty 3807.040457 = -16639661.874249 nChanged 739 SP:Iteration 27Q (1653.396927 sec): 3 clusters Score: Raw -16643766.615195 + Penalty 3807.040457 = -16639959.574739 nChanged 641 SP:Iteration 28Q (1653.610532 sec): 3 clusters Score: Raw -16644019.965437 + Penalty 3807.040457 = -16640212.924980 nChanged 528 SP:Iteration 29Q (1653.815223 sec): 3 clusters Score: Raw -16644209.799534 + Penalty 3807.040457 = -16640402.759077 nChanged 438 SP:Iteration 30Q (1654.035494 sec): 3 clusters Score: Raw -16644354.947657 + Penalty 3807.040457 = -16640547.907200 nChanged 372 SP:Iteration 31Q (1654.246158 sec): 3 clusters Score: Raw -16644481.022927 + Penalty 3807.040457 = -16640673.982470 nChanged 353 SP:Iteration 32Q (1654.454170 sec): 3 clusters Score: Raw -16644608.437441 + Penalty 3807.040457 = -16640801.396984 nChanged 306 SP:Iteration 33Q (1654.665308 sec): 3 clusters Score: Raw -16644714.463848 + Penalty 3807.040457 = -16640907.423392 nChanged 270 SP:Iteration 34Q (1654.874731 sec): 3 clusters Score: Raw -16644810.354355 + Penalty 3807.040457 = -16641003.313898 nChanged 223 SP:Iteration 35Q (1655.083977 sec): 3 clusters Score: Raw -16644884.519696 + Penalty 3807.040457 = -16641077.479240 nChanged 188 SP:Iteration 36Q (1655.293569 sec): 3 clusters Score: Raw -16644947.726093 + Penalty 3807.040457 = -16641140.685636 nChanged 170 SP:Iteration 37Q (1655.490306 sec): 3 clusters Score: Raw -16645001.095880 + Penalty 3807.040457 = -16641194.055423 nChanged 126 SP:Iteration 38Q (1655.702359 sec): 3 clusters Score: Raw -16645038.174037 + Penalty 3807.040457 = -16641231.133580 nChanged 112 SP:Iteration 39Q (1655.911428 sec): 3 clusters Score: Raw -16645070.131248 + Penalty 3807.040457 = -16641263.090791 nChanged 100 SP:Iteration 40F (1656.149142 sec): 3 clusters Score: Raw -16645097.600955 + Penalty 3807.040457 = -16641290.560499 nChanged 84 SP:Iteration 41Q (1656.353571 sec): 3 clusters Score: Raw -16645116.869567 + Penalty 3807.040457 = -16641309.829110 nChanged 75 SP:Iteration 42Q (1656.550852 sec): 3 clusters Score: Raw -16645135.187052 + Penalty 3807.040457 = -16641328.146595 nChanged 65 SP:Iteration 43Q (1656.753109 sec): 3 clusters Score: Raw -16645149.490258 + Penalty 3807.040457 = -16641342.449802 nChanged 45 SP:Iteration 44Q (1656.948161 sec): 3 clusters Score: Raw -16645158.591665 + Penalty 3807.040457 = -16641351.551209 nChanged 43 SP:Iteration 45Q (1657.143298 sec): 3 clusters Score: Raw -16645167.368889 + Penalty 3807.040457 = -16641360.328432 nChanged 48 SP:Iteration 46Q (1657.338022 sec): 3 clusters Score: Raw -16645179.606348 + Penalty 3807.040457 = -16641372.565891 nChanged 48 SP:Iteration 47Q (1657.533350 sec): 3 clusters Score: Raw -16645189.319883 + Penalty 3807.040457 = -16641382.279427 nChanged 36 SP:Iteration 48Q (1657.727049 sec): 3 clusters Score: Raw -16645196.490794 + Penalty 3807.040457 = -16641389.450338 nChanged 25 SP:Iteration 49Q (1657.923222 sec): 3 clusters Score: Raw -16645200.857320 + Penalty 3807.040457 = -16641393.816863 nChanged 23 SP:Iteration 50Q (1658.117396 sec): 3 clusters Score: Raw -16645204.709887 + Penalty 3807.040457 = -16641397.669431 nChanged 12 SP:Iteration 51Q (1658.322578 sec): 3 clusters Score: Raw -16645206.671966 + Penalty 3807.040457 = -16641399.631509 nChanged 13 SP:Iteration 52Q (1658.520426 sec): 3 clusters Score: Raw -16645208.232901 + Penalty 3807.040457 = -16641401.192445 nChanged 14 SP:Iteration 53Q (1658.716898 sec): 3 clusters Score: Raw -16645210.496354 + Penalty 3807.040457 = -16641403.455897 nChanged 13 SP:Iteration 54Q (1658.923004 sec): 3 clusters Score: Raw -16645212.648490 + Penalty 3807.040457 = -16641405.608034 nChanged 15 SP:Iteration 55Q (1659.136229 sec): 3 clusters Score: Raw -16645215.812018 + Penalty 3807.040457 = -16641408.771561 nChanged 15 SP:Iteration 56Q (1659.333223 sec): 3 clusters Score: Raw -16645217.810941 + Penalty 3807.040457 = -16641410.770484 nChanged 10 SP:Iteration 57Q (1659.528902 sec): 3 clusters Score: Raw -16645219.562803 + Penalty 3807.040457 = -16641412.522346 nChanged 8 SP:Iteration 58Q (1659.722044 sec): 3 clusters Score: Raw -16645220.649600 + Penalty 3807.040457 = -16641413.609143 nChanged 6 SP:Iteration 59Q (1659.912994 sec): 3 clusters Score: Raw -16645221.736933 + Penalty 3807.040457 = -16641414.696477 nChanged 7 SP:Iteration 60F (1660.141971 sec): 3 clusters Score: Raw -16645222.651413 + Penalty 3807.040457 = -16641415.610957 nChanged 3 SP:Iteration 61Q (1660.336198 sec): 3 clusters Score: Raw -16645222.825085 + Penalty 3807.040457 = -16641415.784629 nChanged 2 SP:Iteration 62Q (1660.528401 sec): 3 clusters Score: Raw -16645223.003980 + Penalty 3807.040457 = -16641415.963523 nChanged 4 SP:Iteration 63Q (1660.723053 sec): 3 clusters Score: Raw -16645223.368991 + Penalty 3807.040457 = -16641416.328534 nChanged 3 SP:Iteration 64Q (1660.915510 sec): 3 clusters Score: Raw -16645223.812700 + Penalty 3807.040457 = -16641416.772243 nChanged 4 SP:Iteration 65Q (1661.107511 sec): 3 clusters Score: Raw -16645224.356995 + Penalty 3807.040457 = -16641417.316538 nChanged 4 SP:Iteration 66Q (1661.297771 sec): 3 clusters Score: Raw -16645224.720579 + Penalty 3807.040457 = -16641417.680122 nChanged 4 SP:Iteration 67Q (1661.492288 sec): 3 clusters Score: Raw -16645225.140390 + Penalty 3807.040457 = -16641418.099933 nChanged 5 SP:Iteration 68Q (1661.683892 sec): 3 clusters Score: Raw -16645225.763410 + Penalty 3807.040457 = -16641418.722953 nChanged 5 SP:Iteration 69Q (1661.879996 sec): 3 clusters Score: Raw -16645226.354513 + Penalty 3807.040457 = -16641419.314056 nChanged 1 SP:Iteration 70Q (1662.070832 sec): 3 clusters Score: Raw -16645226.589121 + Penalty 3807.040457 = -16641419.548664 nChanged 1 SP:Iteration 71Q (1662.263602 sec): 3 clusters Score: Raw -16645226.703845 + Penalty 3807.040457 = -16641419.663388 nChanged 2 SP:Iteration 72Q (1662.455291 sec): 3 clusters Score: Raw -16645226.835363 + Penalty 3807.040457 = -16641419.794907 nChanged 3 SP:Iteration 73Q (1662.650317 sec): 3 clusters Score: Raw -16645227.277949 + Penalty 3807.040457 = -16641420.237493 nChanged 8 SP:Iteration 74Q (1662.845744 sec): 3 clusters Score: Raw -16645227.991546 + Penalty 3807.040457 = -16641420.951089 nChanged 3 SP:Iteration 75Q (1663.041407 sec): 3 clusters Score: Raw -16645228.431626 + Penalty 3807.040457 = -16641421.391170 nChanged 3 SP:Iteration 76Q (1663.224968 sec): 3 clusters Score: Raw -16645228.651036 + Penalty 3807.040457 = -16641421.610579 nChanged 2 SP:Iteration 77Q (1663.432676 sec): 3 clusters Score: Raw -16645229.022099 + Penalty 3807.040457 = -16641421.981642 nChanged 2 SP:Iteration 78Q (1663.635766 sec): 3 clusters Score: Raw -16645229.176297 + Penalty 3807.040457 = -16641422.135840 nChanged 0 SP:Iteration 79F (1663.876686 sec): 3 clusters Score: Raw -16645229.176297 + Penalty 3807.040457 = -16641422.135840 nChanged 0 Trying to split cluster 2 (11269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1663.925298 sec): 2 clusters Score: Raw -1521185.877203 + Penalty 1516.094267 = -1519669.782936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1663.992533 sec): 3 clusters Score: Raw -1514788.652166 + Penalty 3032.188533 = -1511756.463633 nChanged 4913 SP:Iteration 1F (1664.043670 sec): 3 clusters Score: Raw -1517519.753966 + Penalty 3032.188533 = -1514487.565432 nChanged 720 SP:Iteration 2F (1664.111821 sec): 3 clusters Score: Raw -1517903.241906 + Penalty 3032.188533 = -1514871.053373 nChanged 672 SP:Iteration 3F (1664.169340 sec): 3 clusters Score: Raw -1518261.443309 + Penalty 3032.188533 = -1515229.254776 nChanged 589 SP:Iteration 4F (1664.245364 sec): 3 clusters Score: Raw -1518593.872902 + Penalty 3032.188533 = -1515561.684369 nChanged 562 SP:Iteration 5Q (1664.309726 sec): 3 clusters Score: Raw -1518956.171025 + Penalty 3032.188533 = -1515923.982492 nChanged 570 SP:Iteration 6F (1664.367321 sec): 3 clusters Score: Raw -1519318.823954 + Penalty 3032.188533 = -1516286.635421 nChanged 527 SP:Iteration 7Q (1664.439611 sec): 3 clusters Score: Raw -1519641.440637 + Penalty 3032.188533 = -1516609.252104 nChanged 522 SP:Iteration 8Q (1664.499242 sec): 3 clusters Score: Raw -1519949.815776 + Penalty 3032.188533 = -1516917.627242 nChanged 446 SP:Iteration 9Q (1664.561203 sec): 3 clusters Score: Raw -1520176.826656 + Penalty 3032.188533 = -1517144.638122 nChanged 375 SP:Iteration 10Q (1664.633279 sec): 3 clusters Score: Raw -1520329.320472 + Penalty 3032.188533 = -1517297.131938 nChanged 318 SP:Iteration 11Q (1664.701994 sec): 3 clusters Score: Raw -1520453.784867 + Penalty 3032.188533 = -1517421.596334 nChanged 261 SP:Iteration 12Q (1664.757979 sec): 3 clusters Score: Raw -1520536.922625 + Penalty 3032.188533 = -1517504.734092 nChanged 197 SP:Iteration 13Q (1664.834525 sec): 3 clusters Score: Raw -1520599.933803 + Penalty 3032.188533 = -1517567.745270 nChanged 164 SP:Iteration 14Q (1664.898466 sec): 3 clusters Score: Raw -1520646.937455 + Penalty 3032.188533 = -1517614.748922 nChanged 135 SP:Iteration 15Q (1664.964669 sec): 3 clusters Score: Raw -1520682.701814 + Penalty 3032.188533 = -1517650.513281 nChanged 122 SP:Iteration 16Q (1665.030854 sec): 3 clusters Score: Raw -1520709.181521 + Penalty 3032.188533 = -1517676.992988 nChanged 94 SP:Iteration 17Q (1665.094714 sec): 3 clusters Score: Raw -1520727.957622 + Penalty 3032.188533 = -1517695.769089 nChanged 72 SP:Iteration 18Q (1665.154372 sec): 3 clusters Score: Raw -1520739.501783 + Penalty 3032.188533 = -1517707.313250 nChanged 61 SP:Iteration 19Q (1665.221020 sec): 3 clusters Score: Raw -1520751.355898 + Penalty 3032.188533 = -1517719.167365 nChanged 58 SP:Iteration 20F (1665.295033 sec): 3 clusters Score: Raw -1520761.996416 + Penalty 3032.188533 = -1517729.807883 nChanged 54 SP:Iteration 21Q (1665.360083 sec): 3 clusters Score: Raw -1520771.165513 + Penalty 3032.188533 = -1517738.976980 nChanged 49 SP:Iteration 22Q (1665.423994 sec): 3 clusters Score: Raw -1520778.391873 + Penalty 3032.188533 = -1517746.203340 nChanged 40 SP:Iteration 23Q (1665.491471 sec): 3 clusters Score: Raw -1520784.099299 + Penalty 3032.188533 = -1517751.910766 nChanged 36 SP:Iteration 24Q (1665.557000 sec): 3 clusters Score: Raw -1520789.380273 + Penalty 3032.188533 = -1517757.191740 nChanged 44 SP:Iteration 25Q (1665.622034 sec): 3 clusters Score: Raw -1520795.764913 + Penalty 3032.188533 = -1517763.576379 nChanged 49 SP:Iteration 26Q (1665.691829 sec): 3 clusters Score: Raw -1520802.913992 + Penalty 3032.188533 = -1517770.725458 nChanged 43 SP:Iteration 27Q (1665.751625 sec): 3 clusters Score: Raw -1520808.999798 + Penalty 3032.188533 = -1517776.811265 nChanged 50 SP:Iteration 28Q (1665.817787 sec): 3 clusters Score: Raw -1520816.312412 + Penalty 3032.188533 = -1517784.123878 nChanged 47 SP:Iteration 29Q (1665.882771 sec): 3 clusters Score: Raw -1520823.390372 + Penalty 3032.188533 = -1517791.201838 nChanged 38 SP:Iteration 30Q (1665.937957 sec): 3 clusters Score: Raw -1520828.389262 + Penalty 3032.188533 = -1517796.200729 nChanged 42 SP:Iteration 31Q (1666.006218 sec): 3 clusters Score: Raw -1520834.039688 + Penalty 3032.188533 = -1517801.851154 nChanged 44 SP:Iteration 32Q (1666.080915 sec): 3 clusters Score: Raw -1520839.456987 + Penalty 3032.188533 = -1517807.268454 nChanged 34 SP:Iteration 33Q (1666.145426 sec): 3 clusters Score: Raw -1520845.064689 + Penalty 3032.188533 = -1517812.876156 nChanged 50 SP:Iteration 34Q (1666.213428 sec): 3 clusters Score: Raw -1520853.711147 + Penalty 3032.188533 = -1517821.522613 nChanged 52 SP:Iteration 35Q (1666.271826 sec): 3 clusters Score: Raw -1520864.961965 + Penalty 3032.188533 = -1517832.773432 nChanged 65 SP:Iteration 36Q (1666.320530 sec): 3 clusters Score: Raw -1520877.178516 + Penalty 3032.188533 = -1517844.989982 nChanged 51 SP:Iteration 37Q (1666.380493 sec): 3 clusters Score: Raw -1520885.152494 + Penalty 3032.188533 = -1517852.963961 nChanged 56 SP:Iteration 38Q (1666.441283 sec): 3 clusters Score: Raw -1520894.810485 + Penalty 3032.188533 = -1517862.621952 nChanged 65 SP:Iteration 39Q (1666.501640 sec): 3 clusters Score: Raw -1520906.338539 + Penalty 3032.188533 = -1517874.150006 nChanged 62 SP:Iteration 40F (1666.577497 sec): 3 clusters Score: Raw -1520918.765150 + Penalty 3032.188533 = -1517886.576617 nChanged 75 SP:Iteration 41Q (1666.643540 sec): 3 clusters Score: Raw -1520937.390814 + Penalty 3032.188533 = -1517905.202281 nChanged 92 SP:Iteration 42Q (1666.698729 sec): 3 clusters Score: Raw -1520960.892322 + Penalty 3032.188533 = -1517928.703789 nChanged 100 SP:Iteration 43Q (1666.763114 sec): 3 clusters Score: Raw -1520991.591346 + Penalty 3032.188533 = -1517959.402813 nChanged 105 SP:Iteration 44Q (1666.827649 sec): 3 clusters Score: Raw -1521021.955486 + Penalty 3032.188533 = -1517989.766952 nChanged 96 SP:Iteration 45Q (1666.901563 sec): 3 clusters Score: Raw -1521053.408831 + Penalty 3032.188533 = -1518021.220298 nChanged 104 SP:Iteration 46Q (1666.958735 sec): 3 clusters Score: Raw -1521085.194644 + Penalty 3032.188533 = -1518053.006111 nChanged 84 SP:Iteration 47Q (1667.019015 sec): 3 clusters Score: Raw -1521107.643742 + Penalty 3032.188533 = -1518075.455209 nChanged 87 SP:Iteration 48Q (1667.078758 sec): 3 clusters Score: Raw -1521132.014409 + Penalty 3032.188533 = -1518099.825875 nChanged 94 SP:Iteration 49Q (1667.153280 sec): 3 clusters Score: Raw -1521157.557162 + Penalty 3032.188533 = -1518125.368629 nChanged 95 SP:Iteration 50Q (1667.219081 sec): 3 clusters Score: Raw -1521180.832233 + Penalty 3032.188533 = -1518148.643699 nChanged 84 SP:Iteration 51Q (1667.285061 sec): 3 clusters Score: Raw -1521203.315271 + Penalty 3032.188533 = -1518171.126737 nChanged 87 SP:Iteration 52Q (1667.341785 sec): 3 clusters Score: Raw -1521227.335296 + Penalty 3032.188533 = -1518195.146763 nChanged 83 SP:Iteration 53Q (1667.407922 sec): 3 clusters Score: Raw -1521250.957931 + Penalty 3032.188533 = -1518218.769398 nChanged 74 SP:Iteration 54Q (1667.473778 sec): 3 clusters Score: Raw -1521268.887674 + Penalty 3032.188533 = -1518236.699141 nChanged 66 SP:Iteration 55Q (1667.534813 sec): 3 clusters Score: Raw -1521284.447709 + Penalty 3032.188533 = -1518252.259176 nChanged 67 SP:Iteration 56Q (1667.594553 sec): 3 clusters Score: Raw -1521301.399778 + Penalty 3032.188533 = -1518269.211245 nChanged 63 SP:Iteration 57Q (1667.660032 sec): 3 clusters Score: Raw -1521314.463554 + Penalty 3032.188533 = -1518282.275021 nChanged 65 SP:Iteration 58Q (1667.713668 sec): 3 clusters Score: Raw -1521328.819916 + Penalty 3032.188533 = -1518296.631382 nChanged 60 SP:Iteration 59Q (1667.783709 sec): 3 clusters Score: Raw -1521342.799226 + Penalty 3032.188533 = -1518310.610692 nChanged 72 SP:Iteration 60F (1667.837999 sec): 3 clusters Score: Raw -1521360.174964 + Penalty 3032.188533 = -1518327.986430 nChanged 77 SP:Iteration 61Q (1667.914155 sec): 3 clusters Score: Raw -1521382.513202 + Penalty 3032.188533 = -1518350.324668 nChanged 71 SP:Iteration 62Q (1667.970110 sec): 3 clusters Score: Raw -1521399.653642 + Penalty 3032.188533 = -1518367.465109 nChanged 66 SP:Iteration 63Q (1668.035464 sec): 3 clusters Score: Raw -1521416.437089 + Penalty 3032.188533 = -1518384.248555 nChanged 75 SP:Iteration 64Q (1668.100950 sec): 3 clusters Score: Raw -1521437.410202 + Penalty 3032.188533 = -1518405.221668 nChanged 60 SP:Iteration 65Q (1668.172266 sec): 3 clusters Score: Raw -1521457.181820 + Penalty 3032.188533 = -1518424.993287 nChanged 65 SP:Iteration 66Q (1668.234615 sec): 3 clusters Score: Raw -1521478.757593 + Penalty 3032.188533 = -1518446.569059 nChanged 75 SP:Iteration 67Q (1668.290039 sec): 3 clusters Score: Raw -1521503.954259 + Penalty 3032.188533 = -1518471.765725 nChanged 71 SP:Iteration 68Q (1668.353789 sec): 3 clusters Score: Raw -1521532.680734 + Penalty 3032.188533 = -1518500.492200 nChanged 82 SP:Iteration 69Q (1668.419332 sec): 3 clusters Score: Raw -1521563.078658 + Penalty 3032.188533 = -1518530.890125 nChanged 91 SP:Iteration 70Q (1668.483514 sec): 3 clusters Score: Raw -1521593.735125 + Penalty 3032.188533 = -1518561.546592 nChanged 70 SP:Iteration 71Q (1668.548017 sec): 3 clusters Score: Raw -1521619.108155 + Penalty 3032.188533 = -1518586.919622 nChanged 70 SP:Iteration 72Q (1668.600346 sec): 3 clusters Score: Raw -1521644.518854 + Penalty 3032.188533 = -1518612.330320 nChanged 63 SP:Iteration 73Q (1668.672610 sec): 3 clusters Score: Raw -1521671.744688 + Penalty 3032.188533 = -1518639.556155 nChanged 70 SP:Iteration 74Q (1668.727892 sec): 3 clusters Score: Raw -1521702.866883 + Penalty 3032.188533 = -1518670.678350 nChanged 58 SP:Iteration 75Q (1668.802408 sec): 3 clusters Score: Raw -1521724.802114 + Penalty 3032.188533 = -1518692.613580 nChanged 47 SP:Iteration 76Q (1668.857601 sec): 3 clusters Score: Raw -1521744.754322 + Penalty 3032.188533 = -1518712.565788 nChanged 48 SP:Iteration 77Q (1668.930847 sec): 3 clusters Score: Raw -1521760.123910 + Penalty 3032.188533 = -1518727.935377 nChanged 39 SP:Iteration 78Q (1668.995568 sec): 3 clusters Score: Raw -1521772.702631 + Penalty 3032.188533 = -1518740.514098 nChanged 29 SP:Iteration 79Q (1669.045626 sec): 3 clusters Score: Raw -1521780.314891 + Penalty 3032.188533 = -1518748.126358 nChanged 20 SP:Iteration 80F (1669.108457 sec): 3 clusters Score: Raw -1521785.723337 + Penalty 3032.188533 = -1518753.534803 nChanged 19 SP:Iteration 81Q (1669.170083 sec): 3 clusters Score: Raw -1521790.270289 + Penalty 3032.188533 = -1518758.081755 nChanged 24 SP:Iteration 82Q (1669.233980 sec): 3 clusters Score: Raw -1521798.171183 + Penalty 3032.188533 = -1518765.982650 nChanged 24 SP:Iteration 83Q (1669.293669 sec): 3 clusters Score: Raw -1521806.593528 + Penalty 3032.188533 = -1518774.404995 nChanged 24 SP:Iteration 84Q (1669.353550 sec): 3 clusters Score: Raw -1521816.696996 + Penalty 3032.188533 = -1518784.508463 nChanged 28 SP:Iteration 85Q (1669.411715 sec): 3 clusters Score: Raw -1521827.506502 + Penalty 3032.188533 = -1518795.317968 nChanged 27 SP:Iteration 86Q (1669.489082 sec): 3 clusters Score: Raw -1521840.866107 + Penalty 3032.188533 = -1518808.677574 nChanged 27 SP:Iteration 87Q (1669.545554 sec): 3 clusters Score: Raw -1521853.691175 + Penalty 3032.188533 = -1518821.502642 nChanged 25 SP:Iteration 88Q (1669.572146 sec): 3 clusters Score: Raw -1521866.706752 + Penalty 3032.188533 = -1518834.518218 nChanged 19 SP:Iteration 89Q (1669.600411 sec): 3 clusters Score: Raw -1521872.027619 + Penalty 3032.188533 = -1518839.839085 nChanged 18 SP:Iteration 90Q (1669.628455 sec): 3 clusters Score: Raw -1521878.012332 + Penalty 3032.188533 = -1518845.823798 nChanged 18 SP:Iteration 91Q (1669.656416 sec): 3 clusters Score: Raw -1521883.908571 + Penalty 3032.188533 = -1518851.720038 nChanged 13 SP:Iteration 92Q (1669.684413 sec): 3 clusters Score: Raw -1521888.188622 + Penalty 3032.188533 = -1518856.000088 nChanged 23 SP:Iteration 93Q (1669.712382 sec): 3 clusters Score: Raw -1521898.997184 + Penalty 3032.188533 = -1518866.808650 nChanged 28 SP:Iteration 94Q (1669.740353 sec): 3 clusters Score: Raw -1521913.855824 + Penalty 3032.188533 = -1518881.667290 nChanged 23 SP:Iteration 95Q (1669.768304 sec): 3 clusters Score: Raw -1521927.896762 + Penalty 3032.188533 = -1518895.708229 nChanged 24 SP:Iteration 96Q (1669.796217 sec): 3 clusters Score: Raw -1521940.505077 + Penalty 3032.188533 = -1518908.316543 nChanged 22 SP:Iteration 97Q (1669.838054 sec): 3 clusters Score: Raw -1521948.686092 + Penalty 3032.188533 = -1518916.497559 nChanged 18 SP:Iteration 98Q (1669.864221 sec): 3 clusters Score: Raw -1521955.794356 + Penalty 3032.188533 = -1518923.605823 nChanged 9 SP:Iteration 99Q (1669.892164 sec): 3 clusters Score: Raw -1521959.087861 + Penalty 3032.188533 = -1518926.899328 nChanged 12 SP:Iteration 100F (1669.923505 sec): 3 clusters Score: Raw -1521966.380090 + Penalty 3032.188533 = -1518934.191557 nChanged 16 SP:Iteration 101Q (1669.951252 sec): 3 clusters Score: Raw -1521977.314358 + Penalty 3032.188533 = -1518945.125825 nChanged 16 SP:Iteration 102Q (1669.978986 sec): 3 clusters Score: Raw -1521989.071107 + Penalty 3032.188533 = -1518956.882574 nChanged 15 SP:Iteration 103Q (1670.020199 sec): 3 clusters Score: Raw -1521998.921563 + Penalty 3032.188533 = -1518966.733030 nChanged 20 SP:Iteration 104Q (1670.047177 sec): 3 clusters Score: Raw -1522014.341484 + Penalty 3032.188533 = -1518982.152951 nChanged 25 SP:Iteration 105Q (1670.074681 sec): 3 clusters Score: Raw -1522030.638476 + Penalty 3032.188533 = -1518998.449942 nChanged 18 SP:Iteration 106Q (1670.102038 sec): 3 clusters Score: Raw -1522040.910292 + Penalty 3032.188533 = -1519008.721758 nChanged 18 SP:Iteration 107Q (1670.129528 sec): 3 clusters Score: Raw -1522054.674117 + Penalty 3032.188533 = -1519022.485584 nChanged 14 SP:Iteration 108Q (1670.156904 sec): 3 clusters Score: Raw -1522062.551910 + Penalty 3032.188533 = -1519030.363376 nChanged 12 SP:Iteration 109Q (1670.184248 sec): 3 clusters Score: Raw -1522069.872358 + Penalty 3032.188533 = -1519037.683825 nChanged 7 SP:Iteration 110Q (1670.211436 sec): 3 clusters Score: Raw -1522072.931685 + Penalty 3032.188533 = -1519040.743152 nChanged 5 SP:Iteration 111Q (1670.238770 sec): 3 clusters Score: Raw -1522076.179315 + Penalty 3032.188533 = -1519043.990781 nChanged 5 SP:Iteration 112Q (1670.265949 sec): 3 clusters Score: Raw -1522080.155394 + Penalty 3032.188533 = -1519047.966861 nChanged 6 SP:Iteration 113Q (1670.306912 sec): 3 clusters Score: Raw -1522083.226865 + Penalty 3032.188533 = -1519051.038331 nChanged 2 SP:Iteration 114Q (1670.347240 sec): 3 clusters Score: Raw -1522083.796404 + Penalty 3032.188533 = -1519051.607871 nChanged 1 SP:Iteration 115Q (1670.373810 sec): 3 clusters Score: Raw -1522084.560231 + Penalty 3032.188533 = -1519052.371697 nChanged 1 SP:Iteration 116Q (1670.415096 sec): 3 clusters Score: Raw -1522085.808642 + Penalty 3032.188533 = -1519053.620109 nChanged 1 SP:Iteration 117Q (1670.440794 sec): 3 clusters Score: Raw -1522086.059252 + Penalty 3032.188533 = -1519053.870718 nChanged 0 SP:Iteration 118F (1670.471896 sec): 3 clusters Score: Raw -1522086.059252 + Penalty 3032.188533 = -1519053.870718 nChanged 0 Trying to split cluster 4 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1670.485348 sec): 2 clusters Score: Raw -54345.915030 + Penalty 1000.164440 = -53345.750590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1670.488547 sec): 3 clusters Score: Raw -54369.391632 + Penalty 2000.328881 = -52369.062752 nChanged 108 SP:Iteration 1F (1670.491470 sec): 3 clusters Score: Raw -54536.732987 + Penalty 2000.328881 = -52536.404106 nChanged 27 SP:Iteration 2F (1670.494387 sec): 3 clusters Score: Raw -54593.705502 + Penalty 2000.328881 = -52593.376621 nChanged 27 SP:Iteration 3F (1670.497261 sec): 3 clusters Score: Raw -54655.971678 + Penalty 2000.328881 = -52655.642797 nChanged 20 SP:Iteration 4Q (1670.500107 sec): 3 clusters Score: Raw -54703.984050 + Penalty 2000.328881 = -52703.655170 nChanged 15 SP:Iteration 5Q (1670.502938 sec): 3 clusters Score: Raw -54738.270460 + Penalty 2000.328881 = -52737.941579 nChanged 12 SP:Iteration 6Q (1670.505741 sec): 3 clusters Score: Raw -54769.608503 + Penalty 2000.328881 = -52769.279622 nChanged 9 SP:Iteration 7Q (1670.508590 sec): 3 clusters Score: Raw -54785.484071 + Penalty 2000.328881 = -52785.155191 nChanged 2 SP:Iteration 8Q (1670.511400 sec): 3 clusters Score: Raw -54789.073611 + Penalty 2000.328881 = -52788.744730 nChanged 1 SP:Iteration 9Q (1670.514195 sec): 3 clusters Score: Raw -54790.739352 + Penalty 2000.328881 = -52790.410471 nChanged 1 SP:Iteration 10Q (1670.516977 sec): 3 clusters Score: Raw -54792.503160 + Penalty 2000.328881 = -52792.174280 nChanged 2 SP:Iteration 11Q (1670.519755 sec): 3 clusters Score: Raw -54799.070287 + Penalty 2000.328881 = -52798.741407 nChanged 3 SP:Iteration 12Q (1670.522539 sec): 3 clusters Score: Raw -54808.412638 + Penalty 2000.328881 = -52808.083757 nChanged 4 SP:Iteration 13Q (1670.525296 sec): 3 clusters Score: Raw -54824.171320 + Penalty 2000.328881 = -52823.842440 nChanged 1 SP:Iteration 14Q (1670.528074 sec): 3 clusters Score: Raw -54825.528213 + Penalty 2000.328881 = -52825.199332 nChanged 0 SP:Iteration 15F (1670.530972 sec): 3 clusters Score: Raw -54825.528213 + Penalty 2000.328881 = -52825.199332 nChanged 0 Trying to split cluster 5 (11109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1670.559262 sec): 2 clusters Score: Raw -1486320.397822 + Penalty 1513.770516 = -1484806.627305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1670.593045 sec): 3 clusters Score: Raw -1479996.315502 + Penalty 3027.541033 = -1476968.774469 nChanged 4796 SP:Iteration 1F (1670.625795 sec): 3 clusters Score: Raw -1482619.124152 + Penalty 3027.541033 = -1479591.583120 nChanged 673 SP:Iteration 2F (1670.658586 sec): 3 clusters Score: Raw -1482934.115438 + Penalty 3027.541033 = -1479906.574406 nChanged 607 SP:Iteration 3F (1670.691259 sec): 3 clusters Score: Raw -1483192.186467 + Penalty 3027.541033 = -1480164.645434 nChanged 509 SP:Iteration 4Q (1670.724419 sec): 3 clusters Score: Raw -1483430.240579 + Penalty 3027.541033 = -1480402.699547 nChanged 511 SP:Iteration 5Q (1670.771424 sec): 3 clusters Score: Raw -1483683.732473 + Penalty 3027.541033 = -1480656.191440 nChanged 523 SP:Iteration 6Q (1670.802885 sec): 3 clusters Score: Raw -1483952.261165 + Penalty 3027.541033 = -1480924.720132 nChanged 524 SP:Iteration 7Q (1670.835936 sec): 3 clusters Score: Raw -1484247.869849 + Penalty 3027.541033 = -1481220.328817 nChanged 538 SP:Iteration 8Q (1670.915988 sec): 3 clusters Score: Raw -1484558.842635 + Penalty 3027.541033 = -1481531.301602 nChanged 556 SP:Iteration 9F (1670.985074 sec): 3 clusters Score: Raw -1484901.827485 + Penalty 3027.541033 = -1481874.286453 nChanged 561 SP:Iteration 10F (1671.044617 sec): 3 clusters Score: Raw -1485285.969128 + Penalty 3027.541033 = -1482258.428096 nChanged 518 SP:Iteration 11Q (1671.113357 sec): 3 clusters Score: Raw -1485597.322441 + Penalty 3027.541033 = -1482569.781409 nChanged 411 SP:Iteration 12Q (1671.186077 sec): 3 clusters Score: Raw -1485821.412584 + Penalty 3027.541033 = -1482793.871551 nChanged 329 SP:Iteration 13Q (1671.246552 sec): 3 clusters Score: Raw -1485984.850059 + Penalty 3027.541033 = -1482957.309026 nChanged 248 SP:Iteration 14Q (1671.316166 sec): 3 clusters Score: Raw -1486103.365890 + Penalty 3027.541033 = -1483075.824857 nChanged 229 SP:Iteration 15Q (1671.385916 sec): 3 clusters Score: Raw -1486199.159326 + Penalty 3027.541033 = -1483171.618293 nChanged 165 SP:Iteration 16Q (1671.455736 sec): 3 clusters Score: Raw -1486269.832570 + Penalty 3027.541033 = -1483242.291538 nChanged 138 SP:Iteration 17Q (1671.534580 sec): 3 clusters Score: Raw -1486335.119333 + Penalty 3027.541033 = -1483307.578301 nChanged 108 SP:Iteration 18Q (1671.603821 sec): 3 clusters Score: Raw -1486390.880223 + Penalty 3027.541033 = -1483363.339191 nChanged 104 SP:Iteration 19Q (1671.673052 sec): 3 clusters Score: Raw -1486453.494576 + Penalty 3027.541033 = -1483425.953544 nChanged 111 SP:Iteration 20F (1671.732993 sec): 3 clusters Score: Raw -1486514.726113 + Penalty 3027.541033 = -1483487.185081 nChanged 108 SP:Iteration 21Q (1671.802730 sec): 3 clusters Score: Raw -1486572.377662 + Penalty 3027.541033 = -1483544.836630 nChanged 86 SP:Iteration 22Q (1671.869083 sec): 3 clusters Score: Raw -1486625.458792 + Penalty 3027.541033 = -1483597.917760 nChanged 82 SP:Iteration 23Q (1671.931166 sec): 3 clusters Score: Raw -1486669.814750 + Penalty 3027.541033 = -1483642.273718 nChanged 66 SP:Iteration 24Q (1671.995331 sec): 3 clusters Score: Raw -1486699.977492 + Penalty 3027.541033 = -1483672.436459 nChanged 51 SP:Iteration 25Q (1672.051427 sec): 3 clusters Score: Raw -1486719.767504 + Penalty 3027.541033 = -1483692.226472 nChanged 41 SP:Iteration 26Q (1672.118132 sec): 3 clusters Score: Raw -1486733.995588 + Penalty 3027.541033 = -1483706.454555 nChanged 31 SP:Iteration 27Q (1672.182244 sec): 3 clusters Score: Raw -1486744.292411 + Penalty 3027.541033 = -1483716.751378 nChanged 27 SP:Iteration 28Q (1672.246745 sec): 3 clusters Score: Raw -1486752.747223 + Penalty 3027.541033 = -1483725.206190 nChanged 21 SP:Iteration 29Q (1672.312330 sec): 3 clusters Score: Raw -1486759.169033 + Penalty 3027.541033 = -1483731.628000 nChanged 22 SP:Iteration 30Q (1672.368104 sec): 3 clusters Score: Raw -1486767.081141 + Penalty 3027.541033 = -1483739.540108 nChanged 14 SP:Iteration 31Q (1672.440795 sec): 3 clusters Score: Raw -1486770.672486 + Penalty 3027.541033 = -1483743.131453 nChanged 11 SP:Iteration 32Q (1672.493162 sec): 3 clusters Score: Raw -1486772.947316 + Penalty 3027.541033 = -1483745.406283 nChanged 9 SP:Iteration 33Q (1672.562573 sec): 3 clusters Score: Raw -1486775.157034 + Penalty 3027.541033 = -1483747.616001 nChanged 4 SP:Iteration 34Q (1672.628250 sec): 3 clusters Score: Raw -1486776.169113 + Penalty 3027.541033 = -1483748.628081 nChanged 1 SP:Iteration 35Q (1672.693220 sec): 3 clusters Score: Raw -1486776.276357 + Penalty 3027.541033 = -1483748.735324 nChanged 2 SP:Iteration 36Q (1672.758893 sec): 3 clusters Score: Raw -1486776.556949 + Penalty 3027.541033 = -1483749.015917 nChanged 3 SP:Iteration 37Q (1672.814511 sec): 3 clusters Score: Raw -1486777.494273 + Penalty 3027.541033 = -1483749.953240 nChanged 2 SP:Iteration 38Q (1672.880442 sec): 3 clusters Score: Raw -1486777.902396 + Penalty 3027.541033 = -1483750.361363 nChanged 5 SP:Iteration 39Q (1672.954952 sec): 3 clusters Score: Raw -1486779.619635 + Penalty 3027.541033 = -1483752.078602 nChanged 3 SP:Iteration 40F (1673.023116 sec): 3 clusters Score: Raw -1486780.531394 + Penalty 3027.541033 = -1483752.990362 nChanged 2 SP:Iteration 41Q (1673.074622 sec): 3 clusters Score: Raw -1486780.915953 + Penalty 3027.541033 = -1483753.374920 nChanged 1 SP:Iteration 42Q (1673.149926 sec): 3 clusters Score: Raw -1486781.018509 + Penalty 3027.541033 = -1483753.477476 nChanged 1 SP:Iteration 43Q (1673.213770 sec): 3 clusters Score: Raw -1486781.088952 + Penalty 3027.541033 = -1483753.547919 nChanged 0 SP:Iteration 44F (1673.283522 sec): 3 clusters Score: Raw -1486781.088952 + Penalty 3027.541033 = -1483753.547919 nChanged 0 Trying to split cluster 6 (18097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1673.331916 sec): 2 clusters Score: Raw -2397900.766936 + Penalty 1593.068987 = -2396307.697949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1673.410778 sec): 3 clusters Score: Raw -2387051.039420 + Penalty 3186.137974 = -2383864.901446 nChanged 8147 SP:Iteration 1F (1673.488650 sec): 3 clusters Score: Raw -2391558.161656 + Penalty 3186.137974 = -2388372.023682 nChanged 1023 SP:Iteration 2F (1673.566856 sec): 3 clusters Score: Raw -2391969.211251 + Penalty 3186.137974 = -2388783.073277 nChanged 907 SP:Iteration 3F (1673.643079 sec): 3 clusters Score: Raw -2392343.261622 + Penalty 3186.137974 = -2389157.123648 nChanged 886 SP:Iteration 4Q (1673.724605 sec): 3 clusters Score: Raw -2392769.780980 + Penalty 3186.137974 = -2389583.643006 nChanged 930 SP:Iteration 5F (1673.802233 sec): 3 clusters Score: Raw -2393304.143824 + Penalty 3186.137974 = -2390118.005851 nChanged 972 SP:Iteration 6F (1673.880496 sec): 3 clusters Score: Raw -2393975.114707 + Penalty 3186.137974 = -2390788.976733 nChanged 971 SP:Iteration 7F (1673.958750 sec): 3 clusters Score: Raw -2394733.605587 + Penalty 3186.137974 = -2391547.467613 nChanged 940 SP:Iteration 8F (1674.036988 sec): 3 clusters Score: Raw -2395462.963252 + Penalty 3186.137974 = -2392276.825279 nChanged 848 SP:Iteration 9Q (1674.116356 sec): 3 clusters Score: Raw -2396074.895178 + Penalty 3186.137974 = -2392888.757205 nChanged 717 SP:Iteration 10Q (1674.193509 sec): 3 clusters Score: Raw -2396541.633140 + Penalty 3186.137974 = -2393355.495166 nChanged 557 SP:Iteration 11Q (1674.263051 sec): 3 clusters Score: Raw -2396857.032193 + Penalty 3186.137974 = -2393670.894219 nChanged 460 SP:Iteration 12Q (1674.341562 sec): 3 clusters Score: Raw -2397075.491457 + Penalty 3186.137974 = -2393889.353483 nChanged 357 SP:Iteration 13Q (1674.421384 sec): 3 clusters Score: Raw -2397235.199978 + Penalty 3186.137974 = -2394049.062005 nChanged 328 SP:Iteration 14Q (1674.507899 sec): 3 clusters Score: Raw -2397370.875421 + Penalty 3186.137974 = -2394184.737447 nChanged 294 SP:Iteration 15Q (1674.574087 sec): 3 clusters Score: Raw -2397491.344724 + Penalty 3186.137974 = -2394305.206750 nChanged 269 SP:Iteration 16Q (1674.662260 sec): 3 clusters Score: Raw -2397592.061752 + Penalty 3186.137974 = -2394405.923778 nChanged 256 SP:Iteration 17Q (1674.732301 sec): 3 clusters Score: Raw -2397689.422519 + Penalty 3186.137974 = -2394503.284545 nChanged 252 SP:Iteration 18Q (1674.818558 sec): 3 clusters Score: Raw -2397790.811214 + Penalty 3186.137974 = -2394604.673240 nChanged 263 SP:Iteration 19Q (1674.896188 sec): 3 clusters Score: Raw -2397890.893845 + Penalty 3186.137974 = -2394704.755871 nChanged 236 SP:Iteration 20F (1674.975418 sec): 3 clusters Score: Raw -2397976.120622 + Penalty 3186.137974 = -2394789.982648 nChanged 200 SP:Iteration 21Q (1675.053375 sec): 3 clusters Score: Raw -2398042.458255 + Penalty 3186.137974 = -2394856.320281 nChanged 185 SP:Iteration 22Q (1675.130991 sec): 3 clusters Score: Raw -2398106.600490 + Penalty 3186.137974 = -2394920.462517 nChanged 171 SP:Iteration 23Q (1675.208423 sec): 3 clusters Score: Raw -2398162.449260 + Penalty 3186.137974 = -2394976.311286 nChanged 158 SP:Iteration 24Q (1675.285838 sec): 3 clusters Score: Raw -2398207.495547 + Penalty 3186.137974 = -2395021.357574 nChanged 147 SP:Iteration 25Q (1675.362150 sec): 3 clusters Score: Raw -2398250.767689 + Penalty 3186.137974 = -2395064.629716 nChanged 138 SP:Iteration 26Q (1675.439580 sec): 3 clusters Score: Raw -2398290.444133 + Penalty 3186.137974 = -2395104.306160 nChanged 111 SP:Iteration 27Q (1675.504588 sec): 3 clusters Score: Raw -2398316.690904 + Penalty 3186.137974 = -2395130.552930 nChanged 88 SP:Iteration 28Q (1675.585869 sec): 3 clusters Score: Raw -2398337.381997 + Penalty 3186.137974 = -2395151.244024 nChanged 77 SP:Iteration 29Q (1675.670801 sec): 3 clusters Score: Raw -2398354.965547 + Penalty 3186.137974 = -2395168.827573 nChanged 69 SP:Iteration 30Q (1675.739989 sec): 3 clusters Score: Raw -2398369.249798 + Penalty 3186.137974 = -2395183.111824 nChanged 53 SP:Iteration 31Q (1675.818016 sec): 3 clusters Score: Raw -2398379.870256 + Penalty 3186.137974 = -2395193.732282 nChanged 64 SP:Iteration 32Q (1675.891719 sec): 3 clusters Score: Raw -2398392.507058 + Penalty 3186.137974 = -2395206.369084 nChanged 50 SP:Iteration 33Q (1675.969463 sec): 3 clusters Score: Raw -2398402.972705 + Penalty 3186.137974 = -2395216.834731 nChanged 54 SP:Iteration 34Q (1676.041125 sec): 3 clusters Score: Raw -2398414.939636 + Penalty 3186.137974 = -2395228.801663 nChanged 43 SP:Iteration 35Q (1676.116052 sec): 3 clusters Score: Raw -2398422.066453 + Penalty 3186.137974 = -2395235.928479 nChanged 37 SP:Iteration 36Q (1676.192323 sec): 3 clusters Score: Raw -2398427.907952 + Penalty 3186.137974 = -2395241.769978 nChanged 35 SP:Iteration 37Q (1676.265525 sec): 3 clusters Score: Raw -2398434.101369 + Penalty 3186.137974 = -2395247.963395 nChanged 27 SP:Iteration 38Q (1676.340037 sec): 3 clusters Score: Raw -2398439.933184 + Penalty 3186.137974 = -2395253.795210 nChanged 26 SP:Iteration 39Q (1676.414402 sec): 3 clusters Score: Raw -2398445.508563 + Penalty 3186.137974 = -2395259.370589 nChanged 29 SP:Iteration 40F (1676.492072 sec): 3 clusters Score: Raw -2398451.655568 + Penalty 3186.137974 = -2395265.517595 nChanged 25 SP:Iteration 41Q (1676.566118 sec): 3 clusters Score: Raw -2398456.436865 + Penalty 3186.137974 = -2395270.298892 nChanged 26 SP:Iteration 42Q (1676.636190 sec): 3 clusters Score: Raw -2398461.274722 + Penalty 3186.137974 = -2395275.136748 nChanged 20 SP:Iteration 43Q (1676.707536 sec): 3 clusters Score: Raw -2398465.783447 + Penalty 3186.137974 = -2395279.645473 nChanged 22 SP:Iteration 44Q (1676.780835 sec): 3 clusters Score: Raw -2398470.245272 + Penalty 3186.137974 = -2395284.107298 nChanged 27 SP:Iteration 45Q (1676.854038 sec): 3 clusters Score: Raw -2398474.197002 + Penalty 3186.137974 = -2395288.059028 nChanged 23 SP:Iteration 46Q (1676.927679 sec): 3 clusters Score: Raw -2398477.657954 + Penalty 3186.137974 = -2395291.519980 nChanged 23 SP:Iteration 47Q (1677.001873 sec): 3 clusters Score: Raw -2398481.364947 + Penalty 3186.137974 = -2395295.226973 nChanged 17 SP:Iteration 48Q (1677.075399 sec): 3 clusters Score: Raw -2398483.821999 + Penalty 3186.137974 = -2395297.684025 nChanged 19 SP:Iteration 49Q (1677.135999 sec): 3 clusters Score: Raw -2398486.972992 + Penalty 3186.137974 = -2395300.835018 nChanged 17 SP:Iteration 50Q (1677.205554 sec): 3 clusters Score: Raw -2398489.909087 + Penalty 3186.137974 = -2395303.771113 nChanged 24 SP:Iteration 51Q (1677.270087 sec): 3 clusters Score: Raw -2398493.490716 + Penalty 3186.137974 = -2395307.352742 nChanged 19 SP:Iteration 52Q (1677.347648 sec): 3 clusters Score: Raw -2398496.864412 + Penalty 3186.137974 = -2395310.726438 nChanged 21 SP:Iteration 53Q (1677.417182 sec): 3 clusters Score: Raw -2398499.642460 + Penalty 3186.137974 = -2395313.504487 nChanged 8 SP:Iteration 54Q (1677.491690 sec): 3 clusters Score: Raw -2398501.114672 + Penalty 3186.137974 = -2395314.976699 nChanged 10 SP:Iteration 55Q (1677.564517 sec): 3 clusters Score: Raw -2398502.845249 + Penalty 3186.137974 = -2395316.707276 nChanged 8 SP:Iteration 56Q (1677.640403 sec): 3 clusters Score: Raw -2398504.018101 + Penalty 3186.137974 = -2395317.880127 nChanged 8 SP:Iteration 57Q (1677.714113 sec): 3 clusters Score: Raw -2398505.556907 + Penalty 3186.137974 = -2395319.418933 nChanged 11 SP:Iteration 58Q (1677.786816 sec): 3 clusters Score: Raw -2398508.201639 + Penalty 3186.137974 = -2395322.063666 nChanged 12 SP:Iteration 59Q (1677.860955 sec): 3 clusters Score: Raw -2398509.952900 + Penalty 3186.137974 = -2395323.814927 nChanged 7 SP:Iteration 60F (1677.940366 sec): 3 clusters Score: Raw -2398511.245523 + Penalty 3186.137974 = -2395325.107549 nChanged 7 SP:Iteration 61Q (1678.015774 sec): 3 clusters Score: Raw -2398512.095076 + Penalty 3186.137974 = -2395325.957102 nChanged 5 SP:Iteration 62Q (1678.084880 sec): 3 clusters Score: Raw -2398512.587679 + Penalty 3186.137974 = -2395326.449705 nChanged 1 SP:Iteration 63Q (1678.158581 sec): 3 clusters Score: Raw -2398512.674299 + Penalty 3186.137974 = -2395326.536325 nChanged 2 SP:Iteration 64Q (1678.231413 sec): 3 clusters Score: Raw -2398512.803580 + Penalty 3186.137974 = -2395326.665606 nChanged 0 SP:Iteration 65F (1678.308067 sec): 3 clusters Score: Raw -2398512.803580 + Penalty 3186.137974 = -2395326.665606 nChanged 0 Trying to split cluster 7 (9086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1678.345842 sec): 2 clusters Score: Raw -1265836.163691 + Penalty 1481.104633 = -1264355.059059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1678.407910 sec): 3 clusters Score: Raw -1260736.034544 + Penalty 2962.209265 = -1257773.825279 nChanged 3897 SP:Iteration 1F (1678.470657 sec): 3 clusters Score: Raw -1262802.539270 + Penalty 2962.209265 = -1259840.330005 nChanged 554 SP:Iteration 2F (1678.516814 sec): 3 clusters Score: Raw -1263043.124653 + Penalty 2962.209265 = -1260080.915388 nChanged 453 SP:Iteration 3Q (1678.581600 sec): 3 clusters Score: Raw -1263240.868749 + Penalty 2962.209265 = -1260278.659484 nChanged 408 SP:Iteration 4Q (1678.641772 sec): 3 clusters Score: Raw -1263439.904006 + Penalty 2962.209265 = -1260477.694741 nChanged 399 SP:Iteration 5Q (1678.705977 sec): 3 clusters Score: Raw -1263660.183367 + Penalty 2962.209265 = -1260697.974102 nChanged 398 SP:Iteration 6Q (1678.772661 sec): 3 clusters Score: Raw -1263884.958154 + Penalty 2962.209265 = -1260922.748889 nChanged 390 SP:Iteration 7Q (1678.822187 sec): 3 clusters Score: Raw -1264103.945473 + Penalty 2962.209265 = -1261141.736208 nChanged 391 SP:Iteration 8Q (1678.880063 sec): 3 clusters Score: Raw -1264342.113211 + Penalty 2962.209265 = -1261379.903946 nChanged 368 SP:Iteration 9Q (1678.944148 sec): 3 clusters Score: Raw -1264591.683255 + Penalty 2962.209265 = -1261629.473990 nChanged 377 SP:Iteration 10Q (1679.008229 sec): 3 clusters Score: Raw -1264870.209601 + Penalty 2962.209265 = -1261908.000336 nChanged 315 SP:Iteration 11Q (1679.071692 sec): 3 clusters Score: Raw -1265082.063615 + Penalty 2962.209265 = -1262119.854350 nChanged 245 SP:Iteration 12Q (1679.134663 sec): 3 clusters Score: Raw -1265257.418530 + Penalty 2962.209265 = -1262295.209265 nChanged 225 SP:Iteration 13Q (1679.197305 sec): 3 clusters Score: Raw -1265440.571817 + Penalty 2962.209265 = -1262478.362551 nChanged 196 SP:Iteration 14Q (1679.271569 sec): 3 clusters Score: Raw -1265591.158826 + Penalty 2962.209265 = -1262628.949561 nChanged 145 SP:Iteration 15Q (1679.333608 sec): 3 clusters Score: Raw -1265701.656511 + Penalty 2962.209265 = -1262739.447246 nChanged 120 SP:Iteration 16Q (1679.394688 sec): 3 clusters Score: Raw -1265793.102753 + Penalty 2962.209265 = -1262830.893488 nChanged 76 SP:Iteration 17Q (1679.456444 sec): 3 clusters Score: Raw -1265843.961568 + Penalty 2962.209265 = -1262881.752303 nChanged 49 SP:Iteration 18Q (1679.470962 sec): 3 clusters Score: Raw -1265881.211598 + Penalty 2962.209265 = -1262919.002333 nChanged 39 SP:Iteration 19Q (1679.496479 sec): 3 clusters Score: Raw -1265906.358973 + Penalty 2962.209265 = -1262944.149708 nChanged 30 SP:Iteration 20F (1679.525592 sec): 3 clusters Score: Raw -1265924.889123 + Penalty 2962.209265 = -1262962.679858 nChanged 20 SP:Iteration 21Q (1679.550976 sec): 3 clusters Score: Raw -1265937.876047 + Penalty 2962.209265 = -1262975.666782 nChanged 17 SP:Iteration 22Q (1679.576323 sec): 3 clusters Score: Raw -1265948.983849 + Penalty 2962.209265 = -1262986.774584 nChanged 16 SP:Iteration 23Q (1679.601367 sec): 3 clusters Score: Raw -1265958.408812 + Penalty 2962.209265 = -1262996.199547 nChanged 19 SP:Iteration 24Q (1679.626407 sec): 3 clusters Score: Raw -1265971.588165 + Penalty 2962.209265 = -1263009.378900 nChanged 13 SP:Iteration 25Q (1679.651513 sec): 3 clusters Score: Raw -1265983.041677 + Penalty 2962.209265 = -1263020.832412 nChanged 12 SP:Iteration 26Q (1679.676534 sec): 3 clusters Score: Raw -1265989.210789 + Penalty 2962.209265 = -1263027.001523 nChanged 9 SP:Iteration 27Q (1679.701490 sec): 3 clusters Score: Raw -1265995.433043 + Penalty 2962.209265 = -1263033.223778 nChanged 8 SP:Iteration 28Q (1679.738994 sec): 3 clusters Score: Raw -1266001.929049 + Penalty 2962.209265 = -1263039.719784 nChanged 9 SP:Iteration 29Q (1679.763903 sec): 3 clusters Score: Raw -1266007.792641 + Penalty 2962.209265 = -1263045.583376 nChanged 4 SP:Iteration 30Q (1679.788896 sec): 3 clusters Score: Raw -1266011.261515 + Penalty 2962.209265 = -1263049.052249 nChanged 7 SP:Iteration 31Q (1679.813888 sec): 3 clusters Score: Raw -1266018.924149 + Penalty 2962.209265 = -1263056.714884 nChanged 5 SP:Iteration 32Q (1679.838926 sec): 3 clusters Score: Raw -1266021.853266 + Penalty 2962.209265 = -1263059.644001 nChanged 4 SP:Iteration 33Q (1679.863709 sec): 3 clusters Score: Raw -1266025.632771 + Penalty 2962.209265 = -1263063.423506 nChanged 8 SP:Iteration 34Q (1679.888656 sec): 3 clusters Score: Raw -1266032.252832 + Penalty 2962.209265 = -1263070.043567 nChanged 4 SP:Iteration 35Q (1679.960340 sec): 3 clusters Score: Raw -1266034.699831 + Penalty 2962.209265 = -1263072.490566 nChanged 2 SP:Iteration 36Q (1680.021027 sec): 3 clusters Score: Raw -1266037.133345 + Penalty 2962.209265 = -1263074.924080 nChanged 3 SP:Iteration 37Q (1680.078489 sec): 3 clusters Score: Raw -1266039.653876 + Penalty 2962.209265 = -1263077.444611 nChanged 2 SP:Iteration 38Q (1680.116176 sec): 3 clusters Score: Raw -1266041.245464 + Penalty 2962.209265 = -1263079.036199 nChanged 4 SP:Iteration 39Q (1680.140932 sec): 3 clusters Score: Raw -1266043.501136 + Penalty 2962.209265 = -1263081.291871 nChanged 3 SP:Iteration 40F (1680.169937 sec): 3 clusters Score: Raw -1266045.194519 + Penalty 2962.209265 = -1263082.985254 nChanged 2 SP:Iteration 41Q (1680.194876 sec): 3 clusters Score: Raw -1266047.855542 + Penalty 2962.209265 = -1263085.646277 nChanged 3 SP:Iteration 42Q (1680.219624 sec): 3 clusters Score: Raw -1266050.785045 + Penalty 2962.209265 = -1263088.575780 nChanged 4 SP:Iteration 43Q (1680.244532 sec): 3 clusters Score: Raw -1266054.868386 + Penalty 2962.209265 = -1263092.659121 nChanged 4 SP:Iteration 44Q (1680.269145 sec): 3 clusters Score: Raw -1266056.624437 + Penalty 2962.209265 = -1263094.415172 nChanged 3 SP:Iteration 45Q (1680.293683 sec): 3 clusters Score: Raw -1266059.075394 + Penalty 2962.209265 = -1263096.866129 nChanged 0 SP:Iteration 46F (1680.322570 sec): 3 clusters Score: Raw -1266059.075394 + Penalty 2962.209265 = -1263096.866129 nChanged 0 Trying to split cluster 8 (14612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1680.355066 sec): 2 clusters Score: Raw -1840682.616288 + Penalty 1558.309738 = -1839124.306550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1680.392694 sec): 3 clusters Score: Raw -1832139.445862 + Penalty 3116.619476 = -1829022.826385 nChanged 6540 SP:Iteration 1F (1680.430361 sec): 3 clusters Score: Raw -1835855.549320 + Penalty 3116.619476 = -1832738.929843 nChanged 924 SP:Iteration 2F (1680.481156 sec): 3 clusters Score: Raw -1836435.849166 + Penalty 3116.619476 = -1833319.229690 nChanged 940 SP:Iteration 3F (1680.517112 sec): 3 clusters Score: Raw -1837304.483604 + Penalty 3116.619476 = -1834187.864128 nChanged 1067 SP:Iteration 4F (1680.554002 sec): 3 clusters Score: Raw -1838291.957049 + Penalty 3116.619476 = -1835175.337573 nChanged 1049 SP:Iteration 5F (1680.591489 sec): 3 clusters Score: Raw -1839099.632629 + Penalty 3116.619476 = -1835983.013153 nChanged 919 SP:Iteration 6F (1680.628096 sec): 3 clusters Score: Raw -1839654.335281 + Penalty 3116.619476 = -1836537.715805 nChanged 714 SP:Iteration 7Q (1680.712675 sec): 3 clusters Score: Raw -1840001.598056 + Penalty 3116.619476 = -1836884.978580 nChanged 525 SP:Iteration 8Q (1680.778474 sec): 3 clusters Score: Raw -1840207.575404 + Penalty 3116.619476 = -1837090.955928 nChanged 399 SP:Iteration 9Q (1680.848172 sec): 3 clusters Score: Raw -1840324.281445 + Penalty 3116.619476 = -1837207.661969 nChanged 259 SP:Iteration 10Q (1680.912457 sec): 3 clusters Score: Raw -1840389.780674 + Penalty 3116.619476 = -1837273.161198 nChanged 221 SP:Iteration 11Q (1680.989120 sec): 3 clusters Score: Raw -1840439.917097 + Penalty 3116.619476 = -1837323.297621 nChanged 158 SP:Iteration 12Q (1681.068089 sec): 3 clusters Score: Raw -1840467.288013 + Penalty 3116.619476 = -1837350.668537 nChanged 113 SP:Iteration 13Q (1681.140991 sec): 3 clusters Score: Raw -1840483.412790 + Penalty 3116.619476 = -1837366.793314 nChanged 78 SP:Iteration 14Q (1681.212888 sec): 3 clusters Score: Raw -1840493.668008 + Penalty 3116.619476 = -1837377.048532 nChanged 70 SP:Iteration 15Q (1681.278016 sec): 3 clusters Score: Raw -1840501.443963 + Penalty 3116.619476 = -1837384.824487 nChanged 65 SP:Iteration 16Q (1681.360426 sec): 3 clusters Score: Raw -1840509.048608 + Penalty 3116.619476 = -1837392.429132 nChanged 57 SP:Iteration 17Q (1681.434408 sec): 3 clusters Score: Raw -1840514.585770 + Penalty 3116.619476 = -1837397.966294 nChanged 40 SP:Iteration 18Q (1681.506839 sec): 3 clusters Score: Raw -1840518.488783 + Penalty 3116.619476 = -1837401.869307 nChanged 32 SP:Iteration 19Q (1681.570826 sec): 3 clusters Score: Raw -1840521.138494 + Penalty 3116.619476 = -1837404.519018 nChanged 24 SP:Iteration 20F (1681.642383 sec): 3 clusters Score: Raw -1840522.884859 + Penalty 3116.619476 = -1837406.265383 nChanged 19 SP:Iteration 21Q (1681.714854 sec): 3 clusters Score: Raw -1840524.244164 + Penalty 3116.619476 = -1837407.624688 nChanged 22 SP:Iteration 22Q (1681.785631 sec): 3 clusters Score: Raw -1840526.001820 + Penalty 3116.619476 = -1837409.382344 nChanged 14 SP:Iteration 23Q (1681.849380 sec): 3 clusters Score: Raw -1840527.313918 + Penalty 3116.619476 = -1837410.694442 nChanged 13 SP:Iteration 24Q (1681.921818 sec): 3 clusters Score: Raw -1840528.141948 + Penalty 3116.619476 = -1837411.522472 nChanged 6 SP:Iteration 25Q (1681.987610 sec): 3 clusters Score: Raw -1840528.519594 + Penalty 3116.619476 = -1837411.900118 nChanged 6 SP:Iteration 26Q (1682.065280 sec): 3 clusters Score: Raw -1840528.808725 + Penalty 3116.619476 = -1837412.189249 nChanged 5 SP:Iteration 27Q (1682.130764 sec): 3 clusters Score: Raw -1840529.050387 + Penalty 3116.619476 = -1837412.430911 nChanged 4 SP:Iteration 28Q (1682.197463 sec): 3 clusters Score: Raw -1840529.262877 + Penalty 3116.619476 = -1837412.643401 nChanged 5 SP:Iteration 29Q (1682.278716 sec): 3 clusters Score: Raw -1840529.507061 + Penalty 3116.619476 = -1837412.887585 nChanged 6 SP:Iteration 30Q (1682.353462 sec): 3 clusters Score: Raw -1840529.891457 + Penalty 3116.619476 = -1837413.271981 nChanged 7 SP:Iteration 31Q (1682.417334 sec): 3 clusters Score: Raw -1840530.554628 + Penalty 3116.619476 = -1837413.935152 nChanged 8 SP:Iteration 32Q (1682.497316 sec): 3 clusters Score: Raw -1840531.345295 + Penalty 3116.619476 = -1837414.725819 nChanged 11 SP:Iteration 33Q (1682.554595 sec): 3 clusters Score: Raw -1840532.253636 + Penalty 3116.619476 = -1837415.634160 nChanged 4 SP:Iteration 34Q (1682.631834 sec): 3 clusters Score: Raw -1840532.491153 + Penalty 3116.619476 = -1837415.871677 nChanged 3 SP:Iteration 35Q (1682.699072 sec): 3 clusters Score: Raw -1840532.630770 + Penalty 3116.619476 = -1837416.011294 nChanged 2 SP:Iteration 36Q (1682.769979 sec): 3 clusters Score: Raw -1840532.700457 + Penalty 3116.619476 = -1837416.080981 nChanged 3 SP:Iteration 37Q (1682.839730 sec): 3 clusters Score: Raw -1840532.828349 + Penalty 3116.619476 = -1837416.208873 nChanged 4 SP:Iteration 38Q (1682.897842 sec): 3 clusters Score: Raw -1840532.951990 + Penalty 3116.619476 = -1837416.332514 nChanged 1 SP:Iteration 39Q (1682.978219 sec): 3 clusters Score: Raw -1840532.990354 + Penalty 3116.619476 = -1837416.370878 nChanged 0 SP:Iteration 40F (1683.048403 sec): 3 clusters Score: Raw -1840532.990354 + Penalty 3116.619476 = -1837416.370878 nChanged 0 Trying to split cluster 9 (7034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1683.082148 sec): 2 clusters Score: Raw -907679.039578 + Penalty 1439.508007 = -906239.531571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1683.139421 sec): 3 clusters Score: Raw -903900.691988 + Penalty 2879.016014 = -901021.675974 nChanged 2951 SP:Iteration 1F (1683.198548 sec): 3 clusters Score: Raw -905516.922460 + Penalty 2879.016014 = -902637.906446 nChanged 428 SP:Iteration 2F (1683.260927 sec): 3 clusters Score: Raw -905709.518309 + Penalty 2879.016014 = -902830.502295 nChanged 327 SP:Iteration 3Q (1683.320247 sec): 3 clusters Score: Raw -905843.652040 + Penalty 2879.016014 = -902964.636026 nChanged 256 SP:Iteration 4Q (1683.374981 sec): 3 clusters Score: Raw -905942.863882 + Penalty 2879.016014 = -903063.847868 nChanged 221 SP:Iteration 5Q (1683.423896 sec): 3 clusters Score: Raw -906026.488248 + Penalty 2879.016014 = -903147.472234 nChanged 183 SP:Iteration 6Q (1683.479875 sec): 3 clusters Score: Raw -906097.408965 + Penalty 2879.016014 = -903218.392950 nChanged 179 SP:Iteration 7Q (1683.542293 sec): 3 clusters Score: Raw -906178.409269 + Penalty 2879.016014 = -903299.393255 nChanged 204 SP:Iteration 8Q (1683.602508 sec): 3 clusters Score: Raw -906267.094388 + Penalty 2879.016014 = -903388.078374 nChanged 202 SP:Iteration 9Q (1683.673929 sec): 3 clusters Score: Raw -906373.332564 + Penalty 2879.016014 = -903494.316549 nChanged 209 SP:Iteration 10Q (1683.725317 sec): 3 clusters Score: Raw -906503.347141 + Penalty 2879.016014 = -903624.331127 nChanged 226 SP:Iteration 11Q (1683.796072 sec): 3 clusters Score: Raw -906681.415770 + Penalty 2879.016014 = -903802.399756 nChanged 241 SP:Iteration 12Q (1683.857983 sec): 3 clusters Score: Raw -906927.682313 + Penalty 2879.016014 = -904048.666299 nChanged 283 SP:Iteration 13Q (1683.914748 sec): 3 clusters Score: Raw -907176.611145 + Penalty 2879.016014 = -904297.595130 nChanged 289 SP:Iteration 14Q (1683.955673 sec): 3 clusters Score: Raw -907369.074053 + Penalty 2879.016014 = -904490.058039 nChanged 269 SP:Iteration 15Q (1684.013580 sec): 3 clusters Score: Raw -907513.284778 + Penalty 2879.016014 = -904634.268764 nChanged 218 SP:Iteration 16Q (1684.084918 sec): 3 clusters Score: Raw -907600.847604 + Penalty 2879.016014 = -904721.831590 nChanged 166 SP:Iteration 17Q (1684.134372 sec): 3 clusters Score: Raw -907664.326983 + Penalty 2879.016014 = -904785.310969 nChanged 137 SP:Iteration 18Q (1684.194591 sec): 3 clusters Score: Raw -907714.994187 + Penalty 2879.016014 = -904835.978173 nChanged 122 SP:Iteration 19Q (1684.263101 sec): 3 clusters Score: Raw -907761.516122 + Penalty 2879.016014 = -904882.500107 nChanged 122 SP:Iteration 20F (1684.306426 sec): 3 clusters Score: Raw -907808.587963 + Penalty 2879.016014 = -904929.571949 nChanged 109 SP:Iteration 21Q (1684.366846 sec): 3 clusters Score: Raw -907848.897451 + Penalty 2879.016014 = -904969.881437 nChanged 85 SP:Iteration 22Q (1684.427070 sec): 3 clusters Score: Raw -907874.279012 + Penalty 2879.016014 = -904995.262998 nChanged 81 SP:Iteration 23Q (1684.484164 sec): 3 clusters Score: Raw -907897.117070 + Penalty 2879.016014 = -905018.101056 nChanged 84 SP:Iteration 24Q (1684.534888 sec): 3 clusters Score: Raw -907922.938991 + Penalty 2879.016014 = -905043.922977 nChanged 79 SP:Iteration 25Q (1684.595235 sec): 3 clusters Score: Raw -907948.156853 + Penalty 2879.016014 = -905069.140839 nChanged 72 SP:Iteration 26Q (1684.652043 sec): 3 clusters Score: Raw -907971.688598 + Penalty 2879.016014 = -905092.672584 nChanged 66 SP:Iteration 27Q (1684.712266 sec): 3 clusters Score: Raw -907992.724905 + Penalty 2879.016014 = -905113.708890 nChanged 65 SP:Iteration 28Q (1684.771240 sec): 3 clusters Score: Raw -908015.734691 + Penalty 2879.016014 = -905136.718677 nChanged 56 SP:Iteration 29Q (1684.829588 sec): 3 clusters Score: Raw -908033.399738 + Penalty 2879.016014 = -905154.383723 nChanged 58 SP:Iteration 30Q (1684.890112 sec): 3 clusters Score: Raw -908053.257935 + Penalty 2879.016014 = -905174.241921 nChanged 59 SP:Iteration 31Q (1684.950315 sec): 3 clusters Score: Raw -908074.739708 + Penalty 2879.016014 = -905195.723694 nChanged 62 SP:Iteration 32Q (1685.011448 sec): 3 clusters Score: Raw -908098.577567 + Penalty 2879.016014 = -905219.561552 nChanged 52 SP:Iteration 33Q (1685.071662 sec): 3 clusters Score: Raw -908122.128156 + Penalty 2879.016014 = -905243.112142 nChanged 46 SP:Iteration 34Q (1685.131821 sec): 3 clusters Score: Raw -908146.272372 + Penalty 2879.016014 = -905267.256358 nChanged 42 SP:Iteration 35Q (1685.192663 sec): 3 clusters Score: Raw -908178.411158 + Penalty 2879.016014 = -905299.395143 nChanged 40 SP:Iteration 36Q (1685.253186 sec): 3 clusters Score: Raw -908225.743074 + Penalty 2879.016014 = -905346.727060 nChanged 53 SP:Iteration 37Q (1685.313225 sec): 3 clusters Score: Raw -908287.755803 + Penalty 2879.016014 = -905408.739788 nChanged 72 SP:Iteration 38Q (1685.372982 sec): 3 clusters Score: Raw -908380.193914 + Penalty 2879.016014 = -905501.177900 nChanged 92 SP:Iteration 39Q (1685.429601 sec): 3 clusters Score: Raw -908534.268186 + Penalty 2879.016014 = -905655.252172 nChanged 88 SP:Iteration 40F (1685.491338 sec): 3 clusters Score: Raw -908752.687868 + Penalty 2879.016014 = -905873.671854 nChanged 62 SP:Iteration 41Q (1685.550387 sec): 3 clusters Score: Raw -908935.478777 + Penalty 2879.016014 = -906056.462763 nChanged 22 SP:Iteration 42Q (1685.607808 sec): 3 clusters Score: Raw -908948.016391 + Penalty 2879.016014 = -906069.000377 nChanged 8 SP:Iteration 43Q (1685.657779 sec): 3 clusters Score: Raw -908951.550925 + Penalty 2879.016014 = -906072.534911 nChanged 2 SP:Iteration 44Q (1685.716426 sec): 3 clusters Score: Raw -908952.132821 + Penalty 2879.016014 = -906073.116807 nChanged 0 SP:Iteration 45F (1685.787715 sec): 3 clusters Score: Raw -908952.132821 + Penalty 2879.016014 = -906073.116807 nChanged 0 Trying to split cluster 10 (96082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1685.918497 sec): 2 clusters Score: Raw -13005934.769011 + Penalty 1864.355557 = -13004070.413454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1686.102968 sec): 3 clusters Score: Raw -12943598.326921 + Penalty 3728.711114 = -12939869.615807 nChanged 45882 SP:Iteration 1F (1686.293077 sec): 3 clusters Score: Raw -12971082.944599 + Penalty 3728.711114 = -12967354.233485 nChanged 4343 SP:Iteration 2Q (1686.497530 sec): 3 clusters Score: Raw -12973222.540045 + Penalty 3728.711114 = -12969493.828932 nChanged 5062 SP:Iteration 3F (1686.689949 sec): 3 clusters Score: Raw -12976412.365052 + Penalty 3728.711114 = -12972683.653938 nChanged 6060 SP:Iteration 4F (1686.880380 sec): 3 clusters Score: Raw -12980395.680784 + Penalty 3728.711114 = -12976666.969670 nChanged 6531 SP:Iteration 5F (1687.063156 sec): 3 clusters Score: Raw -12984867.248365 + Penalty 3728.711114 = -12981138.537252 nChanged 6717 SP:Iteration 6F (1687.258432 sec): 3 clusters Score: Raw -12989660.484298 + Penalty 3728.711114 = -12985931.773184 nChanged 6219 SP:Iteration 7F (1687.457470 sec): 3 clusters Score: Raw -12994098.193534 + Penalty 3728.711114 = -12990369.482420 nChanged 5257 SP:Iteration 8F (1687.654444 sec): 3 clusters Score: Raw -12997433.051089 + Penalty 3728.711114 = -12993704.339975 nChanged 4008 SP:Iteration 9Q (1687.850671 sec): 3 clusters Score: Raw -12999702.036842 + Penalty 3728.711114 = -12995973.325729 nChanged 3166 SP:Iteration 10Q (1688.045049 sec): 3 clusters Score: Raw -13001360.229758 + Penalty 3728.711114 = -12997631.518645 nChanged 2699 SP:Iteration 11Q (1688.237170 sec): 3 clusters Score: Raw -13002806.219011 + Penalty 3728.711114 = -12999077.507898 nChanged 2472 SP:Iteration 12Q (1688.418204 sec): 3 clusters Score: Raw -13004161.335834 + Penalty 3728.711114 = -13000432.624721 nChanged 2272 SP:Iteration 13Q (1688.606199 sec): 3 clusters Score: Raw -13005379.864751 + Penalty 3728.711114 = -13001651.153637 nChanged 2007 SP:Iteration 14Q (1688.791176 sec): 3 clusters Score: Raw -13006427.930415 + Penalty 3728.711114 = -13002699.219301 nChanged 1781 SP:Iteration 15Q (1688.972309 sec): 3 clusters Score: Raw -13007323.357778 + Penalty 3728.711114 = -13003594.646665 nChanged 1622 SP:Iteration 16Q (1689.156795 sec): 3 clusters Score: Raw -13008165.946738 + Penalty 3728.711114 = -13004437.235624 nChanged 1442 SP:Iteration 17Q (1689.327085 sec): 3 clusters Score: Raw -13008945.624199 + Penalty 3728.711114 = -13005216.913085 nChanged 1342 SP:Iteration 18Q (1689.506694 sec): 3 clusters Score: Raw -13009616.394460 + Penalty 3728.711114 = -13005887.683347 nChanged 1207 SP:Iteration 19Q (1689.682501 sec): 3 clusters Score: Raw -13010192.679123 + Penalty 3728.711114 = -13006463.968009 nChanged 1131 SP:Iteration 20F (1689.871350 sec): 3 clusters Score: Raw -13010692.726166 + Penalty 3728.711114 = -13006964.015053 nChanged 1022 SP:Iteration 21Q (1690.049084 sec): 3 clusters Score: Raw -13011092.103133 + Penalty 3728.711114 = -13007363.392019 nChanged 942 SP:Iteration 22Q (1690.225673 sec): 3 clusters Score: Raw -13011444.097193 + Penalty 3728.711114 = -13007715.386079 nChanged 888 SP:Iteration 23Q (1690.388956 sec): 3 clusters Score: Raw -13011757.242564 + Penalty 3728.711114 = -13008028.531451 nChanged 786 SP:Iteration 24Q (1690.564268 sec): 3 clusters Score: Raw -13011998.621110 + Penalty 3728.711114 = -13008269.909997 nChanged 704 SP:Iteration 25Q (1690.737994 sec): 3 clusters Score: Raw -13012184.200949 + Penalty 3728.711114 = -13008455.489835 nChanged 662 SP:Iteration 26Q (1690.913145 sec): 3 clusters Score: Raw -13012345.174671 + Penalty 3728.711114 = -13008616.463558 nChanged 599 SP:Iteration 27Q (1691.086488 sec): 3 clusters Score: Raw -13012479.730488 + Penalty 3728.711114 = -13008751.019374 nChanged 514 SP:Iteration 28Q (1691.258814 sec): 3 clusters Score: Raw -13012583.499735 + Penalty 3728.711114 = -13008854.788621 nChanged 467 SP:Iteration 29Q (1691.430376 sec): 3 clusters Score: Raw -13012677.012712 + Penalty 3728.711114 = -13008948.301598 nChanged 432 SP:Iteration 30Q (1691.598905 sec): 3 clusters Score: Raw -13012754.910647 + Penalty 3728.711114 = -13009026.199533 nChanged 394 SP:Iteration 31Q (1691.773212 sec): 3 clusters Score: Raw -13012825.625245 + Penalty 3728.711114 = -13009096.914132 nChanged 391 SP:Iteration 32Q (1691.947688 sec): 3 clusters Score: Raw -13012892.642409 + Penalty 3728.711114 = -13009163.931296 nChanged 343 SP:Iteration 33Q (1692.127496 sec): 3 clusters Score: Raw -13012949.276256 + Penalty 3728.711114 = -13009220.565143 nChanged 316 SP:Iteration 34Q (1692.306346 sec): 3 clusters Score: Raw -13013001.477746 + Penalty 3728.711114 = -13009272.766632 nChanged 298 SP:Iteration 35Q (1692.491215 sec): 3 clusters Score: Raw -13013048.308140 + Penalty 3728.711114 = -13009319.597027 nChanged 285 SP:Iteration 36Q (1692.682173 sec): 3 clusters Score: Raw -13013093.329838 + Penalty 3728.711114 = -13009364.618724 nChanged 272 SP:Iteration 37Q (1692.865359 sec): 3 clusters Score: Raw -13013139.532160 + Penalty 3728.711114 = -13009410.821046 nChanged 268 SP:Iteration 38Q (1693.057052 sec): 3 clusters Score: Raw -13013184.118396 + Penalty 3728.711114 = -13009455.407282 nChanged 280 SP:Iteration 39Q (1693.242016 sec): 3 clusters Score: Raw -13013232.658941 + Penalty 3728.711114 = -13009503.947827 nChanged 244 SP:Iteration 40F (1693.425422 sec): 3 clusters Score: Raw -13013274.270946 + Penalty 3728.711114 = -13009545.559833 nChanged 252 SP:Iteration 41Q (1693.623378 sec): 3 clusters Score: Raw -13013317.091752 + Penalty 3728.711114 = -13009588.380638 nChanged 226 SP:Iteration 42Q (1693.789915 sec): 3 clusters Score: Raw -13013351.572727 + Penalty 3728.711114 = -13009622.861614 nChanged 201 SP:Iteration 43Q (1693.943005 sec): 3 clusters Score: Raw -13013384.021297 + Penalty 3728.711114 = -13009655.310184 nChanged 221 SP:Iteration 44Q (1694.120965 sec): 3 clusters Score: Raw -13013421.557679 + Penalty 3728.711114 = -13009692.846565 nChanged 215 SP:Iteration 45Q (1694.307649 sec): 3 clusters Score: Raw -13013453.846109 + Penalty 3728.711114 = -13009725.134995 nChanged 182 SP:Iteration 46Q (1694.493350 sec): 3 clusters Score: Raw -13013479.605232 + Penalty 3728.711114 = -13009750.894118 nChanged 174 SP:Iteration 47Q (1694.685726 sec): 3 clusters Score: Raw -13013506.789578 + Penalty 3728.711114 = -13009778.078464 nChanged 160 SP:Iteration 48Q (1694.871421 sec): 3 clusters Score: Raw -13013528.194112 + Penalty 3728.711114 = -13009799.482999 nChanged 134 SP:Iteration 49Q (1695.071447 sec): 3 clusters Score: Raw -13013544.273479 + Penalty 3728.711114 = -13009815.562366 nChanged 119 SP:Iteration 50Q (1695.244166 sec): 3 clusters Score: Raw -13013557.325662 + Penalty 3728.711114 = -13009828.614548 nChanged 105 SP:Iteration 51Q (1695.416928 sec): 3 clusters Score: Raw -13013567.602191 + Penalty 3728.711114 = -13009838.891078 nChanged 95 SP:Iteration 52Q (1695.601364 sec): 3 clusters Score: Raw -13013576.304517 + Penalty 3728.711114 = -13009847.593403 nChanged 82 SP:Iteration 53Q (1695.790354 sec): 3 clusters Score: Raw -13013584.514720 + Penalty 3728.711114 = -13009855.803607 nChanged 80 SP:Iteration 54Q (1695.970835 sec): 3 clusters Score: Raw -13013592.073429 + Penalty 3728.711114 = -13009863.362315 nChanged 73 SP:Iteration 55Q (1696.145147 sec): 3 clusters Score: Raw -13013598.533612 + Penalty 3728.711114 = -13009869.822498 nChanged 68 SP:Iteration 56Q (1696.322779 sec): 3 clusters Score: Raw -13013603.308717 + Penalty 3728.711114 = -13009874.597604 nChanged 53 SP:Iteration 57Q (1696.507325 sec): 3 clusters Score: Raw -13013606.764335 + Penalty 3728.711114 = -13009878.053221 nChanged 44 SP:Iteration 58Q (1696.688789 sec): 3 clusters Score: Raw -13013609.887472 + Penalty 3728.711114 = -13009881.176358 nChanged 36 SP:Iteration 59Q (1696.869225 sec): 3 clusters Score: Raw -13013612.389323 + Penalty 3728.711114 = -13009883.678210 nChanged 35 SP:Iteration 60F (1697.078658 sec): 3 clusters Score: Raw -13013614.689146 + Penalty 3728.711114 = -13009885.978032 nChanged 33 SP:Iteration 61Q (1697.255256 sec): 3 clusters Score: Raw -13013616.663846 + Penalty 3728.711114 = -13009887.952732 nChanged 28 SP:Iteration 62Q (1697.442309 sec): 3 clusters Score: Raw -13013617.870121 + Penalty 3728.711114 = -13009889.159007 nChanged 22 SP:Iteration 63Q (1697.624566 sec): 3 clusters Score: Raw -13013618.902822 + Penalty 3728.711114 = -13009890.191709 nChanged 26 SP:Iteration 64Q (1697.802542 sec): 3 clusters Score: Raw -13013620.190693 + Penalty 3728.711114 = -13009891.479580 nChanged 22 SP:Iteration 65Q (1697.992229 sec): 3 clusters Score: Raw -13013621.425771 + Penalty 3728.711114 = -13009892.714657 nChanged 22 SP:Iteration 66Q (1698.181479 sec): 3 clusters Score: Raw -13013622.507548 + Penalty 3728.711114 = -13009893.796434 nChanged 15 SP:Iteration 67Q (1698.357853 sec): 3 clusters Score: Raw -13013623.131759 + Penalty 3728.711114 = -13009894.420645 nChanged 8 SP:Iteration 68Q (1698.548061 sec): 3 clusters Score: Raw -13013623.411691 + Penalty 3728.711114 = -13009894.700578 nChanged 6 SP:Iteration 69Q (1698.733848 sec): 3 clusters Score: Raw -13013623.570546 + Penalty 3728.711114 = -13009894.859433 nChanged 1 SP:Iteration 70Q (1698.921125 sec): 3 clusters Score: Raw -13013623.604965 + Penalty 3728.711114 = -13009894.893852 nChanged 0 SP:Iteration 71F (1699.133365 sec): 3 clusters Score: Raw -13013623.604965 + Penalty 3728.711114 = -13009894.893852 nChanged 0 Score: Raw -57366975.204410 + Penalty 37966.405434 = -57329008.798976 Splitting cluster 10 changes total score from -57323367.265739 to -57329008.798976 So it's getting split into cluster 3. Trying to split cluster 11 (15580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1704.165372 sec): 2 clusters Score: Raw -2047945.354710 + Penalty 1568.733289 = -2046376.621421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1704.237401 sec): 3 clusters Score: Raw -2038759.195720 + Penalty 3137.466579 = -2035621.729141 nChanged 6957 SP:Iteration 1F (1704.306737 sec): 3 clusters Score: Raw -2042525.691881 + Penalty 3137.466579 = -2039388.225303 nChanged 862 SP:Iteration 2F (1704.381471 sec): 3 clusters Score: Raw -2042850.617837 + Penalty 3137.466579 = -2039713.151258 nChanged 760 SP:Iteration 3Q (1704.456758 sec): 3 clusters Score: Raw -2043137.935052 + Penalty 3137.466579 = -2040000.468473 nChanged 691 SP:Iteration 4Q (1704.532043 sec): 3 clusters Score: Raw -2043426.945742 + Penalty 3137.466579 = -2040289.479164 nChanged 663 SP:Iteration 5Q (1704.607076 sec): 3 clusters Score: Raw -2043729.284992 + Penalty 3137.466579 = -2040591.818413 nChanged 706 SP:Iteration 6Q (1704.682304 sec): 3 clusters Score: Raw -2044101.189222 + Penalty 3137.466579 = -2040963.722644 nChanged 769 SP:Iteration 7Q (1704.757617 sec): 3 clusters Score: Raw -2044518.331646 + Penalty 3137.466579 = -2041380.865067 nChanged 726 SP:Iteration 8Q (1704.812072 sec): 3 clusters Score: Raw -2044939.185804 + Penalty 3137.466579 = -2041801.719225 nChanged 700 SP:Iteration 9Q (1704.883577 sec): 3 clusters Score: Raw -2045358.765013 + Penalty 3137.466579 = -2042221.298435 nChanged 684 SP:Iteration 10Q (1704.953970 sec): 3 clusters Score: Raw -2045784.915222 + Penalty 3137.466579 = -2042647.448643 nChanged 632 SP:Iteration 11Q (1705.025804 sec): 3 clusters Score: Raw -2046142.505858 + Penalty 3137.466579 = -2043005.039279 nChanged 557 SP:Iteration 12Q (1705.103825 sec): 3 clusters Score: Raw -2046427.888921 + Penalty 3137.466579 = -2043290.422342 nChanged 427 SP:Iteration 13Q (1705.176242 sec): 3 clusters Score: Raw -2046619.705659 + Penalty 3137.466579 = -2043482.239080 nChanged 331 SP:Iteration 14Q (1705.250027 sec): 3 clusters Score: Raw -2046735.604130 + Penalty 3137.466579 = -2043598.137551 nChanged 230 SP:Iteration 15Q (1705.318989 sec): 3 clusters Score: Raw -2046811.169155 + Penalty 3137.466579 = -2043673.702576 nChanged 179 SP:Iteration 16Q (1705.392788 sec): 3 clusters Score: Raw -2046863.920636 + Penalty 3137.466579 = -2043726.454057 nChanged 159 SP:Iteration 17Q (1705.464266 sec): 3 clusters Score: Raw -2046913.922214 + Penalty 3137.466579 = -2043776.455635 nChanged 157 SP:Iteration 18Q (1705.533011 sec): 3 clusters Score: Raw -2046961.333664 + Penalty 3137.466579 = -2043823.867085 nChanged 140 SP:Iteration 19Q (1705.606737 sec): 3 clusters Score: Raw -2047003.413069 + Penalty 3137.466579 = -2043865.946490 nChanged 137 SP:Iteration 20F (1705.682168 sec): 3 clusters Score: Raw -2047045.604482 + Penalty 3137.466579 = -2043908.137903 nChanged 121 SP:Iteration 21Q (1705.748064 sec): 3 clusters Score: Raw -2047081.367944 + Penalty 3137.466579 = -2043943.901365 nChanged 120 SP:Iteration 22Q (1705.831760 sec): 3 clusters Score: Raw -2047115.938341 + Penalty 3137.466579 = -2043978.471762 nChanged 127 SP:Iteration 23Q (1705.905312 sec): 3 clusters Score: Raw -2047152.318992 + Penalty 3137.466579 = -2044014.852414 nChanged 121 SP:Iteration 24Q (1705.970019 sec): 3 clusters Score: Raw -2047188.662252 + Penalty 3137.466579 = -2044051.195674 nChanged 119 SP:Iteration 25Q (1706.046966 sec): 3 clusters Score: Raw -2047227.430688 + Penalty 3137.466579 = -2044089.964109 nChanged 141 SP:Iteration 26Q (1706.115411 sec): 3 clusters Score: Raw -2047267.453456 + Penalty 3137.466579 = -2044129.986877 nChanged 101 SP:Iteration 27Q (1706.186952 sec): 3 clusters Score: Raw -2047292.896649 + Penalty 3137.466579 = -2044155.430070 nChanged 93 SP:Iteration 28Q (1706.247032 sec): 3 clusters Score: Raw -2047317.264511 + Penalty 3137.466579 = -2044179.797932 nChanged 105 SP:Iteration 29Q (1706.322814 sec): 3 clusters Score: Raw -2047347.462732 + Penalty 3137.466579 = -2044209.996153 nChanged 106 SP:Iteration 30Q (1706.383770 sec): 3 clusters Score: Raw -2047381.611823 + Penalty 3137.466579 = -2044244.145244 nChanged 113 SP:Iteration 31Q (1706.457783 sec): 3 clusters Score: Raw -2047418.560869 + Penalty 3137.466579 = -2044281.094290 nChanged 115 SP:Iteration 32Q (1706.539942 sec): 3 clusters Score: Raw -2047458.898079 + Penalty 3137.466579 = -2044321.431501 nChanged 137 SP:Iteration 33Q (1706.612034 sec): 3 clusters Score: Raw -2047509.562505 + Penalty 3137.466579 = -2044372.095926 nChanged 143 SP:Iteration 34Q (1706.672950 sec): 3 clusters Score: Raw -2047562.849969 + Penalty 3137.466579 = -2044425.383390 nChanged 121 SP:Iteration 35Q (1706.740725 sec): 3 clusters Score: Raw -2047613.279545 + Penalty 3137.466579 = -2044475.812967 nChanged 117 SP:Iteration 36Q (1706.810707 sec): 3 clusters Score: Raw -2047661.136226 + Penalty 3137.466579 = -2044523.669647 nChanged 122 SP:Iteration 37Q (1706.886827 sec): 3 clusters Score: Raw -2047712.507185 + Penalty 3137.466579 = -2044575.040606 nChanged 103 SP:Iteration 38Q (1706.951854 sec): 3 clusters Score: Raw -2047754.826323 + Penalty 3137.466579 = -2044617.359744 nChanged 108 SP:Iteration 39Q (1707.021912 sec): 3 clusters Score: Raw -2047797.157835 + Penalty 3137.466579 = -2044659.691256 nChanged 88 SP:Iteration 40F (1707.094643 sec): 3 clusters Score: Raw -2047835.165791 + Penalty 3137.466579 = -2044697.699212 nChanged 81 SP:Iteration 41Q (1707.163557 sec): 3 clusters Score: Raw -2047868.136787 + Penalty 3137.466579 = -2044730.670208 nChanged 76 SP:Iteration 42Q (1707.234775 sec): 3 clusters Score: Raw -2047899.126512 + Penalty 3137.466579 = -2044761.659933 nChanged 64 SP:Iteration 43Q (1707.307933 sec): 3 clusters Score: Raw -2047927.525755 + Penalty 3137.466579 = -2044790.059176 nChanged 58 SP:Iteration 44Q (1707.373392 sec): 3 clusters Score: Raw -2047956.026843 + Penalty 3137.466579 = -2044818.560264 nChanged 52 SP:Iteration 45Q (1707.440609 sec): 3 clusters Score: Raw -2047973.089815 + Penalty 3137.466579 = -2044835.623236 nChanged 38 SP:Iteration 46Q (1707.507730 sec): 3 clusters Score: Raw -2047984.877830 + Penalty 3137.466579 = -2044847.411251 nChanged 39 SP:Iteration 47Q (1707.574779 sec): 3 clusters Score: Raw -2047997.895576 + Penalty 3137.466579 = -2044860.428998 nChanged 28 SP:Iteration 48Q (1707.639738 sec): 3 clusters Score: Raw -2048005.771383 + Penalty 3137.466579 = -2044868.304805 nChanged 23 SP:Iteration 49Q (1707.701879 sec): 3 clusters Score: Raw -2048011.990056 + Penalty 3137.466579 = -2044874.523477 nChanged 20 SP:Iteration 50Q (1707.767105 sec): 3 clusters Score: Raw -2048018.714132 + Penalty 3137.466579 = -2044881.247553 nChanged 20 SP:Iteration 51Q (1707.845307 sec): 3 clusters Score: Raw -2048025.171463 + Penalty 3137.466579 = -2044887.704884 nChanged 20 SP:Iteration 52Q (1707.906181 sec): 3 clusters Score: Raw -2048031.669959 + Penalty 3137.466579 = -2044894.203380 nChanged 18 SP:Iteration 53Q (1707.980032 sec): 3 clusters Score: Raw -2048037.873932 + Penalty 3137.466579 = -2044900.407354 nChanged 13 SP:Iteration 54Q (1708.049801 sec): 3 clusters Score: Raw -2048041.204300 + Penalty 3137.466579 = -2044903.737722 nChanged 11 SP:Iteration 55Q (1708.119532 sec): 3 clusters Score: Raw -2048044.817547 + Penalty 3137.466579 = -2044907.350968 nChanged 12 SP:Iteration 56Q (1708.184980 sec): 3 clusters Score: Raw -2048048.058850 + Penalty 3137.466579 = -2044910.592271 nChanged 12 SP:Iteration 57Q (1708.252783 sec): 3 clusters Score: Raw -2048052.442918 + Penalty 3137.466579 = -2044914.976340 nChanged 14 SP:Iteration 58Q (1708.318342 sec): 3 clusters Score: Raw -2048057.399857 + Penalty 3137.466579 = -2044919.933278 nChanged 15 SP:Iteration 59Q (1708.384981 sec): 3 clusters Score: Raw -2048061.705106 + Penalty 3137.466579 = -2044924.238527 nChanged 14 SP:Iteration 60F (1708.452419 sec): 3 clusters Score: Raw -2048065.790458 + Penalty 3137.466579 = -2044928.323879 nChanged 9 SP:Iteration 61Q (1708.517524 sec): 3 clusters Score: Raw -2048068.202442 + Penalty 3137.466579 = -2044930.735863 nChanged 5 SP:Iteration 62Q (1708.589022 sec): 3 clusters Score: Raw -2048069.174088 + Penalty 3137.466579 = -2044931.707510 nChanged 5 SP:Iteration 63Q (1708.654458 sec): 3 clusters Score: Raw -2048070.241691 + Penalty 3137.466579 = -2044932.775112 nChanged 3 SP:Iteration 64Q (1708.722509 sec): 3 clusters Score: Raw -2048070.677526 + Penalty 3137.466579 = -2044933.210947 nChanged 4 SP:Iteration 65Q (1708.790577 sec): 3 clusters Score: Raw -2048071.480371 + Penalty 3137.466579 = -2044934.013792 nChanged 3 SP:Iteration 66Q (1708.858652 sec): 3 clusters Score: Raw -2048072.435825 + Penalty 3137.466579 = -2044934.969247 nChanged 4 SP:Iteration 67Q (1708.925687 sec): 3 clusters Score: Raw -2048073.376049 + Penalty 3137.466579 = -2044935.909470 nChanged 7 SP:Iteration 68Q (1708.990007 sec): 3 clusters Score: Raw -2048076.281090 + Penalty 3137.466579 = -2044938.814511 nChanged 10 SP:Iteration 69Q (1709.046042 sec): 3 clusters Score: Raw -2048080.284693 + Penalty 3137.466579 = -2044942.818115 nChanged 9 SP:Iteration 70Q (1709.122548 sec): 3 clusters Score: Raw -2048083.825618 + Penalty 3137.466579 = -2044946.359039 nChanged 12 SP:Iteration 71Q (1709.190251 sec): 3 clusters Score: Raw -2048087.580114 + Penalty 3137.466579 = -2044950.113536 nChanged 12 SP:Iteration 72Q (1709.257976 sec): 3 clusters Score: Raw -2048091.526205 + Penalty 3137.466579 = -2044954.059626 nChanged 10 SP:Iteration 73Q (1709.324477 sec): 3 clusters Score: Raw -2048093.649941 + Penalty 3137.466579 = -2044956.183363 nChanged 3 SP:Iteration 74Q (1709.392466 sec): 3 clusters Score: Raw -2048094.322202 + Penalty 3137.466579 = -2044956.855623 nChanged 3 SP:Iteration 75Q (1709.460308 sec): 3 clusters Score: Raw -2048094.951409 + Penalty 3137.466579 = -2044957.484830 nChanged 3 SP:Iteration 76Q (1709.528206 sec): 3 clusters Score: Raw -2048095.371295 + Penalty 3137.466579 = -2044957.904716 nChanged 2 SP:Iteration 77Q (1709.592442 sec): 3 clusters Score: Raw -2048095.534657 + Penalty 3137.466579 = -2044958.068079 nChanged 1 SP:Iteration 78Q (1709.658217 sec): 3 clusters Score: Raw -2048095.780033 + Penalty 3137.466579 = -2044958.313454 nChanged 0 SP:Iteration 79F (1709.732957 sec): 3 clusters Score: Raw -2048095.780033 + Penalty 3137.466579 = -2044958.313454 nChanged 0 Trying to split cluster 12 (76300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1709.857292 sec): 2 clusters Score: Raw -10269347.400161 + Penalty 1826.894585 = -10267520.505576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1710.037413 sec): 3 clusters Score: Raw -10220405.961888 + Penalty 3653.789171 = -10216752.172718 nChanged 36117 SP:Iteration 1F (1710.204496 sec): 3 clusters Score: Raw -10241794.038948 + Penalty 3653.789171 = -10238140.249777 nChanged 3893 SP:Iteration 2F (1710.387654 sec): 3 clusters Score: Raw -10243586.990374 + Penalty 3653.789171 = -10239933.201203 nChanged 4408 SP:Iteration 3F (1710.567629 sec): 3 clusters Score: Raw -10246205.978445 + Penalty 3653.789171 = -10242552.189275 nChanged 5052 SP:Iteration 4F (1710.743937 sec): 3 clusters Score: Raw -10249488.829922 + Penalty 3653.789171 = -10245835.040751 nChanged 5165 SP:Iteration 5F (1710.921154 sec): 3 clusters Score: Raw -10252915.247548 + Penalty 3653.789171 = -10249261.458378 nChanged 4779 SP:Iteration 6F (1711.087834 sec): 3 clusters Score: Raw -10255851.377449 + Penalty 3653.789171 = -10252197.588279 nChanged 4153 SP:Iteration 7F (1711.277354 sec): 3 clusters Score: Raw -10258163.749407 + Penalty 3653.789171 = -10254509.960236 nChanged 3467 SP:Iteration 8Q (1711.452548 sec): 3 clusters Score: Raw -10259919.980751 + Penalty 3653.789171 = -10256266.191580 nChanged 2844 SP:Iteration 9Q (1711.640951 sec): 3 clusters Score: Raw -10261244.701846 + Penalty 3653.789171 = -10257590.912676 nChanged 2336 SP:Iteration 10Q (1711.819372 sec): 3 clusters Score: Raw -10262219.281238 + Penalty 3653.789171 = -10258565.492067 nChanged 1797 SP:Iteration 11Q (1711.996275 sec): 3 clusters Score: Raw -10262868.253301 + Penalty 3653.789171 = -10259214.464131 nChanged 1402 SP:Iteration 12Q (1712.171722 sec): 3 clusters Score: Raw -10263382.164912 + Penalty 3653.789171 = -10259728.375742 nChanged 1217 SP:Iteration 13Q (1712.345935 sec): 3 clusters Score: Raw -10263860.481587 + Penalty 3653.789171 = -10260206.692417 nChanged 1139 SP:Iteration 14Q (1712.519168 sec): 3 clusters Score: Raw -10264324.719300 + Penalty 3653.789171 = -10260670.930129 nChanged 1116 SP:Iteration 15Q (1712.683188 sec): 3 clusters Score: Raw -10264764.253889 + Penalty 3653.789171 = -10261110.464718 nChanged 1078 SP:Iteration 16Q (1712.855301 sec): 3 clusters Score: Raw -10265186.558256 + Penalty 3653.789171 = -10261532.769086 nChanged 1024 SP:Iteration 17Q (1713.014706 sec): 3 clusters Score: Raw -10265554.440518 + Penalty 3653.789171 = -10261900.651347 nChanged 997 SP:Iteration 18Q (1713.185112 sec): 3 clusters Score: Raw -10265902.288161 + Penalty 3653.789171 = -10262248.498991 nChanged 926 SP:Iteration 19Q (1713.355062 sec): 3 clusters Score: Raw -10266203.448653 + Penalty 3653.789171 = -10262549.659483 nChanged 823 SP:Iteration 20F (1713.529569 sec): 3 clusters Score: Raw -10266441.237668 + Penalty 3653.789171 = -10262787.448497 nChanged 712 SP:Iteration 21Q (1713.704431 sec): 3 clusters Score: Raw -10266621.405247 + Penalty 3653.789171 = -10262967.616076 nChanged 651 SP:Iteration 22Q (1713.875632 sec): 3 clusters Score: Raw -10266779.557870 + Penalty 3653.789171 = -10263125.768699 nChanged 635 SP:Iteration 23Q (1714.043257 sec): 3 clusters Score: Raw -10266936.940959 + Penalty 3653.789171 = -10263283.151788 nChanged 635 SP:Iteration 24Q (1714.205121 sec): 3 clusters Score: Raw -10267091.973165 + Penalty 3653.789171 = -10263438.183994 nChanged 593 SP:Iteration 25Q (1714.384482 sec): 3 clusters Score: Raw -10267247.319691 + Penalty 3653.789171 = -10263593.530520 nChanged 610 SP:Iteration 26Q (1714.563930 sec): 3 clusters Score: Raw -10267397.856827 + Penalty 3653.789171 = -10263744.067657 nChanged 581 SP:Iteration 27Q (1714.719556 sec): 3 clusters Score: Raw -10267536.758339 + Penalty 3653.789171 = -10263882.969168 nChanged 558 SP:Iteration 28Q (1714.882860 sec): 3 clusters Score: Raw -10267675.670084 + Penalty 3653.789171 = -10264021.880913 nChanged 575 SP:Iteration 29Q (1715.048155 sec): 3 clusters Score: Raw -10267825.278547 + Penalty 3653.789171 = -10264171.489377 nChanged 561 SP:Iteration 30Q (1715.199651 sec): 3 clusters Score: Raw -10267968.444864 + Penalty 3653.789171 = -10264314.655693 nChanged 551 SP:Iteration 31Q (1715.361530 sec): 3 clusters Score: Raw -10268124.775127 + Penalty 3653.789171 = -10264470.985957 nChanged 614 SP:Iteration 32Q (1715.523474 sec): 3 clusters Score: Raw -10268304.682796 + Penalty 3653.789171 = -10264650.893625 nChanged 595 SP:Iteration 33Q (1715.681313 sec): 3 clusters Score: Raw -10268490.849916 + Penalty 3653.789171 = -10264837.060745 nChanged 583 SP:Iteration 34Q (1715.843189 sec): 3 clusters Score: Raw -10268671.975410 + Penalty 3653.789171 = -10265018.186239 nChanged 551 SP:Iteration 35Q (1716.004140 sec): 3 clusters Score: Raw -10268847.809755 + Penalty 3653.789171 = -10265194.020584 nChanged 553 SP:Iteration 36Q (1716.166115 sec): 3 clusters Score: Raw -10269013.698222 + Penalty 3653.789171 = -10265359.909052 nChanged 520 SP:Iteration 37Q (1716.326967 sec): 3 clusters Score: Raw -10269170.934253 + Penalty 3653.789171 = -10265517.145083 nChanged 516 SP:Iteration 38Q (1716.481780 sec): 3 clusters Score: Raw -10269320.621184 + Penalty 3653.789171 = -10265666.832013 nChanged 463 SP:Iteration 39Q (1716.629997 sec): 3 clusters Score: Raw -10269446.963391 + Penalty 3653.789171 = -10265793.174221 nChanged 388 SP:Iteration 40F (1716.802655 sec): 3 clusters Score: Raw -10269550.018967 + Penalty 3653.789171 = -10265896.229796 nChanged 367 SP:Iteration 41Q (1716.962411 sec): 3 clusters Score: Raw -10269650.410850 + Penalty 3653.789171 = -10265996.621679 nChanged 378 SP:Iteration 42Q (1717.121761 sec): 3 clusters Score: Raw -10269757.259809 + Penalty 3653.789171 = -10266103.470639 nChanged 369 SP:Iteration 43Q (1717.278005 sec): 3 clusters Score: Raw -10269858.455525 + Penalty 3653.789171 = -10266204.666354 nChanged 349 SP:Iteration 44Q (1717.435863 sec): 3 clusters Score: Raw -10269945.860147 + Penalty 3653.789171 = -10266292.070976 nChanged 299 SP:Iteration 45Q (1717.589811 sec): 3 clusters Score: Raw -10270009.773156 + Penalty 3653.789171 = -10266355.983985 nChanged 243 SP:Iteration 46Q (1717.736179 sec): 3 clusters Score: Raw -10270056.625974 + Penalty 3653.789171 = -10266402.836804 nChanged 229 SP:Iteration 47Q (1717.889342 sec): 3 clusters Score: Raw -10270104.102947 + Penalty 3653.789171 = -10266450.313777 nChanged 236 SP:Iteration 48Q (1718.047234 sec): 3 clusters Score: Raw -10270153.674382 + Penalty 3653.789171 = -10266499.885211 nChanged 218 SP:Iteration 49Q (1718.201379 sec): 3 clusters Score: Raw -10270201.849767 + Penalty 3653.789171 = -10266548.060596 nChanged 222 SP:Iteration 50Q (1718.358090 sec): 3 clusters Score: Raw -10270254.870121 + Penalty 3653.789171 = -10266601.080950 nChanged 212 SP:Iteration 51Q (1718.507988 sec): 3 clusters Score: Raw -10270299.374888 + Penalty 3653.789171 = -10266645.585717 nChanged 176 SP:Iteration 52Q (1718.662331 sec): 3 clusters Score: Raw -10270335.663138 + Penalty 3653.789171 = -10266681.873967 nChanged 174 SP:Iteration 53Q (1718.813310 sec): 3 clusters Score: Raw -10270372.401786 + Penalty 3653.789171 = -10266718.612615 nChanged 157 SP:Iteration 54Q (1718.970008 sec): 3 clusters Score: Raw -10270400.809539 + Penalty 3653.789171 = -10266747.020368 nChanged 133 SP:Iteration 55Q (1719.117840 sec): 3 clusters Score: Raw -10270421.691491 + Penalty 3653.789171 = -10266767.902320 nChanged 119 SP:Iteration 56Q (1719.267575 sec): 3 clusters Score: Raw -10270440.156573 + Penalty 3653.789171 = -10266786.367402 nChanged 98 SP:Iteration 57Q (1719.425248 sec): 3 clusters Score: Raw -10270453.890533 + Penalty 3653.789171 = -10266800.101362 nChanged 93 SP:Iteration 58Q (1719.586886 sec): 3 clusters Score: Raw -10270466.396021 + Penalty 3653.789171 = -10266812.606850 nChanged 72 SP:Iteration 59Q (1719.743725 sec): 3 clusters Score: Raw -10270476.398611 + Penalty 3653.789171 = -10266822.609441 nChanged 64 SP:Iteration 60F (1719.907769 sec): 3 clusters Score: Raw -10270485.495616 + Penalty 3653.789171 = -10266831.706445 nChanged 66 SP:Iteration 61Q (1720.064059 sec): 3 clusters Score: Raw -10270493.715470 + Penalty 3653.789171 = -10266839.926299 nChanged 52 SP:Iteration 62Q (1720.222954 sec): 3 clusters Score: Raw -10270500.078517 + Penalty 3653.789171 = -10266846.289346 nChanged 44 SP:Iteration 63Q (1720.384077 sec): 3 clusters Score: Raw -10270504.848735 + Penalty 3653.789171 = -10266851.059565 nChanged 49 SP:Iteration 64Q (1720.540222 sec): 3 clusters Score: Raw -10270510.578232 + Penalty 3653.789171 = -10266856.789062 nChanged 47 SP:Iteration 65Q (1720.695122 sec): 3 clusters Score: Raw -10270514.833856 + Penalty 3653.789171 = -10266861.044686 nChanged 39 SP:Iteration 66Q (1720.857408 sec): 3 clusters Score: Raw -10270518.142034 + Penalty 3653.789171 = -10266864.352863 nChanged 31 SP:Iteration 67Q (1721.017819 sec): 3 clusters Score: Raw -10270520.679375 + Penalty 3653.789171 = -10266866.890204 nChanged 27 SP:Iteration 68Q (1721.181201 sec): 3 clusters Score: Raw -10270523.785926 + Penalty 3653.789171 = -10266869.996755 nChanged 28 SP:Iteration 69Q (1721.342246 sec): 3 clusters Score: Raw -10270526.670905 + Penalty 3653.789171 = -10266872.881734 nChanged 26 SP:Iteration 70Q (1721.503397 sec): 3 clusters Score: Raw -10270528.757585 + Penalty 3653.789171 = -10266874.968414 nChanged 24 SP:Iteration 71Q (1721.658493 sec): 3 clusters Score: Raw -10270530.794257 + Penalty 3653.789171 = -10266877.005086 nChanged 23 SP:Iteration 72Q (1721.812262 sec): 3 clusters Score: Raw -10270532.262993 + Penalty 3653.789171 = -10266878.473822 nChanged 21 SP:Iteration 73Q (1721.960799 sec): 3 clusters Score: Raw -10270533.565390 + Penalty 3653.789171 = -10266879.776219 nChanged 19 SP:Iteration 74Q (1722.134137 sec): 3 clusters Score: Raw -10270535.139492 + Penalty 3653.789171 = -10266881.350322 nChanged 18 SP:Iteration 75Q (1722.289760 sec): 3 clusters Score: Raw -10270536.743018 + Penalty 3653.789171 = -10266882.953848 nChanged 17 SP:Iteration 76Q (1722.447112 sec): 3 clusters Score: Raw -10270538.538036 + Penalty 3653.789171 = -10266884.748866 nChanged 23 SP:Iteration 77Q (1722.597162 sec): 3 clusters Score: Raw -10270541.063079 + Penalty 3653.789171 = -10266887.273908 nChanged 27 SP:Iteration 78Q (1722.756534 sec): 3 clusters Score: Raw -10270543.420648 + Penalty 3653.789171 = -10266889.631478 nChanged 21 SP:Iteration 79Q (1722.914610 sec): 3 clusters Score: Raw -10270545.223167 + Penalty 3653.789171 = -10266891.433996 nChanged 18 SP:Iteration 80F (1723.092256 sec): 3 clusters Score: Raw -10270546.370462 + Penalty 3653.789171 = -10266892.581291 nChanged 15 SP:Iteration 81Q (1723.252958 sec): 3 clusters Score: Raw -10270547.525577 + Penalty 3653.789171 = -10266893.736406 nChanged 14 SP:Iteration 82Q (1723.398473 sec): 3 clusters Score: Raw -10270548.651255 + Penalty 3653.789171 = -10266894.862084 nChanged 14 SP:Iteration 83Q (1723.551367 sec): 3 clusters Score: Raw -10270549.490164 + Penalty 3653.789171 = -10266895.700993 nChanged 11 SP:Iteration 84Q (1723.706503 sec): 3 clusters Score: Raw -10270550.152270 + Penalty 3653.789171 = -10266896.363100 nChanged 11 SP:Iteration 85Q (1723.851015 sec): 3 clusters Score: Raw -10270550.881694 + Penalty 3653.789171 = -10266897.092523 nChanged 11 SP:Iteration 86Q (1723.995554 sec): 3 clusters Score: Raw -10270551.940939 + Penalty 3653.789171 = -10266898.151769 nChanged 17 SP:Iteration 87Q (1724.140032 sec): 3 clusters Score: Raw -10270553.590043 + Penalty 3653.789171 = -10266899.800873 nChanged 13 SP:Iteration 88Q (1724.284729 sec): 3 clusters Score: Raw -10270554.608958 + Penalty 3653.789171 = -10266900.819787 nChanged 12 SP:Iteration 89Q (1724.442626 sec): 3 clusters Score: Raw -10270555.289703 + Penalty 3653.789171 = -10266901.500532 nChanged 8 SP:Iteration 90Q (1724.591500 sec): 3 clusters Score: Raw -10270555.623500 + Penalty 3653.789171 = -10266901.834330 nChanged 8 SP:Iteration 91Q (1724.751495 sec): 3 clusters Score: Raw -10270556.091266 + Penalty 3653.789171 = -10266902.302095 nChanged 9 SP:Iteration 92Q (1724.915283 sec): 3 clusters Score: Raw -10270556.800997 + Penalty 3653.789171 = -10266903.011827 nChanged 6 SP:Iteration 93Q (1725.074554 sec): 3 clusters Score: Raw -10270557.259104 + Penalty 3653.789171 = -10266903.469933 nChanged 8 SP:Iteration 94Q (1725.227417 sec): 3 clusters Score: Raw -10270557.726192 + Penalty 3653.789171 = -10266903.937022 nChanged 5 SP:Iteration 95Q (1725.387117 sec): 3 clusters Score: Raw -10270557.938001 + Penalty 3653.789171 = -10266904.148831 nChanged 4 SP:Iteration 96Q (1725.544777 sec): 3 clusters Score: Raw -10270558.185399 + Penalty 3653.789171 = -10266904.396228 nChanged 6 SP:Iteration 97Q (1725.700679 sec): 3 clusters Score: Raw -10270558.900498 + Penalty 3653.789171 = -10266905.111327 nChanged 10 SP:Iteration 98Q (1725.858651 sec): 3 clusters Score: Raw -10270559.818474 + Penalty 3653.789171 = -10266906.029303 nChanged 12 SP:Iteration 99Q (1726.019488 sec): 3 clusters Score: Raw -10270561.086141 + Penalty 3653.789171 = -10266907.296970 nChanged 20 SP:Iteration 100F (1726.198718 sec): 3 clusters Score: Raw -10270562.682417 + Penalty 3653.789171 = -10266908.893247 nChanged 13 SP:Iteration 101Q (1726.353681 sec): 3 clusters Score: Raw -10270563.780066 + Penalty 3653.789171 = -10266909.990895 nChanged 11 SP:Iteration 102Q (1726.514377 sec): 3 clusters Score: Raw -10270564.523544 + Penalty 3653.789171 = -10266910.734373 nChanged 7 SP:Iteration 103Q (1726.669009 sec): 3 clusters Score: Raw -10270565.176126 + Penalty 3653.789171 = -10266911.386955 nChanged 11 SP:Iteration 104Q (1726.829872 sec): 3 clusters Score: Raw -10270565.881214 + Penalty 3653.789171 = -10266912.092044 nChanged 3 SP:Iteration 105Q (1726.989653 sec): 3 clusters Score: Raw -10270566.071777 + Penalty 3653.789171 = -10266912.282607 nChanged 1 SP:Iteration 106Q (1727.145844 sec): 3 clusters Score: Raw -10270566.166609 + Penalty 3653.789171 = -10266912.377439 nChanged 0 SP:Iteration 107F (1727.322741 sec): 3 clusters Score: Raw -10270566.166609 + Penalty 3653.789171 = -10266912.377439 nChanged 0 Trying to split cluster 13 (15043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1727.371134 sec): 2 clusters Score: Raw -1997171.200841 + Penalty 1563.033557 = -1995608.167283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1727.446213 sec): 3 clusters Score: Raw -1988372.125336 + Penalty 3126.067115 = -1985246.058221 nChanged 6729 SP:Iteration 1F (1727.517211 sec): 3 clusters Score: Raw -1992173.820875 + Penalty 3126.067115 = -1989047.753760 nChanged 946 SP:Iteration 2F (1727.582397 sec): 3 clusters Score: Raw -1992644.199792 + Penalty 3126.067115 = -1989518.132677 nChanged 896 SP:Iteration 3F (1727.664398 sec): 3 clusters Score: Raw -1993142.161726 + Penalty 3126.067115 = -1990016.094611 nChanged 929 SP:Iteration 4F (1727.728144 sec): 3 clusters Score: Raw -1993825.310074 + Penalty 3126.067115 = -1990699.242959 nChanged 1052 SP:Iteration 5F (1727.807034 sec): 3 clusters Score: Raw -1994695.078676 + Penalty 3126.067115 = -1991569.011561 nChanged 992 SP:Iteration 6F (1727.867705 sec): 3 clusters Score: Raw -1995647.131227 + Penalty 3126.067115 = -1992521.064112 nChanged 856 SP:Iteration 7F (1727.949716 sec): 3 clusters Score: Raw -1996455.504081 + Penalty 3126.067115 = -1993329.436966 nChanged 613 SP:Iteration 8Q (1728.022381 sec): 3 clusters Score: Raw -1996946.013438 + Penalty 3126.067115 = -1993819.946323 nChanged 431 SP:Iteration 9Q (1728.092364 sec): 3 clusters Score: Raw -1997223.537218 + Penalty 3126.067115 = -1994097.470104 nChanged 318 SP:Iteration 10Q (1728.153514 sec): 3 clusters Score: Raw -1997388.495768 + Penalty 3126.067115 = -1994262.428653 nChanged 231 SP:Iteration 11Q (1728.231699 sec): 3 clusters Score: Raw -1997504.798955 + Penalty 3126.067115 = -1994378.731840 nChanged 178 SP:Iteration 12Q (1728.296804 sec): 3 clusters Score: Raw -1997582.649400 + Penalty 3126.067115 = -1994456.582285 nChanged 149 SP:Iteration 13Q (1728.357305 sec): 3 clusters Score: Raw -1997640.259276 + Penalty 3126.067115 = -1994514.192161 nChanged 127 SP:Iteration 14Q (1728.412339 sec): 3 clusters Score: Raw -1997687.352477 + Penalty 3126.067115 = -1994561.285362 nChanged 96 SP:Iteration 15Q (1728.485043 sec): 3 clusters Score: Raw -1997723.004253 + Penalty 3126.067115 = -1994596.937138 nChanged 86 SP:Iteration 16Q (1728.542394 sec): 3 clusters Score: Raw -1997753.401950 + Penalty 3126.067115 = -1994627.334835 nChanged 74 SP:Iteration 17Q (1728.620064 sec): 3 clusters Score: Raw -1997776.373184 + Penalty 3126.067115 = -1994650.306070 nChanged 63 SP:Iteration 18Q (1728.690694 sec): 3 clusters Score: Raw -1997799.728785 + Penalty 3126.067115 = -1994673.661670 nChanged 65 SP:Iteration 19Q (1728.751226 sec): 3 clusters Score: Raw -1997820.066267 + Penalty 3126.067115 = -1994693.999152 nChanged 58 SP:Iteration 20F (1728.824722 sec): 3 clusters Score: Raw -1997840.152734 + Penalty 3126.067115 = -1994714.085619 nChanged 65 SP:Iteration 21Q (1728.897790 sec): 3 clusters Score: Raw -1997860.515934 + Penalty 3126.067115 = -1994734.448820 nChanged 47 SP:Iteration 22Q (1728.963072 sec): 3 clusters Score: Raw -1997876.318846 + Penalty 3126.067115 = -1994750.251731 nChanged 43 SP:Iteration 23Q (1729.019368 sec): 3 clusters Score: Raw -1997889.694414 + Penalty 3126.067115 = -1994763.627299 nChanged 28 SP:Iteration 24Q (1729.089484 sec): 3 clusters Score: Raw -1997897.444229 + Penalty 3126.067115 = -1994771.377114 nChanged 22 SP:Iteration 25Q (1729.158385 sec): 3 clusters Score: Raw -1997902.759647 + Penalty 3126.067115 = -1994776.692532 nChanged 20 SP:Iteration 26Q (1729.230748 sec): 3 clusters Score: Raw -1997907.667624 + Penalty 3126.067115 = -1994781.600509 nChanged 15 SP:Iteration 27Q (1729.302942 sec): 3 clusters Score: Raw -1997911.537547 + Penalty 3126.067115 = -1994785.470432 nChanged 18 SP:Iteration 28Q (1729.362685 sec): 3 clusters Score: Raw -1997916.346919 + Penalty 3126.067115 = -1994790.279804 nChanged 20 SP:Iteration 29Q (1729.442112 sec): 3 clusters Score: Raw -1997920.976259 + Penalty 3126.067115 = -1994794.909144 nChanged 16 SP:Iteration 30Q (1729.499061 sec): 3 clusters Score: Raw -1997924.380089 + Penalty 3126.067115 = -1994798.312974 nChanged 15 SP:Iteration 31Q (1729.576416 sec): 3 clusters Score: Raw -1997927.721018 + Penalty 3126.067115 = -1994801.653904 nChanged 13 SP:Iteration 32Q (1729.648366 sec): 3 clusters Score: Raw -1997930.855864 + Penalty 3126.067115 = -1994804.788749 nChanged 12 SP:Iteration 33Q (1729.718335 sec): 3 clusters Score: Raw -1997934.596647 + Penalty 3126.067115 = -1994808.529532 nChanged 11 SP:Iteration 34Q (1729.779448 sec): 3 clusters Score: Raw -1997937.354614 + Penalty 3126.067115 = -1994811.287499 nChanged 13 SP:Iteration 35Q (1729.849287 sec): 3 clusters Score: Raw -1997939.896907 + Penalty 3126.067115 = -1994813.829792 nChanged 9 SP:Iteration 36Q (1729.929326 sec): 3 clusters Score: Raw -1997942.675372 + Penalty 3126.067115 = -1994816.608258 nChanged 14 SP:Iteration 37Q (1729.992780 sec): 3 clusters Score: Raw -1997946.460712 + Penalty 3126.067115 = -1994820.393597 nChanged 15 SP:Iteration 38Q (1730.052827 sec): 3 clusters Score: Raw -1997950.082614 + Penalty 3126.067115 = -1994824.015499 nChanged 8 SP:Iteration 39Q (1730.119069 sec): 3 clusters Score: Raw -1997951.646942 + Penalty 3126.067115 = -1994825.579827 nChanged 9 SP:Iteration 40F (1730.190962 sec): 3 clusters Score: Raw -1997954.884381 + Penalty 3126.067115 = -1994828.817266 nChanged 11 SP:Iteration 41Q (1730.242877 sec): 3 clusters Score: Raw -1997957.177728 + Penalty 3126.067115 = -1994831.110613 nChanged 7 SP:Iteration 42Q (1730.303181 sec): 3 clusters Score: Raw -1997959.073172 + Penalty 3126.067115 = -1994833.006057 nChanged 7 SP:Iteration 43Q (1730.380122 sec): 3 clusters Score: Raw -1997960.733898 + Penalty 3126.067115 = -1994834.666783 nChanged 9 SP:Iteration 44Q (1730.445715 sec): 3 clusters Score: Raw -1997963.273123 + Penalty 3126.067115 = -1994837.206008 nChanged 8 SP:Iteration 45Q (1730.514138 sec): 3 clusters Score: Raw -1997965.920446 + Penalty 3126.067115 = -1994839.853331 nChanged 8 SP:Iteration 46Q (1730.582483 sec): 3 clusters Score: Raw -1997967.259967 + Penalty 3126.067115 = -1994841.192852 nChanged 7 SP:Iteration 47Q (1730.648996 sec): 3 clusters Score: Raw -1997968.991714 + Penalty 3126.067115 = -1994842.924600 nChanged 5 SP:Iteration 48Q (1730.713019 sec): 3 clusters Score: Raw -1997969.765398 + Penalty 3126.067115 = -1994843.698283 nChanged 6 SP:Iteration 49Q (1730.793224 sec): 3 clusters Score: Raw -1997971.435285 + Penalty 3126.067115 = -1994845.368171 nChanged 6 SP:Iteration 50Q (1730.864895 sec): 3 clusters Score: Raw -1997973.866974 + Penalty 3126.067115 = -1994847.799859 nChanged 8 SP:Iteration 51Q (1730.936579 sec): 3 clusters Score: Raw -1997976.528472 + Penalty 3126.067115 = -1994850.461357 nChanged 8 SP:Iteration 52Q (1731.008441 sec): 3 clusters Score: Raw -1997978.982098 + Penalty 3126.067115 = -1994852.914983 nChanged 14 SP:Iteration 53Q (1731.079435 sec): 3 clusters Score: Raw -1997982.515561 + Penalty 3126.067115 = -1994856.448446 nChanged 10 SP:Iteration 54Q (1731.128396 sec): 3 clusters Score: Raw -1997985.306891 + Penalty 3126.067115 = -1994859.239776 nChanged 12 SP:Iteration 55Q (1731.161980 sec): 3 clusters Score: Raw -1997989.390985 + Penalty 3126.067115 = -1994863.323870 nChanged 9 SP:Iteration 56Q (1731.196318 sec): 3 clusters Score: Raw -1997992.685205 + Penalty 3126.067115 = -1994866.618090 nChanged 11 SP:Iteration 57Q (1731.230714 sec): 3 clusters Score: Raw -1997994.638367 + Penalty 3126.067115 = -1994868.571253 nChanged 7 SP:Iteration 58Q (1731.278886 sec): 3 clusters Score: Raw -1997996.010909 + Penalty 3126.067115 = -1994869.943794 nChanged 5 SP:Iteration 59Q (1731.312310 sec): 3 clusters Score: Raw -1997997.583027 + Penalty 3126.067115 = -1994871.515912 nChanged 0 SP:Iteration 60F (1731.351901 sec): 3 clusters Score: Raw -1997997.583027 + Penalty 3126.067115 = -1994871.515912 nChanged 0 Trying to split cluster 15 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1731.364796 sec): 2 clusters Score: Raw -57242.601218 + Penalty 1011.168644 = -56231.432574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1731.368074 sec): 3 clusters Score: Raw -57355.890447 + Penalty 2022.337287 = -55333.553160 nChanged 135 SP:Iteration 1F (1731.371089 sec): 3 clusters Score: Raw -57638.595018 + Penalty 2022.337287 = -55616.257731 nChanged 52 SP:Iteration 2F (1731.374103 sec): 3 clusters Score: Raw -57761.814513 + Penalty 2022.337287 = -55739.477226 nChanged 32 SP:Iteration 3F (1731.377118 sec): 3 clusters Score: Raw -57835.090695 + Penalty 2022.337287 = -55812.753408 nChanged 19 SP:Iteration 4Q (1731.390371 sec): 3 clusters Score: Raw -57869.688184 + Penalty 2022.337287 = -55847.350897 nChanged 13 SP:Iteration 5Q (1731.393643 sec): 3 clusters Score: Raw -57895.325086 + Penalty 2022.337287 = -55872.987799 nChanged 10 SP:Iteration 6Q (1731.396565 sec): 3 clusters Score: Raw -57907.533435 + Penalty 2022.337287 = -55885.196148 nChanged 3 SP:Iteration 7Q (1731.399474 sec): 3 clusters Score: Raw -57910.887660 + Penalty 2022.337287 = -55888.550372 nChanged 1 SP:Iteration 8Q (1731.402360 sec): 3 clusters Score: Raw -57911.632156 + Penalty 2022.337287 = -55889.294869 nChanged 2 SP:Iteration 9Q (1731.405265 sec): 3 clusters Score: Raw -57915.621880 + Penalty 2022.337287 = -55893.284593 nChanged 1 SP:Iteration 10Q (1731.408174 sec): 3 clusters Score: Raw -57917.903829 + Penalty 2022.337287 = -55895.566542 nChanged 0 SP:Iteration 11F (1731.411167 sec): 3 clusters Score: Raw -57917.903829 + Penalty 2022.337287 = -55895.566542 nChanged 0 Trying to split cluster 16 (10876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1731.439784 sec): 2 clusters Score: Raw -1480449.228251 + Penalty 1510.325993 = -1478938.902258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1731.470911 sec): 3 clusters Score: Raw -1474283.016212 + Penalty 3020.651987 = -1471262.364226 nChanged 4727 SP:Iteration 1F (1731.500993 sec): 3 clusters Score: Raw -1476859.805214 + Penalty 3020.651987 = -1473839.153227 nChanged 707 SP:Iteration 2F (1731.531119 sec): 3 clusters Score: Raw -1477200.305588 + Penalty 3020.651987 = -1474179.653601 nChanged 610 SP:Iteration 3F (1731.561181 sec): 3 clusters Score: Raw -1477491.173505 + Penalty 3020.651987 = -1474470.521518 nChanged 569 SP:Iteration 4F (1731.591112 sec): 3 clusters Score: Raw -1477785.177530 + Penalty 3020.651987 = -1474764.525543 nChanged 581 SP:Iteration 5F (1731.621333 sec): 3 clusters Score: Raw -1478119.240444 + Penalty 3020.651987 = -1475098.588457 nChanged 587 SP:Iteration 6F (1731.664516 sec): 3 clusters Score: Raw -1478500.409592 + Penalty 3020.651987 = -1475479.757605 nChanged 572 SP:Iteration 7F (1731.693826 sec): 3 clusters Score: Raw -1478896.034335 + Penalty 3020.651987 = -1475875.382349 nChanged 468 SP:Iteration 8Q (1731.724305 sec): 3 clusters Score: Raw -1479211.962122 + Penalty 3020.651987 = -1476191.310136 nChanged 395 SP:Iteration 9Q (1731.754716 sec): 3 clusters Score: Raw -1479513.278497 + Penalty 3020.651987 = -1476492.626510 nChanged 356 SP:Iteration 10Q (1731.784885 sec): 3 clusters Score: Raw -1479852.270692 + Penalty 3020.651987 = -1476831.618705 nChanged 319 SP:Iteration 11Q (1731.814683 sec): 3 clusters Score: Raw -1480117.395561 + Penalty 3020.651987 = -1477096.743574 nChanged 230 SP:Iteration 12Q (1731.844117 sec): 3 clusters Score: Raw -1480324.570790 + Penalty 3020.651987 = -1477303.918803 nChanged 197 SP:Iteration 13Q (1731.887148 sec): 3 clusters Score: Raw -1480470.198595 + Penalty 3020.651987 = -1477449.546608 nChanged 161 SP:Iteration 14Q (1731.914109 sec): 3 clusters Score: Raw -1480568.942112 + Penalty 3020.651987 = -1477548.290125 nChanged 121 SP:Iteration 15Q (1731.942609 sec): 3 clusters Score: Raw -1480630.999188 + Penalty 3020.651987 = -1477610.347201 nChanged 98 SP:Iteration 16Q (1731.970547 sec): 3 clusters Score: Raw -1480685.463492 + Penalty 3020.651987 = -1477664.811505 nChanged 86 SP:Iteration 17Q (1731.998333 sec): 3 clusters Score: Raw -1480726.875435 + Penalty 3020.651987 = -1477706.223448 nChanged 75 SP:Iteration 18Q (1732.071984 sec): 3 clusters Score: Raw -1480757.989120 + Penalty 3020.651987 = -1477737.337133 nChanged 51 SP:Iteration 19Q (1732.134433 sec): 3 clusters Score: Raw -1480775.575046 + Penalty 3020.651987 = -1477754.923059 nChanged 38 SP:Iteration 20F (1732.198224 sec): 3 clusters Score: Raw -1480790.682169 + Penalty 3020.651987 = -1477770.030183 nChanged 33 SP:Iteration 21Q (1732.259865 sec): 3 clusters Score: Raw -1480804.976223 + Penalty 3020.651987 = -1477784.324236 nChanged 39 SP:Iteration 22Q (1732.321481 sec): 3 clusters Score: Raw -1480819.365008 + Penalty 3020.651987 = -1477798.713021 nChanged 28 SP:Iteration 23Q (1732.383144 sec): 3 clusters Score: Raw -1480826.816178 + Penalty 3020.651987 = -1477806.164191 nChanged 15 SP:Iteration 24Q (1732.434621 sec): 3 clusters Score: Raw -1480832.173699 + Penalty 3020.651987 = -1477811.521712 nChanged 21 SP:Iteration 25Q (1732.496449 sec): 3 clusters Score: Raw -1480837.592036 + Penalty 3020.651987 = -1477816.940049 nChanged 19 SP:Iteration 26Q (1732.567703 sec): 3 clusters Score: Raw -1480843.341206 + Penalty 3020.651987 = -1477822.689219 nChanged 18 SP:Iteration 27Q (1732.628850 sec): 3 clusters Score: Raw -1480849.492659 + Penalty 3020.651987 = -1477828.840673 nChanged 14 SP:Iteration 28Q (1732.688765 sec): 3 clusters Score: Raw -1480855.515336 + Penalty 3020.651987 = -1477834.863349 nChanged 25 SP:Iteration 29Q (1732.736490 sec): 3 clusters Score: Raw -1480863.382300 + Penalty 3020.651987 = -1477842.730313 nChanged 18 SP:Iteration 30Q (1732.804710 sec): 3 clusters Score: Raw -1480869.007791 + Penalty 3020.651987 = -1477848.355804 nChanged 14 SP:Iteration 31Q (1732.867659 sec): 3 clusters Score: Raw -1480873.829179 + Penalty 3020.651987 = -1477853.177192 nChanged 12 SP:Iteration 32Q (1732.920484 sec): 3 clusters Score: Raw -1480878.091404 + Penalty 3020.651987 = -1477857.439417 nChanged 11 SP:Iteration 33Q (1732.993090 sec): 3 clusters Score: Raw -1480881.355185 + Penalty 3020.651987 = -1477860.703198 nChanged 7 SP:Iteration 34Q (1733.049121 sec): 3 clusters Score: Raw -1480884.428728 + Penalty 3020.651987 = -1477863.776741 nChanged 6 SP:Iteration 35Q (1733.106049 sec): 3 clusters Score: Raw -1480886.562836 + Penalty 3020.651987 = -1477865.910850 nChanged 6 SP:Iteration 36Q (1733.176120 sec): 3 clusters Score: Raw -1480887.873970 + Penalty 3020.651987 = -1477867.221983 nChanged 3 SP:Iteration 37Q (1733.238385 sec): 3 clusters Score: Raw -1480888.453684 + Penalty 3020.651987 = -1477867.801697 nChanged 1 SP:Iteration 38Q (1733.296559 sec): 3 clusters Score: Raw -1480888.624044 + Penalty 3020.651987 = -1477867.972057 nChanged 0 SP:Iteration 39F (1733.357309 sec): 3 clusters Score: Raw -1480888.624044 + Penalty 3020.651987 = -1477867.972057 nChanged 0 Trying to split cluster 17 (21038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1733.407890 sec): 2 clusters Score: Raw -2770677.170175 + Penalty 1617.538911 = -2769059.631264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1733.478931 sec): 3 clusters Score: Raw -2758027.248882 + Penalty 3235.077822 = -2754792.171061 nChanged 9562 SP:Iteration 1F (1733.552182 sec): 3 clusters Score: Raw -2763559.726570 + Penalty 3235.077822 = -2760324.648749 nChanged 1096 SP:Iteration 2F (1733.645951 sec): 3 clusters Score: Raw -2764029.121808 + Penalty 3235.077822 = -2760794.043986 nChanged 1077 SP:Iteration 3F (1733.728188 sec): 3 clusters Score: Raw -2764525.909345 + Penalty 3235.077822 = -2761290.831523 nChanged 1102 SP:Iteration 4F (1733.811970 sec): 3 clusters Score: Raw -2765136.285484 + Penalty 3235.077822 = -2761901.207662 nChanged 1140 SP:Iteration 5F (1733.889427 sec): 3 clusters Score: Raw -2765855.808948 + Penalty 3235.077822 = -2762620.731126 nChanged 1233 SP:Iteration 6F (1733.973295 sec): 3 clusters Score: Raw -2766692.930688 + Penalty 3235.077822 = -2763457.852866 nChanged 1221 SP:Iteration 7F (1734.057011 sec): 3 clusters Score: Raw -2767565.095746 + Penalty 3235.077822 = -2764330.017924 nChanged 1162 SP:Iteration 8F (1734.140176 sec): 3 clusters Score: Raw -2768335.408421 + Penalty 3235.077822 = -2765100.330599 nChanged 935 SP:Iteration 9Q (1734.231334 sec): 3 clusters Score: Raw -2768860.279898 + Penalty 3235.077822 = -2765625.202076 nChanged 666 SP:Iteration 10Q (1734.297144 sec): 3 clusters Score: Raw -2769172.441396 + Penalty 3235.077822 = -2765937.363574 nChanged 465 SP:Iteration 11Q (1734.383354 sec): 3 clusters Score: Raw -2769407.146833 + Penalty 3235.077822 = -2766172.069012 nChanged 398 SP:Iteration 12Q (1734.474158 sec): 3 clusters Score: Raw -2769629.362695 + Penalty 3235.077822 = -2766394.284874 nChanged 375 SP:Iteration 13Q (1734.548507 sec): 3 clusters Score: Raw -2769858.086945 + Penalty 3235.077822 = -2766623.009123 nChanged 357 SP:Iteration 14Q (1734.624587 sec): 3 clusters Score: Raw -2770052.489778 + Penalty 3235.077822 = -2766817.411957 nChanged 321 SP:Iteration 15Q (1734.708064 sec): 3 clusters Score: Raw -2770200.802770 + Penalty 3235.077822 = -2766965.724949 nChanged 304 SP:Iteration 16Q (1734.792994 sec): 3 clusters Score: Raw -2770328.452778 + Penalty 3235.077822 = -2767093.374956 nChanged 252 SP:Iteration 17Q (1734.882123 sec): 3 clusters Score: Raw -2770418.383025 + Penalty 3235.077822 = -2767183.305204 nChanged 227 SP:Iteration 18Q (1734.960866 sec): 3 clusters Score: Raw -2770499.841316 + Penalty 3235.077822 = -2767264.763494 nChanged 190 SP:Iteration 19Q (1735.033860 sec): 3 clusters Score: Raw -2770556.934873 + Penalty 3235.077822 = -2767321.857051 nChanged 185 SP:Iteration 20F (1735.115849 sec): 3 clusters Score: Raw -2770612.202661 + Penalty 3235.077822 = -2767377.124839 nChanged 157 SP:Iteration 21Q (1735.195004 sec): 3 clusters Score: Raw -2770653.459849 + Penalty 3235.077822 = -2767418.382028 nChanged 148 SP:Iteration 22Q (1735.274060 sec): 3 clusters Score: Raw -2770688.981731 + Penalty 3235.077822 = -2767453.903909 nChanged 132 SP:Iteration 23Q (1735.352851 sec): 3 clusters Score: Raw -2770725.665661 + Penalty 3235.077822 = -2767490.587839 nChanged 129 SP:Iteration 24Q (1735.431542 sec): 3 clusters Score: Raw -2770755.853238 + Penalty 3235.077822 = -2767520.775417 nChanged 112 SP:Iteration 25Q (1735.517802 sec): 3 clusters Score: Raw -2770781.017497 + Penalty 3235.077822 = -2767545.939675 nChanged 106 SP:Iteration 26Q (1735.587920 sec): 3 clusters Score: Raw -2770802.425930 + Penalty 3235.077822 = -2767567.348108 nChanged 102 SP:Iteration 27Q (1735.663543 sec): 3 clusters Score: Raw -2770822.255768 + Penalty 3235.077822 = -2767587.177946 nChanged 102 SP:Iteration 28Q (1735.733571 sec): 3 clusters Score: Raw -2770840.950205 + Penalty 3235.077822 = -2767605.872384 nChanged 88 SP:Iteration 29Q (1735.802351 sec): 3 clusters Score: Raw -2770858.447031 + Penalty 3235.077822 = -2767623.369209 nChanged 91 SP:Iteration 30Q (1735.871050 sec): 3 clusters Score: Raw -2770876.583799 + Penalty 3235.077822 = -2767641.505977 nChanged 88 SP:Iteration 31Q (1735.955173 sec): 3 clusters Score: Raw -2770895.125196 + Penalty 3235.077822 = -2767660.047374 nChanged 80 SP:Iteration 32Q (1736.025306 sec): 3 clusters Score: Raw -2770911.699880 + Penalty 3235.077822 = -2767676.622058 nChanged 71 SP:Iteration 33Q (1736.099071 sec): 3 clusters Score: Raw -2770925.462794 + Penalty 3235.077822 = -2767690.384972 nChanged 51 SP:Iteration 34Q (1736.176197 sec): 3 clusters Score: Raw -2770932.782854 + Penalty 3235.077822 = -2767697.705032 nChanged 45 SP:Iteration 35Q (1736.253341 sec): 3 clusters Score: Raw -2770939.762402 + Penalty 3235.077822 = -2767704.684580 nChanged 43 SP:Iteration 36Q (1736.322536 sec): 3 clusters Score: Raw -2770946.143686 + Penalty 3235.077822 = -2767711.065864 nChanged 39 SP:Iteration 37Q (1736.389584 sec): 3 clusters Score: Raw -2770950.824576 + Penalty 3235.077822 = -2767715.746754 nChanged 39 SP:Iteration 38Q (1736.466256 sec): 3 clusters Score: Raw -2770955.302370 + Penalty 3235.077822 = -2767720.224549 nChanged 32 SP:Iteration 39Q (1736.543976 sec): 3 clusters Score: Raw -2770959.718112 + Penalty 3235.077822 = -2767724.640290 nChanged 38 SP:Iteration 40F (1736.623796 sec): 3 clusters Score: Raw -2770964.683744 + Penalty 3235.077822 = -2767729.605922 nChanged 29 SP:Iteration 41Q (1736.700129 sec): 3 clusters Score: Raw -2770968.003832 + Penalty 3235.077822 = -2767732.926010 nChanged 25 SP:Iteration 42Q (1736.778326 sec): 3 clusters Score: Raw -2770971.447341 + Penalty 3235.077822 = -2767736.369519 nChanged 27 SP:Iteration 43Q (1736.843468 sec): 3 clusters Score: Raw -2770975.766792 + Penalty 3235.077822 = -2767740.688970 nChanged 28 SP:Iteration 44Q (1736.913674 sec): 3 clusters Score: Raw -2770979.390854 + Penalty 3235.077822 = -2767744.313032 nChanged 20 SP:Iteration 45Q (1736.989789 sec): 3 clusters Score: Raw -2770981.233218 + Penalty 3235.077822 = -2767746.155397 nChanged 14 SP:Iteration 46Q (1737.074619 sec): 3 clusters Score: Raw -2770982.336453 + Penalty 3235.077822 = -2767747.258631 nChanged 13 SP:Iteration 47Q (1737.144180 sec): 3 clusters Score: Raw -2770983.879469 + Penalty 3235.077822 = -2767748.801647 nChanged 16 SP:Iteration 48Q (1737.221501 sec): 3 clusters Score: Raw -2770985.478258 + Penalty 3235.077822 = -2767750.400436 nChanged 17 SP:Iteration 49Q (1737.288738 sec): 3 clusters Score: Raw -2770987.052360 + Penalty 3235.077822 = -2767751.974538 nChanged 11 SP:Iteration 50Q (1737.365467 sec): 3 clusters Score: Raw -2770988.107419 + Penalty 3235.077822 = -2767753.029597 nChanged 7 SP:Iteration 51Q (1737.439406 sec): 3 clusters Score: Raw -2770989.086359 + Penalty 3235.077822 = -2767754.008538 nChanged 7 SP:Iteration 52Q (1737.517009 sec): 3 clusters Score: Raw -2770989.832116 + Penalty 3235.077822 = -2767754.754294 nChanged 14 SP:Iteration 53Q (1737.594733 sec): 3 clusters Score: Raw -2770991.171523 + Penalty 3235.077822 = -2767756.093702 nChanged 16 SP:Iteration 54Q (1737.673137 sec): 3 clusters Score: Raw -2770992.465065 + Penalty 3235.077822 = -2767757.387244 nChanged 14 SP:Iteration 55Q (1737.751215 sec): 3 clusters Score: Raw -2770993.860880 + Penalty 3235.077822 = -2767758.783058 nChanged 16 SP:Iteration 56Q (1737.828587 sec): 3 clusters Score: Raw -2770996.016168 + Penalty 3235.077822 = -2767760.938346 nChanged 17 SP:Iteration 57Q (1737.903426 sec): 3 clusters Score: Raw -2770998.196494 + Penalty 3235.077822 = -2767763.118672 nChanged 15 SP:Iteration 58Q (1737.978624 sec): 3 clusters Score: Raw -2771000.526760 + Penalty 3235.077822 = -2767765.448939 nChanged 8 SP:Iteration 59Q (1738.057629 sec): 3 clusters Score: Raw -2771001.732484 + Penalty 3235.077822 = -2767766.654663 nChanged 9 SP:Iteration 60F (1738.138979 sec): 3 clusters Score: Raw -2771002.919808 + Penalty 3235.077822 = -2767767.841986 nChanged 8 SP:Iteration 61Q (1738.216575 sec): 3 clusters Score: Raw -2771003.715456 + Penalty 3235.077822 = -2767768.637634 nChanged 10 SP:Iteration 62Q (1738.300521 sec): 3 clusters Score: Raw -2771004.709650 + Penalty 3235.077822 = -2767769.631828 nChanged 9 SP:Iteration 63Q (1738.369613 sec): 3 clusters Score: Raw -2771005.453364 + Penalty 3235.077822 = -2767770.375542 nChanged 4 SP:Iteration 64Q (1738.448714 sec): 3 clusters Score: Raw -2771005.996753 + Penalty 3235.077822 = -2767770.918931 nChanged 5 SP:Iteration 65Q (1738.518714 sec): 3 clusters Score: Raw -2771006.480462 + Penalty 3235.077822 = -2767771.402640 nChanged 1 SP:Iteration 66Q (1738.600045 sec): 3 clusters Score: Raw -2771006.533386 + Penalty 3235.077822 = -2767771.455564 nChanged 3 SP:Iteration 67Q (1738.669820 sec): 3 clusters Score: Raw -2771006.685876 + Penalty 3235.077822 = -2767771.608054 nChanged 2 SP:Iteration 68Q (1738.727937 sec): 3 clusters Score: Raw -2771006.860031 + Penalty 3235.077822 = -2767771.782209 nChanged 1 SP:Iteration 69Q (1738.798816 sec): 3 clusters Score: Raw -2771006.906731 + Penalty 3235.077822 = -2767771.828909 nChanged 1 SP:Iteration 70Q (1738.878307 sec): 3 clusters Score: Raw -2771006.943631 + Penalty 3235.077822 = -2767771.865810 nChanged 0 SP:Iteration 71F (1738.953549 sec): 3 clusters Score: Raw -2771006.943631 + Penalty 3235.077822 = -2767771.865810 nChanged 0 Trying to split cluster 18 (2426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1738.975573 sec): 2 clusters Score: Raw -305539.721271 + Penalty 1266.524852 = -304273.196419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1739.029076 sec): 3 clusters Score: Raw -304447.807210 + Penalty 2533.049704 = -301914.757506 nChanged 877 SP:Iteration 1F (1739.072849 sec): 3 clusters Score: Raw -305048.985656 + Penalty 2533.049704 = -302515.935952 nChanged 217 SP:Iteration 2F (1739.124117 sec): 3 clusters Score: Raw -305277.042049 + Penalty 2533.049704 = -302743.992345 nChanged 178 SP:Iteration 3F (1739.175282 sec): 3 clusters Score: Raw -305499.270919 + Penalty 2533.049704 = -302966.221215 nChanged 156 SP:Iteration 4F (1739.226675 sec): 3 clusters Score: Raw -305713.659537 + Penalty 2533.049704 = -303180.609833 nChanged 169 SP:Iteration 5F (1739.278014 sec): 3 clusters Score: Raw -305910.036604 + Penalty 2533.049704 = -303376.986900 nChanged 142 SP:Iteration 6F (1739.323826 sec): 3 clusters Score: Raw -306060.208322 + Penalty 2533.049704 = -303527.158618 nChanged 112 SP:Iteration 7Q (1739.375218 sec): 3 clusters Score: Raw -306162.738457 + Penalty 2533.049704 = -303629.688753 nChanged 70 SP:Iteration 8Q (1739.426625 sec): 3 clusters Score: Raw -306214.819852 + Penalty 2533.049704 = -303681.770148 nChanged 52 SP:Iteration 9Q (1739.477912 sec): 3 clusters Score: Raw -306245.262332 + Penalty 2533.049704 = -303712.212628 nChanged 38 SP:Iteration 10Q (1739.529208 sec): 3 clusters Score: Raw -306267.742426 + Penalty 2533.049704 = -303734.692722 nChanged 27 SP:Iteration 11Q (1739.574889 sec): 3 clusters Score: Raw -306281.637214 + Penalty 2533.049704 = -303748.587510 nChanged 11 SP:Iteration 12Q (1739.613814 sec): 3 clusters Score: Raw -306285.305927 + Penalty 2533.049704 = -303752.256223 nChanged 12 SP:Iteration 13Q (1739.655351 sec): 3 clusters Score: Raw -306291.175436 + Penalty 2533.049704 = -303758.125732 nChanged 4 SP:Iteration 14Q (1739.697594 sec): 3 clusters Score: Raw -306293.052549 + Penalty 2533.049704 = -303760.002845 nChanged 2 SP:Iteration 15Q (1739.739372 sec): 3 clusters Score: Raw -306293.301572 + Penalty 2533.049704 = -303760.251868 nChanged 1 SP:Iteration 16Q (1739.783195 sec): 3 clusters Score: Raw -306293.600550 + Penalty 2533.049704 = -303760.550846 nChanged 3 SP:Iteration 17Q (1739.828621 sec): 3 clusters Score: Raw -306294.800282 + Penalty 2533.049704 = -303761.750578 nChanged 1 SP:Iteration 18Q (1739.879143 sec): 3 clusters Score: Raw -306294.962860 + Penalty 2533.049704 = -303761.913156 nChanged 2 SP:Iteration 19Q (1739.926589 sec): 3 clusters Score: Raw -306295.300846 + Penalty 2533.049704 = -303762.251142 nChanged 1 SP:Iteration 20F (1739.978751 sec): 3 clusters Score: Raw -306295.615851 + Penalty 2533.049704 = -303762.566147 nChanged 1 SP:Iteration 21Q (1740.019098 sec): 3 clusters Score: Raw -306296.200576 + Penalty 2533.049704 = -303763.150872 nChanged 1 SP:Iteration 22Q (1740.049421 sec): 3 clusters Score: Raw -306296.917780 + Penalty 2533.049704 = -303763.868076 nChanged 0 SP:Iteration 23F (1740.099103 sec): 3 clusters Score: Raw -306296.917780 + Penalty 2533.049704 = -303763.868076 nChanged 0 Trying to split cluster 19 (1771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1740.126651 sec): 2 clusters Score: Raw -227979.194699 + Penalty 1215.386191 = -226763.808508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1740.178738 sec): 3 clusters Score: Raw -227234.969363 + Penalty 2430.772382 = -224804.196981 nChanged 634 SP:Iteration 1F (1740.230138 sec): 3 clusters Score: Raw -227664.045323 + Penalty 2430.772382 = -225233.272941 nChanged 124 SP:Iteration 2F (1740.281063 sec): 3 clusters Score: Raw -227754.761843 + Penalty 2430.772382 = -225323.989461 nChanged 76 SP:Iteration 3Q (1740.331624 sec): 3 clusters Score: Raw -227806.184423 + Penalty 2430.772382 = -225375.412041 nChanged 51 SP:Iteration 4Q (1740.382824 sec): 3 clusters Score: Raw -227840.662917 + Penalty 2430.772382 = -225409.890534 nChanged 49 SP:Iteration 5Q (1740.430436 sec): 3 clusters Score: Raw -227871.476026 + Penalty 2430.772382 = -225440.703644 nChanged 35 SP:Iteration 6Q (1740.481292 sec): 3 clusters Score: Raw -227900.732315 + Penalty 2430.772382 = -225469.959933 nChanged 26 SP:Iteration 7Q (1740.531899 sec): 3 clusters Score: Raw -227926.146340 + Penalty 2430.772382 = -225495.373958 nChanged 28 SP:Iteration 8Q (1740.582659 sec): 3 clusters Score: Raw -227942.206604 + Penalty 2430.772382 = -225511.434222 nChanged 23 SP:Iteration 9Q (1740.627493 sec): 3 clusters Score: Raw -227964.194567 + Penalty 2430.772382 = -225533.422185 nChanged 30 SP:Iteration 10Q (1740.668519 sec): 3 clusters Score: Raw -227985.997854 + Penalty 2430.772382 = -225555.225472 nChanged 27 SP:Iteration 11Q (1740.719244 sec): 3 clusters Score: Raw -228002.699404 + Penalty 2430.772382 = -225571.927021 nChanged 23 SP:Iteration 12Q (1740.765513 sec): 3 clusters Score: Raw -228012.395434 + Penalty 2430.772382 = -225581.623052 nChanged 8 SP:Iteration 13Q (1740.816159 sec): 3 clusters Score: Raw -228016.634924 + Penalty 2430.772382 = -225585.862541 nChanged 7 SP:Iteration 14Q (1740.861763 sec): 3 clusters Score: Raw -228019.575648 + Penalty 2430.772382 = -225588.803266 nChanged 5 SP:Iteration 15Q (1740.912380 sec): 3 clusters Score: Raw -228022.196259 + Penalty 2430.772382 = -225591.423876 nChanged 9 SP:Iteration 16Q (1740.962921 sec): 3 clusters Score: Raw -228027.434017 + Penalty 2430.772382 = -225596.661634 nChanged 8 SP:Iteration 17Q (1741.004039 sec): 3 clusters Score: Raw -228032.420971 + Penalty 2430.772382 = -225601.648589 nChanged 6 SP:Iteration 18Q (1741.054624 sec): 3 clusters Score: Raw -228036.597059 + Penalty 2430.772382 = -225605.824676 nChanged 8 SP:Iteration 19Q (1741.101055 sec): 3 clusters Score: Raw -228043.049996 + Penalty 2430.772382 = -225612.277614 nChanged 12 SP:Iteration 20F (1741.151765 sec): 3 clusters Score: Raw -228052.208521 + Penalty 2430.772382 = -225621.436139 nChanged 14 SP:Iteration 21Q (1741.202405 sec): 3 clusters Score: Raw -228058.919062 + Penalty 2430.772382 = -225628.146680 nChanged 9 SP:Iteration 22Q (1741.253058 sec): 3 clusters Score: Raw -228063.639755 + Penalty 2430.772382 = -225632.867373 nChanged 12 SP:Iteration 23Q (1741.303738 sec): 3 clusters Score: Raw -228069.961730 + Penalty 2430.772382 = -225639.189348 nChanged 13 SP:Iteration 24Q (1741.352704 sec): 3 clusters Score: Raw -228076.478055 + Penalty 2430.772382 = -225645.705672 nChanged 9 SP:Iteration 25Q (1741.403457 sec): 3 clusters Score: Raw -228080.612828 + Penalty 2430.772382 = -225649.840446 nChanged 9 SP:Iteration 26Q (1741.448532 sec): 3 clusters Score: Raw -228085.617351 + Penalty 2430.772382 = -225654.844969 nChanged 9 SP:Iteration 27Q (1741.492093 sec): 3 clusters Score: Raw -228091.577559 + Penalty 2430.772382 = -225660.805177 nChanged 9 SP:Iteration 28Q (1741.531847 sec): 3 clusters Score: Raw -228096.458231 + Penalty 2430.772382 = -225665.685848 nChanged 8 SP:Iteration 29Q (1741.582445 sec): 3 clusters Score: Raw -228100.119540 + Penalty 2430.772382 = -225669.347158 nChanged 6 SP:Iteration 30Q (1741.629096 sec): 3 clusters Score: Raw -228104.521060 + Penalty 2430.772382 = -225673.748678 nChanged 8 SP:Iteration 31Q (1741.674511 sec): 3 clusters Score: Raw -228108.460174 + Penalty 2430.772382 = -225677.687792 nChanged 8 SP:Iteration 32Q (1741.725111 sec): 3 clusters Score: Raw -228112.627871 + Penalty 2430.772382 = -225681.855489 nChanged 5 SP:Iteration 33Q (1741.775868 sec): 3 clusters Score: Raw -228114.592137 + Penalty 2430.772382 = -225683.819755 nChanged 3 SP:Iteration 34Q (1741.826502 sec): 3 clusters Score: Raw -228115.677240 + Penalty 2430.772382 = -225684.904857 nChanged 2 SP:Iteration 35Q (1741.867639 sec): 3 clusters Score: Raw -228116.496566 + Penalty 2430.772382 = -225685.724184 nChanged 2 SP:Iteration 36Q (1741.918391 sec): 3 clusters Score: Raw -228117.303938 + Penalty 2430.772382 = -225686.531555 nChanged 0 SP:Iteration 37F (1741.964587 sec): 3 clusters Score: Raw -228117.303938 + Penalty 2430.772382 = -225686.531555 nChanged 0 Iteration 59Q (1745.294636 sec): 19 clusters Score: Raw -57367743.572556 + Penalty 37966.405434 = -57329777.167122 nChanged 2074 Iteration 60F (1750.324811 sec): 19 clusters Score: Raw -57368222.596562 + Penalty 37966.405434 = -57330256.191128 nChanged 1782 Iteration 61Q (1752.976382 sec): 19 clusters Score: Raw -57368469.994012 + Penalty 37966.405434 = -57330503.588579 nChanged 1443 Iteration 62Q (1755.606648 sec): 19 clusters Score: Raw -57368644.424496 + Penalty 37966.405434 = -57330678.019062 nChanged 1328 Iteration 63Q (1758.288084 sec): 19 clusters Score: Raw -57368781.269363 + Penalty 37966.405434 = -57330814.863929 nChanged 1216 Iteration 64Q (1761.005696 sec): 19 clusters Score: Raw -57368912.487501 + Penalty 37966.405434 = -57330946.082067 nChanged 1182 Iteration 65Q (1763.673513 sec): 19 clusters Score: Raw -57369035.468747 + Penalty 37966.405434 = -57331069.063313 nChanged 1104 Iteration 66Q (1766.288179 sec): 19 clusters Score: Raw -57369138.820146 + Penalty 37966.405434 = -57331172.414712 nChanged 1008 Iteration 67Q (1769.099197 sec): 19 clusters Score: Raw -57369225.033820 + Penalty 37966.405434 = -57331258.628386 nChanged 928 Iteration 68Q (1772.045119 sec): 19 clusters Score: Raw -57369304.724194 + Penalty 37966.405434 = -57331338.318760 nChanged 853 Iteration 69Q (1774.907183 sec): 19 clusters Score: Raw -57369369.474134 + Penalty 37966.405434 = -57331403.068700 nChanged 780 Iteration 70Q (1777.741589 sec): 19 clusters Score: Raw -57369423.714585 + Penalty 37966.405434 = -57331457.309151 nChanged 693 Iteration 71Q (1780.435152 sec): 19 clusters Score: Raw -57369473.739008 + Penalty 37966.405434 = -57331507.333574 nChanged 639 Iteration 72Q (1783.079245 sec): 19 clusters Score: Raw -57369515.858412 + Penalty 37966.405434 = -57331549.452978 nChanged 616 Iteration 73Q (1785.712253 sec): 19 clusters Score: Raw -57369553.913360 + Penalty 37966.405434 = -57331587.507926 nChanged 582 Iteration 74Q (1788.240654 sec): 19 clusters Score: Raw -57369585.880870 + Penalty 37966.405434 = -57331619.475436 nChanged 524 Iteration 75Q (1790.852459 sec): 19 clusters Score: Raw -57369613.690285 + Penalty 37966.405434 = -57331647.284852 nChanged 510 Iteration 76Q (1793.515544 sec): 19 clusters Score: Raw -57369641.045529 + Penalty 37966.405434 = -57331674.640095 nChanged 467 Iteration 77Q (1796.189589 sec): 19 clusters Score: Raw -57369665.561386 + Penalty 37966.405434 = -57331699.155952 nChanged 459 Iteration 78Q (1798.796966 sec): 19 clusters Score: Raw -57369688.644353 + Penalty 37966.405434 = -57331722.238919 nChanged 449 Iteration 79Q (1801.719088 sec): 19 clusters Score: Raw -57369711.247637 + Penalty 37966.405434 = -57331744.842203 nChanged 439 Iteration 80F (1806.909242 sec): 19 clusters Score: Raw -57369733.769817 + Penalty 37966.405434 = -57331767.364383 nChanged 407 Iteration 81Q (1809.741361 sec): 19 clusters Score: Raw -57369752.906957 + Penalty 37966.405434 = -57331786.501523 nChanged 374 Iteration 82Q (1812.458837 sec): 19 clusters Score: Raw -57369771.218243 + Penalty 37966.405434 = -57331804.812809 nChanged 327 Iteration 83Q (1815.181651 sec): 19 clusters Score: Raw -57369786.164901 + Penalty 37966.405434 = -57331819.759467 nChanged 314 Iteration 84Q (1817.810892 sec): 19 clusters Score: Raw -57369800.477887 + Penalty 37966.405434 = -57331834.072453 nChanged 291 Iteration 85Q (1820.437007 sec): 19 clusters Score: Raw -57369813.505790 + Penalty 37966.405434 = -57331847.100356 nChanged 279 Iteration 86Q (1823.090598 sec): 19 clusters Score: Raw -57369824.990498 + Penalty 37966.405434 = -57331858.585064 nChanged 268 Iteration 87Q (1825.678073 sec): 19 clusters Score: Raw -57369835.864673 + Penalty 37966.405434 = -57331869.459239 nChanged 253 Iteration 88Q (1828.289800 sec): 19 clusters Score: Raw -57369844.551171 + Penalty 37966.405434 = -57331878.145737 nChanged 227 Iteration 89Q (1830.904266 sec): 19 clusters Score: Raw -57369851.910421 + Penalty 37966.405434 = -57331885.504987 nChanged 202 Iteration 90Q (1833.887233 sec): 19 clusters Score: Raw -57369858.907463 + Penalty 37966.405434 = -57331892.502029 nChanged 212 Iteration 91Q (1836.863301 sec): 19 clusters Score: Raw -57369866.825080 + Penalty 37966.405434 = -57331900.419646 nChanged 197 Iteration 92Q (1839.717805 sec): 19 clusters Score: Raw -57369873.939227 + Penalty 37966.405434 = -57331907.533793 nChanged 196 Iteration 93Q (1842.565420 sec): 19 clusters Score: Raw -57369880.311721 + Penalty 37966.405434 = -57331913.906287 nChanged 179 Iteration 94Q (1845.204565 sec): 19 clusters Score: Raw -57369886.143588 + Penalty 37966.405434 = -57331919.738154 nChanged 152 Iteration 95Q (1847.766356 sec): 19 clusters Score: Raw -57369891.109362 + Penalty 37966.405434 = -57331924.703928 nChanged 155 Iteration 96Q (1850.383548 sec): 19 clusters Score: Raw -57369896.307529 + Penalty 37966.405434 = -57331929.902095 nChanged 136 Iteration 97Q (1853.029710 sec): 19 clusters Score: Raw -57369901.341991 + Penalty 37966.405434 = -57331934.936557 nChanged 158 Iteration 98Q (1855.602500 sec): 19 clusters Score: Raw -57369906.968669 + Penalty 37966.405434 = -57331940.563235 nChanged 148 Writing temp clu file Because OldScore, -57331934.936557, is greater than current (better) Score,-57331940.563235 Compute initial score before splitting: Score: Raw -57369906.968669 + Penalty 37966.405434 = -57331940.563235 Trying to split cluster 1 (119750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1855.923626 sec): 2 clusters Score: Raw -16296642.380917 + Penalty 1900.138746 = -16294742.242171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1856.164348 sec): 3 clusters Score: Raw -16218412.141974 + Penalty 3800.277492 = -16214611.864482 nChanged 57546 SP:Iteration 1F (1856.410000 sec): 3 clusters Score: Raw -16252918.475991 + Penalty 3800.277492 = -16249118.198499 nChanged 5367 SP:Iteration 2Q (1856.655194 sec): 3 clusters Score: Raw -16255089.460511 + Penalty 3800.277492 = -16251289.183018 nChanged 6418 SP:Iteration 3F (1856.900457 sec): 3 clusters Score: Raw -16258326.264453 + Penalty 3800.277492 = -16254525.986960 nChanged 7242 SP:Iteration 4F (1857.142257 sec): 3 clusters Score: Raw -16262451.121200 + Penalty 3800.277492 = -16258650.843708 nChanged 7841 SP:Iteration 5F (1857.380659 sec): 3 clusters Score: Raw -16267299.679267 + Penalty 3800.277492 = -16263499.401775 nChanged 7713 SP:Iteration 6F (1857.615688 sec): 3 clusters Score: Raw -16272287.269744 + Penalty 3800.277492 = -16268486.992252 nChanged 7166 SP:Iteration 7F (1857.856610 sec): 3 clusters Score: Raw -16277217.435088 + Penalty 3800.277492 = -16273417.157595 nChanged 6250 SP:Iteration 8F (1858.112232 sec): 3 clusters Score: Raw -16281808.801534 + Penalty 3800.277492 = -16278008.524041 nChanged 5118 SP:Iteration 9Q (1858.356602 sec): 3 clusters Score: Raw -16285926.844709 + Penalty 3800.277492 = -16282126.567217 nChanged 3925 SP:Iteration 10Q (1858.603890 sec): 3 clusters Score: Raw -16288987.637218 + Penalty 3800.277492 = -16285187.359726 nChanged 2910 SP:Iteration 11Q (1858.832298 sec): 3 clusters Score: Raw -16291015.275633 + Penalty 3800.277492 = -16287214.998140 nChanged 2176 SP:Iteration 12Q (1859.062730 sec): 3 clusters Score: Raw -16292261.247431 + Penalty 3800.277492 = -16288460.969938 nChanged 1684 SP:Iteration 13Q (1859.291411 sec): 3 clusters Score: Raw -16293165.747493 + Penalty 3800.277492 = -16289365.470000 nChanged 1459 SP:Iteration 14Q (1859.507747 sec): 3 clusters Score: Raw -16293910.847190 + Penalty 3800.277492 = -16290110.569698 nChanged 1320 SP:Iteration 15Q (1859.704717 sec): 3 clusters Score: Raw -16294567.832385 + Penalty 3800.277492 = -16290767.554893 nChanged 1128 SP:Iteration 16Q (1859.900916 sec): 3 clusters Score: Raw -16295086.563175 + Penalty 3800.277492 = -16291286.285683 nChanged 953 SP:Iteration 17Q (1860.095138 sec): 3 clusters Score: Raw -16295496.255065 + Penalty 3800.277492 = -16291695.977573 nChanged 769 SP:Iteration 18Q (1860.292563 sec): 3 clusters Score: Raw -16295802.331449 + Penalty 3800.277492 = -16292002.053956 nChanged 673 SP:Iteration 19Q (1860.494507 sec): 3 clusters Score: Raw -16296071.319529 + Penalty 3800.277492 = -16292271.042037 nChanged 612 SP:Iteration 20F (1860.722062 sec): 3 clusters Score: Raw -16296307.708116 + Penalty 3800.277492 = -16292507.430624 nChanged 512 SP:Iteration 21Q (1860.922034 sec): 3 clusters Score: Raw -16296507.425907 + Penalty 3800.277492 = -16292707.148414 nChanged 428 SP:Iteration 22Q (1861.123410 sec): 3 clusters Score: Raw -16296673.042340 + Penalty 3800.277492 = -16292872.764847 nChanged 374 SP:Iteration 23Q (1861.337509 sec): 3 clusters Score: Raw -16296831.268679 + Penalty 3800.277492 = -16293030.991187 nChanged 350 SP:Iteration 24Q (1861.546826 sec): 3 clusters Score: Raw -16296968.460533 + Penalty 3800.277492 = -16293168.183041 nChanged 265 SP:Iteration 25Q (1861.741826 sec): 3 clusters Score: Raw -16297065.151472 + Penalty 3800.277492 = -16293264.873980 nChanged 224 SP:Iteration 26Q (1861.937179 sec): 3 clusters Score: Raw -16297148.736948 + Penalty 3800.277492 = -16293348.459455 nChanged 189 SP:Iteration 27Q (1862.150621 sec): 3 clusters Score: Raw -16297217.863280 + Penalty 3800.277492 = -16293417.585788 nChanged 162 SP:Iteration 28Q (1862.346025 sec): 3 clusters Score: Raw -16297272.406630 + Penalty 3800.277492 = -16293472.129137 nChanged 145 SP:Iteration 29Q (1862.535686 sec): 3 clusters Score: Raw -16297318.324802 + Penalty 3800.277492 = -16293518.047310 nChanged 111 SP:Iteration 30Q (1862.719699 sec): 3 clusters Score: Raw -16297352.337436 + Penalty 3800.277492 = -16293552.059944 nChanged 105 SP:Iteration 31Q (1862.912349 sec): 3 clusters Score: Raw -16297386.028807 + Penalty 3800.277492 = -16293585.751314 nChanged 84 SP:Iteration 32Q (1863.104751 sec): 3 clusters Score: Raw -16297411.339646 + Penalty 3800.277492 = -16293611.062154 nChanged 83 SP:Iteration 33Q (1863.281437 sec): 3 clusters Score: Raw -16297434.665853 + Penalty 3800.277492 = -16293634.388360 nChanged 63 SP:Iteration 34Q (1863.473978 sec): 3 clusters Score: Raw -16297450.147353 + Penalty 3800.277492 = -16293649.869860 nChanged 61 SP:Iteration 35Q (1863.664945 sec): 3 clusters Score: Raw -16297467.662867 + Penalty 3800.277492 = -16293667.385375 nChanged 50 SP:Iteration 36Q (1863.854888 sec): 3 clusters Score: Raw -16297485.210245 + Penalty 3800.277492 = -16293684.932753 nChanged 59 SP:Iteration 37Q (1864.039969 sec): 3 clusters Score: Raw -16297498.112278 + Penalty 3800.277492 = -16293697.834785 nChanged 45 SP:Iteration 38Q (1864.220573 sec): 3 clusters Score: Raw -16297507.567109 + Penalty 3800.277492 = -16293707.289617 nChanged 42 SP:Iteration 39Q (1864.410204 sec): 3 clusters Score: Raw -16297519.948045 + Penalty 3800.277492 = -16293719.670552 nChanged 32 SP:Iteration 40F (1864.636139 sec): 3 clusters Score: Raw -16297530.929887 + Penalty 3800.277492 = -16293730.652394 nChanged 45 SP:Iteration 41Q (1864.827856 sec): 3 clusters Score: Raw -16297545.318452 + Penalty 3800.277492 = -16293745.040959 nChanged 40 SP:Iteration 42Q (1865.017876 sec): 3 clusters Score: Raw -16297558.148019 + Penalty 3800.277492 = -16293757.870526 nChanged 39 SP:Iteration 43Q (1865.209153 sec): 3 clusters Score: Raw -16297568.115776 + Penalty 3800.277492 = -16293767.838283 nChanged 22 SP:Iteration 44Q (1865.400636 sec): 3 clusters Score: Raw -16297572.785461 + Penalty 3800.277492 = -16293772.507968 nChanged 21 SP:Iteration 45Q (1865.587175 sec): 3 clusters Score: Raw -16297576.901660 + Penalty 3800.277492 = -16293776.624168 nChanged 21 SP:Iteration 46Q (1865.777059 sec): 3 clusters Score: Raw -16297581.368357 + Penalty 3800.277492 = -16293781.090864 nChanged 20 SP:Iteration 47Q (1865.961560 sec): 3 clusters Score: Raw -16297584.815236 + Penalty 3800.277492 = -16293784.537743 nChanged 16 SP:Iteration 48Q (1866.153540 sec): 3 clusters Score: Raw -16297588.422785 + Penalty 3800.277492 = -16293788.145293 nChanged 16 SP:Iteration 49Q (1866.356235 sec): 3 clusters Score: Raw -16297591.566725 + Penalty 3800.277492 = -16293791.289233 nChanged 18 SP:Iteration 50Q (1866.565730 sec): 3 clusters Score: Raw -16297596.517245 + Penalty 3800.277492 = -16293796.239752 nChanged 21 SP:Iteration 51Q (1866.770637 sec): 3 clusters Score: Raw -16297600.555565 + Penalty 3800.277492 = -16293800.278072 nChanged 11 SP:Iteration 52Q (1866.982320 sec): 3 clusters Score: Raw -16297602.704287 + Penalty 3800.277492 = -16293802.426794 nChanged 11 SP:Iteration 53Q (1867.200008 sec): 3 clusters Score: Raw -16297604.371834 + Penalty 3800.277492 = -16293804.094342 nChanged 12 SP:Iteration 54Q (1867.403577 sec): 3 clusters Score: Raw -16297606.359433 + Penalty 3800.277492 = -16293806.081940 nChanged 11 SP:Iteration 55Q (1867.615228 sec): 3 clusters Score: Raw -16297608.497554 + Penalty 3800.277492 = -16293808.220061 nChanged 11 SP:Iteration 56Q (1867.819000 sec): 3 clusters Score: Raw -16297611.110349 + Penalty 3800.277492 = -16293810.832856 nChanged 7 SP:Iteration 57Q (1868.015537 sec): 3 clusters Score: Raw -16297612.291421 + Penalty 3800.277492 = -16293812.013928 nChanged 6 SP:Iteration 58Q (1868.216636 sec): 3 clusters Score: Raw -16297613.177235 + Penalty 3800.277492 = -16293812.899743 nChanged 10 SP:Iteration 59Q (1868.451133 sec): 3 clusters Score: Raw -16297614.984501 + Penalty 3800.277492 = -16293814.707008 nChanged 9 SP:Iteration 60F (1868.691846 sec): 3 clusters Score: Raw -16297616.537116 + Penalty 3800.277492 = -16293816.259624 nChanged 4 SP:Iteration 61Q (1868.887639 sec): 3 clusters Score: Raw -16297617.402217 + Penalty 3800.277492 = -16293817.124724 nChanged 4 SP:Iteration 62Q (1869.088223 sec): 3 clusters Score: Raw -16297618.020566 + Penalty 3800.277492 = -16293817.743074 nChanged 3 SP:Iteration 63Q (1869.284389 sec): 3 clusters Score: Raw -16297618.457755 + Penalty 3800.277492 = -16293818.180262 nChanged 2 SP:Iteration 64Q (1869.499210 sec): 3 clusters Score: Raw -16297618.758208 + Penalty 3800.277492 = -16293818.480715 nChanged 3 SP:Iteration 65Q (1869.699177 sec): 3 clusters Score: Raw -16297619.371526 + Penalty 3800.277492 = -16293819.094033 nChanged 2 SP:Iteration 66Q (1869.901240 sec): 3 clusters Score: Raw -16297619.722692 + Penalty 3800.277492 = -16293819.445200 nChanged 3 SP:Iteration 67Q (1870.117097 sec): 3 clusters Score: Raw -16297620.273428 + Penalty 3800.277492 = -16293819.995935 nChanged 4 SP:Iteration 68Q (1870.323812 sec): 3 clusters Score: Raw -16297621.029773 + Penalty 3800.277492 = -16293820.752281 nChanged 8 SP:Iteration 69Q (1870.515656 sec): 3 clusters Score: Raw -16297622.300928 + Penalty 3800.277492 = -16293822.023436 nChanged 3 SP:Iteration 70Q (1870.721151 sec): 3 clusters Score: Raw -16297623.051474 + Penalty 3800.277492 = -16293822.773981 nChanged 2 SP:Iteration 71Q (1870.928209 sec): 3 clusters Score: Raw -16297623.351526 + Penalty 3800.277492 = -16293823.074033 nChanged 3 SP:Iteration 72Q (1871.134375 sec): 3 clusters Score: Raw -16297623.883715 + Penalty 3800.277492 = -16293823.606222 nChanged 4 SP:Iteration 73Q (1871.334749 sec): 3 clusters Score: Raw -16297624.590944 + Penalty 3800.277492 = -16293824.313451 nChanged 4 SP:Iteration 74Q (1871.538237 sec): 3 clusters Score: Raw -16297625.090756 + Penalty 3800.277492 = -16293824.813263 nChanged 2 SP:Iteration 75Q (1871.738421 sec): 3 clusters Score: Raw -16297625.541116 + Penalty 3800.277492 = -16293825.263624 nChanged 3 SP:Iteration 76Q (1871.954273 sec): 3 clusters Score: Raw -16297625.831954 + Penalty 3800.277492 = -16293825.554461 nChanged 3 SP:Iteration 77Q (1872.157953 sec): 3 clusters Score: Raw -16297626.493138 + Penalty 3800.277492 = -16293826.215645 nChanged 6 SP:Iteration 78Q (1872.366159 sec): 3 clusters Score: Raw -16297627.528583 + Penalty 3800.277492 = -16293827.251091 nChanged 7 SP:Iteration 79Q (1872.571118 sec): 3 clusters Score: Raw -16297628.680762 + Penalty 3800.277492 = -16293828.403269 nChanged 8 SP:Iteration 80F (1872.803627 sec): 3 clusters Score: Raw -16297629.949144 + Penalty 3800.277492 = -16293829.671651 nChanged 1 SP:Iteration 81Q (1873.017645 sec): 3 clusters Score: Raw -16297630.067508 + Penalty 3800.277492 = -16293829.790015 nChanged 1 SP:Iteration 82Q (1873.218405 sec): 3 clusters Score: Raw -16297630.270081 + Penalty 3800.277492 = -16293829.992588 nChanged 2 SP:Iteration 83Q (1873.397293 sec): 3 clusters Score: Raw -16297630.626726 + Penalty 3800.277492 = -16293830.349233 nChanged 3 SP:Iteration 84Q (1873.605566 sec): 3 clusters Score: Raw -16297630.931092 + Penalty 3800.277492 = -16293830.653600 nChanged 2 SP:Iteration 85Q (1873.824426 sec): 3 clusters Score: Raw -16297631.211972 + Penalty 3800.277492 = -16293830.934480 nChanged 2 SP:Iteration 86Q (1874.003612 sec): 3 clusters Score: Raw -16297631.717000 + Penalty 3800.277492 = -16293831.439507 nChanged 3 SP:Iteration 87Q (1874.205970 sec): 3 clusters Score: Raw -16297632.034513 + Penalty 3800.277492 = -16293831.757021 nChanged 1 SP:Iteration 88Q (1874.433686 sec): 3 clusters Score: Raw -16297632.205474 + Penalty 3800.277492 = -16293831.927982 nChanged 1 SP:Iteration 89Q (1874.639033 sec): 3 clusters Score: Raw -16297632.307450 + Penalty 3800.277492 = -16293832.029957 nChanged 0 SP:Iteration 90F (1874.878619 sec): 3 clusters Score: Raw -16297632.307450 + Penalty 3800.277492 = -16293832.029957 nChanged 0 Trying to split cluster 2 (11134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1874.925598 sec): 2 clusters Score: Raw -1503049.573230 + Penalty 1514.135800 = -1501535.437430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1874.986160 sec): 3 clusters Score: Raw -1496724.136743 + Penalty 3028.271600 = -1493695.865143 nChanged 4866 SP:Iteration 1F (1875.037916 sec): 3 clusters Score: Raw -1499348.409741 + Penalty 3028.271600 = -1496320.138142 nChanged 724 SP:Iteration 2F (1875.104883 sec): 3 clusters Score: Raw -1499734.323891 + Penalty 3028.271600 = -1496706.052291 nChanged 647 SP:Iteration 3F (1875.164309 sec): 3 clusters Score: Raw -1500107.661741 + Penalty 3028.271600 = -1497079.390142 nChanged 612 SP:Iteration 4F (1875.225743 sec): 3 clusters Score: Raw -1500500.382373 + Penalty 3028.271600 = -1497472.110773 nChanged 606 SP:Iteration 5F (1875.291624 sec): 3 clusters Score: Raw -1500941.312186 + Penalty 3028.271600 = -1497913.040586 nChanged 611 SP:Iteration 6F (1875.357306 sec): 3 clusters Score: Raw -1501422.476745 + Penalty 3028.271600 = -1498394.205145 nChanged 565 SP:Iteration 7F (1875.432202 sec): 3 clusters Score: Raw -1501890.200696 + Penalty 3028.271600 = -1498861.929096 nChanged 493 SP:Iteration 8Q (1875.499940 sec): 3 clusters Score: Raw -1502312.596536 + Penalty 3028.271600 = -1499284.324936 nChanged 390 SP:Iteration 9Q (1875.555867 sec): 3 clusters Score: Raw -1502628.965632 + Penalty 3028.271600 = -1499600.694032 nChanged 301 SP:Iteration 10Q (1875.620720 sec): 3 clusters Score: Raw -1502825.560183 + Penalty 3028.271600 = -1499797.288583 nChanged 218 SP:Iteration 11Q (1875.693749 sec): 3 clusters Score: Raw -1502983.599129 + Penalty 3028.271600 = -1499955.327529 nChanged 172 SP:Iteration 12Q (1875.746920 sec): 3 clusters Score: Raw -1503095.313686 + Penalty 3028.271600 = -1500067.042086 nChanged 127 SP:Iteration 13Q (1875.803796 sec): 3 clusters Score: Raw -1503172.559398 + Penalty 3028.271600 = -1500144.287798 nChanged 77 SP:Iteration 14Q (1875.864253 sec): 3 clusters Score: Raw -1503215.606408 + Penalty 3028.271600 = -1500187.334809 nChanged 65 SP:Iteration 15Q (1875.924903 sec): 3 clusters Score: Raw -1503250.040395 + Penalty 3028.271600 = -1500221.768796 nChanged 55 SP:Iteration 16Q (1875.984145 sec): 3 clusters Score: Raw -1503278.454678 + Penalty 3028.271600 = -1500250.183078 nChanged 38 SP:Iteration 17Q (1876.044976 sec): 3 clusters Score: Raw -1503300.742818 + Penalty 3028.271600 = -1500272.471219 nChanged 34 SP:Iteration 18Q (1876.107829 sec): 3 clusters Score: Raw -1503321.815180 + Penalty 3028.271600 = -1500293.543580 nChanged 32 SP:Iteration 19Q (1876.181620 sec): 3 clusters Score: Raw -1503344.645526 + Penalty 3028.271600 = -1500316.373926 nChanged 29 SP:Iteration 20F (1876.239002 sec): 3 clusters Score: Raw -1503361.658029 + Penalty 3028.271600 = -1500333.386429 nChanged 20 SP:Iteration 21Q (1876.308328 sec): 3 clusters Score: Raw -1503378.098106 + Penalty 3028.271600 = -1500349.826506 nChanged 17 SP:Iteration 22Q (1876.372244 sec): 3 clusters Score: Raw -1503388.655359 + Penalty 3028.271600 = -1500360.383759 nChanged 8 SP:Iteration 23Q (1876.436700 sec): 3 clusters Score: Raw -1503394.481083 + Penalty 3028.271600 = -1500366.209483 nChanged 7 SP:Iteration 24Q (1876.490038 sec): 3 clusters Score: Raw -1503397.125512 + Penalty 3028.271600 = -1500368.853912 nChanged 2 SP:Iteration 25Q (1876.559978 sec): 3 clusters Score: Raw -1503397.465911 + Penalty 3028.271600 = -1500369.194311 nChanged 1 SP:Iteration 26Q (1876.610798 sec): 3 clusters Score: Raw -1503398.097330 + Penalty 3028.271600 = -1500369.825730 nChanged 3 SP:Iteration 27Q (1876.673968 sec): 3 clusters Score: Raw -1503400.551896 + Penalty 3028.271600 = -1500372.280296 nChanged 3 SP:Iteration 28Q (1876.748051 sec): 3 clusters Score: Raw -1503401.776688 + Penalty 3028.271600 = -1500373.505088 nChanged 4 SP:Iteration 29Q (1876.801987 sec): 3 clusters Score: Raw -1503405.323555 + Penalty 3028.271600 = -1500377.051955 nChanged 6 SP:Iteration 30Q (1876.865029 sec): 3 clusters Score: Raw -1503408.961913 + Penalty 3028.271600 = -1500380.690314 nChanged 6 SP:Iteration 31Q (1876.928101 sec): 3 clusters Score: Raw -1503412.962111 + Penalty 3028.271600 = -1500384.690511 nChanged 6 SP:Iteration 32Q (1876.991706 sec): 3 clusters Score: Raw -1503415.588899 + Penalty 3028.271600 = -1500387.317299 nChanged 3 SP:Iteration 33Q (1877.065608 sec): 3 clusters Score: Raw -1503416.868058 + Penalty 3028.271600 = -1500388.596458 nChanged 2 SP:Iteration 34Q (1877.129284 sec): 3 clusters Score: Raw -1503417.510932 + Penalty 3028.271600 = -1500389.239332 nChanged 2 SP:Iteration 35Q (1877.183470 sec): 3 clusters Score: Raw -1503418.021932 + Penalty 3028.271600 = -1500389.750332 nChanged 0 SP:Iteration 36F (1877.249782 sec): 3 clusters Score: Raw -1503418.021932 + Penalty 3028.271600 = -1500389.750332 nChanged 0 Trying to split cluster 3 (84940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1877.394288 sec): 2 clusters Score: Raw -11535062.386285 + Penalty 1844.326316 = -11533218.059969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1877.571082 sec): 3 clusters Score: Raw -11480294.464939 + Penalty 3688.652631 = -11476605.812307 nChanged 40514 SP:Iteration 1F (1877.762980 sec): 3 clusters Score: Raw -11504837.054909 + Penalty 3688.652631 = -11501148.402277 nChanged 4269 SP:Iteration 2F (1877.950603 sec): 3 clusters Score: Raw -11506873.655784 + Penalty 3688.652631 = -11503185.003153 nChanged 4657 SP:Iteration 3F (1878.121828 sec): 3 clusters Score: Raw -11509389.660430 + Penalty 3688.652631 = -11505701.007799 nChanged 5067 SP:Iteration 4F (1878.308258 sec): 3 clusters Score: Raw -11512315.737026 + Penalty 3688.652631 = -11508627.084395 nChanged 5328 SP:Iteration 5F (1878.488189 sec): 3 clusters Score: Raw -11515462.657705 + Penalty 3688.652631 = -11511774.005074 nChanged 5172 SP:Iteration 6F (1878.664305 sec): 3 clusters Score: Raw -11518603.860142 + Penalty 3688.652631 = -11514915.207510 nChanged 4749 SP:Iteration 7F (1878.840430 sec): 3 clusters Score: Raw -11521342.122274 + Penalty 3688.652631 = -11517653.469643 nChanged 4026 SP:Iteration 8Q (1879.039852 sec): 3 clusters Score: Raw -11523331.426251 + Penalty 3688.652631 = -11519642.773620 nChanged 3108 SP:Iteration 9Q (1879.220898 sec): 3 clusters Score: Raw -11524447.306116 + Penalty 3688.652631 = -11520758.653485 nChanged 2099 SP:Iteration 10Q (1879.405545 sec): 3 clusters Score: Raw -11524988.698031 + Penalty 3688.652631 = -11521300.045400 nChanged 1480 SP:Iteration 11Q (1879.607937 sec): 3 clusters Score: Raw -11525271.492856 + Penalty 3688.652631 = -11521582.840225 nChanged 1056 SP:Iteration 12Q (1879.791398 sec): 3 clusters Score: Raw -11525439.684817 + Penalty 3688.652631 = -11521751.032186 nChanged 843 SP:Iteration 13Q (1879.983626 sec): 3 clusters Score: Raw -11525559.171535 + Penalty 3688.652631 = -11521870.518904 nChanged 690 SP:Iteration 14Q (1880.164926 sec): 3 clusters Score: Raw -11525661.471479 + Penalty 3688.652631 = -11521972.818848 nChanged 671 SP:Iteration 15Q (1880.349120 sec): 3 clusters Score: Raw -11525763.290118 + Penalty 3688.652631 = -11522074.637487 nChanged 683 SP:Iteration 16Q (1880.534263 sec): 3 clusters Score: Raw -11525853.443421 + Penalty 3688.652631 = -11522164.790790 nChanged 612 SP:Iteration 17Q (1880.721993 sec): 3 clusters Score: Raw -11525936.750018 + Penalty 3688.652631 = -11522248.097386 nChanged 633 SP:Iteration 18Q (1880.904983 sec): 3 clusters Score: Raw -11526028.475342 + Penalty 3688.652631 = -11522339.822711 nChanged 652 SP:Iteration 19Q (1881.090010 sec): 3 clusters Score: Raw -11526123.756749 + Penalty 3688.652631 = -11522435.104118 nChanged 664 SP:Iteration 20F (1881.286894 sec): 3 clusters Score: Raw -11526221.476564 + Penalty 3688.652631 = -11522532.823933 nChanged 642 SP:Iteration 21Q (1881.474792 sec): 3 clusters Score: Raw -11526312.910090 + Penalty 3688.652631 = -11522624.257459 nChanged 672 SP:Iteration 22Q (1881.661179 sec): 3 clusters Score: Raw -11526413.130757 + Penalty 3688.652631 = -11522724.478126 nChanged 717 SP:Iteration 23Q (1881.838308 sec): 3 clusters Score: Raw -11526519.975455 + Penalty 3688.652631 = -11522831.322824 nChanged 718 SP:Iteration 24Q (1882.015541 sec): 3 clusters Score: Raw -11526635.323923 + Penalty 3688.652631 = -11522946.671291 nChanged 765 SP:Iteration 25Q (1882.192823 sec): 3 clusters Score: Raw -11526769.948336 + Penalty 3688.652631 = -11523081.295705 nChanged 823 SP:Iteration 26Q (1882.367840 sec): 3 clusters Score: Raw -11526922.283533 + Penalty 3688.652631 = -11523233.630902 nChanged 892 SP:Iteration 27Q (1882.542516 sec): 3 clusters Score: Raw -11527099.229768 + Penalty 3688.652631 = -11523410.577137 nChanged 927 SP:Iteration 28Q (1882.716833 sec): 3 clusters Score: Raw -11527295.751515 + Penalty 3688.652631 = -11523607.098884 nChanged 1013 SP:Iteration 29Q (1882.891920 sec): 3 clusters Score: Raw -11527521.404446 + Penalty 3688.652631 = -11523832.751814 nChanged 1079 SP:Iteration 30Q (1883.065172 sec): 3 clusters Score: Raw -11527789.905701 + Penalty 3688.652631 = -11524101.253070 nChanged 1125 SP:Iteration 31Q (1883.229912 sec): 3 clusters Score: Raw -11528081.588118 + Penalty 3688.652631 = -11524392.935486 nChanged 1195 SP:Iteration 32Q (1883.403148 sec): 3 clusters Score: Raw -11528409.830726 + Penalty 3688.652631 = -11524721.178095 nChanged 1238 SP:Iteration 33Q (1883.579417 sec): 3 clusters Score: Raw -11528761.113961 + Penalty 3688.652631 = -11525072.461330 nChanged 1316 SP:Iteration 34Q (1883.749036 sec): 3 clusters Score: Raw -11529164.969248 + Penalty 3688.652631 = -11525476.316617 nChanged 1334 SP:Iteration 35Q (1883.925473 sec): 3 clusters Score: Raw -11529593.444806 + Penalty 3688.652631 = -11525904.792174 nChanged 1395 SP:Iteration 36Q (1884.094762 sec): 3 clusters Score: Raw -11530056.930880 + Penalty 3688.652631 = -11526368.278249 nChanged 1378 SP:Iteration 37Q (1884.274418 sec): 3 clusters Score: Raw -11530528.951609 + Penalty 3688.652631 = -11526840.298978 nChanged 1357 SP:Iteration 38Q (1884.444178 sec): 3 clusters Score: Raw -11531002.015559 + Penalty 3688.652631 = -11527313.362928 nChanged 1319 SP:Iteration 39Q (1884.625114 sec): 3 clusters Score: Raw -11531482.307222 + Penalty 3688.652631 = -11527793.654591 nChanged 1314 SP:Iteration 40F (1884.802436 sec): 3 clusters Score: Raw -11531979.257960 + Penalty 3688.652631 = -11528290.605328 nChanged 1214 SP:Iteration 41Q (1884.966749 sec): 3 clusters Score: Raw -11532452.740877 + Penalty 3688.652631 = -11528764.088246 nChanged 1172 SP:Iteration 42Q (1885.130350 sec): 3 clusters Score: Raw -11532936.310622 + Penalty 3688.652631 = -11529247.657991 nChanged 1107 SP:Iteration 43Q (1885.283214 sec): 3 clusters Score: Raw -11533411.753945 + Penalty 3688.652631 = -11529723.101314 nChanged 1012 SP:Iteration 44Q (1885.441686 sec): 3 clusters Score: Raw -11533867.971804 + Penalty 3688.652631 = -11530179.319172 nChanged 928 SP:Iteration 45Q (1885.600019 sec): 3 clusters Score: Raw -11534290.256148 + Penalty 3688.652631 = -11530601.603516 nChanged 829 SP:Iteration 46Q (1885.756037 sec): 3 clusters Score: Raw -11534673.187278 + Penalty 3688.652631 = -11530984.534647 nChanged 674 SP:Iteration 47Q (1885.908492 sec): 3 clusters Score: Raw -11534979.035023 + Penalty 3688.652631 = -11531290.382391 nChanged 560 SP:Iteration 48Q (1886.062665 sec): 3 clusters Score: Raw -11535207.575044 + Penalty 3688.652631 = -11531518.922413 nChanged 471 SP:Iteration 49Q (1886.216593 sec): 3 clusters Score: Raw -11535401.295656 + Penalty 3688.652631 = -11531712.643025 nChanged 387 SP:Iteration 50Q (1886.362801 sec): 3 clusters Score: Raw -11535549.829922 + Penalty 3688.652631 = -11531861.177291 nChanged 288 SP:Iteration 51Q (1886.515433 sec): 3 clusters Score: Raw -11535651.026439 + Penalty 3688.652631 = -11531962.373808 nChanged 238 SP:Iteration 52Q (1886.665307 sec): 3 clusters Score: Raw -11535731.598891 + Penalty 3688.652631 = -11532042.946260 nChanged 180 SP:Iteration 53Q (1886.815908 sec): 3 clusters Score: Raw -11535791.797356 + Penalty 3688.652631 = -11532103.144725 nChanged 151 SP:Iteration 54Q (1886.965438 sec): 3 clusters Score: Raw -11535843.295648 + Penalty 3688.652631 = -11532154.643016 nChanged 138 SP:Iteration 55Q (1887.113673 sec): 3 clusters Score: Raw -11535893.142548 + Penalty 3688.652631 = -11532204.489917 nChanged 142 SP:Iteration 56Q (1887.261260 sec): 3 clusters Score: Raw -11535941.732464 + Penalty 3688.652631 = -11532253.079832 nChanged 133 SP:Iteration 57Q (1887.401844 sec): 3 clusters Score: Raw -11535986.097671 + Penalty 3688.652631 = -11532297.445040 nChanged 106 SP:Iteration 58Q (1887.550424 sec): 3 clusters Score: Raw -11536027.432903 + Penalty 3688.652631 = -11532338.780272 nChanged 93 SP:Iteration 59Q (1887.687294 sec): 3 clusters Score: Raw -11536057.854516 + Penalty 3688.652631 = -11532369.201885 nChanged 64 SP:Iteration 60F (1887.850091 sec): 3 clusters Score: Raw -11536076.484710 + Penalty 3688.652631 = -11532387.832078 nChanged 53 SP:Iteration 61Q (1887.997997 sec): 3 clusters Score: Raw -11536090.559109 + Penalty 3688.652631 = -11532401.906477 nChanged 46 SP:Iteration 62Q (1888.132848 sec): 3 clusters Score: Raw -11536102.294933 + Penalty 3688.652631 = -11532413.642302 nChanged 35 SP:Iteration 63Q (1888.279203 sec): 3 clusters Score: Raw -11536112.535914 + Penalty 3688.652631 = -11532423.883283 nChanged 33 SP:Iteration 64Q (1888.417911 sec): 3 clusters Score: Raw -11536119.806760 + Penalty 3688.652631 = -11532431.154129 nChanged 30 SP:Iteration 65Q (1888.565194 sec): 3 clusters Score: Raw -11536126.104958 + Penalty 3688.652631 = -11532437.452327 nChanged 23 SP:Iteration 66Q (1888.711877 sec): 3 clusters Score: Raw -11536130.580325 + Penalty 3688.652631 = -11532441.927693 nChanged 22 SP:Iteration 67Q (1888.861670 sec): 3 clusters Score: Raw -11536135.965084 + Penalty 3688.652631 = -11532447.312453 nChanged 32 SP:Iteration 68Q (1889.007512 sec): 3 clusters Score: Raw -11536141.397302 + Penalty 3688.652631 = -11532452.744670 nChanged 26 SP:Iteration 69Q (1889.172723 sec): 3 clusters Score: Raw -11536146.550267 + Penalty 3688.652631 = -11532457.897636 nChanged 25 SP:Iteration 70Q (1889.330401 sec): 3 clusters Score: Raw -11536151.658016 + Penalty 3688.652631 = -11532463.005384 nChanged 16 SP:Iteration 71Q (1889.502427 sec): 3 clusters Score: Raw -11536156.173680 + Penalty 3688.652631 = -11532467.521049 nChanged 19 SP:Iteration 72Q (1889.652952 sec): 3 clusters Score: Raw -11536159.876869 + Penalty 3688.652631 = -11532471.224238 nChanged 13 SP:Iteration 73Q (1889.809892 sec): 3 clusters Score: Raw -11536161.842644 + Penalty 3688.652631 = -11532473.190012 nChanged 11 SP:Iteration 74Q (1889.981017 sec): 3 clusters Score: Raw -11536163.245463 + Penalty 3688.652631 = -11532474.592831 nChanged 9 SP:Iteration 75Q (1890.129756 sec): 3 clusters Score: Raw -11536164.841097 + Penalty 3688.652631 = -11532476.188465 nChanged 11 SP:Iteration 76Q (1890.286367 sec): 3 clusters Score: Raw -11536166.563062 + Penalty 3688.652631 = -11532477.910431 nChanged 12 SP:Iteration 77Q (1890.444124 sec): 3 clusters Score: Raw -11536168.654709 + Penalty 3688.652631 = -11532480.002078 nChanged 17 SP:Iteration 78Q (1890.596825 sec): 3 clusters Score: Raw -11536172.251530 + Penalty 3688.652631 = -11532483.598899 nChanged 23 SP:Iteration 79Q (1890.765168 sec): 3 clusters Score: Raw -11536176.153230 + Penalty 3688.652631 = -11532487.500599 nChanged 26 SP:Iteration 80F (1890.940872 sec): 3 clusters Score: Raw -11536180.783503 + Penalty 3688.652631 = -11532492.130872 nChanged 18 SP:Iteration 81Q (1891.104540 sec): 3 clusters Score: Raw -11536183.472077 + Penalty 3688.652631 = -11532494.819446 nChanged 14 SP:Iteration 82Q (1891.259344 sec): 3 clusters Score: Raw -11536185.555058 + Penalty 3688.652631 = -11532496.902427 nChanged 14 SP:Iteration 83Q (1891.417576 sec): 3 clusters Score: Raw -11536187.824054 + Penalty 3688.652631 = -11532499.171422 nChanged 12 SP:Iteration 84Q (1891.563389 sec): 3 clusters Score: Raw -11536188.962891 + Penalty 3688.652631 = -11532500.310259 nChanged 5 SP:Iteration 85Q (1891.719159 sec): 3 clusters Score: Raw -11536190.106672 + Penalty 3688.652631 = -11532501.454041 nChanged 11 SP:Iteration 86Q (1891.869880 sec): 3 clusters Score: Raw -11536191.947023 + Penalty 3688.652631 = -11532503.294392 nChanged 14 SP:Iteration 87Q (1892.027436 sec): 3 clusters Score: Raw -11536193.967762 + Penalty 3688.652631 = -11532505.315130 nChanged 14 SP:Iteration 88Q (1892.179355 sec): 3 clusters Score: Raw -11536196.299601 + Penalty 3688.652631 = -11532507.646970 nChanged 10 SP:Iteration 89Q (1892.337083 sec): 3 clusters Score: Raw -11536198.304373 + Penalty 3688.652631 = -11532509.651742 nChanged 13 SP:Iteration 90Q (1892.493129 sec): 3 clusters Score: Raw -11536200.224539 + Penalty 3688.652631 = -11532511.571908 nChanged 13 SP:Iteration 91Q (1892.656812 sec): 3 clusters Score: Raw -11536201.742873 + Penalty 3688.652631 = -11532513.090242 nChanged 6 SP:Iteration 92Q (1892.807679 sec): 3 clusters Score: Raw -11536202.649719 + Penalty 3688.652631 = -11532513.997087 nChanged 9 SP:Iteration 93Q (1892.980063 sec): 3 clusters Score: Raw -11536204.512299 + Penalty 3688.652631 = -11532515.859668 nChanged 9 SP:Iteration 94Q (1893.129604 sec): 3 clusters Score: Raw -11536206.025304 + Penalty 3688.652631 = -11532517.372673 nChanged 12 SP:Iteration 95Q (1893.301190 sec): 3 clusters Score: Raw -11536208.052141 + Penalty 3688.652631 = -11532519.399510 nChanged 8 SP:Iteration 96Q (1893.452804 sec): 3 clusters Score: Raw -11536209.771458 + Penalty 3688.652631 = -11532521.118826 nChanged 14 SP:Iteration 97Q (1893.611938 sec): 3 clusters Score: Raw -11536213.466990 + Penalty 3688.652631 = -11532524.814358 nChanged 20 SP:Iteration 98Q (1893.780293 sec): 3 clusters Score: Raw -11536217.945007 + Penalty 3688.652631 = -11532529.292376 nChanged 22 SP:Iteration 99Q (1893.931410 sec): 3 clusters Score: Raw -11536222.365418 + Penalty 3688.652631 = -11532533.712786 nChanged 19 SP:Iteration 100F (1894.120883 sec): 3 clusters Score: Raw -11536227.358499 + Penalty 3688.652631 = -11532538.705867 nChanged 20 SP:Iteration 101Q (1894.275919 sec): 3 clusters Score: Raw -11536231.614112 + Penalty 3688.652631 = -11532542.961480 nChanged 16 SP:Iteration 102Q (1894.434025 sec): 3 clusters Score: Raw -11536234.123798 + Penalty 3688.652631 = -11532545.471166 nChanged 10 SP:Iteration 103Q (1894.593556 sec): 3 clusters Score: Raw -11536235.386511 + Penalty 3688.652631 = -11532546.733880 nChanged 6 SP:Iteration 104Q (1894.753348 sec): 3 clusters Score: Raw -11536236.515806 + Penalty 3688.652631 = -11532547.863174 nChanged 7 SP:Iteration 105Q (1894.916685 sec): 3 clusters Score: Raw -11536237.795152 + Penalty 3688.652631 = -11532549.142521 nChanged 7 SP:Iteration 106Q (1895.065970 sec): 3 clusters Score: Raw -11536239.174421 + Penalty 3688.652631 = -11532550.521790 nChanged 7 SP:Iteration 107Q (1895.227114 sec): 3 clusters Score: Raw -11536240.050940 + Penalty 3688.652631 = -11532551.398309 nChanged 5 SP:Iteration 108Q (1895.366224 sec): 3 clusters Score: Raw -11536240.558570 + Penalty 3688.652631 = -11532551.905938 nChanged 5 SP:Iteration 109Q (1895.491076 sec): 3 clusters Score: Raw -11536241.272547 + Penalty 3688.652631 = -11532552.619916 nChanged 5 SP:Iteration 110Q (1895.646240 sec): 3 clusters Score: Raw -11536242.091829 + Penalty 3688.652631 = -11532553.439198 nChanged 3 SP:Iteration 111Q (1895.807744 sec): 3 clusters Score: Raw -11536242.469175 + Penalty 3688.652631 = -11532553.816544 nChanged 1 SP:Iteration 112Q (1895.968336 sec): 3 clusters Score: Raw -11536242.686309 + Penalty 3688.652631 = -11532554.033678 nChanged 2 SP:Iteration 113Q (1896.125040 sec): 3 clusters Score: Raw -11536242.989586 + Penalty 3688.652631 = -11532554.336955 nChanged 0 SP:Iteration 114F (1896.308074 sec): 3 clusters Score: Raw -11536242.989586 + Penalty 3688.652631 = -11532554.336955 nChanged 0 Trying to split cluster 4 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1896.348949 sec): 2 clusters Score: Raw -58411.801545 + Penalty 1011.812209 = -57399.989337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1896.397439 sec): 3 clusters Score: Raw -58390.015782 + Penalty 2023.624418 = -56366.391364 nChanged 130 SP:Iteration 1F (1896.433122 sec): 3 clusters Score: Raw -58588.289293 + Penalty 2023.624418 = -56564.664876 nChanged 39 SP:Iteration 2F (1896.488560 sec): 3 clusters Score: Raw -58663.109279 + Penalty 2023.624418 = -56639.484861 nChanged 22 SP:Iteration 3Q (1896.525558 sec): 3 clusters Score: Raw -58701.796497 + Penalty 2023.624418 = -56678.172080 nChanged 17 SP:Iteration 4Q (1896.571229 sec): 3 clusters Score: Raw -58727.260178 + Penalty 2023.624418 = -56703.635761 nChanged 9 SP:Iteration 5Q (1896.613235 sec): 3 clusters Score: Raw -58748.107493 + Penalty 2023.624418 = -56724.483076 nChanged 7 SP:Iteration 6Q (1896.668376 sec): 3 clusters Score: Raw -58765.596681 + Penalty 2023.624418 = -56741.972263 nChanged 4 SP:Iteration 7Q (1896.715496 sec): 3 clusters Score: Raw -58774.954404 + Penalty 2023.624418 = -56751.329986 nChanged 1 SP:Iteration 8Q (1896.751385 sec): 3 clusters Score: Raw -58785.266277 + Penalty 2023.624418 = -56761.641860 nChanged 4 SP:Iteration 9Q (1896.807006 sec): 3 clusters Score: Raw -58797.790308 + Penalty 2023.624418 = -56774.165890 nChanged 6 SP:Iteration 10Q (1896.844356 sec): 3 clusters Score: Raw -58805.083135 + Penalty 2023.624418 = -56781.458718 nChanged 3 SP:Iteration 11Q (1896.873749 sec): 3 clusters Score: Raw -58808.945954 + Penalty 2023.624418 = -56785.321537 nChanged 2 SP:Iteration 12Q (1896.877204 sec): 3 clusters Score: Raw -58810.284624 + Penalty 2023.624418 = -56786.660206 nChanged 0 SP:Iteration 13F (1896.880275 sec): 3 clusters Score: Raw -58810.284624 + Penalty 2023.624418 = -56786.660206 nChanged 0 Trying to split cluster 5 (11100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1896.932240 sec): 2 clusters Score: Raw -1484354.750568 + Penalty 1513.638813 = -1482841.111755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1897.001255 sec): 3 clusters Score: Raw -1477988.382963 + Penalty 3027.277626 = -1474961.105337 nChanged 4888 SP:Iteration 1F (1897.058571 sec): 3 clusters Score: Raw -1481008.043328 + Penalty 3027.277626 = -1477980.765702 nChanged 919 SP:Iteration 2F (1897.133797 sec): 3 clusters Score: Raw -1481737.183912 + Penalty 3027.277626 = -1478709.906286 nChanged 901 SP:Iteration 3F (1897.184839 sec): 3 clusters Score: Raw -1482437.553389 + Penalty 3027.277626 = -1479410.275763 nChanged 776 SP:Iteration 4F (1897.260869 sec): 3 clusters Score: Raw -1483006.674160 + Penalty 3027.277626 = -1479979.396534 nChanged 695 SP:Iteration 5F (1897.329508 sec): 3 clusters Score: Raw -1483426.562103 + Penalty 3027.277626 = -1480399.284477 nChanged 491 SP:Iteration 6Q (1897.378914 sec): 3 clusters Score: Raw -1483662.559921 + Penalty 3027.277626 = -1480635.282295 nChanged 360 SP:Iteration 7Q (1897.455695 sec): 3 clusters Score: Raw -1483810.698710 + Penalty 3027.277626 = -1480783.421085 nChanged 243 SP:Iteration 8Q (1897.512230 sec): 3 clusters Score: Raw -1483887.354538 + Penalty 3027.277626 = -1480860.076912 nChanged 194 SP:Iteration 9Q (1897.577695 sec): 3 clusters Score: Raw -1483938.861967 + Penalty 3027.277626 = -1480911.584341 nChanged 124 SP:Iteration 10Q (1897.643719 sec): 3 clusters Score: Raw -1483969.971609 + Penalty 3027.277626 = -1480942.693983 nChanged 102 SP:Iteration 11Q (1897.709675 sec): 3 clusters Score: Raw -1483997.106666 + Penalty 3027.277626 = -1480969.829040 nChanged 86 SP:Iteration 12Q (1897.785351 sec): 3 clusters Score: Raw -1484013.228129 + Penalty 3027.277626 = -1480985.950503 nChanged 69 SP:Iteration 13Q (1897.842584 sec): 3 clusters Score: Raw -1484026.355933 + Penalty 3027.277626 = -1480999.078307 nChanged 70 SP:Iteration 14Q (1897.909164 sec): 3 clusters Score: Raw -1484040.544478 + Penalty 3027.277626 = -1481013.266852 nChanged 67 SP:Iteration 15Q (1897.974479 sec): 3 clusters Score: Raw -1484058.106149 + Penalty 3027.277626 = -1481030.828523 nChanged 71 SP:Iteration 16Q (1898.039600 sec): 3 clusters Score: Raw -1484075.182027 + Penalty 3027.277626 = -1481047.904401 nChanged 57 SP:Iteration 17Q (1898.095477 sec): 3 clusters Score: Raw -1484091.540598 + Penalty 3027.277626 = -1481064.262972 nChanged 50 SP:Iteration 18Q (1898.174061 sec): 3 clusters Score: Raw -1484104.312674 + Penalty 3027.277626 = -1481077.035048 nChanged 48 SP:Iteration 19Q (1898.232377 sec): 3 clusters Score: Raw -1484115.616487 + Penalty 3027.277626 = -1481088.338861 nChanged 42 SP:Iteration 20F (1898.309199 sec): 3 clusters Score: Raw -1484125.990381 + Penalty 3027.277626 = -1481098.712755 nChanged 44 SP:Iteration 21Q (1898.377162 sec): 3 clusters Score: Raw -1484134.338573 + Penalty 3027.277626 = -1481107.060947 nChanged 35 SP:Iteration 22Q (1898.435425 sec): 3 clusters Score: Raw -1484141.839497 + Penalty 3027.277626 = -1481114.561871 nChanged 37 SP:Iteration 23Q (1898.503285 sec): 3 clusters Score: Raw -1484151.060042 + Penalty 3027.277626 = -1481123.782416 nChanged 49 SP:Iteration 24Q (1898.580270 sec): 3 clusters Score: Raw -1484161.681203 + Penalty 3027.277626 = -1481134.403577 nChanged 47 SP:Iteration 25Q (1898.648074 sec): 3 clusters Score: Raw -1484172.464219 + Penalty 3027.277626 = -1481145.186594 nChanged 42 SP:Iteration 26Q (1898.706421 sec): 3 clusters Score: Raw -1484185.971589 + Penalty 3027.277626 = -1481158.693963 nChanged 55 SP:Iteration 27Q (1898.785645 sec): 3 clusters Score: Raw -1484200.153043 + Penalty 3027.277626 = -1481172.875417 nChanged 57 SP:Iteration 28Q (1898.843907 sec): 3 clusters Score: Raw -1484211.702008 + Penalty 3027.277626 = -1481184.424382 nChanged 46 SP:Iteration 29Q (1898.921244 sec): 3 clusters Score: Raw -1484222.653525 + Penalty 3027.277626 = -1481195.375899 nChanged 50 SP:Iteration 30Q (1898.979536 sec): 3 clusters Score: Raw -1484235.655394 + Penalty 3027.277626 = -1481208.377768 nChanged 45 SP:Iteration 31Q (1899.056464 sec): 3 clusters Score: Raw -1484246.360472 + Penalty 3027.277626 = -1481219.082846 nChanged 52 SP:Iteration 32Q (1899.114473 sec): 3 clusters Score: Raw -1484258.201894 + Penalty 3027.277626 = -1481230.924268 nChanged 57 SP:Iteration 33Q (1899.190208 sec): 3 clusters Score: Raw -1484271.249000 + Penalty 3027.277626 = -1481243.971374 nChanged 46 SP:Iteration 34Q (1899.248350 sec): 3 clusters Score: Raw -1484283.382101 + Penalty 3027.277626 = -1481256.104475 nChanged 44 SP:Iteration 35Q (1899.313109 sec): 3 clusters Score: Raw -1484295.125963 + Penalty 3027.277626 = -1481267.848337 nChanged 47 SP:Iteration 36Q (1899.377905 sec): 3 clusters Score: Raw -1484308.939342 + Penalty 3027.277626 = -1481281.661716 nChanged 45 SP:Iteration 37Q (1899.442009 sec): 3 clusters Score: Raw -1484319.657915 + Penalty 3027.277626 = -1481292.380289 nChanged 38 SP:Iteration 38Q (1899.508386 sec): 3 clusters Score: Raw -1484329.848039 + Penalty 3027.277626 = -1481302.570413 nChanged 53 SP:Iteration 39Q (1899.578991 sec): 3 clusters Score: Raw -1484342.860868 + Penalty 3027.277626 = -1481315.583242 nChanged 62 SP:Iteration 40F (1899.635175 sec): 3 clusters Score: Raw -1484363.041227 + Penalty 3027.277626 = -1481335.763601 nChanged 67 SP:Iteration 41Q (1899.711504 sec): 3 clusters Score: Raw -1484388.111620 + Penalty 3027.277626 = -1481360.833994 nChanged 74 SP:Iteration 42Q (1899.764197 sec): 3 clusters Score: Raw -1484409.935296 + Penalty 3027.277626 = -1481382.657670 nChanged 64 SP:Iteration 43Q (1899.830683 sec): 3 clusters Score: Raw -1484429.724208 + Penalty 3027.277626 = -1481402.446582 nChanged 62 SP:Iteration 44Q (1899.895396 sec): 3 clusters Score: Raw -1484450.708360 + Penalty 3027.277626 = -1481423.430734 nChanged 55 SP:Iteration 45Q (1899.961523 sec): 3 clusters Score: Raw -1484466.273015 + Penalty 3027.277626 = -1481438.995389 nChanged 45 SP:Iteration 46Q (1900.016772 sec): 3 clusters Score: Raw -1484479.393421 + Penalty 3027.277626 = -1481452.115795 nChanged 45 SP:Iteration 47Q (1900.088683 sec): 3 clusters Score: Raw -1484490.782613 + Penalty 3027.277626 = -1481463.504987 nChanged 37 SP:Iteration 48Q (1900.155626 sec): 3 clusters Score: Raw -1484500.115245 + Penalty 3027.277626 = -1481472.837619 nChanged 33 SP:Iteration 49Q (1900.212068 sec): 3 clusters Score: Raw -1484507.329231 + Penalty 3027.277626 = -1481480.051605 nChanged 26 SP:Iteration 50Q (1900.284291 sec): 3 clusters Score: Raw -1484511.470865 + Penalty 3027.277626 = -1481484.193239 nChanged 19 SP:Iteration 51Q (1900.348528 sec): 3 clusters Score: Raw -1484515.084625 + Penalty 3027.277626 = -1481487.806999 nChanged 25 SP:Iteration 52Q (1900.407990 sec): 3 clusters Score: Raw -1484519.436018 + Penalty 3027.277626 = -1481492.158392 nChanged 23 SP:Iteration 53Q (1900.459027 sec): 3 clusters Score: Raw -1484523.820536 + Penalty 3027.277626 = -1481496.542910 nChanged 26 SP:Iteration 54Q (1900.530004 sec): 3 clusters Score: Raw -1484529.473517 + Penalty 3027.277626 = -1481502.195891 nChanged 24 SP:Iteration 55Q (1900.586181 sec): 3 clusters Score: Raw -1484534.984732 + Penalty 3027.277626 = -1481507.707106 nChanged 20 SP:Iteration 56Q (1900.656106 sec): 3 clusters Score: Raw -1484539.936500 + Penalty 3027.277626 = -1481512.658874 nChanged 20 SP:Iteration 57Q (1900.715954 sec): 3 clusters Score: Raw -1484544.552145 + Penalty 3027.277626 = -1481517.274519 nChanged 21 SP:Iteration 58Q (1900.781031 sec): 3 clusters Score: Raw -1484548.863193 + Penalty 3027.277626 = -1481521.585567 nChanged 21 SP:Iteration 59Q (1900.843834 sec): 3 clusters Score: Raw -1484553.752492 + Penalty 3027.277626 = -1481526.474867 nChanged 24 SP:Iteration 60F (1900.906590 sec): 3 clusters Score: Raw -1484558.285176 + Penalty 3027.277626 = -1481531.007550 nChanged 23 SP:Iteration 61Q (1900.969681 sec): 3 clusters Score: Raw -1484564.127716 + Penalty 3027.277626 = -1481536.850090 nChanged 26 SP:Iteration 62Q (1901.023097 sec): 3 clusters Score: Raw -1484569.485309 + Penalty 3027.277626 = -1481542.207683 nChanged 22 SP:Iteration 63Q (1901.092130 sec): 3 clusters Score: Raw -1484573.795536 + Penalty 3027.277626 = -1481546.517910 nChanged 18 SP:Iteration 64Q (1901.158977 sec): 3 clusters Score: Raw -1484577.266975 + Penalty 3027.277626 = -1481549.989349 nChanged 15 SP:Iteration 65Q (1901.215615 sec): 3 clusters Score: Raw -1484580.019128 + Penalty 3027.277626 = -1481552.741502 nChanged 8 SP:Iteration 66Q (1901.278579 sec): 3 clusters Score: Raw -1484581.423455 + Penalty 3027.277626 = -1481554.145829 nChanged 10 SP:Iteration 67Q (1901.339703 sec): 3 clusters Score: Raw -1484584.033555 + Penalty 3027.277626 = -1481556.755929 nChanged 13 SP:Iteration 68Q (1901.395418 sec): 3 clusters Score: Raw -1484586.703552 + Penalty 3027.277626 = -1481559.425926 nChanged 14 SP:Iteration 69Q (1901.466560 sec): 3 clusters Score: Raw -1484589.250651 + Penalty 3027.277626 = -1481561.973025 nChanged 11 SP:Iteration 70Q (1901.526322 sec): 3 clusters Score: Raw -1484592.011431 + Penalty 3027.277626 = -1481564.733805 nChanged 16 SP:Iteration 71Q (1901.590893 sec): 3 clusters Score: Raw -1484595.472525 + Penalty 3027.277626 = -1481568.194899 nChanged 21 SP:Iteration 72Q (1901.657771 sec): 3 clusters Score: Raw -1484600.249337 + Penalty 3027.277626 = -1481572.971711 nChanged 20 SP:Iteration 73Q (1901.724973 sec): 3 clusters Score: Raw -1484604.685517 + Penalty 3027.277626 = -1481577.407891 nChanged 25 SP:Iteration 74Q (1901.787182 sec): 3 clusters Score: Raw -1484609.719674 + Penalty 3027.277626 = -1481582.442048 nChanged 13 SP:Iteration 75Q (1901.848325 sec): 3 clusters Score: Raw -1484611.948525 + Penalty 3027.277626 = -1481584.670899 nChanged 11 SP:Iteration 76Q (1901.917525 sec): 3 clusters Score: Raw -1484614.241940 + Penalty 3027.277626 = -1481586.964314 nChanged 14 SP:Iteration 77Q (1901.974470 sec): 3 clusters Score: Raw -1484617.293118 + Penalty 3027.277626 = -1481590.015492 nChanged 10 SP:Iteration 78Q (1902.042972 sec): 3 clusters Score: Raw -1484619.335709 + Penalty 3027.277626 = -1481592.058083 nChanged 10 SP:Iteration 79Q (1902.108009 sec): 3 clusters Score: Raw -1484620.928886 + Penalty 3027.277626 = -1481593.651260 nChanged 7 SP:Iteration 80F (1902.175727 sec): 3 clusters Score: Raw -1484623.015399 + Penalty 3027.277626 = -1481595.737773 nChanged 10 SP:Iteration 81Q (1902.245093 sec): 3 clusters Score: Raw -1484625.179056 + Penalty 3027.277626 = -1481597.901430 nChanged 9 SP:Iteration 82Q (1902.300391 sec): 3 clusters Score: Raw -1484627.227776 + Penalty 3027.277626 = -1481599.950150 nChanged 10 SP:Iteration 83Q (1902.362121 sec): 3 clusters Score: Raw -1484629.035004 + Penalty 3027.277626 = -1481601.757378 nChanged 6 SP:Iteration 84Q (1902.435849 sec): 3 clusters Score: Raw -1484630.163803 + Penalty 3027.277626 = -1481602.886177 nChanged 4 SP:Iteration 85Q (1902.493393 sec): 3 clusters Score: Raw -1484631.149699 + Penalty 3027.277626 = -1481603.872074 nChanged 10 SP:Iteration 86Q (1902.550783 sec): 3 clusters Score: Raw -1484633.703175 + Penalty 3027.277626 = -1481606.425549 nChanged 14 SP:Iteration 87Q (1902.622195 sec): 3 clusters Score: Raw -1484636.601542 + Penalty 3027.277626 = -1481609.323916 nChanged 9 SP:Iteration 88Q (1902.680025 sec): 3 clusters Score: Raw -1484638.208183 + Penalty 3027.277626 = -1481610.930557 nChanged 8 SP:Iteration 89Q (1902.745400 sec): 3 clusters Score: Raw -1484639.446864 + Penalty 3027.277626 = -1481612.169238 nChanged 4 SP:Iteration 90Q (1902.809458 sec): 3 clusters Score: Raw -1484640.234271 + Penalty 3027.277626 = -1481612.956645 nChanged 4 SP:Iteration 91Q (1902.867382 sec): 3 clusters Score: Raw -1484641.147109 + Penalty 3027.277626 = -1481613.869483 nChanged 9 SP:Iteration 92Q (1902.923335 sec): 3 clusters Score: Raw -1484643.660900 + Penalty 3027.277626 = -1481616.383274 nChanged 13 SP:Iteration 93Q (1902.998348 sec): 3 clusters Score: Raw -1484647.675637 + Penalty 3027.277626 = -1481620.398011 nChanged 7 SP:Iteration 94Q (1903.053574 sec): 3 clusters Score: Raw -1484649.660169 + Penalty 3027.277626 = -1481622.382543 nChanged 5 SP:Iteration 95Q (1903.109939 sec): 3 clusters Score: Raw -1484650.964942 + Penalty 3027.277626 = -1481623.687316 nChanged 8 SP:Iteration 96Q (1903.178344 sec): 3 clusters Score: Raw -1484653.463012 + Penalty 3027.277626 = -1481626.185386 nChanged 14 SP:Iteration 97Q (1903.239844 sec): 3 clusters Score: Raw -1484658.488965 + Penalty 3027.277626 = -1481631.211340 nChanged 20 SP:Iteration 98Q (1903.295827 sec): 3 clusters Score: Raw -1484664.664432 + Penalty 3027.277626 = -1481637.386806 nChanged 17 SP:Iteration 99Q (1903.371283 sec): 3 clusters Score: Raw -1484669.361248 + Penalty 3027.277626 = -1481642.083622 nChanged 19 SP:Iteration 100F (1903.420930 sec): 3 clusters Score: Raw -1484674.320020 + Penalty 3027.277626 = -1481647.042394 nChanged 16 SP:Iteration 101Q (1903.497684 sec): 3 clusters Score: Raw -1484677.891808 + Penalty 3027.277626 = -1481650.614182 nChanged 8 SP:Iteration 102Q (1903.555336 sec): 3 clusters Score: Raw -1484678.970179 + Penalty 3027.277626 = -1481651.692553 nChanged 6 SP:Iteration 103Q (1903.631096 sec): 3 clusters Score: Raw -1484680.103940 + Penalty 3027.277626 = -1481652.826314 nChanged 6 SP:Iteration 104Q (1903.686982 sec): 3 clusters Score: Raw -1484681.665713 + Penalty 3027.277626 = -1481654.388087 nChanged 4 SP:Iteration 105Q (1903.753363 sec): 3 clusters Score: Raw -1484682.428072 + Penalty 3027.277626 = -1481655.150446 nChanged 4 SP:Iteration 106Q (1903.805537 sec): 3 clusters Score: Raw -1484683.837762 + Penalty 3027.277626 = -1481656.560136 nChanged 1 SP:Iteration 107Q (1903.861820 sec): 3 clusters Score: Raw -1484683.924155 + Penalty 3027.277626 = -1481656.646529 nChanged 0 SP:Iteration 108F (1903.938262 sec): 3 clusters Score: Raw -1484683.924155 + Penalty 3027.277626 = -1481656.646529 nChanged 0 Trying to split cluster 6 (19606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1903.990331 sec): 2 clusters Score: Raw -2594645.343232 + Penalty 1606.083525 = -2593039.259707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1904.063458 sec): 3 clusters Score: Raw -2582722.631457 + Penalty 3212.167049 = -2579510.464408 nChanged 8890 SP:Iteration 1F (1904.143154 sec): 3 clusters Score: Raw -2587585.303066 + Penalty 3212.167049 = -2584373.136017 nChanged 928 SP:Iteration 2Q (1904.225600 sec): 3 clusters Score: Raw -2587895.412440 + Penalty 3212.167049 = -2584683.245390 nChanged 860 SP:Iteration 3Q (1904.313567 sec): 3 clusters Score: Raw -2588226.309781 + Penalty 3212.167049 = -2585014.142732 nChanged 868 SP:Iteration 4Q (1904.388546 sec): 3 clusters Score: Raw -2588563.203275 + Penalty 3212.167049 = -2585351.036226 nChanged 867 SP:Iteration 5Q (1904.470492 sec): 3 clusters Score: Raw -2588977.971602 + Penalty 3212.167049 = -2585765.804553 nChanged 1010 SP:Iteration 6F (1904.557116 sec): 3 clusters Score: Raw -2589545.091711 + Penalty 3212.167049 = -2586332.924661 nChanged 1120 SP:Iteration 7F (1904.637815 sec): 3 clusters Score: Raw -2590268.456045 + Penalty 3212.167049 = -2587056.288995 nChanged 1134 SP:Iteration 8F (1904.672436 sec): 3 clusters Score: Raw -2591110.822675 + Penalty 3212.167049 = -2587898.655625 nChanged 1104 SP:Iteration 9F (1904.716923 sec): 3 clusters Score: Raw -2591978.267950 + Penalty 3212.167049 = -2588766.100901 nChanged 954 SP:Iteration 10Q (1904.761542 sec): 3 clusters Score: Raw -2592711.689079 + Penalty 3212.167049 = -2589499.522030 nChanged 798 SP:Iteration 11Q (1904.805609 sec): 3 clusters Score: Raw -2593255.458875 + Penalty 3212.167049 = -2590043.291826 nChanged 619 SP:Iteration 12Q (1904.848805 sec): 3 clusters Score: Raw -2593671.662550 + Penalty 3212.167049 = -2590459.495501 nChanged 479 SP:Iteration 13Q (1904.891299 sec): 3 clusters Score: Raw -2593965.264081 + Penalty 3212.167049 = -2590753.097032 nChanged 373 SP:Iteration 14Q (1904.933121 sec): 3 clusters Score: Raw -2594151.923865 + Penalty 3212.167049 = -2590939.756816 nChanged 294 SP:Iteration 15Q (1904.974392 sec): 3 clusters Score: Raw -2594312.741913 + Penalty 3212.167049 = -2591100.574864 nChanged 268 SP:Iteration 16Q (1905.015587 sec): 3 clusters Score: Raw -2594472.986067 + Penalty 3212.167049 = -2591260.819018 nChanged 254 SP:Iteration 17Q (1905.056396 sec): 3 clusters Score: Raw -2594629.969961 + Penalty 3212.167049 = -2591417.802912 nChanged 224 SP:Iteration 18Q (1905.096502 sec): 3 clusters Score: Raw -2594761.034995 + Penalty 3212.167049 = -2591548.867946 nChanged 188 SP:Iteration 19Q (1905.136812 sec): 3 clusters Score: Raw -2594854.204281 + Penalty 3212.167049 = -2591642.037232 nChanged 167 SP:Iteration 20F (1905.216750 sec): 3 clusters Score: Raw -2594927.702698 + Penalty 3212.167049 = -2591715.535649 nChanged 149 SP:Iteration 21Q (1905.304611 sec): 3 clusters Score: Raw -2594989.366877 + Penalty 3212.167049 = -2591777.199827 nChanged 150 SP:Iteration 22Q (1905.379862 sec): 3 clusters Score: Raw -2595050.160757 + Penalty 3212.167049 = -2591837.993707 nChanged 122 SP:Iteration 23Q (1905.455903 sec): 3 clusters Score: Raw -2595098.000899 + Penalty 3212.167049 = -2591885.833849 nChanged 106 SP:Iteration 24Q (1905.530476 sec): 3 clusters Score: Raw -2595131.965518 + Penalty 3212.167049 = -2591919.798469 nChanged 89 SP:Iteration 25Q (1905.606093 sec): 3 clusters Score: Raw -2595159.351499 + Penalty 3212.167049 = -2591947.184450 nChanged 83 SP:Iteration 26Q (1905.681517 sec): 3 clusters Score: Raw -2595185.624971 + Penalty 3212.167049 = -2591973.457922 nChanged 87 SP:Iteration 27Q (1905.757462 sec): 3 clusters Score: Raw -2595209.620767 + Penalty 3212.167049 = -2591997.453718 nChanged 74 SP:Iteration 28Q (1905.834077 sec): 3 clusters Score: Raw -2595227.756569 + Penalty 3212.167049 = -2592015.589519 nChanged 49 SP:Iteration 29Q (1905.912979 sec): 3 clusters Score: Raw -2595237.606379 + Penalty 3212.167049 = -2592025.439330 nChanged 42 SP:Iteration 30Q (1905.990268 sec): 3 clusters Score: Raw -2595245.179500 + Penalty 3212.167049 = -2592033.012451 nChanged 40 SP:Iteration 31Q (1906.067642 sec): 3 clusters Score: Raw -2595252.775772 + Penalty 3212.167049 = -2592040.608723 nChanged 39 SP:Iteration 32Q (1906.144974 sec): 3 clusters Score: Raw -2595260.640842 + Penalty 3212.167049 = -2592048.473792 nChanged 40 SP:Iteration 33Q (1906.219075 sec): 3 clusters Score: Raw -2595268.442873 + Penalty 3212.167049 = -2592056.275823 nChanged 31 SP:Iteration 34Q (1906.294957 sec): 3 clusters Score: Raw -2595274.363920 + Penalty 3212.167049 = -2592062.196871 nChanged 36 SP:Iteration 35Q (1906.370944 sec): 3 clusters Score: Raw -2595280.407387 + Penalty 3212.167049 = -2592068.240338 nChanged 33 SP:Iteration 36Q (1906.446927 sec): 3 clusters Score: Raw -2595284.681836 + Penalty 3212.167049 = -2592072.514787 nChanged 17 SP:Iteration 37Q (1906.518699 sec): 3 clusters Score: Raw -2595286.504110 + Penalty 3212.167049 = -2592074.337061 nChanged 13 SP:Iteration 38Q (1906.593704 sec): 3 clusters Score: Raw -2595287.845224 + Penalty 3212.167049 = -2592075.678174 nChanged 13 SP:Iteration 39Q (1906.670921 sec): 3 clusters Score: Raw -2595288.955412 + Penalty 3212.167049 = -2592076.788363 nChanged 5 SP:Iteration 40F (1906.750525 sec): 3 clusters Score: Raw -2595289.271858 + Penalty 3212.167049 = -2592077.104809 nChanged 5 SP:Iteration 41Q (1906.826485 sec): 3 clusters Score: Raw -2595289.771616 + Penalty 3212.167049 = -2592077.604567 nChanged 8 SP:Iteration 42Q (1906.901124 sec): 3 clusters Score: Raw -2595290.788651 + Penalty 3212.167049 = -2592078.621602 nChanged 7 SP:Iteration 43Q (1906.980458 sec): 3 clusters Score: Raw -2595291.763609 + Penalty 3212.167049 = -2592079.596560 nChanged 11 SP:Iteration 44Q (1907.057911 sec): 3 clusters Score: Raw -2595292.791282 + Penalty 3212.167049 = -2592080.624233 nChanged 7 SP:Iteration 45Q (1907.135137 sec): 3 clusters Score: Raw -2595293.418805 + Penalty 3212.167049 = -2592081.251756 nChanged 10 SP:Iteration 46Q (1907.212322 sec): 3 clusters Score: Raw -2595294.220502 + Penalty 3212.167049 = -2592082.053453 nChanged 12 SP:Iteration 47Q (1907.289662 sec): 3 clusters Score: Raw -2595295.667339 + Penalty 3212.167049 = -2592083.500290 nChanged 10 SP:Iteration 48Q (1907.367107 sec): 3 clusters Score: Raw -2595296.732550 + Penalty 3212.167049 = -2592084.565501 nChanged 10 SP:Iteration 49Q (1907.444431 sec): 3 clusters Score: Raw -2595297.748100 + Penalty 3212.167049 = -2592085.581050 nChanged 10 SP:Iteration 50Q (1907.521842 sec): 3 clusters Score: Raw -2595299.052792 + Penalty 3212.167049 = -2592086.885743 nChanged 11 SP:Iteration 51Q (1907.582813 sec): 3 clusters Score: Raw -2595300.543519 + Penalty 3212.167049 = -2592088.376470 nChanged 13 SP:Iteration 52Q (1907.667548 sec): 3 clusters Score: Raw -2595301.800306 + Penalty 3212.167049 = -2592089.633257 nChanged 13 SP:Iteration 53Q (1907.744979 sec): 3 clusters Score: Raw -2595302.957373 + Penalty 3212.167049 = -2592090.790324 nChanged 11 SP:Iteration 54Q (1907.822173 sec): 3 clusters Score: Raw -2595304.028157 + Penalty 3212.167049 = -2592091.861108 nChanged 12 SP:Iteration 55Q (1907.850253 sec): 3 clusters Score: Raw -2595306.351627 + Penalty 3212.167049 = -2592094.184577 nChanged 18 SP:Iteration 56Q (1907.927203 sec): 3 clusters Score: Raw -2595309.510697 + Penalty 3212.167049 = -2592097.343648 nChanged 21 SP:Iteration 57Q (1908.002727 sec): 3 clusters Score: Raw -2595313.073760 + Penalty 3212.167049 = -2592100.906711 nChanged 16 SP:Iteration 58Q (1908.072046 sec): 3 clusters Score: Raw -2595315.266896 + Penalty 3212.167049 = -2592103.099846 nChanged 12 SP:Iteration 59Q (1908.147493 sec): 3 clusters Score: Raw -2595316.967019 + Penalty 3212.167049 = -2592104.799970 nChanged 11 SP:Iteration 60F (1908.222370 sec): 3 clusters Score: Raw -2595318.061765 + Penalty 3212.167049 = -2592105.894715 nChanged 7 SP:Iteration 61Q (1908.295059 sec): 3 clusters Score: Raw -2595318.734917 + Penalty 3212.167049 = -2592106.567867 nChanged 6 SP:Iteration 62Q (1908.368524 sec): 3 clusters Score: Raw -2595319.250824 + Penalty 3212.167049 = -2592107.083774 nChanged 3 SP:Iteration 63Q (1908.434319 sec): 3 clusters Score: Raw -2595319.418121 + Penalty 3212.167049 = -2592107.251072 nChanged 3 SP:Iteration 64Q (1908.509066 sec): 3 clusters Score: Raw -2595319.627145 + Penalty 3212.167049 = -2592107.460096 nChanged 3 SP:Iteration 65Q (1908.583476 sec): 3 clusters Score: Raw -2595319.741492 + Penalty 3212.167049 = -2592107.574443 nChanged 1 SP:Iteration 66Q (1908.645800 sec): 3 clusters Score: Raw -2595319.828000 + Penalty 3212.167049 = -2592107.660951 nChanged 2 SP:Iteration 67Q (1908.707753 sec): 3 clusters Score: Raw -2595319.982487 + Penalty 3212.167049 = -2592107.815437 nChanged 2 SP:Iteration 68Q (1908.783881 sec): 3 clusters Score: Raw -2595320.179358 + Penalty 3212.167049 = -2592108.012308 nChanged 1 SP:Iteration 69Q (1908.851448 sec): 3 clusters Score: Raw -2595320.259374 + Penalty 3212.167049 = -2592108.092325 nChanged 2 SP:Iteration 70Q (1908.926163 sec): 3 clusters Score: Raw -2595320.413059 + Penalty 3212.167049 = -2592108.246009 nChanged 1 SP:Iteration 71Q (1909.001863 sec): 3 clusters Score: Raw -2595320.498155 + Penalty 3212.167049 = -2592108.331106 nChanged 2 SP:Iteration 72Q (1909.077664 sec): 3 clusters Score: Raw -2595320.666730 + Penalty 3212.167049 = -2592108.499681 nChanged 0 SP:Iteration 73F (1909.149710 sec): 3 clusters Score: Raw -2595320.666730 + Penalty 3212.167049 = -2592108.499681 nChanged 0 Trying to split cluster 7 (15129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.179747 sec): 2 clusters Score: Raw -2101075.331882 + Penalty 1563.959915 = -2099511.371967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.251777 sec): 3 clusters Score: Raw -2092196.475105 + Penalty 3127.919831 = -2089068.555274 nChanged 6666 SP:Iteration 1F (1909.316171 sec): 3 clusters Score: Raw -2095786.794488 + Penalty 3127.919831 = -2092658.874657 nChanged 763 SP:Iteration 2F (1909.380499 sec): 3 clusters Score: Raw -2096078.790280 + Penalty 3127.919831 = -2092950.870449 nChanged 684 SP:Iteration 3Q (1909.446021 sec): 3 clusters Score: Raw -2096382.028953 + Penalty 3127.919831 = -2093254.109122 nChanged 702 SP:Iteration 4Q (1909.510749 sec): 3 clusters Score: Raw -2096730.161978 + Penalty 3127.919831 = -2093602.242147 nChanged 768 SP:Iteration 5F (1909.584355 sec): 3 clusters Score: Raw -2097151.979869 + Penalty 3127.919831 = -2094024.060038 nChanged 782 SP:Iteration 6F (1909.658666 sec): 3 clusters Score: Raw -2097617.094339 + Penalty 3127.919831 = -2094489.174508 nChanged 837 SP:Iteration 7F (1909.728896 sec): 3 clusters Score: Raw -2098128.009648 + Penalty 3127.919831 = -2095000.089817 nChanged 791 SP:Iteration 8F (1909.801721 sec): 3 clusters Score: Raw -2098616.672016 + Penalty 3127.919831 = -2095488.752185 nChanged 740 SP:Iteration 9Q (1909.876037 sec): 3 clusters Score: Raw -2099109.497235 + Penalty 3127.919831 = -2095981.577404 nChanged 659 SP:Iteration 10Q (1909.945486 sec): 3 clusters Score: Raw -2099611.923507 + Penalty 3127.919831 = -2096484.003676 nChanged 601 SP:Iteration 11Q (1910.010062 sec): 3 clusters Score: Raw -2100018.555125 + Penalty 3127.919831 = -2096890.635294 nChanged 475 SP:Iteration 12Q (1910.075758 sec): 3 clusters Score: Raw -2100330.987906 + Penalty 3127.919831 = -2097203.068075 nChanged 392 SP:Iteration 13Q (1910.140858 sec): 3 clusters Score: Raw -2100583.670134 + Penalty 3127.919831 = -2097455.750303 nChanged 305 SP:Iteration 14Q (1910.213659 sec): 3 clusters Score: Raw -2100753.804051 + Penalty 3127.919831 = -2097625.884220 nChanged 252 SP:Iteration 15Q (1910.285299 sec): 3 clusters Score: Raw -2100862.017979 + Penalty 3127.919831 = -2097734.098148 nChanged 202 SP:Iteration 16Q (1910.356421 sec): 3 clusters Score: Raw -2100954.342694 + Penalty 3127.919831 = -2097826.422863 nChanged 201 SP:Iteration 17Q (1910.422780 sec): 3 clusters Score: Raw -2101044.318832 + Penalty 3127.919831 = -2097916.399001 nChanged 160 SP:Iteration 18Q (1910.496894 sec): 3 clusters Score: Raw -2101115.826583 + Penalty 3127.919831 = -2097987.906752 nChanged 151 SP:Iteration 19Q (1910.569099 sec): 3 clusters Score: Raw -2101185.727235 + Penalty 3127.919831 = -2098057.807404 nChanged 135 SP:Iteration 20F (1910.627388 sec): 3 clusters Score: Raw -2101245.673754 + Penalty 3127.919831 = -2098117.753923 nChanged 114 SP:Iteration 21Q (1910.704900 sec): 3 clusters Score: Raw -2101293.320463 + Penalty 3127.919831 = -2098165.400632 nChanged 102 SP:Iteration 22Q (1910.770761 sec): 3 clusters Score: Raw -2101340.477293 + Penalty 3127.919831 = -2098212.557462 nChanged 94 SP:Iteration 23Q (1910.848895 sec): 3 clusters Score: Raw -2101379.852213 + Penalty 3127.919831 = -2098251.932382 nChanged 76 SP:Iteration 24Q (1910.912411 sec): 3 clusters Score: Raw -2101405.907434 + Penalty 3127.919831 = -2098277.987603 nChanged 56 SP:Iteration 25Q (1910.989168 sec): 3 clusters Score: Raw -2101425.125155 + Penalty 3127.919831 = -2098297.205324 nChanged 56 SP:Iteration 26Q (1911.050053 sec): 3 clusters Score: Raw -2101443.220175 + Penalty 3127.919831 = -2098315.300344 nChanged 37 SP:Iteration 27Q (1911.102028 sec): 3 clusters Score: Raw -2101454.405512 + Penalty 3127.919831 = -2098326.485681 nChanged 37 SP:Iteration 28Q (1911.172496 sec): 3 clusters Score: Raw -2101467.593218 + Penalty 3127.919831 = -2098339.673387 nChanged 40 SP:Iteration 29Q (1911.238805 sec): 3 clusters Score: Raw -2101482.240146 + Penalty 3127.919831 = -2098354.320315 nChanged 29 SP:Iteration 30Q (1911.304837 sec): 3 clusters Score: Raw -2101490.935202 + Penalty 3127.919831 = -2098363.015371 nChanged 21 SP:Iteration 31Q (1911.375378 sec): 3 clusters Score: Raw -2101497.261778 + Penalty 3127.919831 = -2098369.341947 nChanged 15 SP:Iteration 32Q (1911.439677 sec): 3 clusters Score: Raw -2101503.652003 + Penalty 3127.919831 = -2098375.732172 nChanged 20 SP:Iteration 33Q (1911.510240 sec): 3 clusters Score: Raw -2101512.512124 + Penalty 3127.919831 = -2098384.592293 nChanged 24 SP:Iteration 34Q (1911.581281 sec): 3 clusters Score: Raw -2101520.827544 + Penalty 3127.919831 = -2098392.907713 nChanged 12 SP:Iteration 35Q (1911.642619 sec): 3 clusters Score: Raw -2101524.197821 + Penalty 3127.919831 = -2098396.277990 nChanged 16 SP:Iteration 36Q (1911.716001 sec): 3 clusters Score: Raw -2101527.809078 + Penalty 3127.919831 = -2098399.889247 nChanged 8 SP:Iteration 37Q (1911.788891 sec): 3 clusters Score: Raw -2101529.812765 + Penalty 3127.919831 = -2098401.892934 nChanged 12 SP:Iteration 38Q (1911.862554 sec): 3 clusters Score: Raw -2101533.429369 + Penalty 3127.919831 = -2098405.509538 nChanged 14 SP:Iteration 39Q (1911.932104 sec): 3 clusters Score: Raw -2101537.941412 + Penalty 3127.919831 = -2098410.021581 nChanged 9 SP:Iteration 40F (1912.009734 sec): 3 clusters Score: Raw -2101540.333369 + Penalty 3127.919831 = -2098412.413538 nChanged 7 SP:Iteration 41Q (1912.072968 sec): 3 clusters Score: Raw -2101542.141465 + Penalty 3127.919831 = -2098414.221634 nChanged 7 SP:Iteration 42Q (1912.138381 sec): 3 clusters Score: Raw -2101543.974602 + Penalty 3127.919831 = -2098416.054771 nChanged 4 SP:Iteration 43Q (1912.200799 sec): 3 clusters Score: Raw -2101544.915398 + Penalty 3127.919831 = -2098416.995567 nChanged 2 SP:Iteration 44Q (1912.268668 sec): 3 clusters Score: Raw -2101545.656893 + Penalty 3127.919831 = -2098417.737062 nChanged 2 SP:Iteration 45Q (1912.337641 sec): 3 clusters Score: Raw -2101546.094412 + Penalty 3127.919831 = -2098418.174581 nChanged 1 SP:Iteration 46Q (1912.406620 sec): 3 clusters Score: Raw -2101546.571150 + Penalty 3127.919831 = -2098418.651319 nChanged 1 SP:Iteration 47Q (1912.475340 sec): 3 clusters Score: Raw -2101547.139279 + Penalty 3127.919831 = -2098419.219448 nChanged 1 SP:Iteration 48Q (1912.536029 sec): 3 clusters Score: Raw -2101547.290659 + Penalty 3127.919831 = -2098419.370828 nChanged 0 SP:Iteration 49F (1912.610800 sec): 3 clusters Score: Raw -2101547.290659 + Penalty 3127.919831 = -2098419.370828 nChanged 0 Trying to split cluster 8 (15146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1912.652669 sec): 2 clusters Score: Raw -1909570.400557 + Penalty 1564.142409 = -1908006.258148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1912.730092 sec): 3 clusters Score: Raw -1900557.840364 + Penalty 3128.284819 = -1897429.555546 nChanged 6837 SP:Iteration 1F (1912.805911 sec): 3 clusters Score: Raw -1904362.914741 + Penalty 3128.284819 = -1901234.629923 nChanged 798 SP:Iteration 2F (1912.879506 sec): 3 clusters Score: Raw -1904694.804903 + Penalty 3128.284819 = -1901566.520084 nChanged 786 SP:Iteration 3F (1912.944991 sec): 3 clusters Score: Raw -1905038.422967 + Penalty 3128.284819 = -1901910.138148 nChanged 782 SP:Iteration 4F (1913.012543 sec): 3 clusters Score: Raw -1905428.676371 + Penalty 3128.284819 = -1902300.391552 nChanged 872 SP:Iteration 5F (1913.088221 sec): 3 clusters Score: Raw -1905971.337884 + Penalty 3128.284819 = -1902843.053066 nChanged 953 SP:Iteration 6F (1913.163516 sec): 3 clusters Score: Raw -1906666.333453 + Penalty 3128.284819 = -1903538.048634 nChanged 1026 SP:Iteration 7F (1913.239082 sec): 3 clusters Score: Raw -1907469.441354 + Penalty 3128.284819 = -1904341.156536 nChanged 1050 SP:Iteration 8F (1913.305835 sec): 3 clusters Score: Raw -1908272.685320 + Penalty 3128.284819 = -1905144.400501 nChanged 926 SP:Iteration 9F (1913.371255 sec): 3 clusters Score: Raw -1908920.007700 + Penalty 3128.284819 = -1905791.722881 nChanged 736 SP:Iteration 10Q (1913.445543 sec): 3 clusters Score: Raw -1909340.296876 + Penalty 3128.284819 = -1906212.012058 nChanged 483 SP:Iteration 11Q (1913.521392 sec): 3 clusters Score: Raw -1909580.041103 + Penalty 3128.284819 = -1906451.756284 nChanged 385 SP:Iteration 12Q (1913.597529 sec): 3 clusters Score: Raw -1909766.250160 + Penalty 3128.284819 = -1906637.965341 nChanged 320 SP:Iteration 13Q (1913.668853 sec): 3 clusters Score: Raw -1909907.560908 + Penalty 3128.284819 = -1906779.276089 nChanged 284 SP:Iteration 14Q (1913.737379 sec): 3 clusters Score: Raw -1910030.236656 + Penalty 3128.284819 = -1906901.951838 nChanged 222 SP:Iteration 15Q (1913.813838 sec): 3 clusters Score: Raw -1910112.651447 + Penalty 3128.284819 = -1906984.366628 nChanged 175 SP:Iteration 16Q (1913.883527 sec): 3 clusters Score: Raw -1910169.684429 + Penalty 3128.284819 = -1907041.399611 nChanged 143 SP:Iteration 17Q (1913.958959 sec): 3 clusters Score: Raw -1910214.590918 + Penalty 3128.284819 = -1907086.306099 nChanged 116 SP:Iteration 18Q (1914.034335 sec): 3 clusters Score: Raw -1910245.494337 + Penalty 3128.284819 = -1907117.209518 nChanged 92 SP:Iteration 19Q (1914.109875 sec): 3 clusters Score: Raw -1910271.994998 + Penalty 3128.284819 = -1907143.710179 nChanged 87 SP:Iteration 20F (1914.184391 sec): 3 clusters Score: Raw -1910296.242016 + Penalty 3128.284819 = -1907167.957197 nChanged 73 SP:Iteration 21Q (1914.253094 sec): 3 clusters Score: Raw -1910315.513756 + Penalty 3128.284819 = -1907187.228938 nChanged 63 SP:Iteration 22Q (1914.328671 sec): 3 clusters Score: Raw -1910333.099953 + Penalty 3128.284819 = -1907204.815135 nChanged 50 SP:Iteration 23Q (1914.404767 sec): 3 clusters Score: Raw -1910345.229975 + Penalty 3128.284819 = -1907216.945156 nChanged 43 SP:Iteration 24Q (1914.479382 sec): 3 clusters Score: Raw -1910353.622058 + Penalty 3128.284819 = -1907225.337240 nChanged 33 SP:Iteration 25Q (1914.554744 sec): 3 clusters Score: Raw -1910360.407168 + Penalty 3128.284819 = -1907232.122349 nChanged 29 SP:Iteration 26Q (1914.630248 sec): 3 clusters Score: Raw -1910366.647682 + Penalty 3128.284819 = -1907238.362863 nChanged 37 SP:Iteration 27Q (1914.705343 sec): 3 clusters Score: Raw -1910373.762170 + Penalty 3128.284819 = -1907245.477351 nChanged 23 SP:Iteration 28Q (1914.774520 sec): 3 clusters Score: Raw -1910377.657972 + Penalty 3128.284819 = -1907249.373154 nChanged 21 SP:Iteration 29Q (1914.849982 sec): 3 clusters Score: Raw -1910380.722295 + Penalty 3128.284819 = -1907252.437477 nChanged 21 SP:Iteration 30Q (1914.924809 sec): 3 clusters Score: Raw -1910384.479505 + Penalty 3128.284819 = -1907256.194687 nChanged 22 SP:Iteration 31Q (1914.999678 sec): 3 clusters Score: Raw -1910390.481860 + Penalty 3128.284819 = -1907262.197041 nChanged 20 SP:Iteration 32Q (1915.072035 sec): 3 clusters Score: Raw -1910394.679362 + Penalty 3128.284819 = -1907266.394543 nChanged 15 SP:Iteration 33Q (1915.141496 sec): 3 clusters Score: Raw -1910398.052387 + Penalty 3128.284819 = -1907269.767569 nChanged 12 SP:Iteration 34Q (1915.216143 sec): 3 clusters Score: Raw -1910400.151065 + Penalty 3128.284819 = -1907271.866246 nChanged 6 SP:Iteration 35Q (1915.279985 sec): 3 clusters Score: Raw -1910401.052222 + Penalty 3128.284819 = -1907272.767403 nChanged 3 SP:Iteration 36Q (1915.354385 sec): 3 clusters Score: Raw -1910401.223010 + Penalty 3128.284819 = -1907272.938192 nChanged 0 SP:Iteration 37F (1915.424293 sec): 3 clusters Score: Raw -1910401.223010 + Penalty 3128.284819 = -1907272.938192 nChanged 0 Trying to split cluster 9 (7012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1915.457853 sec): 2 clusters Score: Raw -905110.505358 + Penalty 1438.998965 = -903671.506393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1915.519444 sec): 3 clusters Score: Raw -901306.308222 + Penalty 2877.997930 = -898428.310292 nChanged 2941 SP:Iteration 1F (1915.580545 sec): 3 clusters Score: Raw -902879.014016 + Penalty 2877.997930 = -900001.016086 nChanged 423 SP:Iteration 2F (1915.641459 sec): 3 clusters Score: Raw -903065.794270 + Penalty 2877.997930 = -900187.796340 nChanged 329 SP:Iteration 3Q (1915.702758 sec): 3 clusters Score: Raw -903208.278842 + Penalty 2877.997930 = -900330.280912 nChanged 301 SP:Iteration 4Q (1915.755161 sec): 3 clusters Score: Raw -903341.702762 + Penalty 2877.997930 = -900463.704832 nChanged 267 SP:Iteration 5Q (1915.813733 sec): 3 clusters Score: Raw -903450.732199 + Penalty 2877.997930 = -900572.734269 nChanged 255 SP:Iteration 6Q (1915.874397 sec): 3 clusters Score: Raw -903563.570227 + Penalty 2877.997930 = -900685.572297 nChanged 259 SP:Iteration 7Q (1915.925559 sec): 3 clusters Score: Raw -903685.119458 + Penalty 2877.997930 = -900807.121528 nChanged 258 SP:Iteration 8Q (1915.986261 sec): 3 clusters Score: Raw -903821.268859 + Penalty 2877.997930 = -900943.270929 nChanged 280 SP:Iteration 9Q (1916.047123 sec): 3 clusters Score: Raw -903973.017699 + Penalty 2877.997930 = -901095.019769 nChanged 289 SP:Iteration 10Q (1916.108342 sec): 3 clusters Score: Raw -904136.235945 + Penalty 2877.997930 = -901258.238015 nChanged 296 SP:Iteration 11Q (1916.169423 sec): 3 clusters Score: Raw -904303.155928 + Penalty 2877.997930 = -901425.157998 nChanged 288 SP:Iteration 12Q (1916.230460 sec): 3 clusters Score: Raw -904459.927068 + Penalty 2877.997930 = -901581.929138 nChanged 251 SP:Iteration 13Q (1916.280882 sec): 3 clusters Score: Raw -904607.734133 + Penalty 2877.997930 = -901729.736203 nChanged 251 SP:Iteration 14Q (1916.341993 sec): 3 clusters Score: Raw -904773.696503 + Penalty 2877.997930 = -901895.698573 nChanged 237 SP:Iteration 15Q (1916.400689 sec): 3 clusters Score: Raw -904946.609998 + Penalty 2877.997930 = -902068.612068 nChanged 208 SP:Iteration 16Q (1916.462101 sec): 3 clusters Score: Raw -905090.272521 + Penalty 2877.997930 = -902212.274591 nChanged 183 SP:Iteration 17Q (1916.523160 sec): 3 clusters Score: Raw -905202.379443 + Penalty 2877.997930 = -902324.381513 nChanged 120 SP:Iteration 18Q (1916.584534 sec): 3 clusters Score: Raw -905274.735388 + Penalty 2877.997930 = -902396.737458 nChanged 93 SP:Iteration 19Q (1916.646135 sec): 3 clusters Score: Raw -905330.730925 + Penalty 2877.997930 = -902452.732995 nChanged 73 SP:Iteration 20F (1916.707296 sec): 3 clusters Score: Raw -905370.699781 + Penalty 2877.997930 = -902492.701851 nChanged 49 SP:Iteration 21Q (1916.768404 sec): 3 clusters Score: Raw -905393.943266 + Penalty 2877.997930 = -902515.945336 nChanged 31 SP:Iteration 22Q (1916.829872 sec): 3 clusters Score: Raw -905407.492830 + Penalty 2877.997930 = -902529.494900 nChanged 24 SP:Iteration 23Q (1916.891393 sec): 3 clusters Score: Raw -905419.970374 + Penalty 2877.997930 = -902541.972444 nChanged 20 SP:Iteration 24Q (1916.952512 sec): 3 clusters Score: Raw -905428.209227 + Penalty 2877.997930 = -902550.211297 nChanged 16 SP:Iteration 25Q (1917.010404 sec): 3 clusters Score: Raw -905436.002600 + Penalty 2877.997930 = -902558.004670 nChanged 11 SP:Iteration 26Q (1917.071353 sec): 3 clusters Score: Raw -905440.403073 + Penalty 2877.997930 = -902562.405143 nChanged 10 SP:Iteration 27Q (1917.130498 sec): 3 clusters Score: Raw -905444.521093 + Penalty 2877.997930 = -902566.523163 nChanged 10 SP:Iteration 28Q (1917.191183 sec): 3 clusters Score: Raw -905448.837866 + Penalty 2877.997930 = -902570.839936 nChanged 3 SP:Iteration 29Q (1917.252790 sec): 3 clusters Score: Raw -905450.135266 + Penalty 2877.997930 = -902572.137336 nChanged 3 SP:Iteration 30Q (1917.313485 sec): 3 clusters Score: Raw -905451.199640 + Penalty 2877.997930 = -902573.201710 nChanged 4 SP:Iteration 31Q (1917.363950 sec): 3 clusters Score: Raw -905452.462729 + Penalty 2877.997930 = -902574.464799 nChanged 3 SP:Iteration 32Q (1917.422567 sec): 3 clusters Score: Raw -905454.273201 + Penalty 2877.997930 = -902576.275271 nChanged 2 SP:Iteration 33Q (1917.483122 sec): 3 clusters Score: Raw -905455.015565 + Penalty 2877.997930 = -902577.017635 nChanged 3 SP:Iteration 34Q (1917.555247 sec): 3 clusters Score: Raw -905456.173325 + Penalty 2877.997930 = -902578.175395 nChanged 2 SP:Iteration 35Q (1917.591516 sec): 3 clusters Score: Raw -905457.077536 + Penalty 2877.997930 = -902579.079606 nChanged 1 SP:Iteration 36Q (1917.650940 sec): 3 clusters Score: Raw -905458.010087 + Penalty 2877.997930 = -902580.012157 nChanged 3 SP:Iteration 37Q (1917.710623 sec): 3 clusters Score: Raw -905459.841365 + Penalty 2877.997930 = -902581.843435 nChanged 4 SP:Iteration 38Q (1917.770288 sec): 3 clusters Score: Raw -905461.227243 + Penalty 2877.997930 = -902583.229313 nChanged 3 SP:Iteration 39Q (1917.825038 sec): 3 clusters Score: Raw -905462.646733 + Penalty 2877.997930 = -902584.648803 nChanged 1 SP:Iteration 40F (1917.896113 sec): 3 clusters Score: Raw -905463.152957 + Penalty 2877.997930 = -902585.155027 nChanged 0 Trying to split cluster 10 (8698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1917.919272 sec): 2 clusters Score: Raw -1187216.147115 + Penalty 1474.012864 = -1185742.134251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1917.982221 sec): 3 clusters Score: Raw -1182424.619342 + Penalty 2948.025728 = -1179476.593614 nChanged 3698 SP:Iteration 1F (1918.045960 sec): 3 clusters Score: Raw -1184560.300700 + Penalty 2948.025728 = -1181612.274972 nChanged 638 SP:Iteration 2F (1918.107299 sec): 3 clusters Score: Raw -1184904.747256 + Penalty 2948.025728 = -1181956.721529 nChanged 521 SP:Iteration 3F (1918.166345 sec): 3 clusters Score: Raw -1185216.479757 + Penalty 2948.025728 = -1182268.454029 nChanged 480 SP:Iteration 4F (1918.228682 sec): 3 clusters Score: Raw -1185523.530124 + Penalty 2948.025728 = -1182575.504396 nChanged 463 SP:Iteration 5F (1918.300599 sec): 3 clusters Score: Raw -1185853.322121 + Penalty 2948.025728 = -1182905.296393 nChanged 445 SP:Iteration 6F (1918.345253 sec): 3 clusters Score: Raw -1186169.126704 + Penalty 2948.025728 = -1183221.100976 nChanged 393 SP:Iteration 7Q (1918.407908 sec): 3 clusters Score: Raw -1186434.281817 + Penalty 2948.025728 = -1183486.256089 nChanged 354 SP:Iteration 8Q (1918.469381 sec): 3 clusters Score: Raw -1186645.304801 + Penalty 2948.025728 = -1183697.279074 nChanged 318 SP:Iteration 9Q (1918.524239 sec): 3 clusters Score: Raw -1186819.442792 + Penalty 2948.025728 = -1183871.417065 nChanged 230 SP:Iteration 10Q (1918.586428 sec): 3 clusters Score: Raw -1186918.097362 + Penalty 2948.025728 = -1183970.071635 nChanged 168 SP:Iteration 11Q (1918.658453 sec): 3 clusters Score: Raw -1186977.597706 + Penalty 2948.025728 = -1184029.571978 nChanged 149 SP:Iteration 12Q (1918.709394 sec): 3 clusters Score: Raw -1187019.000227 + Penalty 2948.025728 = -1184070.974499 nChanged 103 SP:Iteration 13Q (1918.771548 sec): 3 clusters Score: Raw -1187051.546337 + Penalty 2948.025728 = -1184103.520609 nChanged 94 SP:Iteration 14Q (1918.833449 sec): 3 clusters Score: Raw -1187074.606635 + Penalty 2948.025728 = -1184126.580907 nChanged 70 SP:Iteration 15Q (1918.890410 sec): 3 clusters Score: Raw -1187090.111102 + Penalty 2948.025728 = -1184142.085375 nChanged 57 SP:Iteration 16Q (1918.952679 sec): 3 clusters Score: Raw -1187100.453462 + Penalty 2948.025728 = -1184152.427734 nChanged 58 SP:Iteration 17Q (1919.014127 sec): 3 clusters Score: Raw -1187112.802361 + Penalty 2948.025728 = -1184164.776634 nChanged 53 SP:Iteration 18Q (1919.076426 sec): 3 clusters Score: Raw -1187123.919645 + Penalty 2948.025728 = -1184175.893917 nChanged 43 SP:Iteration 19Q (1919.138410 sec): 3 clusters Score: Raw -1187132.871334 + Penalty 2948.025728 = -1184184.845607 nChanged 31 SP:Iteration 20F (1919.189449 sec): 3 clusters Score: Raw -1187138.160506 + Penalty 2948.025728 = -1184190.134778 nChanged 29 SP:Iteration 21Q (1919.251591 sec): 3 clusters Score: Raw -1187144.103380 + Penalty 2948.025728 = -1184196.077652 nChanged 28 SP:Iteration 22Q (1919.312597 sec): 3 clusters Score: Raw -1187149.890556 + Penalty 2948.025728 = -1184201.864828 nChanged 30 SP:Iteration 23Q (1919.374898 sec): 3 clusters Score: Raw -1187153.910945 + Penalty 2948.025728 = -1184205.885217 nChanged 26 SP:Iteration 24Q (1919.436671 sec): 3 clusters Score: Raw -1187158.632891 + Penalty 2948.025728 = -1184210.607163 nChanged 33 SP:Iteration 25Q (1919.488573 sec): 3 clusters Score: Raw -1187163.329389 + Penalty 2948.025728 = -1184215.303661 nChanged 34 SP:Iteration 26Q (1919.551671 sec): 3 clusters Score: Raw -1187168.914936 + Penalty 2948.025728 = -1184220.889209 nChanged 33 SP:Iteration 27Q (1919.613738 sec): 3 clusters Score: Raw -1187174.945267 + Penalty 2948.025728 = -1184226.919539 nChanged 26 SP:Iteration 28Q (1919.675530 sec): 3 clusters Score: Raw -1187177.791838 + Penalty 2948.025728 = -1184229.766110 nChanged 14 SP:Iteration 29Q (1919.737398 sec): 3 clusters Score: Raw -1187180.111079 + Penalty 2948.025728 = -1184232.085352 nChanged 15 SP:Iteration 30Q (1919.799450 sec): 3 clusters Score: Raw -1187181.918542 + Penalty 2948.025728 = -1184233.892814 nChanged 14 SP:Iteration 31Q (1919.860785 sec): 3 clusters Score: Raw -1187183.612220 + Penalty 2948.025728 = -1184235.586493 nChanged 16 SP:Iteration 32Q (1919.923143 sec): 3 clusters Score: Raw -1187185.578436 + Penalty 2948.025728 = -1184237.552708 nChanged 11 SP:Iteration 33Q (1919.985152 sec): 3 clusters Score: Raw -1187187.322275 + Penalty 2948.025728 = -1184239.296548 nChanged 12 SP:Iteration 34Q (1920.047361 sec): 3 clusters Score: Raw -1187188.603208 + Penalty 2948.025728 = -1184240.577480 nChanged 7 SP:Iteration 35Q (1920.110842 sec): 3 clusters Score: Raw -1187189.372808 + Penalty 2948.025728 = -1184241.347080 nChanged 2 SP:Iteration 36Q (1920.173268 sec): 3 clusters Score: Raw -1187189.466764 + Penalty 2948.025728 = -1184241.441037 nChanged 1 SP:Iteration 37Q (1920.236867 sec): 3 clusters Score: Raw -1187189.610223 + Penalty 2948.025728 = -1184241.584495 nChanged 2 SP:Iteration 38Q (1920.293130 sec): 3 clusters Score: Raw -1187189.888158 + Penalty 2948.025728 = -1184241.862430 nChanged 2 SP:Iteration 39Q (1920.356463 sec): 3 clusters Score: Raw -1187190.353846 + Penalty 2948.025728 = -1184242.328118 nChanged 2 SP:Iteration 40F (1920.411701 sec): 3 clusters Score: Raw -1187190.506932 + Penalty 2948.025728 = -1184242.481205 nChanged 0 Trying to split cluster 11 (14863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1920.456268 sec): 2 clusters Score: Raw -1954991.304559 + Penalty 1561.077405 = -1953430.227154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1920.522069 sec): 3 clusters Score: Raw -1946346.050817 + Penalty 3122.154809 = -1943223.896008 nChanged 6608 SP:Iteration 1F (1920.587150 sec): 3 clusters Score: Raw -1950022.192209 + Penalty 3122.154809 = -1946900.037400 nChanged 957 SP:Iteration 2F (1920.660082 sec): 3 clusters Score: Raw -1950465.960289 + Penalty 3122.154809 = -1947343.805480 nChanged 846 SP:Iteration 3F (1920.732373 sec): 3 clusters Score: Raw -1950917.257104 + Penalty 3122.154809 = -1947795.102295 nChanged 842 SP:Iteration 4F (1920.799089 sec): 3 clusters Score: Raw -1951389.169915 + Penalty 3122.154809 = -1948267.015105 nChanged 776 SP:Iteration 5F (1920.859301 sec): 3 clusters Score: Raw -1951883.441876 + Penalty 3122.154809 = -1948761.287067 nChanged 815 SP:Iteration 6F (1920.928204 sec): 3 clusters Score: Raw -1952468.634542 + Penalty 3122.154809 = -1949346.479733 nChanged 781 SP:Iteration 7F (1921.002694 sec): 3 clusters Score: Raw -1953029.293515 + Penalty 3122.154809 = -1949907.138706 nChanged 740 SP:Iteration 8Q (1921.074018 sec): 3 clusters Score: Raw -1953489.379170 + Penalty 3122.154809 = -1950367.224361 nChanged 622 SP:Iteration 9Q (1921.157696 sec): 3 clusters Score: Raw -1953817.594603 + Penalty 3122.154809 = -1950695.439794 nChanged 477 SP:Iteration 10Q (1921.231607 sec): 3 clusters Score: Raw -1954009.677290 + Penalty 3122.154809 = -1950887.522481 nChanged 290 SP:Iteration 11Q (1921.305090 sec): 3 clusters Score: Raw -1954098.325875 + Penalty 3122.154809 = -1950976.171066 nChanged 201 SP:Iteration 12Q (1921.370709 sec): 3 clusters Score: Raw -1954143.540405 + Penalty 3122.154809 = -1951021.385596 nChanged 125 SP:Iteration 13Q (1921.431495 sec): 3 clusters Score: Raw -1954170.672598 + Penalty 3122.154809 = -1951048.517789 nChanged 114 SP:Iteration 14Q (1921.515939 sec): 3 clusters Score: Raw -1954194.918815 + Penalty 3122.154809 = -1951072.764006 nChanged 89 SP:Iteration 15Q (1921.589602 sec): 3 clusters Score: Raw -1954212.437396 + Penalty 3122.154809 = -1951090.282586 nChanged 79 SP:Iteration 16Q (1921.663378 sec): 3 clusters Score: Raw -1954227.657671 + Penalty 3122.154809 = -1951105.502862 nChanged 72 SP:Iteration 17Q (1921.725229 sec): 3 clusters Score: Raw -1954238.831059 + Penalty 3122.154809 = -1951116.676249 nChanged 61 SP:Iteration 18Q (1921.807470 sec): 3 clusters Score: Raw -1954249.283783 + Penalty 3122.154809 = -1951127.128974 nChanged 60 SP:Iteration 19Q (1921.882435 sec): 3 clusters Score: Raw -1954257.638910 + Penalty 3122.154809 = -1951135.484101 nChanged 53 SP:Iteration 20F (1921.954571 sec): 3 clusters Score: Raw -1954266.311027 + Penalty 3122.154809 = -1951144.156218 nChanged 49 SP:Iteration 21Q (1922.025863 sec): 3 clusters Score: Raw -1954273.450394 + Penalty 3122.154809 = -1951151.295585 nChanged 46 SP:Iteration 22Q (1922.097547 sec): 3 clusters Score: Raw -1954279.738810 + Penalty 3122.154809 = -1951157.584001 nChanged 44 SP:Iteration 23Q (1922.169154 sec): 3 clusters Score: Raw -1954285.101457 + Penalty 3122.154809 = -1951162.946648 nChanged 35 SP:Iteration 24Q (1922.240835 sec): 3 clusters Score: Raw -1954289.575971 + Penalty 3122.154809 = -1951167.421162 nChanged 38 SP:Iteration 25Q (1922.312794 sec): 3 clusters Score: Raw -1954293.726865 + Penalty 3122.154809 = -1951171.572056 nChanged 36 SP:Iteration 26Q (1922.375376 sec): 3 clusters Score: Raw -1954298.937917 + Penalty 3122.154809 = -1951176.783108 nChanged 32 SP:Iteration 27Q (1922.445079 sec): 3 clusters Score: Raw -1954303.537175 + Penalty 3122.154809 = -1951181.382366 nChanged 22 SP:Iteration 28Q (1922.524714 sec): 3 clusters Score: Raw -1954305.725033 + Penalty 3122.154809 = -1951183.570224 nChanged 20 SP:Iteration 29Q (1922.595491 sec): 3 clusters Score: Raw -1954307.212222 + Penalty 3122.154809 = -1951185.057413 nChanged 23 SP:Iteration 30Q (1922.656260 sec): 3 clusters Score: Raw -1954309.828056 + Penalty 3122.154809 = -1951187.673247 nChanged 25 SP:Iteration 31Q (1922.737550 sec): 3 clusters Score: Raw -1954311.989884 + Penalty 3122.154809 = -1951189.835074 nChanged 14 SP:Iteration 32Q (1922.807777 sec): 3 clusters Score: Raw -1954312.940673 + Penalty 3122.154809 = -1951190.785864 nChanged 12 SP:Iteration 33Q (1922.879063 sec): 3 clusters Score: Raw -1954314.058884 + Penalty 3122.154809 = -1951191.904075 nChanged 14 SP:Iteration 34Q (1922.953453 sec): 3 clusters Score: Raw -1954315.430810 + Penalty 3122.154809 = -1951193.276000 nChanged 11 SP:Iteration 35Q (1923.025986 sec): 3 clusters Score: Raw -1954316.808281 + Penalty 3122.154809 = -1951194.653472 nChanged 19 SP:Iteration 36Q (1923.097758 sec): 3 clusters Score: Raw -1954319.207048 + Penalty 3122.154809 = -1951197.052239 nChanged 23 SP:Iteration 37Q (1923.170863 sec): 3 clusters Score: Raw -1954321.799448 + Penalty 3122.154809 = -1951199.644639 nChanged 21 SP:Iteration 38Q (1923.243786 sec): 3 clusters Score: Raw -1954324.799295 + Penalty 3122.154809 = -1951202.644486 nChanged 35 SP:Iteration 39Q (1923.307412 sec): 3 clusters Score: Raw -1954329.377111 + Penalty 3122.154809 = -1951207.222301 nChanged 29 SP:Iteration 40F (1923.389662 sec): 3 clusters Score: Raw -1954332.236173 + Penalty 3122.154809 = -1951210.081364 nChanged 29 SP:Iteration 41Q (1923.452758 sec): 3 clusters Score: Raw -1954335.163712 + Penalty 3122.154809 = -1951213.008903 nChanged 26 SP:Iteration 42Q (1923.523774 sec): 3 clusters Score: Raw -1954337.302866 + Penalty 3122.154809 = -1951215.148057 nChanged 22 SP:Iteration 43Q (1923.605242 sec): 3 clusters Score: Raw -1954339.501995 + Penalty 3122.154809 = -1951217.347186 nChanged 18 SP:Iteration 44Q (1923.679862 sec): 3 clusters Score: Raw -1954341.259313 + Penalty 3122.154809 = -1951219.104504 nChanged 16 SP:Iteration 45Q (1923.753330 sec): 3 clusters Score: Raw -1954342.691910 + Penalty 3122.154809 = -1951220.537100 nChanged 22 SP:Iteration 46Q (1923.826660 sec): 3 clusters Score: Raw -1954344.599797 + Penalty 3122.154809 = -1951222.444987 nChanged 13 SP:Iteration 47Q (1923.899783 sec): 3 clusters Score: Raw -1954345.802542 + Penalty 3122.154809 = -1951223.647733 nChanged 13 SP:Iteration 48Q (1923.970421 sec): 3 clusters Score: Raw -1954347.091993 + Penalty 3122.154809 = -1951224.937183 nChanged 18 SP:Iteration 49Q (1924.042730 sec): 3 clusters Score: Raw -1954348.673482 + Penalty 3122.154809 = -1951226.518673 nChanged 18 SP:Iteration 50Q (1924.112817 sec): 3 clusters Score: Raw -1954350.709147 + Penalty 3122.154809 = -1951228.554338 nChanged 20 SP:Iteration 51Q (1924.175861 sec): 3 clusters Score: Raw -1954353.246126 + Penalty 3122.154809 = -1951231.091317 nChanged 20 SP:Iteration 52Q (1924.249138 sec): 3 clusters Score: Raw -1954355.179346 + Penalty 3122.154809 = -1951233.024536 nChanged 17 SP:Iteration 53Q (1924.326112 sec): 3 clusters Score: Raw -1954356.799707 + Penalty 3122.154809 = -1951234.644898 nChanged 13 SP:Iteration 54Q (1924.395460 sec): 3 clusters Score: Raw -1954358.043747 + Penalty 3122.154809 = -1951235.888938 nChanged 18 SP:Iteration 55Q (1924.455777 sec): 3 clusters Score: Raw -1954359.467193 + Penalty 3122.154809 = -1951237.312384 nChanged 18 SP:Iteration 56Q (1924.529369 sec): 3 clusters Score: Raw -1954361.033792 + Penalty 3122.154809 = -1951238.878983 nChanged 19 SP:Iteration 57Q (1924.591768 sec): 3 clusters Score: Raw -1954362.902992 + Penalty 3122.154809 = -1951240.748183 nChanged 19 SP:Iteration 58Q (1924.660131 sec): 3 clusters Score: Raw -1954364.634425 + Penalty 3122.154809 = -1951242.479615 nChanged 19 SP:Iteration 59Q (1924.711497 sec): 3 clusters Score: Raw -1954366.174744 + Penalty 3122.154809 = -1951244.019935 nChanged 16 SP:Iteration 60F (1924.746544 sec): 3 clusters Score: Raw -1954367.652845 + Penalty 3122.154809 = -1951245.498035 nChanged 19 SP:Iteration 61Q (1924.783518 sec): 3 clusters Score: Raw -1954369.927300 + Penalty 3122.154809 = -1951247.772491 nChanged 16 SP:Iteration 62Q (1924.820299 sec): 3 clusters Score: Raw -1954371.137356 + Penalty 3122.154809 = -1951248.982547 nChanged 14 SP:Iteration 63Q (1924.870679 sec): 3 clusters Score: Raw -1954372.035575 + Penalty 3122.154809 = -1951249.880766 nChanged 10 SP:Iteration 64Q (1924.906969 sec): 3 clusters Score: Raw -1954372.702384 + Penalty 3122.154809 = -1951250.547575 nChanged 11 SP:Iteration 65Q (1924.943610 sec): 3 clusters Score: Raw -1954373.702152 + Penalty 3122.154809 = -1951251.547342 nChanged 11 SP:Iteration 66Q (1924.980470 sec): 3 clusters Score: Raw -1954375.000794 + Penalty 3122.154809 = -1951252.845984 nChanged 15 SP:Iteration 67Q (1925.030858 sec): 3 clusters Score: Raw -1954376.458856 + Penalty 3122.154809 = -1951254.304047 nChanged 20 SP:Iteration 68Q (1925.114824 sec): 3 clusters Score: Raw -1954378.195254 + Penalty 3122.154809 = -1951256.040445 nChanged 14 SP:Iteration 69Q (1925.178423 sec): 3 clusters Score: Raw -1954379.419759 + Penalty 3122.154809 = -1951257.264949 nChanged 16 SP:Iteration 70Q (1925.250541 sec): 3 clusters Score: Raw -1954380.605701 + Penalty 3122.154809 = -1951258.450892 nChanged 15 SP:Iteration 71Q (1925.325068 sec): 3 clusters Score: Raw -1954382.056416 + Penalty 3122.154809 = -1951259.901607 nChanged 10 SP:Iteration 72Q (1925.398031 sec): 3 clusters Score: Raw -1954383.014439 + Penalty 3122.154809 = -1951260.859630 nChanged 9 SP:Iteration 73Q (1925.460726 sec): 3 clusters Score: Raw -1954383.821837 + Penalty 3122.154809 = -1951261.667027 nChanged 8 SP:Iteration 74Q (1925.532486 sec): 3 clusters Score: Raw -1954384.549043 + Penalty 3122.154809 = -1951262.394234 nChanged 7 SP:Iteration 75Q (1925.603232 sec): 3 clusters Score: Raw -1954385.020337 + Penalty 3122.154809 = -1951262.865528 nChanged 10 SP:Iteration 76Q (1925.675248 sec): 3 clusters Score: Raw -1954385.722055 + Penalty 3122.154809 = -1951263.567246 nChanged 9 SP:Iteration 77Q (1925.745914 sec): 3 clusters Score: Raw -1954386.390058 + Penalty 3122.154809 = -1951264.235249 nChanged 10 SP:Iteration 78Q (1925.815186 sec): 3 clusters Score: Raw -1954387.340772 + Penalty 3122.154809 = -1951265.185963 nChanged 10 SP:Iteration 79Q (1925.893610 sec): 3 clusters Score: Raw -1954388.457930 + Penalty 3122.154809 = -1951266.303121 nChanged 12 SP:Iteration 80F (1925.953125 sec): 3 clusters Score: Raw -1954389.557314 + Penalty 3122.154809 = -1951267.402505 nChanged 12 SP:Iteration 81Q (1926.024695 sec): 3 clusters Score: Raw -1954390.366942 + Penalty 3122.154809 = -1951268.212133 nChanged 9 SP:Iteration 82Q (1926.094895 sec): 3 clusters Score: Raw -1954390.931728 + Penalty 3122.154809 = -1951268.776919 nChanged 6 SP:Iteration 83Q (1926.165516 sec): 3 clusters Score: Raw -1954391.476252 + Penalty 3122.154809 = -1951269.321443 nChanged 4 SP:Iteration 84Q (1926.246333 sec): 3 clusters Score: Raw -1954391.709761 + Penalty 3122.154809 = -1951269.554952 nChanged 4 SP:Iteration 85Q (1926.307766 sec): 3 clusters Score: Raw -1954391.978798 + Penalty 3122.154809 = -1951269.823989 nChanged 3 SP:Iteration 86Q (1926.387372 sec): 3 clusters Score: Raw -1954392.177035 + Penalty 3122.154809 = -1951270.022225 nChanged 1 SP:Iteration 87Q (1926.458484 sec): 3 clusters Score: Raw -1954392.209865 + Penalty 3122.154809 = -1951270.055056 nChanged 1 SP:Iteration 88Q (1926.519560 sec): 3 clusters Score: Raw -1954392.309008 + Penalty 3122.154809 = -1951270.154199 nChanged 3 SP:Iteration 89Q (1926.594866 sec): 3 clusters Score: Raw -1954392.609428 + Penalty 3122.154809 = -1951270.454619 nChanged 3 SP:Iteration 90Q (1926.665696 sec): 3 clusters Score: Raw -1954392.810902 + Penalty 3122.154809 = -1951270.656093 nChanged 3 SP:Iteration 91Q (1926.732614 sec): 3 clusters Score: Raw -1954392.981951 + Penalty 3122.154809 = -1951270.827142 nChanged 5 SP:Iteration 92Q (1926.811615 sec): 3 clusters Score: Raw -1954393.239197 + Penalty 3122.154809 = -1951271.084387 nChanged 2 SP:Iteration 93Q (1926.883161 sec): 3 clusters Score: Raw -1954393.309467 + Penalty 3122.154809 = -1951271.154658 nChanged 1 SP:Iteration 94Q (1926.957846 sec): 3 clusters Score: Raw -1954393.468295 + Penalty 3122.154809 = -1951271.313486 nChanged 2 SP:Iteration 95Q (1927.016645 sec): 3 clusters Score: Raw -1954393.715040 + Penalty 3122.154809 = -1951271.560230 nChanged 3 SP:Iteration 96Q (1927.086974 sec): 3 clusters Score: Raw -1954393.934088 + Penalty 3122.154809 = -1951271.779279 nChanged 1 SP:Iteration 97Q (1927.160881 sec): 3 clusters Score: Raw -1954393.977628 + Penalty 3122.154809 = -1951271.822819 nChanged 1 SP:Iteration 98Q (1927.236725 sec): 3 clusters Score: Raw -1954394.004534 + Penalty 3122.154809 = -1951271.849724 nChanged 0 SP:Iteration 99F (1927.310287 sec): 3 clusters Score: Raw -1954394.004534 + Penalty 3122.154809 = -1951271.849724 nChanged 0 Trying to split cluster 12 (71764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1927.430431 sec): 2 clusters Score: Raw -9661253.125810 + Penalty 1816.934963 = -9659436.190847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1927.599602 sec): 3 clusters Score: Raw -9615201.964492 + Penalty 3633.869927 = -9611568.094565 nChanged 33942 SP:Iteration 1F (1927.763903 sec): 3 clusters Score: Raw -9634352.907287 + Penalty 3633.869927 = -9630719.037361 nChanged 2745 SP:Iteration 2Q (1927.936717 sec): 3 clusters Score: Raw -9635109.902930 + Penalty 3633.869927 = -9631476.033003 nChanged 2883 SP:Iteration 3Q (1928.116920 sec): 3 clusters Score: Raw -9636150.726894 + Penalty 3633.869927 = -9632516.856967 nChanged 3183 SP:Iteration 4Q (1928.296306 sec): 3 clusters Score: Raw -9637580.104784 + Penalty 3633.869927 = -9633946.234857 nChanged 3666 SP:Iteration 5F (1928.468213 sec): 3 clusters Score: Raw -9639636.650220 + Penalty 3633.869927 = -9636002.780293 nChanged 4207 SP:Iteration 6F (1928.642519 sec): 3 clusters Score: Raw -9642425.528176 + Penalty 3633.869927 = -9638791.658250 nChanged 4442 SP:Iteration 7F (1928.827084 sec): 3 clusters Score: Raw -9645707.751854 + Penalty 3633.869927 = -9642073.881928 nChanged 4310 SP:Iteration 8F (1928.999298 sec): 3 clusters Score: Raw -9649118.773713 + Penalty 3633.869927 = -9645484.903786 nChanged 3771 SP:Iteration 9F (1929.168857 sec): 3 clusters Score: Raw -9651987.671841 + Penalty 3633.869927 = -9648353.801914 nChanged 3115 SP:Iteration 10Q (1929.348208 sec): 3 clusters Score: Raw -9654146.825709 + Penalty 3633.869927 = -9650512.955782 nChanged 2455 SP:Iteration 11Q (1929.516852 sec): 3 clusters Score: Raw -9655753.674437 + Penalty 3633.869927 = -9652119.804510 nChanged 1910 SP:Iteration 12Q (1929.682370 sec): 3 clusters Score: Raw -9656908.191025 + Penalty 3633.869927 = -9653274.321098 nChanged 1560 SP:Iteration 13Q (1929.841349 sec): 3 clusters Score: Raw -9657845.779729 + Penalty 3633.869927 = -9654211.909802 nChanged 1333 SP:Iteration 14Q (1930.004476 sec): 3 clusters Score: Raw -9658633.509441 + Penalty 3633.869927 = -9654999.639514 nChanged 1134 SP:Iteration 15Q (1930.151891 sec): 3 clusters Score: Raw -9659278.522459 + Penalty 3633.869927 = -9655644.652532 nChanged 947 SP:Iteration 16Q (1930.291650 sec): 3 clusters Score: Raw -9659846.156555 + Penalty 3633.869927 = -9656212.286629 nChanged 803 SP:Iteration 17Q (1930.439543 sec): 3 clusters Score: Raw -9660319.621295 + Penalty 3633.869927 = -9656685.751369 nChanged 618 SP:Iteration 18Q (1930.588905 sec): 3 clusters Score: Raw -9660673.462376 + Penalty 3633.869927 = -9657039.592449 nChanged 470 SP:Iteration 19Q (1930.740182 sec): 3 clusters Score: Raw -9660938.529062 + Penalty 3633.869927 = -9657304.659135 nChanged 357 SP:Iteration 20F (1930.907615 sec): 3 clusters Score: Raw -9661148.957070 + Penalty 3633.869927 = -9657515.087143 nChanged 284 SP:Iteration 21Q (1931.054015 sec): 3 clusters Score: Raw -9661322.108819 + Penalty 3633.869927 = -9657688.238892 nChanged 226 SP:Iteration 22Q (1931.202760 sec): 3 clusters Score: Raw -9661438.609828 + Penalty 3633.869927 = -9657804.739901 nChanged 159 SP:Iteration 23Q (1931.357354 sec): 3 clusters Score: Raw -9661518.940233 + Penalty 3633.869927 = -9657885.070306 nChanged 136 SP:Iteration 24Q (1931.514149 sec): 3 clusters Score: Raw -9661589.051237 + Penalty 3633.869927 = -9657955.181311 nChanged 112 SP:Iteration 25Q (1931.659974 sec): 3 clusters Score: Raw -9661633.531480 + Penalty 3633.869927 = -9657999.661553 nChanged 78 SP:Iteration 26Q (1931.809965 sec): 3 clusters Score: Raw -9661660.056935 + Penalty 3633.869927 = -9658026.187008 nChanged 59 SP:Iteration 27Q (1931.955507 sec): 3 clusters Score: Raw -9661679.927399 + Penalty 3633.869927 = -9658046.057472 nChanged 41 SP:Iteration 28Q (1932.073758 sec): 3 clusters Score: Raw -9661694.393763 + Penalty 3633.869927 = -9658060.523837 nChanged 40 SP:Iteration 29Q (1932.207144 sec): 3 clusters Score: Raw -9661707.679365 + Penalty 3633.869927 = -9658073.809438 nChanged 42 SP:Iteration 30Q (1932.355970 sec): 3 clusters Score: Raw -9661721.401612 + Penalty 3633.869927 = -9658087.531685 nChanged 41 SP:Iteration 31Q (1932.506512 sec): 3 clusters Score: Raw -9661732.670505 + Penalty 3633.869927 = -9658098.800579 nChanged 27 SP:Iteration 32Q (1932.650841 sec): 3 clusters Score: Raw -9661738.536514 + Penalty 3633.869927 = -9658104.666587 nChanged 23 SP:Iteration 33Q (1932.797318 sec): 3 clusters Score: Raw -9661745.217350 + Penalty 3633.869927 = -9658111.347423 nChanged 21 SP:Iteration 34Q (1932.951122 sec): 3 clusters Score: Raw -9661750.309948 + Penalty 3633.869927 = -9658116.440021 nChanged 20 SP:Iteration 35Q (1933.094777 sec): 3 clusters Score: Raw -9661756.634262 + Penalty 3633.869927 = -9658122.764335 nChanged 11 SP:Iteration 36Q (1933.252594 sec): 3 clusters Score: Raw -9661759.428406 + Penalty 3633.869927 = -9658125.558479 nChanged 12 SP:Iteration 37Q (1933.400816 sec): 3 clusters Score: Raw -9661763.254012 + Penalty 3633.869927 = -9658129.384085 nChanged 13 SP:Iteration 38Q (1933.541440 sec): 3 clusters Score: Raw -9661769.251195 + Penalty 3633.869927 = -9658135.381268 nChanged 18 SP:Iteration 39Q (1933.690818 sec): 3 clusters Score: Raw -9661777.523314 + Penalty 3633.869927 = -9658143.653387 nChanged 19 SP:Iteration 40F (1933.858476 sec): 3 clusters Score: Raw -9661783.559244 + Penalty 3633.869927 = -9658149.689317 nChanged 13 SP:Iteration 41Q (1933.996392 sec): 3 clusters Score: Raw -9661786.778696 + Penalty 3633.869927 = -9658152.908769 nChanged 8 SP:Iteration 42Q (1934.145777 sec): 3 clusters Score: Raw -9661788.801242 + Penalty 3633.869927 = -9658154.931315 nChanged 5 SP:Iteration 43Q (1934.294991 sec): 3 clusters Score: Raw -9661790.155493 + Penalty 3633.869927 = -9658156.285567 nChanged 6 SP:Iteration 44Q (1934.446647 sec): 3 clusters Score: Raw -9661792.606343 + Penalty 3633.869927 = -9658158.736416 nChanged 8 SP:Iteration 45Q (1934.585855 sec): 3 clusters Score: Raw -9661795.268615 + Penalty 3633.869927 = -9658161.398688 nChanged 8 SP:Iteration 46Q (1934.736154 sec): 3 clusters Score: Raw -9661797.460532 + Penalty 3633.869927 = -9658163.590605 nChanged 10 SP:Iteration 47Q (1934.886687 sec): 3 clusters Score: Raw -9661800.304525 + Penalty 3633.869927 = -9658166.434598 nChanged 10 SP:Iteration 48Q (1935.044708 sec): 3 clusters Score: Raw -9661802.499288 + Penalty 3633.869927 = -9658168.629361 nChanged 6 SP:Iteration 49Q (1935.201704 sec): 3 clusters Score: Raw -9661804.424011 + Penalty 3633.869927 = -9658170.554085 nChanged 7 SP:Iteration 50Q (1935.351686 sec): 3 clusters Score: Raw -9661806.629229 + Penalty 3633.869927 = -9658172.759302 nChanged 8 SP:Iteration 51Q (1935.493496 sec): 3 clusters Score: Raw -9661808.570350 + Penalty 3633.869927 = -9658174.700423 nChanged 4 SP:Iteration 52Q (1935.640821 sec): 3 clusters Score: Raw -9661809.550683 + Penalty 3633.869927 = -9658175.680756 nChanged 6 SP:Iteration 53Q (1935.784934 sec): 3 clusters Score: Raw -9661810.565959 + Penalty 3633.869927 = -9658176.696032 nChanged 4 SP:Iteration 54Q (1935.942812 sec): 3 clusters Score: Raw -9661811.678822 + Penalty 3633.869927 = -9658177.808895 nChanged 4 SP:Iteration 55Q (1936.093899 sec): 3 clusters Score: Raw -9661812.736031 + Penalty 3633.869927 = -9658178.866104 nChanged 2 SP:Iteration 56Q (1936.238611 sec): 3 clusters Score: Raw -9661813.039456 + Penalty 3633.869927 = -9658179.169529 nChanged 2 SP:Iteration 57Q (1936.383880 sec): 3 clusters Score: Raw -9661813.445857 + Penalty 3633.869927 = -9658179.575930 nChanged 2 SP:Iteration 58Q (1936.524103 sec): 3 clusters Score: Raw -9661814.032769 + Penalty 3633.869927 = -9658180.162842 nChanged 4 SP:Iteration 59Q (1936.676582 sec): 3 clusters Score: Raw -9661815.062216 + Penalty 3633.869927 = -9658181.192289 nChanged 3 SP:Iteration 60F (1936.837673 sec): 3 clusters Score: Raw -9661815.771544 + Penalty 3633.869927 = -9658181.901617 nChanged 7 SP:Iteration 61Q (1936.978590 sec): 3 clusters Score: Raw -9661817.316001 + Penalty 3633.869927 = -9658183.446074 nChanged 4 SP:Iteration 62Q (1937.126500 sec): 3 clusters Score: Raw -9661818.103207 + Penalty 3633.869927 = -9658184.233280 nChanged 2 SP:Iteration 63Q (1937.271981 sec): 3 clusters Score: Raw -9661818.756512 + Penalty 3633.869927 = -9658184.886585 nChanged 3 SP:Iteration 64Q (1937.424717 sec): 3 clusters Score: Raw -9661819.290643 + Penalty 3633.869927 = -9658185.420716 nChanged 1 SP:Iteration 65Q (1937.580692 sec): 3 clusters Score: Raw -9661819.544530 + Penalty 3633.869927 = -9658185.674603 nChanged 1 SP:Iteration 66Q (1937.736990 sec): 3 clusters Score: Raw -9661819.944177 + Penalty 3633.869927 = -9658186.074250 nChanged 3 SP:Iteration 67Q (1937.893019 sec): 3 clusters Score: Raw -9661820.561427 + Penalty 3633.869927 = -9658186.691500 nChanged 1 SP:Iteration 68Q (1938.043902 sec): 3 clusters Score: Raw -9661821.315393 + Penalty 3633.869927 = -9658187.445466 nChanged 1 SP:Iteration 69Q (1938.200210 sec): 3 clusters Score: Raw -9661821.382737 + Penalty 3633.869927 = -9658187.512810 nChanged 0 SP:Iteration 70F (1938.378470 sec): 3 clusters Score: Raw -9661821.382737 + Penalty 3633.869927 = -9658187.512810 nChanged 0 Trying to split cluster 13 (17375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1938.424348 sec): 2 clusters Score: Raw -2309494.098299 + Penalty 1586.452996 = -2307907.645303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1938.505399 sec): 3 clusters Score: Raw -2299179.204603 + Penalty 3172.905993 = -2296006.298610 nChanged 7757 SP:Iteration 1F (1938.575269 sec): 3 clusters Score: Raw -2303602.053934 + Penalty 3172.905993 = -2300429.147941 nChanged 1043 SP:Iteration 2F (1938.653121 sec): 3 clusters Score: Raw -2304087.253110 + Penalty 3172.905993 = -2300914.347118 nChanged 960 SP:Iteration 3F (1938.724105 sec): 3 clusters Score: Raw -2304577.286631 + Penalty 3172.905993 = -2301404.380638 nChanged 926 SP:Iteration 4F (1938.803406 sec): 3 clusters Score: Raw -2305102.884836 + Penalty 3172.905993 = -2301929.978843 nChanged 945 SP:Iteration 5F (1938.882927 sec): 3 clusters Score: Raw -2305703.875181 + Penalty 3172.905993 = -2302530.969188 nChanged 972 SP:Iteration 6F (1938.951652 sec): 3 clusters Score: Raw -2306393.852704 + Penalty 3172.905993 = -2303220.946711 nChanged 1001 SP:Iteration 7F (1939.031533 sec): 3 clusters Score: Raw -2307119.331020 + Penalty 3172.905993 = -2303946.425027 nChanged 968 SP:Iteration 8F (1939.104662 sec): 3 clusters Score: Raw -2307829.552046 + Penalty 3172.905993 = -2304656.646053 nChanged 846 SP:Iteration 9Q (1939.184761 sec): 3 clusters Score: Raw -2308455.103516 + Penalty 3172.905993 = -2305282.197523 nChanged 706 SP:Iteration 10Q (1939.264872 sec): 3 clusters Score: Raw -2308965.858262 + Penalty 3172.905993 = -2305792.952269 nChanged 549 SP:Iteration 11Q (1939.346743 sec): 3 clusters Score: Raw -2309328.601805 + Penalty 3172.905993 = -2306155.695812 nChanged 436 SP:Iteration 12Q (1939.422607 sec): 3 clusters Score: Raw -2309579.472819 + Penalty 3172.905993 = -2306406.566826 nChanged 353 SP:Iteration 13Q (1939.495369 sec): 3 clusters Score: Raw -2309744.034746 + Penalty 3172.905993 = -2306571.128753 nChanged 269 SP:Iteration 14Q (1939.566222 sec): 3 clusters Score: Raw -2309857.531453 + Penalty 3172.905993 = -2306684.625460 nChanged 233 SP:Iteration 15Q (1939.635417 sec): 3 clusters Score: Raw -2309947.174713 + Penalty 3172.905993 = -2306774.268720 nChanged 203 SP:Iteration 16Q (1939.703030 sec): 3 clusters Score: Raw -2310010.308856 + Penalty 3172.905993 = -2306837.402863 nChanged 133 SP:Iteration 17Q (1939.775668 sec): 3 clusters Score: Raw -2310041.041425 + Penalty 3172.905993 = -2306868.135432 nChanged 108 SP:Iteration 18Q (1939.855158 sec): 3 clusters Score: Raw -2310061.461215 + Penalty 3172.905993 = -2306888.555222 nChanged 75 SP:Iteration 19Q (1939.922950 sec): 3 clusters Score: Raw -2310072.587332 + Penalty 3172.905993 = -2306899.681339 nChanged 54 SP:Iteration 20F (1939.999931 sec): 3 clusters Score: Raw -2310080.385845 + Penalty 3172.905993 = -2306907.479852 nChanged 40 SP:Iteration 21Q (1940.072035 sec): 3 clusters Score: Raw -2310086.057805 + Penalty 3172.905993 = -2306913.151812 nChanged 43 SP:Iteration 22Q (1940.150705 sec): 3 clusters Score: Raw -2310090.799478 + Penalty 3172.905993 = -2306917.893485 nChanged 27 SP:Iteration 23Q (1940.229123 sec): 3 clusters Score: Raw -2310094.294915 + Penalty 3172.905993 = -2306921.388922 nChanged 22 SP:Iteration 24Q (1940.307644 sec): 3 clusters Score: Raw -2310096.533524 + Penalty 3172.905993 = -2306923.627531 nChanged 19 SP:Iteration 25Q (1940.391618 sec): 3 clusters Score: Raw -2310098.341287 + Penalty 3172.905993 = -2306925.435294 nChanged 12 SP:Iteration 26Q (1940.464693 sec): 3 clusters Score: Raw -2310099.161145 + Penalty 3172.905993 = -2306926.255152 nChanged 5 SP:Iteration 27Q (1940.540490 sec): 3 clusters Score: Raw -2310099.610106 + Penalty 3172.905993 = -2306926.704113 nChanged 4 SP:Iteration 28Q (1940.620691 sec): 3 clusters Score: Raw -2310099.812792 + Penalty 3172.905993 = -2306926.906799 nChanged 7 SP:Iteration 29Q (1940.700271 sec): 3 clusters Score: Raw -2310100.245547 + Penalty 3172.905993 = -2306927.339554 nChanged 4 SP:Iteration 30Q (1940.780716 sec): 3 clusters Score: Raw -2310100.565199 + Penalty 3172.905993 = -2306927.659206 nChanged 3 SP:Iteration 31Q (1940.861047 sec): 3 clusters Score: Raw -2310100.751736 + Penalty 3172.905993 = -2306927.845743 nChanged 5 SP:Iteration 32Q (1940.934784 sec): 3 clusters Score: Raw -2310101.087217 + Penalty 3172.905993 = -2306928.181224 nChanged 7 SP:Iteration 33Q (1941.017750 sec): 3 clusters Score: Raw -2310101.604060 + Penalty 3172.905993 = -2306928.698067 nChanged 4 SP:Iteration 34Q (1941.097460 sec): 3 clusters Score: Raw -2310101.873078 + Penalty 3172.905993 = -2306928.967085 nChanged 5 SP:Iteration 35Q (1941.163464 sec): 3 clusters Score: Raw -2310102.401176 + Penalty 3172.905993 = -2306929.495183 nChanged 8 SP:Iteration 36Q (1941.238915 sec): 3 clusters Score: Raw -2310103.164630 + Penalty 3172.905993 = -2306930.258637 nChanged 8 SP:Iteration 37Q (1941.304535 sec): 3 clusters Score: Raw -2310104.069081 + Penalty 3172.905993 = -2306931.163088 nChanged 11 SP:Iteration 38Q (1941.378592 sec): 3 clusters Score: Raw -2310104.930489 + Penalty 3172.905993 = -2306932.024496 nChanged 8 SP:Iteration 39Q (1941.453227 sec): 3 clusters Score: Raw -2310105.680919 + Penalty 3172.905993 = -2306932.774926 nChanged 8 SP:Iteration 40F (1941.517381 sec): 3 clusters Score: Raw -2310106.571238 + Penalty 3172.905993 = -2306933.665245 nChanged 5 SP:Iteration 41Q (1941.600861 sec): 3 clusters Score: Raw -2310107.001853 + Penalty 3172.905993 = -2306934.095860 nChanged 7 SP:Iteration 42Q (1941.675098 sec): 3 clusters Score: Raw -2310107.654668 + Penalty 3172.905993 = -2306934.748675 nChanged 11 SP:Iteration 43Q (1941.740288 sec): 3 clusters Score: Raw -2310108.629842 + Penalty 3172.905993 = -2306935.723849 nChanged 8 SP:Iteration 44Q (1941.815096 sec): 3 clusters Score: Raw -2310109.498920 + Penalty 3172.905993 = -2306936.592927 nChanged 10 SP:Iteration 45Q (1941.890715 sec): 3 clusters Score: Raw -2310110.330106 + Penalty 3172.905993 = -2306937.424113 nChanged 14 SP:Iteration 46Q (1941.965287 sec): 3 clusters Score: Raw -2310111.969414 + Penalty 3172.905993 = -2306939.063422 nChanged 8 SP:Iteration 47Q (1942.040515 sec): 3 clusters Score: Raw -2310112.683596 + Penalty 3172.905993 = -2306939.777603 nChanged 7 SP:Iteration 48Q (1942.115883 sec): 3 clusters Score: Raw -2310113.369750 + Penalty 3172.905993 = -2306940.463757 nChanged 6 SP:Iteration 49Q (1942.171709 sec): 3 clusters Score: Raw -2310113.650760 + Penalty 3172.905993 = -2306940.744767 nChanged 1 SP:Iteration 50Q (1942.247691 sec): 3 clusters Score: Raw -2310113.710084 + Penalty 3172.905993 = -2306940.804091 nChanged 1 SP:Iteration 51Q (1942.324044 sec): 3 clusters Score: Raw -2310113.751790 + Penalty 3172.905993 = -2306940.845797 nChanged 0 SP:Iteration 52F (1942.408834 sec): 3 clusters Score: Raw -2310113.751790 + Penalty 3172.905993 = -2306940.845797 nChanged 0 Trying to split cluster 15 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1942.435648 sec): 2 clusters Score: Raw -56207.817028 + Penalty 1008.240636 = -55199.576391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1942.473403 sec): 3 clusters Score: Raw -56345.704589 + Penalty 2016.481273 = -54329.223316 nChanged 151 SP:Iteration 1F (1942.522619 sec): 3 clusters Score: Raw -56686.608531 + Penalty 2016.481273 = -54670.127258 nChanged 50 SP:Iteration 2F (1942.571904 sec): 3 clusters Score: Raw -56837.642309 + Penalty 2016.481273 = -54821.161037 nChanged 29 SP:Iteration 3F (1942.613496 sec): 3 clusters Score: Raw -56961.683136 + Penalty 2016.481273 = -54945.201863 nChanged 23 SP:Iteration 4Q (1942.662587 sec): 3 clusters Score: Raw -57016.607802 + Penalty 2016.481273 = -55000.126529 nChanged 7 SP:Iteration 5Q (1942.709683 sec): 3 clusters Score: Raw -57034.437072 + Penalty 2016.481273 = -55017.955800 nChanged 3 SP:Iteration 6Q (1942.756678 sec): 3 clusters Score: Raw -57042.431574 + Penalty 2016.481273 = -55025.950301 nChanged 2 SP:Iteration 7Q (1942.805844 sec): 3 clusters Score: Raw -57045.657707 + Penalty 2016.481273 = -55029.176434 nChanged 2 SP:Iteration 8Q (1942.852718 sec): 3 clusters Score: Raw -57047.458692 + Penalty 2016.481273 = -55030.977419 nChanged 1 SP:Iteration 9Q (1942.901799 sec): 3 clusters Score: Raw -57048.533322 + Penalty 2016.481273 = -55032.052049 nChanged 0 SP:Iteration 10F (1942.948930 sec): 3 clusters Score: Raw -57048.533322 + Penalty 2016.481273 = -55032.052049 nChanged 0 Trying to split cluster 16 (11771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1942.980316 sec): 2 clusters Score: Raw -1601647.512425 + Penalty 1523.176551 = -1600124.335875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1943.048815 sec): 3 clusters Score: Raw -1594905.664991 + Penalty 3046.353101 = -1591859.311890 nChanged 5111 SP:Iteration 1F (1943.119169 sec): 3 clusters Score: Raw -1597681.579206 + Penalty 3046.353101 = -1594635.226105 nChanged 740 SP:Iteration 2F (1943.182344 sec): 3 clusters Score: Raw -1598115.624231 + Penalty 3046.353101 = -1595069.271130 nChanged 747 SP:Iteration 3F (1943.249254 sec): 3 clusters Score: Raw -1598603.303069 + Penalty 3046.353101 = -1595556.949967 nChanged 750 SP:Iteration 4F (1943.316300 sec): 3 clusters Score: Raw -1599096.282265 + Penalty 3046.353101 = -1596049.929163 nChanged 732 SP:Iteration 5F (1943.384013 sec): 3 clusters Score: Raw -1599668.357148 + Penalty 3046.353101 = -1596622.004047 nChanged 794 SP:Iteration 6F (1943.451204 sec): 3 clusters Score: Raw -1600338.772836 + Penalty 3046.353101 = -1597292.419734 nChanged 754 SP:Iteration 7F (1943.519210 sec): 3 clusters Score: Raw -1600982.122084 + Penalty 3046.353101 = -1597935.768983 nChanged 621 SP:Iteration 8F (1943.587043 sec): 3 clusters Score: Raw -1601536.153012 + Penalty 3046.353101 = -1598489.799911 nChanged 480 SP:Iteration 9Q (1943.644906 sec): 3 clusters Score: Raw -1601903.650364 + Penalty 3046.353101 = -1598857.297263 nChanged 336 SP:Iteration 10Q (1943.699788 sec): 3 clusters Score: Raw -1602127.361340 + Penalty 3046.353101 = -1599081.008239 nChanged 258 SP:Iteration 11Q (1943.765682 sec): 3 clusters Score: Raw -1602269.504404 + Penalty 3046.353101 = -1599223.151302 nChanged 170 SP:Iteration 12Q (1943.837080 sec): 3 clusters Score: Raw -1602356.565524 + Penalty 3046.353101 = -1599310.212423 nChanged 134 SP:Iteration 13Q (1943.888649 sec): 3 clusters Score: Raw -1602428.319713 + Penalty 3046.353101 = -1599381.966611 nChanged 136 SP:Iteration 14Q (1943.947657 sec): 3 clusters Score: Raw -1602503.325742 + Penalty 3046.353101 = -1599456.972641 nChanged 127 SP:Iteration 15Q (1944.001095 sec): 3 clusters Score: Raw -1602562.772845 + Penalty 3046.353101 = -1599516.419744 nChanged 107 SP:Iteration 16Q (1944.066685 sec): 3 clusters Score: Raw -1602610.120237 + Penalty 3046.353101 = -1599563.767136 nChanged 100 SP:Iteration 17Q (1944.131899 sec): 3 clusters Score: Raw -1602645.403142 + Penalty 3046.353101 = -1599599.050041 nChanged 77 SP:Iteration 18Q (1944.196472 sec): 3 clusters Score: Raw -1602673.404749 + Penalty 3046.353101 = -1599627.051648 nChanged 79 SP:Iteration 19Q (1944.259948 sec): 3 clusters Score: Raw -1602704.344916 + Penalty 3046.353101 = -1599657.991815 nChanged 81 SP:Iteration 20F (1944.315794 sec): 3 clusters Score: Raw -1602735.288690 + Penalty 3046.353101 = -1599688.935589 nChanged 86 SP:Iteration 21Q (1944.380632 sec): 3 clusters Score: Raw -1602773.775806 + Penalty 3046.353101 = -1599727.422704 nChanged 81 SP:Iteration 22Q (1944.438368 sec): 3 clusters Score: Raw -1602812.962982 + Penalty 3046.353101 = -1599766.609880 nChanged 95 SP:Iteration 23Q (1944.503375 sec): 3 clusters Score: Raw -1602858.807621 + Penalty 3046.353101 = -1599812.454519 nChanged 88 SP:Iteration 24Q (1944.567965 sec): 3 clusters Score: Raw -1602893.761299 + Penalty 3046.353101 = -1599847.408198 nChanged 70 SP:Iteration 25Q (1944.622753 sec): 3 clusters Score: Raw -1602920.270400 + Penalty 3046.353101 = -1599873.917299 nChanged 67 SP:Iteration 26Q (1944.687470 sec): 3 clusters Score: Raw -1602944.380014 + Penalty 3046.353101 = -1599898.026913 nChanged 43 SP:Iteration 27Q (1944.752056 sec): 3 clusters Score: Raw -1602959.460517 + Penalty 3046.353101 = -1599913.107415 nChanged 37 SP:Iteration 28Q (1944.816324 sec): 3 clusters Score: Raw -1602967.425448 + Penalty 3046.353101 = -1599921.072346 nChanged 28 SP:Iteration 29Q (1944.881202 sec): 3 clusters Score: Raw -1602974.593890 + Penalty 3046.353101 = -1599928.240788 nChanged 20 SP:Iteration 30Q (1944.945403 sec): 3 clusters Score: Raw -1602977.743727 + Penalty 3046.353101 = -1599931.390626 nChanged 13 SP:Iteration 31Q (1944.999897 sec): 3 clusters Score: Raw -1602979.376912 + Penalty 3046.353101 = -1599933.023810 nChanged 5 SP:Iteration 32Q (1945.064387 sec): 3 clusters Score: Raw -1602979.821506 + Penalty 3046.353101 = -1599933.468404 nChanged 3 SP:Iteration 33Q (1945.126702 sec): 3 clusters Score: Raw -1602980.303313 + Penalty 3046.353101 = -1599933.950212 nChanged 3 SP:Iteration 34Q (1945.191120 sec): 3 clusters Score: Raw -1602980.794315 + Penalty 3046.353101 = -1599934.441213 nChanged 1 SP:Iteration 35Q (1945.255475 sec): 3 clusters Score: Raw -1602980.900146 + Penalty 3046.353101 = -1599934.547044 nChanged 2 SP:Iteration 36Q (1945.320385 sec): 3 clusters Score: Raw -1602981.148179 + Penalty 3046.353101 = -1599934.795078 nChanged 3 SP:Iteration 37Q (1945.385653 sec): 3 clusters Score: Raw -1602981.773121 + Penalty 3046.353101 = -1599935.420019 nChanged 3 SP:Iteration 38Q (1945.450728 sec): 3 clusters Score: Raw -1602982.381092 + Penalty 3046.353101 = -1599936.027990 nChanged 3 SP:Iteration 39Q (1945.512878 sec): 3 clusters Score: Raw -1602982.790848 + Penalty 3046.353101 = -1599936.437746 nChanged 1 SP:Iteration 40F (1945.580311 sec): 3 clusters Score: Raw -1602982.945904 + Penalty 3046.353101 = -1599936.592803 nChanged 2 SP:Iteration 41Q (1945.644711 sec): 3 clusters Score: Raw -1602983.041700 + Penalty 3046.353101 = -1599936.688598 nChanged 0 SP:Iteration 42F (1945.711795 sec): 3 clusters Score: Raw -1602983.041700 + Penalty 3046.353101 = -1599936.688598 nChanged 0 Trying to split cluster 17 (19902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1945.760669 sec): 2 clusters Score: Raw -2623341.553676 + Penalty 1608.518520 = -2621733.035156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1945.844332 sec): 3 clusters Score: Raw -2611300.865368 + Penalty 3217.037040 = -2608083.828328 nChanged 9014 SP:Iteration 1F (1945.931767 sec): 3 clusters Score: Raw -2616277.113636 + Penalty 3217.037040 = -2613060.076596 nChanged 1051 SP:Iteration 2F (1945.997510 sec): 3 clusters Score: Raw -2616674.939370 + Penalty 3217.037040 = -2613457.902330 nChanged 968 SP:Iteration 3Q (1946.058951 sec): 3 clusters Score: Raw -2617077.061631 + Penalty 3217.037040 = -2613860.024590 nChanged 926 SP:Iteration 4Q (1946.141189 sec): 3 clusters Score: Raw -2617488.852349 + Penalty 3217.037040 = -2614271.815309 nChanged 923 SP:Iteration 5Q (1946.211040 sec): 3 clusters Score: Raw -2617968.061446 + Penalty 3217.037040 = -2614751.024406 nChanged 1003 SP:Iteration 6F (1946.290549 sec): 3 clusters Score: Raw -2618617.312832 + Penalty 3217.037040 = -2615400.275792 nChanged 1082 SP:Iteration 7F (1946.365698 sec): 3 clusters Score: Raw -2619386.603223 + Penalty 3217.037040 = -2616169.566183 nChanged 1160 SP:Iteration 8F (1946.440217 sec): 3 clusters Score: Raw -2620316.526486 + Penalty 3217.037040 = -2617099.489446 nChanged 1072 SP:Iteration 9F (1946.523109 sec): 3 clusters Score: Raw -2621151.369844 + Penalty 3217.037040 = -2617934.332804 nChanged 886 SP:Iteration 10Q (1946.596348 sec): 3 clusters Score: Raw -2621856.588976 + Penalty 3217.037040 = -2618639.551936 nChanged 685 SP:Iteration 11Q (1946.668291 sec): 3 clusters Score: Raw -2622404.547773 + Penalty 3217.037040 = -2619187.510733 nChanged 475 SP:Iteration 12Q (1946.732744 sec): 3 clusters Score: Raw -2622780.882352 + Penalty 3217.037040 = -2619563.845312 nChanged 335 SP:Iteration 13Q (1946.804317 sec): 3 clusters Score: Raw -2623017.504771 + Penalty 3217.037040 = -2619800.467731 nChanged 225 SP:Iteration 14Q (1946.876826 sec): 3 clusters Score: Raw -2623190.870399 + Penalty 3217.037040 = -2619973.833359 nChanged 165 SP:Iteration 15Q (1946.935534 sec): 3 clusters Score: Raw -2623310.740713 + Penalty 3217.037040 = -2620093.703673 nChanged 103 SP:Iteration 16Q (1947.002950 sec): 3 clusters Score: Raw -2623394.509752 + Penalty 3217.037040 = -2620177.472712 nChanged 66 SP:Iteration 17Q (1947.078902 sec): 3 clusters Score: Raw -2623447.897509 + Penalty 3217.037040 = -2620230.860468 nChanged 31 SP:Iteration 18Q (1947.136098 sec): 3 clusters Score: Raw -2623475.542006 + Penalty 3217.037040 = -2620258.504965 nChanged 28 SP:Iteration 19Q (1947.202538 sec): 3 clusters Score: Raw -2623498.450807 + Penalty 3217.037040 = -2620281.413767 nChanged 21 SP:Iteration 20F (1947.280286 sec): 3 clusters Score: Raw -2623520.213393 + Penalty 3217.037040 = -2620303.176353 nChanged 20 SP:Iteration 21Q (1947.339310 sec): 3 clusters Score: Raw -2623537.053202 + Penalty 3217.037040 = -2620320.016162 nChanged 12 SP:Iteration 22Q (1947.394432 sec): 3 clusters Score: Raw -2623548.381949 + Penalty 3217.037040 = -2620331.344909 nChanged 10 SP:Iteration 23Q (1947.472009 sec): 3 clusters Score: Raw -2623557.469464 + Penalty 3217.037040 = -2620340.432424 nChanged 7 SP:Iteration 24Q (1947.537323 sec): 3 clusters Score: Raw -2623562.236540 + Penalty 3217.037040 = -2620345.199500 nChanged 2 SP:Iteration 25Q (1947.595419 sec): 3 clusters Score: Raw -2623565.053946 + Penalty 3217.037040 = -2620348.016906 nChanged 4 SP:Iteration 26Q (1947.668945 sec): 3 clusters Score: Raw -2623568.135530 + Penalty 3217.037040 = -2620351.098490 nChanged 3 SP:Iteration 27Q (1947.734128 sec): 3 clusters Score: Raw -2623571.895391 + Penalty 3217.037040 = -2620354.858351 nChanged 4 SP:Iteration 28Q (1947.798323 sec): 3 clusters Score: Raw -2623574.315894 + Penalty 3217.037040 = -2620357.278854 nChanged 1 SP:Iteration 29Q (1947.871071 sec): 3 clusters Score: Raw -2623574.762065 + Penalty 3217.037040 = -2620357.725025 nChanged 0 SP:Iteration 30F (1947.952810 sec): 3 clusters Score: Raw -2623574.762065 + Penalty 3217.037040 = -2620357.725025 nChanged 0 Trying to split cluster 18 (2414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1947.976993 sec): 2 clusters Score: Raw -304038.685374 + Penalty 1265.719065 = -302772.966308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1948.029042 sec): 3 clusters Score: Raw -302961.736375 + Penalty 2531.438131 = -300430.298245 nChanged 852 SP:Iteration 1F (1948.080314 sec): 3 clusters Score: Raw -303523.246103 + Penalty 2531.438131 = -300991.807973 nChanged 206 SP:Iteration 2F (1948.131961 sec): 3 clusters Score: Raw -303688.906828 + Penalty 2531.438131 = -301157.468697 nChanged 138 SP:Iteration 3F (1948.189380 sec): 3 clusters Score: Raw -303816.502426 + Penalty 2531.438131 = -301285.064295 nChanged 140 SP:Iteration 4F (1948.230231 sec): 3 clusters Score: Raw -303960.606169 + Penalty 2531.438131 = -301429.168038 nChanged 120 SP:Iteration 5Q (1948.293578 sec): 3 clusters Score: Raw -304098.136828 + Penalty 2531.438131 = -301566.698698 nChanged 130 SP:Iteration 6F (1948.334417 sec): 3 clusters Score: Raw -304245.534557 + Penalty 2531.438131 = -301714.096426 nChanged 121 SP:Iteration 7F (1948.397770 sec): 3 clusters Score: Raw -304373.731435 + Penalty 2531.438131 = -301842.293304 nChanged 113 SP:Iteration 8Q (1948.438603 sec): 3 clusters Score: Raw -304483.450500 + Penalty 2531.438131 = -301952.012370 nChanged 77 SP:Iteration 9Q (1948.476753 sec): 3 clusters Score: Raw -304539.403127 + Penalty 2531.438131 = -302007.964996 nChanged 44 SP:Iteration 10Q (1948.527133 sec): 3 clusters Score: Raw -304562.075081 + Penalty 2531.438131 = -302030.636950 nChanged 34 SP:Iteration 11Q (1948.584184 sec): 3 clusters Score: Raw -304579.548982 + Penalty 2531.438131 = -302048.110852 nChanged 27 SP:Iteration 12Q (1948.633585 sec): 3 clusters Score: Raw -304595.371188 + Penalty 2531.438131 = -302063.933057 nChanged 23 SP:Iteration 13Q (1948.673602 sec): 3 clusters Score: Raw -304605.840299 + Penalty 2531.438131 = -302074.402169 nChanged 17 SP:Iteration 14Q (1948.731648 sec): 3 clusters Score: Raw -304611.507177 + Penalty 2531.438131 = -302080.069046 nChanged 10 SP:Iteration 15Q (1948.772337 sec): 3 clusters Score: Raw -304616.274021 + Penalty 2531.438131 = -302084.835890 nChanged 12 SP:Iteration 16Q (1948.832519 sec): 3 clusters Score: Raw -304622.670764 + Penalty 2531.438131 = -302091.232633 nChanged 9 SP:Iteration 17Q (1948.881264 sec): 3 clusters Score: Raw -304624.120559 + Penalty 2531.438131 = -302092.682429 nChanged 2 SP:Iteration 18Q (1948.928578 sec): 3 clusters Score: Raw -304624.626166 + Penalty 2531.438131 = -302093.188035 nChanged 3 SP:Iteration 19Q (1948.983287 sec): 3 clusters Score: Raw -304626.052152 + Penalty 2531.438131 = -302094.614022 nChanged 1 SP:Iteration 20F (1949.035365 sec): 3 clusters Score: Raw -304627.271791 + Penalty 2531.438131 = -302095.833661 nChanged 5 SP:Iteration 21Q (1949.075890 sec): 3 clusters Score: Raw -304628.814884 + Penalty 2531.438131 = -302097.376754 nChanged 3 SP:Iteration 22Q (1949.128068 sec): 3 clusters Score: Raw -304630.892369 + Penalty 2531.438131 = -302099.454238 nChanged 4 SP:Iteration 23Q (1949.179289 sec): 3 clusters Score: Raw -304634.067524 + Penalty 2531.438131 = -302102.629393 nChanged 3 SP:Iteration 24Q (1949.228504 sec): 3 clusters Score: Raw -304636.315930 + Penalty 2531.438131 = -302104.877799 nChanged 3 SP:Iteration 25Q (1949.277382 sec): 3 clusters Score: Raw -304638.390089 + Penalty 2531.438131 = -302106.951959 nChanged 4 SP:Iteration 26Q (1949.324068 sec): 3 clusters Score: Raw -304640.269294 + Penalty 2531.438131 = -302108.831164 nChanged 3 SP:Iteration 27Q (1949.372264 sec): 3 clusters Score: Raw -304640.865436 + Penalty 2531.438131 = -302109.427306 nChanged 1 SP:Iteration 28Q (1949.422069 sec): 3 clusters Score: Raw -304641.191723 + Penalty 2531.438131 = -302109.753593 nChanged 1 SP:Iteration 29Q (1949.469729 sec): 3 clusters Score: Raw -304641.525004 + Penalty 2531.438131 = -302110.086874 nChanged 0 SP:Iteration 30F (1949.514172 sec): 3 clusters Score: Raw -304641.525004 + Penalty 2531.438131 = -302110.086874 nChanged 0 Trying to split cluster 19 (1961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1949.539673 sec): 2 clusters Score: Raw -252443.644055 + Penalty 1231.946597 = -251211.697458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1949.589209 sec): 3 clusters Score: Raw -251608.805228 + Penalty 2463.893194 = -249144.912034 nChanged 695 SP:Iteration 1F (1949.638826 sec): 3 clusters Score: Raw -252089.529848 + Penalty 2463.893194 = -249625.636654 nChanged 148 SP:Iteration 2F (1949.688022 sec): 3 clusters Score: Raw -252213.669355 + Penalty 2463.893194 = -249749.776162 nChanged 99 SP:Iteration 3F (1949.737336 sec): 3 clusters Score: Raw -252293.951293 + Penalty 2463.893194 = -249830.058099 nChanged 81 SP:Iteration 4Q (1949.786455 sec): 3 clusters Score: Raw -252342.181882 + Penalty 2463.893194 = -249878.288689 nChanged 48 SP:Iteration 5Q (1949.835933 sec): 3 clusters Score: Raw -252378.836531 + Penalty 2463.893194 = -249914.943338 nChanged 37 SP:Iteration 6Q (1949.885535 sec): 3 clusters Score: Raw -252402.829356 + Penalty 2463.893194 = -249938.936162 nChanged 31 SP:Iteration 7Q (1949.935554 sec): 3 clusters Score: Raw -252418.226750 + Penalty 2463.893194 = -249954.333557 nChanged 20 SP:Iteration 8Q (1949.985908 sec): 3 clusters Score: Raw -252427.446680 + Penalty 2463.893194 = -249963.553486 nChanged 17 SP:Iteration 9Q (1950.032713 sec): 3 clusters Score: Raw -252436.703781 + Penalty 2463.893194 = -249972.810587 nChanged 14 SP:Iteration 10Q (1950.086012 sec): 3 clusters Score: Raw -252443.193191 + Penalty 2463.893194 = -249979.299998 nChanged 14 SP:Iteration 11Q (1950.137587 sec): 3 clusters Score: Raw -252451.703865 + Penalty 2463.893194 = -249987.810671 nChanged 19 SP:Iteration 12Q (1950.181346 sec): 3 clusters Score: Raw -252462.399309 + Penalty 2463.893194 = -249998.506115 nChanged 21 SP:Iteration 13Q (1950.228134 sec): 3 clusters Score: Raw -252483.326481 + Penalty 2463.893194 = -250019.433287 nChanged 30 SP:Iteration 14Q (1950.287389 sec): 3 clusters Score: Raw -252515.046963 + Penalty 2463.893194 = -250051.153769 nChanged 34 SP:Iteration 15Q (1950.339019 sec): 3 clusters Score: Raw -252545.275004 + Penalty 2463.893194 = -250081.381810 nChanged 27 SP:Iteration 16Q (1950.389621 sec): 3 clusters Score: Raw -252570.739901 + Penalty 2463.893194 = -250106.846707 nChanged 26 SP:Iteration 17Q (1950.432706 sec): 3 clusters Score: Raw -252592.971791 + Penalty 2463.893194 = -250129.078597 nChanged 20 SP:Iteration 18Q (1950.482062 sec): 3 clusters Score: Raw -252612.352619 + Penalty 2463.893194 = -250148.459426 nChanged 20 SP:Iteration 19Q (1950.537810 sec): 3 clusters Score: Raw -252633.135476 + Penalty 2463.893194 = -250169.242283 nChanged 17 SP:Iteration 20F (1950.587383 sec): 3 clusters Score: Raw -252654.110352 + Penalty 2463.893194 = -250190.217159 nChanged 28 SP:Iteration 21Q (1950.637138 sec): 3 clusters Score: Raw -252685.121244 + Penalty 2463.893194 = -250221.228050 nChanged 31 SP:Iteration 22Q (1950.689958 sec): 3 clusters Score: Raw -252710.476192 + Penalty 2463.893194 = -250246.582998 nChanged 34 SP:Iteration 23Q (1950.731626 sec): 3 clusters Score: Raw -252735.028708 + Penalty 2463.893194 = -250271.135515 nChanged 23 SP:Iteration 24Q (1950.779322 sec): 3 clusters Score: Raw -252748.945785 + Penalty 2463.893194 = -250285.052592 nChanged 20 SP:Iteration 25Q (1950.822408 sec): 3 clusters Score: Raw -252757.811077 + Penalty 2463.893194 = -250293.917883 nChanged 19 SP:Iteration 26Q (1950.876562 sec): 3 clusters Score: Raw -252767.600625 + Penalty 2463.893194 = -250303.707431 nChanged 11 SP:Iteration 27Q (1950.925595 sec): 3 clusters Score: Raw -252772.298364 + Penalty 2463.893194 = -250308.405170 nChanged 10 SP:Iteration 28Q (1950.969324 sec): 3 clusters Score: Raw -252775.336963 + Penalty 2463.893194 = -250311.443769 nChanged 3 SP:Iteration 29Q (1951.023987 sec): 3 clusters Score: Raw -252777.680799 + Penalty 2463.893194 = -250313.787605 nChanged 2 SP:Iteration 30Q (1951.075017 sec): 3 clusters Score: Raw -252778.598011 + Penalty 2463.893194 = -250314.704818 nChanged 1 SP:Iteration 31Q (1951.124486 sec): 3 clusters Score: Raw -252779.259611 + Penalty 2463.893194 = -250315.366418 nChanged 1 SP:Iteration 32Q (1951.178906 sec): 3 clusters Score: Raw -252779.662974 + Penalty 2463.893194 = -250315.769781 nChanged 2 SP:Iteration 33Q (1951.227212 sec): 3 clusters Score: Raw -252780.116033 + Penalty 2463.893194 = -250316.222839 nChanged 2 SP:Iteration 34Q (1951.276995 sec): 3 clusters Score: Raw -252780.812050 + Penalty 2463.893194 = -250316.918857 nChanged 2 SP:Iteration 35Q (1951.314229 sec): 3 clusters Score: Raw -252783.472695 + Penalty 2463.893194 = -250319.579502 nChanged 3 SP:Iteration 36Q (1951.373983 sec): 3 clusters Score: Raw -252784.757813 + Penalty 2463.893194 = -250320.864620 nChanged 1 SP:Iteration 37Q (1951.414195 sec): 3 clusters Score: Raw -252785.150172 + Penalty 2463.893194 = -250321.256978 nChanged 0 SP:Iteration 38F (1951.478143 sec): 3 clusters Score: Raw -252785.150172 + Penalty 2463.893194 = -250321.256978 nChanged 0 Iteration 99Q (1954.109950 sec): 19 clusters Score: Raw -57369912.451316 + Penalty 37966.405434 = -57331946.045882 nChanged 136 Iteration 100F (1959.176649 sec): 19 clusters Score: Raw -57369916.593061 + Penalty 37966.405434 = -57331950.187627 nChanged 136 Iteration 101Q (1961.852221 sec): 19 clusters Score: Raw -57369921.055382 + Penalty 37966.405434 = -57331954.649948 nChanged 134 Iteration 102Q (1964.522037 sec): 19 clusters Score: Raw -57369925.964623 + Penalty 37966.405434 = -57331959.559189 nChanged 135 Iteration 103Q (1967.146904 sec): 19 clusters Score: Raw -57369930.857521 + Penalty 37966.405434 = -57331964.452087 nChanged 120 Iteration 104Q (1970.042624 sec): 19 clusters Score: Raw -57369935.250822 + Penalty 37966.405434 = -57331968.845388 nChanged 125 Iteration 105Q (1973.101982 sec): 19 clusters Score: Raw -57369939.452424 + Penalty 37966.405434 = -57331973.046990 nChanged 122 Iteration 106Q (1975.962248 sec): 19 clusters Score: Raw -57369942.889623 + Penalty 37966.405434 = -57331976.484189 nChanged 110 Iteration 107Q (1978.825240 sec): 19 clusters Score: Raw -57369945.721599 + Penalty 37966.405434 = -57331979.316165 nChanged 108 Iteration 108Q (1981.385888 sec): 19 clusters Score: Raw -57369948.793841 + Penalty 37966.405434 = -57331982.388407 nChanged 88 Iteration 109Q (1984.093735 sec): 19 clusters Score: Raw -57369951.412624 + Penalty 37966.405434 = -57331985.007190 nChanged 100 Iteration 110Q (1986.753431 sec): 19 clusters Score: Raw -57369954.434372 + Penalty 37966.405434 = -57331988.028939 nChanged 100 Iteration 111Q (1989.454445 sec): 19 clusters Score: Raw -57369957.348476 + Penalty 37966.405434 = -57331990.943042 nChanged 99 Iteration 112Q (1992.117898 sec): 19 clusters Score: Raw -57369960.433471 + Penalty 37966.405434 = -57331994.028037 nChanged 99 Iteration 113Q (1994.834208 sec): 19 clusters Score: Raw -57369963.593700 + Penalty 37966.405434 = -57331997.188266 nChanged 121 Iteration 114Q (1997.519306 sec): 19 clusters Score: Raw -57369967.618912 + Penalty 37966.405434 = -57332001.213478 nChanged 118 Iteration 115Q (2000.180243 sec): 19 clusters Score: Raw -57369971.239417 + Penalty 37966.405434 = -57332004.833983 nChanged 123 Iteration 116Q (2003.160209 sec): 19 clusters Score: Raw -57369974.360049 + Penalty 37966.405434 = -57332007.954615 nChanged 101 Iteration 117Q (2006.029233 sec): 19 clusters Score: Raw -57369977.177705 + Penalty 37966.405434 = -57332010.772271 nChanged 90 Iteration 118Q (2008.889496 sec): 19 clusters Score: Raw -57369979.617930 + Penalty 37966.405434 = -57332013.212496 nChanged 81 Iteration 119Q (2011.740638 sec): 19 clusters Score: Raw -57369981.858268 + Penalty 37966.405434 = -57332015.452834 nChanged 72 Iteration 120F (2016.735875 sec): 19 clusters Score: Raw -57369983.553468 + Penalty 37966.405434 = -57332017.148034 nChanged 73 Iteration 121Q (2019.425952 sec): 19 clusters Score: Raw -57369985.190284 + Penalty 37966.405434 = -57332018.784850 nChanged 74 Iteration 122Q (2022.091138 sec): 19 clusters Score: Raw -57369986.561725 + Penalty 37966.405434 = -57332020.156291 nChanged 68 Iteration 123Q (2024.665103 sec): 19 clusters Score: Raw -57369987.941476 + Penalty 37966.405434 = -57332021.536042 nChanged 54 Iteration 124Q (2027.293749 sec): 19 clusters Score: Raw -57369989.049456 + Penalty 37966.405434 = -57332022.644022 nChanged 46 Iteration 125Q (2029.938161 sec): 19 clusters Score: Raw -57369990.013468 + Penalty 37966.405434 = -57332023.608034 nChanged 41 Iteration 126Q (2032.739094 sec): 19 clusters Score: Raw -57369990.972231 + Penalty 37966.405434 = -57332024.566797 nChanged 34 Iteration 127Q (2035.757742 sec): 19 clusters Score: Raw -57369991.547561 + Penalty 37966.405434 = -57332025.142127 nChanged 23 Iteration 128Q (2038.590850 sec): 19 clusters Score: Raw -57369992.077356 + Penalty 37966.405434 = -57332025.671922 nChanged 22 Iteration 129Q (2041.431177 sec): 19 clusters Score: Raw -57369992.726700 + Penalty 37966.405434 = -57332026.321266 nChanged 23 Iteration 130Q (2044.206936 sec): 19 clusters Score: Raw -57369993.441065 + Penalty 37966.405434 = -57332027.035631 nChanged 26 Iteration 131Q (2046.905100 sec): 19 clusters Score: Raw -57369994.183988 + Penalty 37966.405434 = -57332027.778554 nChanged 17 Iteration 132Q (2049.592641 sec): 19 clusters Score: Raw -57369994.654900 + Penalty 37966.405434 = -57332028.249466 nChanged 28 Iteration 133Q (2052.175653 sec): 19 clusters Score: Raw -57369995.452065 + Penalty 37966.405434 = -57332029.046631 nChanged 20 Iteration 134Q (2054.745591 sec): 19 clusters Score: Raw -57369995.902293 + Penalty 37966.405434 = -57332029.496859 nChanged 15 Iteration 135Q (2057.436591 sec): 19 clusters Score: Raw -57369996.394762 + Penalty 37966.405434 = -57332029.989328 nChanged 24 Iteration 136Q (2060.114196 sec): 19 clusters Score: Raw -57369996.920647 + Penalty 37966.405434 = -57332030.515213 nChanged 28 Iteration 137Q (2062.800622 sec): 19 clusters Score: Raw -57369997.626094 + Penalty 37966.405434 = -57332031.220661 nChanged 33 Iteration 138Q (2065.771062 sec): 19 clusters Score: Raw -57369998.377202 + Penalty 37966.405434 = -57332031.971768 nChanged 24 Writing temp clu file Because OldScore, -57332031.220661, is greater than current (better) Score,-57332031.971768 Compute initial score before splitting: Score: Raw -57369998.377202 + Penalty 37966.405434 = -57332031.971768 Trying to split cluster 1 (119152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2066.106605 sec): 2 clusters Score: Raw -16215355.268220 + Penalty 1899.325231 = -16213455.942989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2066.354792 sec): 3 clusters Score: Raw -16137245.511313 + Penalty 3798.650462 = -16133446.860851 nChanged 57191 SP:Iteration 1F (2066.600882 sec): 3 clusters Score: Raw -16171951.913656 + Penalty 3798.650462 = -16168153.263194 nChanged 6048 SP:Iteration 2F (2066.845868 sec): 3 clusters Score: Raw -16174604.432779 + Penalty 3798.650462 = -16170805.782317 nChanged 7716 SP:Iteration 3F (2067.071609 sec): 3 clusters Score: Raw -16179188.229190 + Penalty 3798.650462 = -16175389.578728 nChanged 9503 SP:Iteration 4F (2067.315996 sec): 3 clusters Score: Raw -16186218.177535 + Penalty 3798.650462 = -16182419.527073 nChanged 10193 SP:Iteration 5F (2067.563478 sec): 3 clusters Score: Raw -16195171.369221 + Penalty 3798.650462 = -16191372.718759 nChanged 8811 SP:Iteration 6F (2067.808867 sec): 3 clusters Score: Raw -16203728.457284 + Penalty 3798.650462 = -16199929.806822 nChanged 5914 SP:Iteration 7Q (2068.066346 sec): 3 clusters Score: Raw -16210073.194543 + Penalty 3798.650462 = -16206274.544081 nChanged 2853 SP:Iteration 8Q (2068.310284 sec): 3 clusters Score: Raw -16213542.450755 + Penalty 3798.650462 = -16209743.800293 nChanged 1482 SP:Iteration 9Q (2068.534915 sec): 3 clusters Score: Raw -16215097.814955 + Penalty 3798.650462 = -16211299.164493 nChanged 912 SP:Iteration 10Q (2068.741377 sec): 3 clusters Score: Raw -16215648.084085 + Penalty 3798.650462 = -16211849.433623 nChanged 597 SP:Iteration 11Q (2068.946983 sec): 3 clusters Score: Raw -16215899.443251 + Penalty 3798.650462 = -16212100.792789 nChanged 365 SP:Iteration 12Q (2069.160551 sec): 3 clusters Score: Raw -16216033.455968 + Penalty 3798.650462 = -16212234.805505 nChanged 255 SP:Iteration 13Q (2069.361378 sec): 3 clusters Score: Raw -16216114.343342 + Penalty 3798.650462 = -16212315.692880 nChanged 224 SP:Iteration 14Q (2069.575511 sec): 3 clusters Score: Raw -16216179.575445 + Penalty 3798.650462 = -16212380.924983 nChanged 172 SP:Iteration 15Q (2069.789295 sec): 3 clusters Score: Raw -16216223.028734 + Penalty 3798.650462 = -16212424.378272 nChanged 160 SP:Iteration 16Q (2069.992903 sec): 3 clusters Score: Raw -16216261.373195 + Penalty 3798.650462 = -16212462.722733 nChanged 141 SP:Iteration 17Q (2070.193887 sec): 3 clusters Score: Raw -16216291.827859 + Penalty 3798.650462 = -16212493.177397 nChanged 132 SP:Iteration 18Q (2070.408915 sec): 3 clusters Score: Raw -16216319.562189 + Penalty 3798.650462 = -16212520.911727 nChanged 108 SP:Iteration 19Q (2070.613051 sec): 3 clusters Score: Raw -16216337.734042 + Penalty 3798.650462 = -16212539.083580 nChanged 100 SP:Iteration 20F (2070.850501 sec): 3 clusters Score: Raw -16216353.169797 + Penalty 3798.650462 = -16212554.519335 nChanged 76 SP:Iteration 21Q (2071.059252 sec): 3 clusters Score: Raw -16216364.959476 + Penalty 3798.650462 = -16212566.309014 nChanged 63 SP:Iteration 22Q (2071.244577 sec): 3 clusters Score: Raw -16216372.983774 + Penalty 3798.650462 = -16212574.333312 nChanged 56 SP:Iteration 23Q (2071.443943 sec): 3 clusters Score: Raw -16216379.939606 + Penalty 3798.650462 = -16212581.289144 nChanged 52 SP:Iteration 24Q (2071.651842 sec): 3 clusters Score: Raw -16216387.363612 + Penalty 3798.650462 = -16212588.713150 nChanged 51 SP:Iteration 25Q (2071.849040 sec): 3 clusters Score: Raw -16216395.232039 + Penalty 3798.650462 = -16212596.581577 nChanged 44 SP:Iteration 26Q (2072.055328 sec): 3 clusters Score: Raw -16216401.050746 + Penalty 3798.650462 = -16212602.400284 nChanged 48 SP:Iteration 27Q (2072.253121 sec): 3 clusters Score: Raw -16216408.237412 + Penalty 3798.650462 = -16212609.586950 nChanged 47 SP:Iteration 28Q (2072.458532 sec): 3 clusters Score: Raw -16216415.839280 + Penalty 3798.650462 = -16212617.188818 nChanged 52 SP:Iteration 29Q (2072.654443 sec): 3 clusters Score: Raw -16216425.052184 + Penalty 3798.650462 = -16212626.401722 nChanged 48 SP:Iteration 30Q (2072.851506 sec): 3 clusters Score: Raw -16216431.160855 + Penalty 3798.650462 = -16212632.510393 nChanged 40 SP:Iteration 31Q (2073.051481 sec): 3 clusters Score: Raw -16216435.470452 + Penalty 3798.650462 = -16212636.819990 nChanged 27 SP:Iteration 32Q (2073.248026 sec): 3 clusters Score: Raw -16216438.638468 + Penalty 3798.650462 = -16212639.988006 nChanged 31 SP:Iteration 33Q (2073.447642 sec): 3 clusters Score: Raw -16216442.077953 + Penalty 3798.650462 = -16212643.427491 nChanged 24 SP:Iteration 34Q (2073.641569 sec): 3 clusters Score: Raw -16216444.472920 + Penalty 3798.650462 = -16212645.822457 nChanged 22 SP:Iteration 35Q (2073.841791 sec): 3 clusters Score: Raw -16216447.342527 + Penalty 3798.650462 = -16212648.692065 nChanged 16 SP:Iteration 36Q (2074.045484 sec): 3 clusters Score: Raw -16216450.118023 + Penalty 3798.650462 = -16212651.467561 nChanged 28 SP:Iteration 37Q (2074.245623 sec): 3 clusters Score: Raw -16216453.864005 + Penalty 3798.650462 = -16212655.213543 nChanged 27 SP:Iteration 38Q (2074.446682 sec): 3 clusters Score: Raw -16216456.878749 + Penalty 3798.650462 = -16212658.228287 nChanged 31 SP:Iteration 39Q (2074.648897 sec): 3 clusters Score: Raw -16216460.218826 + Penalty 3798.650462 = -16212661.568364 nChanged 20 SP:Iteration 40F (2074.877505 sec): 3 clusters Score: Raw -16216462.402998 + Penalty 3798.650462 = -16212663.752536 nChanged 18 SP:Iteration 41Q (2075.082189 sec): 3 clusters Score: Raw -16216464.257484 + Penalty 3798.650462 = -16212665.607022 nChanged 19 SP:Iteration 42Q (2075.283637 sec): 3 clusters Score: Raw -16216466.626719 + Penalty 3798.650462 = -16212667.976257 nChanged 16 SP:Iteration 43Q (2075.477935 sec): 3 clusters Score: Raw -16216468.315429 + Penalty 3798.650462 = -16212669.664967 nChanged 13 SP:Iteration 44Q (2075.675485 sec): 3 clusters Score: Raw -16216469.494752 + Penalty 3798.650462 = -16212670.844289 nChanged 6 SP:Iteration 45Q (2075.877046 sec): 3 clusters Score: Raw -16216470.148369 + Penalty 3798.650462 = -16212671.497907 nChanged 9 SP:Iteration 46Q (2076.080176 sec): 3 clusters Score: Raw -16216471.094780 + Penalty 3798.650462 = -16212672.444318 nChanged 7 SP:Iteration 47Q (2076.269339 sec): 3 clusters Score: Raw -16216471.933666 + Penalty 3798.650462 = -16212673.283204 nChanged 3 SP:Iteration 48Q (2076.467485 sec): 3 clusters Score: Raw -16216472.093970 + Penalty 3798.650462 = -16212673.443508 nChanged 3 SP:Iteration 49Q (2076.674016 sec): 3 clusters Score: Raw -16216472.474710 + Penalty 3798.650462 = -16212673.824248 nChanged 5 SP:Iteration 50Q (2076.878373 sec): 3 clusters Score: Raw -16216472.835742 + Penalty 3798.650462 = -16212674.185280 nChanged 2 SP:Iteration 51Q (2077.078542 sec): 3 clusters Score: Raw -16216473.088788 + Penalty 3798.650462 = -16212674.438326 nChanged 4 SP:Iteration 52Q (2077.279204 sec): 3 clusters Score: Raw -16216473.389163 + Penalty 3798.650462 = -16212674.738701 nChanged 5 SP:Iteration 53Q (2077.482826 sec): 3 clusters Score: Raw -16216474.188052 + Penalty 3798.650462 = -16212675.537589 nChanged 5 SP:Iteration 54Q (2077.676824 sec): 3 clusters Score: Raw -16216474.456960 + Penalty 3798.650462 = -16212675.806498 nChanged 3 SP:Iteration 55Q (2077.875415 sec): 3 clusters Score: Raw -16216474.750420 + Penalty 3798.650462 = -16212676.099958 nChanged 5 SP:Iteration 56Q (2078.078062 sec): 3 clusters Score: Raw -16216475.178168 + Penalty 3798.650462 = -16212676.527706 nChanged 4 SP:Iteration 57Q (2078.282190 sec): 3 clusters Score: Raw -16216475.459574 + Penalty 3798.650462 = -16212676.809112 nChanged 4 SP:Iteration 58Q (2078.471075 sec): 3 clusters Score: Raw -16216475.643870 + Penalty 3798.650462 = -16212676.993408 nChanged 4 SP:Iteration 59Q (2078.676479 sec): 3 clusters Score: Raw -16216475.904991 + Penalty 3798.650462 = -16212677.254529 nChanged 3 SP:Iteration 60F (2078.913275 sec): 3 clusters Score: Raw -16216476.168167 + Penalty 3798.650462 = -16212677.517705 nChanged 1 SP:Iteration 61Q (2079.112630 sec): 3 clusters Score: Raw -16216476.253171 + Penalty 3798.650462 = -16212677.602709 nChanged 0 SP:Iteration 62F (2079.340452 sec): 3 clusters Score: Raw -16216476.253171 + Penalty 3798.650462 = -16212677.602709 nChanged 0 Trying to split cluster 2 (11132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.400132 sec): 2 clusters Score: Raw -1502778.892872 + Penalty 1514.106607 = -1501264.786264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.466007 sec): 3 clusters Score: Raw -1496435.508439 + Penalty 3028.213215 = -1493407.295224 nChanged 4801 SP:Iteration 1F (2079.532897 sec): 3 clusters Score: Raw -1499309.500769 + Penalty 3028.213215 = -1496281.287554 nChanged 867 SP:Iteration 2F (2079.598933 sec): 3 clusters Score: Raw -1499905.231199 + Penalty 3028.213215 = -1496877.017985 nChanged 911 SP:Iteration 3F (2079.652788 sec): 3 clusters Score: Raw -1500563.560782 + Penalty 3028.213215 = -1497535.347567 nChanged 786 SP:Iteration 4F (2079.704058 sec): 3 clusters Score: Raw -1501182.564109 + Penalty 3028.213215 = -1498154.350894 nChanged 703 SP:Iteration 5F (2079.768949 sec): 3 clusters Score: Raw -1501721.704005 + Penalty 3028.213215 = -1498693.490790 nChanged 536 SP:Iteration 6Q (2079.848229 sec): 3 clusters Score: Raw -1502108.648862 + Penalty 3028.213215 = -1499080.435647 nChanged 374 SP:Iteration 7Q (2079.918483 sec): 3 clusters Score: Raw -1502370.659045 + Penalty 3028.213215 = -1499342.445831 nChanged 300 SP:Iteration 8Q (2079.988533 sec): 3 clusters Score: Raw -1502592.233784 + Penalty 3028.213215 = -1499564.020569 nChanged 225 SP:Iteration 9Q (2080.038381 sec): 3 clusters Score: Raw -1502739.353630 + Penalty 3028.213215 = -1499711.140415 nChanged 153 SP:Iteration 10Q (2080.082015 sec): 3 clusters Score: Raw -1502814.994615 + Penalty 3028.213215 = -1499786.781401 nChanged 110 SP:Iteration 11Q (2080.113768 sec): 3 clusters Score: Raw -1502867.271685 + Penalty 3028.213215 = -1499839.058470 nChanged 76 SP:Iteration 12Q (2080.145316 sec): 3 clusters Score: Raw -1502897.173942 + Penalty 3028.213215 = -1499868.960727 nChanged 55 SP:Iteration 13Q (2080.176784 sec): 3 clusters Score: Raw -1502915.950561 + Penalty 3028.213215 = -1499887.737346 nChanged 49 SP:Iteration 14Q (2080.208182 sec): 3 clusters Score: Raw -1502931.644132 + Penalty 3028.213215 = -1499903.430917 nChanged 46 SP:Iteration 15Q (2080.253462 sec): 3 clusters Score: Raw -1502947.169431 + Penalty 3028.213215 = -1499918.956216 nChanged 44 SP:Iteration 16Q (2080.283087 sec): 3 clusters Score: Raw -1502962.033387 + Penalty 3028.213215 = -1499933.820172 nChanged 54 SP:Iteration 17Q (2080.314150 sec): 3 clusters Score: Raw -1502977.534460 + Penalty 3028.213215 = -1499949.321245 nChanged 36 SP:Iteration 18Q (2080.345116 sec): 3 clusters Score: Raw -1502987.405907 + Penalty 3028.213215 = -1499959.192692 nChanged 38 SP:Iteration 19Q (2080.376055 sec): 3 clusters Score: Raw -1503000.651748 + Penalty 3028.213215 = -1499972.438534 nChanged 33 SP:Iteration 20F (2080.420278 sec): 3 clusters Score: Raw -1503010.092808 + Penalty 3028.213215 = -1499981.879593 nChanged 24 SP:Iteration 21Q (2080.440207 sec): 3 clusters Score: Raw -1503015.436020 + Penalty 3028.213215 = -1499987.222806 nChanged 15 SP:Iteration 22Q (2080.471192 sec): 3 clusters Score: Raw -1503019.044832 + Penalty 3028.213215 = -1499990.831617 nChanged 16 SP:Iteration 23Q (2080.502002 sec): 3 clusters Score: Raw -1503022.304328 + Penalty 3028.213215 = -1499994.091113 nChanged 8 SP:Iteration 24Q (2080.532793 sec): 3 clusters Score: Raw -1503024.609869 + Penalty 3028.213215 = -1499996.396654 nChanged 9 SP:Iteration 25Q (2080.563409 sec): 3 clusters Score: Raw -1503026.416157 + Penalty 3028.213215 = -1499998.202942 nChanged 8 SP:Iteration 26Q (2080.594266 sec): 3 clusters Score: Raw -1503027.991716 + Penalty 3028.213215 = -1499999.778501 nChanged 8 SP:Iteration 27Q (2080.671816 sec): 3 clusters Score: Raw -1503029.854602 + Penalty 3028.213215 = -1500001.641387 nChanged 9 SP:Iteration 28Q (2080.728904 sec): 3 clusters Score: Raw -1503032.753133 + Penalty 3028.213215 = -1500004.539919 nChanged 10 SP:Iteration 29Q (2080.795086 sec): 3 clusters Score: Raw -1503035.929665 + Penalty 3028.213215 = -1500007.716451 nChanged 12 SP:Iteration 30Q (2080.844269 sec): 3 clusters Score: Raw -1503039.649542 + Penalty 3028.213215 = -1500011.436327 nChanged 11 SP:Iteration 31Q (2080.910763 sec): 3 clusters Score: Raw -1503043.189971 + Penalty 3028.213215 = -1500014.976757 nChanged 10 SP:Iteration 32Q (2080.985787 sec): 3 clusters Score: Raw -1503045.777316 + Penalty 3028.213215 = -1500017.564101 nChanged 6 SP:Iteration 33Q (2081.043990 sec): 3 clusters Score: Raw -1503046.948549 + Penalty 3028.213215 = -1500018.735334 nChanged 7 SP:Iteration 34Q (2081.115321 sec): 3 clusters Score: Raw -1503048.631166 + Penalty 3028.213215 = -1500020.417951 nChanged 6 SP:Iteration 35Q (2081.171176 sec): 3 clusters Score: Raw -1503049.834991 + Penalty 3028.213215 = -1500021.621776 nChanged 6 SP:Iteration 36Q (2081.247140 sec): 3 clusters Score: Raw -1503050.928936 + Penalty 3028.213215 = -1500022.715721 nChanged 3 SP:Iteration 37Q (2081.307827 sec): 3 clusters Score: Raw -1503051.407341 + Penalty 3028.213215 = -1500023.194126 nChanged 3 SP:Iteration 38Q (2081.362712 sec): 3 clusters Score: Raw -1503052.496608 + Penalty 3028.213215 = -1500024.283393 nChanged 5 SP:Iteration 39Q (2081.436732 sec): 3 clusters Score: Raw -1503054.295556 + Penalty 3028.213215 = -1500026.082342 nChanged 8 SP:Iteration 40F (2081.493406 sec): 3 clusters Score: Raw -1503056.689811 + Penalty 3028.213215 = -1500028.476596 nChanged 8 SP:Iteration 41Q (2081.566804 sec): 3 clusters Score: Raw -1503058.607634 + Penalty 3028.213215 = -1500030.394419 nChanged 9 SP:Iteration 42Q (2081.627327 sec): 3 clusters Score: Raw -1503060.441868 + Penalty 3028.213215 = -1500032.228653 nChanged 5 SP:Iteration 43Q (2081.690806 sec): 3 clusters Score: Raw -1503061.557656 + Penalty 3028.213215 = -1500033.344441 nChanged 6 SP:Iteration 44Q (2081.757319 sec): 3 clusters Score: Raw -1503063.081937 + Penalty 3028.213215 = -1500034.868722 nChanged 4 SP:Iteration 45Q (2081.810663 sec): 3 clusters Score: Raw -1503063.585799 + Penalty 3028.213215 = -1500035.372584 nChanged 1 SP:Iteration 46Q (2081.875657 sec): 3 clusters Score: Raw -1503063.723561 + Penalty 3028.213215 = -1500035.510346 nChanged 0 SP:Iteration 47F (2081.942997 sec): 3 clusters Score: Raw -1503063.723561 + Penalty 3028.213215 = -1500035.510346 nChanged 0 Trying to split cluster 3 (84899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2082.074598 sec): 2 clusters Score: Raw -11529654.662117 + Penalty 1844.247859 = -11527810.414258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2082.237686 sec): 3 clusters Score: Raw -11475066.832596 + Penalty 3688.495718 = -11471378.336878 nChanged 40450 SP:Iteration 1F (2082.414643 sec): 3 clusters Score: Raw -11500927.112203 + Penalty 3688.495718 = -11497238.616485 nChanged 5377 SP:Iteration 2F (2082.586974 sec): 3 clusters Score: Raw -11504356.588951 + Penalty 3688.495718 = -11500668.093233 nChanged 6094 SP:Iteration 3F (2082.781165 sec): 3 clusters Score: Raw -11508353.676119 + Penalty 3688.495718 = -11504665.180401 nChanged 6221 SP:Iteration 4F (2082.964518 sec): 3 clusters Score: Raw -11512560.807690 + Penalty 3688.495718 = -11508872.311973 nChanged 5918 SP:Iteration 5F (2083.146208 sec): 3 clusters Score: Raw -11516320.554093 + Penalty 3688.495718 = -11512632.058375 nChanged 4956 SP:Iteration 6F (2083.297853 sec): 3 clusters Score: Raw -11519153.508080 + Penalty 3688.495718 = -11515465.012362 nChanged 3873 SP:Iteration 7Q (2083.470840 sec): 3 clusters Score: Raw -11521206.275677 + Penalty 3688.495718 = -11517517.779959 nChanged 3113 SP:Iteration 8Q (2083.635057 sec): 3 clusters Score: Raw -11522704.902937 + Penalty 3688.495718 = -11519016.407219 nChanged 2485 SP:Iteration 9Q (2083.834936 sec): 3 clusters Score: Raw -11523712.134446 + Penalty 3688.495718 = -11520023.638728 nChanged 1865 SP:Iteration 10Q (2084.014591 sec): 3 clusters Score: Raw -11524358.201126 + Penalty 3688.495718 = -11520669.705408 nChanged 1409 SP:Iteration 11Q (2084.193576 sec): 3 clusters Score: Raw -11524777.325345 + Penalty 3688.495718 = -11521088.829627 nChanged 1131 SP:Iteration 12Q (2084.372351 sec): 3 clusters Score: Raw -11525087.711242 + Penalty 3688.495718 = -11521399.215525 nChanged 977 SP:Iteration 13Q (2084.549818 sec): 3 clusters Score: Raw -11525320.319698 + Penalty 3688.495718 = -11521631.823980 nChanged 889 SP:Iteration 14Q (2084.726496 sec): 3 clusters Score: Raw -11525515.362083 + Penalty 3688.495718 = -11521826.866365 nChanged 798 SP:Iteration 15Q (2084.902921 sec): 3 clusters Score: Raw -11525678.549263 + Penalty 3688.495718 = -11521990.053545 nChanged 722 SP:Iteration 16Q (2085.079963 sec): 3 clusters Score: Raw -11525810.710677 + Penalty 3688.495718 = -11522122.214959 nChanged 663 SP:Iteration 17Q (2085.255841 sec): 3 clusters Score: Raw -11525921.331160 + Penalty 3688.495718 = -11522232.835442 nChanged 614 SP:Iteration 18Q (2085.431899 sec): 3 clusters Score: Raw -11526014.803644 + Penalty 3688.495718 = -11522326.307926 nChanged 544 SP:Iteration 19Q (2085.607696 sec): 3 clusters Score: Raw -11526095.812114 + Penalty 3688.495718 = -11522407.316396 nChanged 527 SP:Iteration 20F (2085.787139 sec): 3 clusters Score: Raw -11526171.027771 + Penalty 3688.495718 = -11522482.532053 nChanged 512 SP:Iteration 21Q (2085.966110 sec): 3 clusters Score: Raw -11526244.020565 + Penalty 3688.495718 = -11522555.524847 nChanged 485 SP:Iteration 22Q (2086.156084 sec): 3 clusters Score: Raw -11526308.583369 + Penalty 3688.495718 = -11522620.087651 nChanged 470 SP:Iteration 23Q (2086.350764 sec): 3 clusters Score: Raw -11526372.582369 + Penalty 3688.495718 = -11522684.086651 nChanged 462 SP:Iteration 24Q (2086.554464 sec): 3 clusters Score: Raw -11526434.676390 + Penalty 3688.495718 = -11522746.180672 nChanged 463 SP:Iteration 25Q (2086.740835 sec): 3 clusters Score: Raw -11526496.280065 + Penalty 3688.495718 = -11522807.784347 nChanged 456 SP:Iteration 26Q (2086.911421 sec): 3 clusters Score: Raw -11526553.997038 + Penalty 3688.495718 = -11522865.501320 nChanged 407 SP:Iteration 27Q (2087.066635 sec): 3 clusters Score: Raw -11526601.348868 + Penalty 3688.495718 = -11522912.853150 nChanged 372 SP:Iteration 28Q (2087.230728 sec): 3 clusters Score: Raw -11526644.338413 + Penalty 3688.495718 = -11522955.842695 nChanged 365 SP:Iteration 29Q (2087.403245 sec): 3 clusters Score: Raw -11526686.189482 + Penalty 3688.495718 = -11522997.693764 nChanged 385 SP:Iteration 30Q (2087.574225 sec): 3 clusters Score: Raw -11526731.270273 + Penalty 3688.495718 = -11523042.774555 nChanged 365 SP:Iteration 31Q (2087.745546 sec): 3 clusters Score: Raw -11526777.979361 + Penalty 3688.495718 = -11523089.483643 nChanged 377 SP:Iteration 32Q (2087.917880 sec): 3 clusters Score: Raw -11526826.133756 + Penalty 3688.495718 = -11523137.638038 nChanged 369 SP:Iteration 33Q (2088.075415 sec): 3 clusters Score: Raw -11526871.090774 + Penalty 3688.495718 = -11523182.595056 nChanged 363 SP:Iteration 34Q (2088.239349 sec): 3 clusters Score: Raw -11526914.661887 + Penalty 3688.495718 = -11523226.166169 nChanged 373 SP:Iteration 35Q (2088.409390 sec): 3 clusters Score: Raw -11526962.117021 + Penalty 3688.495718 = -11523273.621303 nChanged 386 SP:Iteration 36Q (2088.567102 sec): 3 clusters Score: Raw -11527015.663532 + Penalty 3688.495718 = -11523327.167814 nChanged 417 SP:Iteration 37Q (2088.737512 sec): 3 clusters Score: Raw -11527079.475943 + Penalty 3688.495718 = -11523390.980225 nChanged 426 SP:Iteration 38Q (2088.906603 sec): 3 clusters Score: Raw -11527153.058032 + Penalty 3688.495718 = -11523464.562314 nChanged 427 SP:Iteration 39Q (2089.066730 sec): 3 clusters Score: Raw -11527235.750238 + Penalty 3688.495718 = -11523547.254521 nChanged 478 SP:Iteration 40F (2089.228850 sec): 3 clusters Score: Raw -11527339.808203 + Penalty 3688.495718 = -11523651.312485 nChanged 529 SP:Iteration 41Q (2089.397645 sec): 3 clusters Score: Raw -11527478.952772 + Penalty 3688.495718 = -11523790.457054 nChanged 586 SP:Iteration 42Q (2089.566310 sec): 3 clusters Score: Raw -11527651.556031 + Penalty 3688.495718 = -11523963.060313 nChanged 639 SP:Iteration 43Q (2089.732984 sec): 3 clusters Score: Raw -11527875.270579 + Penalty 3688.495718 = -11524186.774861 nChanged 702 SP:Iteration 44Q (2089.899556 sec): 3 clusters Score: Raw -11528147.865964 + Penalty 3688.495718 = -11524459.370246 nChanged 800 SP:Iteration 45Q (2090.064385 sec): 3 clusters Score: Raw -11528486.529190 + Penalty 3688.495718 = -11524798.033472 nChanged 845 SP:Iteration 46Q (2090.227243 sec): 3 clusters Score: Raw -11528892.995648 + Penalty 3688.495718 = -11525204.499930 nChanged 884 SP:Iteration 47Q (2090.390353 sec): 3 clusters Score: Raw -11529313.434442 + Penalty 3688.495718 = -11525624.938724 nChanged 931 SP:Iteration 48Q (2090.551220 sec): 3 clusters Score: Raw -11529745.366008 + Penalty 3688.495718 = -11526056.870290 nChanged 895 SP:Iteration 49Q (2090.700101 sec): 3 clusters Score: Raw -11530146.003542 + Penalty 3688.495718 = -11526457.507824 nChanged 820 SP:Iteration 50Q (2090.862601 sec): 3 clusters Score: Raw -11530487.465493 + Penalty 3688.495718 = -11526798.969776 nChanged 838 SP:Iteration 51Q (2091.010943 sec): 3 clusters Score: Raw -11530834.859269 + Penalty 3688.495718 = -11527146.363551 nChanged 789 SP:Iteration 52Q (2091.172197 sec): 3 clusters Score: Raw -11531160.399263 + Penalty 3688.495718 = -11527471.903545 nChanged 756 SP:Iteration 53Q (2091.332213 sec): 3 clusters Score: Raw -11531450.929439 + Penalty 3688.495718 = -11527762.433721 nChanged 665 SP:Iteration 54Q (2091.498604 sec): 3 clusters Score: Raw -11531696.798504 + Penalty 3688.495718 = -11528008.302786 nChanged 616 SP:Iteration 55Q (2091.660639 sec): 3 clusters Score: Raw -11531930.529452 + Penalty 3688.495718 = -11528242.033734 nChanged 565 SP:Iteration 56Q (2091.818076 sec): 3 clusters Score: Raw -11532134.203953 + Penalty 3688.495718 = -11528445.708235 nChanged 536 SP:Iteration 57Q (2091.985212 sec): 3 clusters Score: Raw -11532313.108534 + Penalty 3688.495718 = -11528624.612816 nChanged 452 SP:Iteration 58Q (2092.148258 sec): 3 clusters Score: Raw -11532457.712288 + Penalty 3688.495718 = -11528769.216570 nChanged 431 SP:Iteration 59Q (2092.310365 sec): 3 clusters Score: Raw -11532589.632668 + Penalty 3688.495718 = -11528901.136950 nChanged 358 SP:Iteration 60F (2092.490708 sec): 3 clusters Score: Raw -11532688.698515 + Penalty 3688.495718 = -11529000.202797 nChanged 330 SP:Iteration 61Q (2092.654868 sec): 3 clusters Score: Raw -11532780.212268 + Penalty 3688.495718 = -11529091.716550 nChanged 318 SP:Iteration 62Q (2092.786554 sec): 3 clusters Score: Raw -11532870.276410 + Penalty 3688.495718 = -11529181.780692 nChanged 281 SP:Iteration 63Q (2092.932133 sec): 3 clusters Score: Raw -11532944.230374 + Penalty 3688.495718 = -11529255.734656 nChanged 246 SP:Iteration 64Q (2093.090785 sec): 3 clusters Score: Raw -11533012.574737 + Penalty 3688.495718 = -11529324.079019 nChanged 229 SP:Iteration 65Q (2093.248592 sec): 3 clusters Score: Raw -11533076.927755 + Penalty 3688.495718 = -11529388.432037 nChanged 197 SP:Iteration 66Q (2093.404784 sec): 3 clusters Score: Raw -11533134.057203 + Penalty 3688.495718 = -11529445.561485 nChanged 200 SP:Iteration 67Q (2093.558392 sec): 3 clusters Score: Raw -11533191.112373 + Penalty 3688.495718 = -11529502.616655 nChanged 190 SP:Iteration 68Q (2093.710752 sec): 3 clusters Score: Raw -11533237.081458 + Penalty 3688.495718 = -11529548.585740 nChanged 156 SP:Iteration 69Q (2093.873948 sec): 3 clusters Score: Raw -11533268.781313 + Penalty 3688.495718 = -11529580.285595 nChanged 128 SP:Iteration 70Q (2094.028446 sec): 3 clusters Score: Raw -11533294.298713 + Penalty 3688.495718 = -11529605.802996 nChanged 112 SP:Iteration 71Q (2094.184665 sec): 3 clusters Score: Raw -11533315.226674 + Penalty 3688.495718 = -11529626.730956 nChanged 97 SP:Iteration 72Q (2094.351975 sec): 3 clusters Score: Raw -11533334.824715 + Penalty 3688.495718 = -11529646.328997 nChanged 94 SP:Iteration 73Q (2094.501187 sec): 3 clusters Score: Raw -11533350.744639 + Penalty 3688.495718 = -11529662.248921 nChanged 68 SP:Iteration 74Q (2094.665449 sec): 3 clusters Score: Raw -11533361.106861 + Penalty 3688.495718 = -11529672.611143 nChanged 66 SP:Iteration 75Q (2094.823301 sec): 3 clusters Score: Raw -11533370.195373 + Penalty 3688.495718 = -11529681.699655 nChanged 51 SP:Iteration 76Q (2094.953282 sec): 3 clusters Score: Raw -11533376.317560 + Penalty 3688.495718 = -11529687.821842 nChanged 44 SP:Iteration 77Q (2095.111964 sec): 3 clusters Score: Raw -11533381.947518 + Penalty 3688.495718 = -11529693.451800 nChanged 36 SP:Iteration 78Q (2095.270604 sec): 3 clusters Score: Raw -11533387.159777 + Penalty 3688.495718 = -11529698.664059 nChanged 42 SP:Iteration 79Q (2095.437096 sec): 3 clusters Score: Raw -11533394.255309 + Penalty 3688.495718 = -11529705.759592 nChanged 43 SP:Iteration 80F (2095.623801 sec): 3 clusters Score: Raw -11533400.102032 + Penalty 3688.495718 = -11529711.606314 nChanged 28 SP:Iteration 81Q (2095.784157 sec): 3 clusters Score: Raw -11533404.216814 + Penalty 3688.495718 = -11529715.721096 nChanged 29 SP:Iteration 82Q (2095.937749 sec): 3 clusters Score: Raw -11533407.714047 + Penalty 3688.495718 = -11529719.218329 nChanged 30 SP:Iteration 83Q (2096.098982 sec): 3 clusters Score: Raw -11533410.252534 + Penalty 3688.495718 = -11529721.756816 nChanged 30 SP:Iteration 84Q (2096.247862 sec): 3 clusters Score: Raw -11533413.338288 + Penalty 3688.495718 = -11529724.842570 nChanged 27 SP:Iteration 85Q (2096.414355 sec): 3 clusters Score: Raw -11533415.924040 + Penalty 3688.495718 = -11529727.428322 nChanged 27 SP:Iteration 86Q (2096.575730 sec): 3 clusters Score: Raw -11533419.320997 + Penalty 3688.495718 = -11529730.825279 nChanged 25 SP:Iteration 87Q (2096.725603 sec): 3 clusters Score: Raw -11533422.547072 + Penalty 3688.495718 = -11529734.051354 nChanged 23 SP:Iteration 88Q (2096.883736 sec): 3 clusters Score: Raw -11533425.071839 + Penalty 3688.495718 = -11529736.576121 nChanged 16 SP:Iteration 89Q (2097.038886 sec): 3 clusters Score: Raw -11533426.720131 + Penalty 3688.495718 = -11529738.224413 nChanged 9 SP:Iteration 90Q (2097.194920 sec): 3 clusters Score: Raw -11533427.384620 + Penalty 3688.495718 = -11529738.888902 nChanged 6 SP:Iteration 91Q (2097.351116 sec): 3 clusters Score: Raw -11533427.757569 + Penalty 3688.495718 = -11529739.261851 nChanged 7 SP:Iteration 92Q (2097.510691 sec): 3 clusters Score: Raw -11533428.116913 + Penalty 3688.495718 = -11529739.621195 nChanged 2 SP:Iteration 93Q (2097.673944 sec): 3 clusters Score: Raw -11533428.226343 + Penalty 3688.495718 = -11529739.730625 nChanged 1 SP:Iteration 94Q (2097.833105 sec): 3 clusters Score: Raw -11533428.347046 + Penalty 3688.495718 = -11529739.851328 nChanged 1 SP:Iteration 95Q (2097.989890 sec): 3 clusters Score: Raw -11533428.485879 + Penalty 3688.495718 = -11529739.990161 nChanged 1 SP:Iteration 96Q (2098.132851 sec): 3 clusters Score: Raw -11533428.535106 + Penalty 3688.495718 = -11529740.039389 nChanged 0 SP:Iteration 97F (2098.318085 sec): 3 clusters Score: Raw -11533428.535106 + Penalty 3688.495718 = -11529740.039389 nChanged 0 Score: Raw -57373772.655861 + Penalty 40075.650180 = -57333697.005681 Splitting cluster 3 changes total score from -57332031.971768 to -57333697.005681 So it's getting split into cluster 14. Trying to split cluster 4 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2103.525716 sec): 2 clusters Score: Raw -59100.601686 + Penalty 1013.727752 = -58086.873934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2103.571423 sec): 3 clusters Score: Raw -59104.995749 + Penalty 2027.455503 = -57077.540246 nChanged 122 SP:Iteration 1F (2103.609904 sec): 3 clusters Score: Raw -59323.305336 + Penalty 2027.455503 = -57295.849833 nChanged 38 SP:Iteration 2F (2103.653465 sec): 3 clusters Score: Raw -59433.174693 + Penalty 2027.455503 = -57405.719190 nChanged 27 SP:Iteration 3F (2103.700726 sec): 3 clusters Score: Raw -59494.053448 + Penalty 2027.455503 = -57466.597944 nChanged 26 SP:Iteration 4F (2103.747783 sec): 3 clusters Score: Raw -59575.231590 + Penalty 2027.455503 = -57547.776087 nChanged 17 SP:Iteration 5Q (2103.802702 sec): 3 clusters Score: Raw -59672.693709 + Penalty 2027.455503 = -57645.238206 nChanged 21 SP:Iteration 6Q (2103.840997 sec): 3 clusters Score: Raw -59767.372743 + Penalty 2027.455503 = -57739.917240 nChanged 10 SP:Iteration 7Q (2103.897892 sec): 3 clusters Score: Raw -59810.171252 + Penalty 2027.455503 = -57782.715749 nChanged 12 SP:Iteration 8Q (2103.943920 sec): 3 clusters Score: Raw -59836.576771 + Penalty 2027.455503 = -57809.121268 nChanged 7 SP:Iteration 9Q (2103.978319 sec): 3 clusters Score: Raw -59856.365050 + Penalty 2027.455503 = -57828.909547 nChanged 9 SP:Iteration 10Q (2104.027824 sec): 3 clusters Score: Raw -59897.781728 + Penalty 2027.455503 = -57870.326225 nChanged 11 SP:Iteration 11Q (2104.063086 sec): 3 clusters Score: Raw -59933.967657 + Penalty 2027.455503 = -57906.512154 nChanged 4 SP:Iteration 12Q (2104.092938 sec): 3 clusters Score: Raw -59941.097992 + Penalty 2027.455503 = -57913.642489 nChanged 2 SP:Iteration 13Q (2104.127630 sec): 3 clusters Score: Raw -59944.892355 + Penalty 2027.455503 = -57917.436852 nChanged 2 SP:Iteration 14Q (2104.176601 sec): 3 clusters Score: Raw -59947.988443 + Penalty 2027.455503 = -57920.532939 nChanged 1 SP:Iteration 15Q (2104.214732 sec): 3 clusters Score: Raw -59949.236622 + Penalty 2027.455503 = -57921.781119 nChanged 0 SP:Iteration 16F (2104.262553 sec): 3 clusters Score: Raw -59949.236622 + Penalty 2027.455503 = -57921.781119 nChanged 0 Trying to split cluster 5 (11034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2104.302778 sec): 2 clusters Score: Raw -1475447.127152 + Penalty 1512.669713 = -1473934.457439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2104.378870 sec): 3 clusters Score: Raw -1469064.823493 + Penalty 3025.339425 = -1466039.484068 nChanged 4847 SP:Iteration 1F (2104.444087 sec): 3 clusters Score: Raw -1471853.706475 + Penalty 3025.339425 = -1468828.367050 nChanged 731 SP:Iteration 2F (2104.508409 sec): 3 clusters Score: Raw -1472234.120182 + Penalty 3025.339425 = -1469208.780757 nChanged 673 SP:Iteration 3F (2104.572155 sec): 3 clusters Score: Raw -1472558.803726 + Penalty 3025.339425 = -1469533.464301 nChanged 562 SP:Iteration 4F (2104.628835 sec): 3 clusters Score: Raw -1472823.958528 + Penalty 3025.339425 = -1469798.619103 nChanged 476 SP:Iteration 5Q (2104.693190 sec): 3 clusters Score: Raw -1473068.612337 + Penalty 3025.339425 = -1470043.272911 nChanged 469 SP:Iteration 6Q (2104.755668 sec): 3 clusters Score: Raw -1473326.457787 + Penalty 3025.339425 = -1470301.118362 nChanged 476 SP:Iteration 7Q (2104.825816 sec): 3 clusters Score: Raw -1473613.347305 + Penalty 3025.339425 = -1470588.007879 nChanged 420 SP:Iteration 8Q (2104.885592 sec): 3 clusters Score: Raw -1473884.528143 + Penalty 3025.339425 = -1470859.188717 nChanged 390 SP:Iteration 9Q (2104.951243 sec): 3 clusters Score: Raw -1474159.648747 + Penalty 3025.339425 = -1471134.309322 nChanged 404 SP:Iteration 10Q (2105.014691 sec): 3 clusters Score: Raw -1474468.048522 + Penalty 3025.339425 = -1471442.709096 nChanged 379 SP:Iteration 11Q (2105.071967 sec): 3 clusters Score: Raw -1474756.326820 + Penalty 3025.339425 = -1471730.987395 nChanged 346 SP:Iteration 12Q (2105.148753 sec): 3 clusters Score: Raw -1474997.678517 + Penalty 3025.339425 = -1471972.339092 nChanged 273 SP:Iteration 13Q (2105.210156 sec): 3 clusters Score: Raw -1475155.678801 + Penalty 3025.339425 = -1472130.339376 nChanged 212 SP:Iteration 14Q (2105.268233 sec): 3 clusters Score: Raw -1475257.876493 + Penalty 3025.339425 = -1472232.537067 nChanged 162 SP:Iteration 15Q (2105.331449 sec): 3 clusters Score: Raw -1475339.244865 + Penalty 3025.339425 = -1472313.905440 nChanged 169 SP:Iteration 16Q (2105.402607 sec): 3 clusters Score: Raw -1475418.464007 + Penalty 3025.339425 = -1472393.124582 nChanged 135 SP:Iteration 17Q (2105.467834 sec): 3 clusters Score: Raw -1475477.266507 + Penalty 3025.339425 = -1472451.927081 nChanged 114 SP:Iteration 18Q (2105.519210 sec): 3 clusters Score: Raw -1475519.654844 + Penalty 3025.339425 = -1472494.315418 nChanged 90 SP:Iteration 19Q (2105.578692 sec): 3 clusters Score: Raw -1475553.126533 + Penalty 3025.339425 = -1472527.787108 nChanged 96 SP:Iteration 20F (2105.640017 sec): 3 clusters Score: Raw -1475587.995900 + Penalty 3025.339425 = -1472562.656474 nChanged 97 SP:Iteration 21Q (2105.707785 sec): 3 clusters Score: Raw -1475620.893482 + Penalty 3025.339425 = -1472595.554057 nChanged 81 SP:Iteration 22Q (2105.770385 sec): 3 clusters Score: Raw -1475645.135329 + Penalty 3025.339425 = -1472619.795904 nChanged 61 SP:Iteration 23Q (2105.834414 sec): 3 clusters Score: Raw -1475660.614357 + Penalty 3025.339425 = -1472635.274931 nChanged 55 SP:Iteration 24Q (2105.899812 sec): 3 clusters Score: Raw -1475674.003744 + Penalty 3025.339425 = -1472648.664319 nChanged 44 SP:Iteration 25Q (2105.956647 sec): 3 clusters Score: Raw -1475685.402499 + Penalty 3025.339425 = -1472660.063073 nChanged 45 SP:Iteration 26Q (2106.032966 sec): 3 clusters Score: Raw -1475695.665131 + Penalty 3025.339425 = -1472670.325705 nChanged 43 SP:Iteration 27Q (2106.090289 sec): 3 clusters Score: Raw -1475707.098396 + Penalty 3025.339425 = -1472681.758971 nChanged 45 SP:Iteration 28Q (2106.160117 sec): 3 clusters Score: Raw -1475717.503315 + Penalty 3025.339425 = -1472692.163889 nChanged 42 SP:Iteration 29Q (2106.211243 sec): 3 clusters Score: Raw -1475726.762657 + Penalty 3025.339425 = -1472701.423232 nChanged 38 SP:Iteration 30Q (2106.270611 sec): 3 clusters Score: Raw -1475735.026182 + Penalty 3025.339425 = -1472709.686756 nChanged 41 SP:Iteration 31Q (2106.334254 sec): 3 clusters Score: Raw -1475744.696447 + Penalty 3025.339425 = -1472719.357022 nChanged 40 SP:Iteration 32Q (2106.407948 sec): 3 clusters Score: Raw -1475753.764918 + Penalty 3025.339425 = -1472728.425493 nChanged 39 SP:Iteration 33Q (2106.461605 sec): 3 clusters Score: Raw -1475762.537224 + Penalty 3025.339425 = -1472737.197798 nChanged 34 SP:Iteration 34Q (2106.527373 sec): 3 clusters Score: Raw -1475769.012330 + Penalty 3025.339425 = -1472743.672904 nChanged 33 SP:Iteration 35Q (2106.592874 sec): 3 clusters Score: Raw -1475775.612257 + Penalty 3025.339425 = -1472750.272832 nChanged 32 SP:Iteration 36Q (2106.657098 sec): 3 clusters Score: Raw -1475781.955701 + Penalty 3025.339425 = -1472756.616276 nChanged 23 SP:Iteration 37Q (2106.721361 sec): 3 clusters Score: Raw -1475786.053083 + Penalty 3025.339425 = -1472760.713658 nChanged 19 SP:Iteration 38Q (2106.785698 sec): 3 clusters Score: Raw -1475790.449079 + Penalty 3025.339425 = -1472765.109653 nChanged 21 SP:Iteration 39Q (2106.850609 sec): 3 clusters Score: Raw -1475794.792485 + Penalty 3025.339425 = -1472769.453060 nChanged 23 SP:Iteration 40F (2106.890443 sec): 3 clusters Score: Raw -1475800.049449 + Penalty 3025.339425 = -1472774.710024 nChanged 30 SP:Iteration 41Q (2106.960193 sec): 3 clusters Score: Raw -1475805.774520 + Penalty 3025.339425 = -1472780.435094 nChanged 21 SP:Iteration 42Q (2107.017216 sec): 3 clusters Score: Raw -1475809.658485 + Penalty 3025.339425 = -1472784.319060 nChanged 20 SP:Iteration 43Q (2107.079828 sec): 3 clusters Score: Raw -1475813.587339 + Penalty 3025.339425 = -1472788.247914 nChanged 20 SP:Iteration 44Q (2107.151566 sec): 3 clusters Score: Raw -1475818.226208 + Penalty 3025.339425 = -1472792.886783 nChanged 23 SP:Iteration 45Q (2107.204514 sec): 3 clusters Score: Raw -1475823.185409 + Penalty 3025.339425 = -1472797.845983 nChanged 22 SP:Iteration 46Q (2107.275128 sec): 3 clusters Score: Raw -1475826.907255 + Penalty 3025.339425 = -1472801.567830 nChanged 16 SP:Iteration 47Q (2107.329679 sec): 3 clusters Score: Raw -1475831.182907 + Penalty 3025.339425 = -1472805.843481 nChanged 20 SP:Iteration 48Q (2107.396392 sec): 3 clusters Score: Raw -1475835.025563 + Penalty 3025.339425 = -1472809.686137 nChanged 14 SP:Iteration 49Q (2107.462909 sec): 3 clusters Score: Raw -1475837.331935 + Penalty 3025.339425 = -1472811.992510 nChanged 7 SP:Iteration 50Q (2107.530157 sec): 3 clusters Score: Raw -1475838.521586 + Penalty 3025.339425 = -1472813.182160 nChanged 10 SP:Iteration 51Q (2107.582893 sec): 3 clusters Score: Raw -1475840.140379 + Penalty 3025.339425 = -1472814.800953 nChanged 11 SP:Iteration 52Q (2107.659655 sec): 3 clusters Score: Raw -1475842.571660 + Penalty 3025.339425 = -1472817.232235 nChanged 5 SP:Iteration 53Q (2107.711586 sec): 3 clusters Score: Raw -1475843.560148 + Penalty 3025.339425 = -1472818.220723 nChanged 9 SP:Iteration 54Q (2107.777362 sec): 3 clusters Score: Raw -1475845.487507 + Penalty 3025.339425 = -1472820.148082 nChanged 9 SP:Iteration 55Q (2107.841184 sec): 3 clusters Score: Raw -1475846.800263 + Penalty 3025.339425 = -1472821.460837 nChanged 8 SP:Iteration 56Q (2107.906864 sec): 3 clusters Score: Raw -1475848.523512 + Penalty 3025.339425 = -1472823.184086 nChanged 14 SP:Iteration 57Q (2107.966602 sec): 3 clusters Score: Raw -1475851.147810 + Penalty 3025.339425 = -1472825.808385 nChanged 11 SP:Iteration 58Q (2108.031335 sec): 3 clusters Score: Raw -1475853.305457 + Penalty 3025.339425 = -1472827.966032 nChanged 9 SP:Iteration 59Q (2108.095778 sec): 3 clusters Score: Raw -1475854.685604 + Penalty 3025.339425 = -1472829.346178 nChanged 11 SP:Iteration 60F (2108.173196 sec): 3 clusters Score: Raw -1475856.463499 + Penalty 3025.339425 = -1472831.124074 nChanged 9 SP:Iteration 61Q (2108.220646 sec): 3 clusters Score: Raw -1475857.785292 + Penalty 3025.339425 = -1472832.445867 nChanged 4 SP:Iteration 62Q (2108.283482 sec): 3 clusters Score: Raw -1475858.749741 + Penalty 3025.339425 = -1472833.410315 nChanged 6 SP:Iteration 63Q (2108.348217 sec): 3 clusters Score: Raw -1475859.939930 + Penalty 3025.339425 = -1472834.600504 nChanged 9 SP:Iteration 64Q (2108.404808 sec): 3 clusters Score: Raw -1475861.537937 + Penalty 3025.339425 = -1472836.198511 nChanged 8 SP:Iteration 65Q (2108.470882 sec): 3 clusters Score: Raw -1475863.357605 + Penalty 3025.339425 = -1472838.018179 nChanged 7 SP:Iteration 66Q (2108.531423 sec): 3 clusters Score: Raw -1475864.869624 + Penalty 3025.339425 = -1472839.530199 nChanged 6 SP:Iteration 67Q (2108.584797 sec): 3 clusters Score: Raw -1475866.559474 + Penalty 3025.339425 = -1472841.220049 nChanged 8 SP:Iteration 68Q (2108.650682 sec): 3 clusters Score: Raw -1475867.447204 + Penalty 3025.339425 = -1472842.107779 nChanged 6 SP:Iteration 69Q (2108.715585 sec): 3 clusters Score: Raw -1475868.851094 + Penalty 3025.339425 = -1472843.511669 nChanged 6 SP:Iteration 70Q (2108.780271 sec): 3 clusters Score: Raw -1475869.742453 + Penalty 3025.339425 = -1472844.403027 nChanged 5 SP:Iteration 71Q (2108.844832 sec): 3 clusters Score: Raw -1475870.793933 + Penalty 3025.339425 = -1472845.454507 nChanged 4 SP:Iteration 72Q (2108.910515 sec): 3 clusters Score: Raw -1475871.195262 + Penalty 3025.339425 = -1472845.855837 nChanged 5 SP:Iteration 73Q (2108.974852 sec): 3 clusters Score: Raw -1475871.821579 + Penalty 3025.339425 = -1472846.482153 nChanged 7 SP:Iteration 74Q (2109.034422 sec): 3 clusters Score: Raw -1475873.296563 + Penalty 3025.339425 = -1472847.957138 nChanged 8 SP:Iteration 75Q (2109.090059 sec): 3 clusters Score: Raw -1475874.917337 + Penalty 3025.339425 = -1472849.577912 nChanged 7 SP:Iteration 76Q (2109.149805 sec): 3 clusters Score: Raw -1475876.136106 + Penalty 3025.339425 = -1472850.796680 nChanged 8 SP:Iteration 77Q (2109.214391 sec): 3 clusters Score: Raw -1475877.024479 + Penalty 3025.339425 = -1472851.685053 nChanged 8 SP:Iteration 78Q (2109.279098 sec): 3 clusters Score: Raw -1475878.494208 + Penalty 3025.339425 = -1472853.154782 nChanged 12 SP:Iteration 79Q (2109.343721 sec): 3 clusters Score: Raw -1475880.770789 + Penalty 3025.339425 = -1472855.431364 nChanged 10 SP:Iteration 80F (2109.419545 sec): 3 clusters Score: Raw -1475882.038321 + Penalty 3025.339425 = -1472856.698896 nChanged 9 SP:Iteration 81Q (2109.474785 sec): 3 clusters Score: Raw -1475883.954312 + Penalty 3025.339425 = -1472858.614887 nChanged 9 SP:Iteration 82Q (2109.539675 sec): 3 clusters Score: Raw -1475885.711808 + Penalty 3025.339425 = -1472860.372383 nChanged 12 SP:Iteration 83Q (2109.604115 sec): 3 clusters Score: Raw -1475889.048944 + Penalty 3025.339425 = -1472863.709519 nChanged 15 SP:Iteration 84Q (2109.659572 sec): 3 clusters Score: Raw -1475892.139810 + Penalty 3025.339425 = -1472866.800384 nChanged 16 SP:Iteration 85Q (2109.724215 sec): 3 clusters Score: Raw -1475895.354252 + Penalty 3025.339425 = -1472870.014826 nChanged 11 SP:Iteration 86Q (2109.787565 sec): 3 clusters Score: Raw -1475897.810965 + Penalty 3025.339425 = -1472872.471539 nChanged 11 SP:Iteration 87Q (2109.846839 sec): 3 clusters Score: Raw -1475900.353309 + Penalty 3025.339425 = -1472875.013883 nChanged 13 SP:Iteration 88Q (2109.911271 sec): 3 clusters Score: Raw -1475902.544651 + Penalty 3025.339425 = -1472877.205225 nChanged 10 SP:Iteration 89Q (2109.975642 sec): 3 clusters Score: Raw -1475904.081728 + Penalty 3025.339425 = -1472878.742302 nChanged 10 SP:Iteration 90Q (2110.041180 sec): 3 clusters Score: Raw -1475906.007619 + Penalty 3025.339425 = -1472880.668194 nChanged 12 SP:Iteration 91Q (2110.110270 sec): 3 clusters Score: Raw -1475908.519450 + Penalty 3025.339425 = -1472883.180024 nChanged 12 SP:Iteration 92Q (2110.169918 sec): 3 clusters Score: Raw -1475910.567458 + Penalty 3025.339425 = -1472885.228033 nChanged 8 SP:Iteration 93Q (2110.234490 sec): 3 clusters Score: Raw -1475911.960940 + Penalty 3025.339425 = -1472886.621514 nChanged 8 SP:Iteration 94Q (2110.298743 sec): 3 clusters Score: Raw -1475913.762286 + Penalty 3025.339425 = -1472888.422861 nChanged 11 SP:Iteration 95Q (2110.364225 sec): 3 clusters Score: Raw -1475915.613254 + Penalty 3025.339425 = -1472890.273828 nChanged 10 SP:Iteration 96Q (2110.418214 sec): 3 clusters Score: Raw -1475917.493017 + Penalty 3025.339425 = -1472892.153591 nChanged 8 SP:Iteration 97Q (2110.473459 sec): 3 clusters Score: Raw -1475919.407572 + Penalty 3025.339425 = -1472894.068146 nChanged 4 SP:Iteration 98Q (2110.529168 sec): 3 clusters Score: Raw -1475920.222528 + Penalty 3025.339425 = -1472894.883102 nChanged 5 SP:Iteration 99Q (2110.583405 sec): 3 clusters Score: Raw -1475920.952597 + Penalty 3025.339425 = -1472895.613172 nChanged 6 SP:Iteration 100F (2110.653252 sec): 3 clusters Score: Raw -1475922.040403 + Penalty 3025.339425 = -1472896.700978 nChanged 7 SP:Iteration 101Q (2110.717277 sec): 3 clusters Score: Raw -1475923.133473 + Penalty 3025.339425 = -1472897.794048 nChanged 5 SP:Iteration 102Q (2110.781569 sec): 3 clusters Score: Raw -1475923.718935 + Penalty 3025.339425 = -1472898.379509 nChanged 1 SP:Iteration 103Q (2110.839640 sec): 3 clusters Score: Raw -1475923.862828 + Penalty 3025.339425 = -1472898.523403 nChanged 1 SP:Iteration 104Q (2110.906704 sec): 3 clusters Score: Raw -1475923.979816 + Penalty 3025.339425 = -1472898.640390 nChanged 1 SP:Iteration 105Q (2110.946885 sec): 3 clusters Score: Raw -1475924.216489 + Penalty 3025.339425 = -1472898.877064 nChanged 1 SP:Iteration 106Q (2111.009235 sec): 3 clusters Score: Raw -1475924.458584 + Penalty 3025.339425 = -1472899.119158 nChanged 0 SP:Iteration 107F (2111.073462 sec): 3 clusters Score: Raw -1475924.458584 + Penalty 3025.339425 = -1472899.119158 nChanged 0 Trying to split cluster 6 (19972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2111.129597 sec): 2 clusters Score: Raw -2642309.390577 + Penalty 1609.089068 = -2640700.301509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2111.205847 sec): 3 clusters Score: Raw -2630193.391583 + Penalty 3218.178136 = -2626975.213447 nChanged 9119 SP:Iteration 1F (2111.275678 sec): 3 clusters Score: Raw -2635342.108867 + Penalty 3218.178136 = -2632123.930731 nChanged 1114 SP:Iteration 2F (2111.349751 sec): 3 clusters Score: Raw -2635923.736083 + Penalty 3218.178136 = -2632705.557947 nChanged 1212 SP:Iteration 3F (2111.430093 sec): 3 clusters Score: Raw -2636648.285924 + Penalty 3218.178136 = -2633430.107788 nChanged 1260 SP:Iteration 4F (2111.502011 sec): 3 clusters Score: Raw -2637530.521142 + Penalty 3218.178136 = -2634312.343007 nChanged 1371 SP:Iteration 5F (2111.571768 sec): 3 clusters Score: Raw -2638532.482655 + Penalty 3218.178136 = -2635314.304519 nChanged 1266 SP:Iteration 6F (2111.646115 sec): 3 clusters Score: Raw -2639413.142519 + Penalty 3218.178136 = -2636194.964383 nChanged 1103 SP:Iteration 7F (2111.720425 sec): 3 clusters Score: Raw -2640066.314118 + Penalty 3218.178136 = -2636848.135983 nChanged 867 SP:Iteration 8Q (2111.796035 sec): 3 clusters Score: Raw -2640532.982841 + Penalty 3218.178136 = -2637314.804705 nChanged 632 SP:Iteration 9Q (2111.871462 sec): 3 clusters Score: Raw -2640788.781557 + Penalty 3218.178136 = -2637570.603421 nChanged 497 SP:Iteration 10Q (2111.955059 sec): 3 clusters Score: Raw -2640960.973685 + Penalty 3218.178136 = -2637742.795549 nChanged 388 SP:Iteration 11Q (2112.033448 sec): 3 clusters Score: Raw -2641091.963857 + Penalty 3218.178136 = -2637873.785721 nChanged 315 SP:Iteration 12Q (2112.115479 sec): 3 clusters Score: Raw -2641189.305388 + Penalty 3218.178136 = -2637971.127253 nChanged 289 SP:Iteration 13Q (2112.190656 sec): 3 clusters Score: Raw -2641275.297793 + Penalty 3218.178136 = -2638057.119658 nChanged 281 SP:Iteration 14Q (2112.265197 sec): 3 clusters Score: Raw -2641364.716372 + Penalty 3218.178136 = -2638146.538237 nChanged 284 SP:Iteration 15Q (2112.339275 sec): 3 clusters Score: Raw -2641458.880320 + Penalty 3218.178136 = -2638240.702184 nChanged 311 SP:Iteration 16Q (2112.417770 sec): 3 clusters Score: Raw -2641574.575519 + Penalty 3218.178136 = -2638356.397383 nChanged 323 SP:Iteration 17Q (2112.492684 sec): 3 clusters Score: Raw -2641693.080500 + Penalty 3218.178136 = -2638474.902365 nChanged 294 SP:Iteration 18Q (2112.559567 sec): 3 clusters Score: Raw -2641799.106439 + Penalty 3218.178136 = -2638580.928303 nChanged 284 SP:Iteration 19Q (2112.645633 sec): 3 clusters Score: Raw -2641910.688932 + Penalty 3218.178136 = -2638692.510796 nChanged 303 SP:Iteration 20F (2112.714772 sec): 3 clusters Score: Raw -2642026.822208 + Penalty 3218.178136 = -2638808.644073 nChanged 300 SP:Iteration 21Q (2112.784680 sec): 3 clusters Score: Raw -2642151.675533 + Penalty 3218.178136 = -2638933.497397 nChanged 277 SP:Iteration 22Q (2112.861360 sec): 3 clusters Score: Raw -2642280.183136 + Penalty 3218.178136 = -2639062.005000 nChanged 287 SP:Iteration 23Q (2112.938435 sec): 3 clusters Score: Raw -2642414.975499 + Penalty 3218.178136 = -2639196.797364 nChanged 294 SP:Iteration 24Q (2113.009954 sec): 3 clusters Score: Raw -2642558.608763 + Penalty 3218.178136 = -2639340.430627 nChanged 287 SP:Iteration 25Q (2113.086802 sec): 3 clusters Score: Raw -2642699.105815 + Penalty 3218.178136 = -2639480.927679 nChanged 285 SP:Iteration 26Q (2113.163647 sec): 3 clusters Score: Raw -2642825.940994 + Penalty 3218.178136 = -2639607.762858 nChanged 241 SP:Iteration 27Q (2113.228399 sec): 3 clusters Score: Raw -2642911.802324 + Penalty 3218.178136 = -2639693.624188 nChanged 180 SP:Iteration 28Q (2113.303077 sec): 3 clusters Score: Raw -2642970.989899 + Penalty 3218.178136 = -2639752.811764 nChanged 154 SP:Iteration 29Q (2113.387431 sec): 3 clusters Score: Raw -2643004.861142 + Penalty 3218.178136 = -2639786.683007 nChanged 113 SP:Iteration 30Q (2113.445945 sec): 3 clusters Score: Raw -2643025.797941 + Penalty 3218.178136 = -2639807.619805 nChanged 76 SP:Iteration 31Q (2113.513948 sec): 3 clusters Score: Raw -2643039.818028 + Penalty 3218.178136 = -2639821.639892 nChanged 76 SP:Iteration 32Q (2113.590688 sec): 3 clusters Score: Raw -2643052.382303 + Penalty 3218.178136 = -2639834.204167 nChanged 53 SP:Iteration 33Q (2113.654669 sec): 3 clusters Score: Raw -2643059.163274 + Penalty 3218.178136 = -2639840.985139 nChanged 43 SP:Iteration 34Q (2113.720425 sec): 3 clusters Score: Raw -2643062.722992 + Penalty 3218.178136 = -2639844.544856 nChanged 23 SP:Iteration 35Q (2113.801178 sec): 3 clusters Score: Raw -2643064.264988 + Penalty 3218.178136 = -2639846.086852 nChanged 16 SP:Iteration 36Q (2113.859898 sec): 3 clusters Score: Raw -2643065.285579 + Penalty 3218.178136 = -2639847.107443 nChanged 13 SP:Iteration 37Q (2113.935655 sec): 3 clusters Score: Raw -2643066.093184 + Penalty 3218.178136 = -2639847.915048 nChanged 12 SP:Iteration 38Q (2114.000257 sec): 3 clusters Score: Raw -2643066.820525 + Penalty 3218.178136 = -2639848.642390 nChanged 6 SP:Iteration 39Q (2114.076964 sec): 3 clusters Score: Raw -2643067.172732 + Penalty 3218.178136 = -2639848.994596 nChanged 7 SP:Iteration 40F (2114.146645 sec): 3 clusters Score: Raw -2643067.535987 + Penalty 3218.178136 = -2639849.357852 nChanged 4 SP:Iteration 41Q (2114.220107 sec): 3 clusters Score: Raw -2643067.952872 + Penalty 3218.178136 = -2639849.774736 nChanged 8 SP:Iteration 42Q (2114.297746 sec): 3 clusters Score: Raw -2643068.512496 + Penalty 3218.178136 = -2639850.334360 nChanged 5 SP:Iteration 43Q (2114.376342 sec): 3 clusters Score: Raw -2643068.902911 + Penalty 3218.178136 = -2639850.724775 nChanged 5 SP:Iteration 44Q (2114.454533 sec): 3 clusters Score: Raw -2643069.248520 + Penalty 3218.178136 = -2639851.070384 nChanged 4 SP:Iteration 45Q (2114.531934 sec): 3 clusters Score: Raw -2643069.516087 + Penalty 3218.178136 = -2639851.337951 nChanged 5 SP:Iteration 46Q (2114.609551 sec): 3 clusters Score: Raw -2643069.866433 + Penalty 3218.178136 = -2639851.688298 nChanged 5 SP:Iteration 47Q (2114.686710 sec): 3 clusters Score: Raw -2643070.250358 + Penalty 3218.178136 = -2639852.072223 nChanged 4 SP:Iteration 48Q (2114.773008 sec): 3 clusters Score: Raw -2643070.453364 + Penalty 3218.178136 = -2639852.275228 nChanged 1 SP:Iteration 49Q (2114.842612 sec): 3 clusters Score: Raw -2643070.494430 + Penalty 3218.178136 = -2639852.316295 nChanged 1 SP:Iteration 50Q (2114.919916 sec): 3 clusters Score: Raw -2643070.532753 + Penalty 3218.178136 = -2639852.354617 nChanged 1 SP:Iteration 51Q (2115.002266 sec): 3 clusters Score: Raw -2643070.615853 + Penalty 3218.178136 = -2639852.437717 nChanged 1 SP:Iteration 52Q (2115.083258 sec): 3 clusters Score: Raw -2643070.799769 + Penalty 3218.178136 = -2639852.621634 nChanged 3 SP:Iteration 53Q (2115.151302 sec): 3 clusters Score: Raw -2643071.156837 + Penalty 3218.178136 = -2639852.978701 nChanged 4 SP:Iteration 54Q (2115.236554 sec): 3 clusters Score: Raw -2643071.337280 + Penalty 3218.178136 = -2639853.159144 nChanged 3 SP:Iteration 55Q (2115.304194 sec): 3 clusters Score: Raw -2643071.506860 + Penalty 3218.178136 = -2639853.328725 nChanged 2 SP:Iteration 56Q (2115.387265 sec): 3 clusters Score: Raw -2643071.582315 + Penalty 3218.178136 = -2639853.404179 nChanged 1 SP:Iteration 57Q (2115.454101 sec): 3 clusters Score: Raw -2643071.637765 + Penalty 3218.178136 = -2639853.459629 nChanged 1 SP:Iteration 58Q (2115.529852 sec): 3 clusters Score: Raw -2643071.667630 + Penalty 3218.178136 = -2639853.489494 nChanged 0 SP:Iteration 59F (2115.607810 sec): 3 clusters Score: Raw -2643071.667630 + Penalty 3218.178136 = -2639853.489494 nChanged 0 Trying to split cluster 7 (16055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2115.647604 sec): 2 clusters Score: Raw -2228301.807185 + Penalty 1573.613536 = -2226728.193649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2115.722748 sec): 3 clusters Score: Raw -2218742.414966 + Penalty 3147.227072 = -2215595.187894 nChanged 7240 SP:Iteration 1F (2115.796171 sec): 3 clusters Score: Raw -2222715.059498 + Penalty 3147.227072 = -2219567.832426 nChanged 914 SP:Iteration 2F (2115.869011 sec): 3 clusters Score: Raw -2223142.070573 + Penalty 3147.227072 = -2219994.843501 nChanged 930 SP:Iteration 3F (2115.931204 sec): 3 clusters Score: Raw -2223611.675175 + Penalty 3147.227072 = -2220464.448103 nChanged 981 SP:Iteration 4F (2116.004492 sec): 3 clusters Score: Raw -2224191.773166 + Penalty 3147.227072 = -2221044.546093 nChanged 1040 SP:Iteration 5F (2116.070098 sec): 3 clusters Score: Raw -2224925.844427 + Penalty 3147.227072 = -2221778.617355 nChanged 1064 SP:Iteration 6F (2116.134132 sec): 3 clusters Score: Raw -2225784.671770 + Penalty 3147.227072 = -2222637.444697 nChanged 993 SP:Iteration 7F (2116.207076 sec): 3 clusters Score: Raw -2226692.377305 + Penalty 3147.227072 = -2223545.150233 nChanged 759 SP:Iteration 8Q (2116.280456 sec): 3 clusters Score: Raw -2227422.568200 + Penalty 3147.227072 = -2224275.341128 nChanged 533 SP:Iteration 9Q (2116.352647 sec): 3 clusters Score: Raw -2227894.084601 + Penalty 3147.227072 = -2224746.857529 nChanged 364 SP:Iteration 10Q (2116.423906 sec): 3 clusters Score: Raw -2228169.821125 + Penalty 3147.227072 = -2225022.594053 nChanged 229 SP:Iteration 11Q (2116.486756 sec): 3 clusters Score: Raw -2228321.845296 + Penalty 3147.227072 = -2225174.618224 nChanged 177 SP:Iteration 12Q (2116.550935 sec): 3 clusters Score: Raw -2228432.957046 + Penalty 3147.227072 = -2225285.729974 nChanged 136 SP:Iteration 13Q (2116.624242 sec): 3 clusters Score: Raw -2228521.987511 + Penalty 3147.227072 = -2225374.760438 nChanged 125 SP:Iteration 14Q (2116.680951 sec): 3 clusters Score: Raw -2228592.447462 + Penalty 3147.227072 = -2225445.220390 nChanged 94 SP:Iteration 15Q (2116.742778 sec): 3 clusters Score: Raw -2228637.230799 + Penalty 3147.227072 = -2225490.003727 nChanged 68 SP:Iteration 16Q (2116.806088 sec): 3 clusters Score: Raw -2228667.938058 + Penalty 3147.227072 = -2225520.710986 nChanged 55 SP:Iteration 17Q (2116.875495 sec): 3 clusters Score: Raw -2228689.844989 + Penalty 3147.227072 = -2225542.617917 nChanged 44 SP:Iteration 18Q (2116.934208 sec): 3 clusters Score: Raw -2228707.764073 + Penalty 3147.227072 = -2225560.537001 nChanged 36 SP:Iteration 19Q (2117.003787 sec): 3 clusters Score: Raw -2228720.681706 + Penalty 3147.227072 = -2225573.454634 nChanged 32 SP:Iteration 20F (2117.076401 sec): 3 clusters Score: Raw -2228734.783227 + Penalty 3147.227072 = -2225587.556155 nChanged 34 SP:Iteration 21Q (2117.142257 sec): 3 clusters Score: Raw -2228748.449677 + Penalty 3147.227072 = -2225601.222605 nChanged 24 SP:Iteration 22Q (2117.206308 sec): 3 clusters Score: Raw -2228758.245724 + Penalty 3147.227072 = -2225611.018652 nChanged 29 SP:Iteration 23Q (2117.270658 sec): 3 clusters Score: Raw -2228768.208601 + Penalty 3147.227072 = -2225620.981529 nChanged 19 SP:Iteration 24Q (2117.348393 sec): 3 clusters Score: Raw -2228774.295151 + Penalty 3147.227072 = -2225627.068079 nChanged 12 SP:Iteration 25Q (2117.402762 sec): 3 clusters Score: Raw -2228777.283117 + Penalty 3147.227072 = -2225630.056045 nChanged 8 SP:Iteration 26Q (2117.480792 sec): 3 clusters Score: Raw -2228778.778720 + Penalty 3147.227072 = -2225631.551648 nChanged 6 SP:Iteration 27Q (2117.539863 sec): 3 clusters Score: Raw -2228780.023508 + Penalty 3147.227072 = -2225632.796436 nChanged 7 SP:Iteration 28Q (2117.607787 sec): 3 clusters Score: Raw -2228781.175136 + Penalty 3147.227072 = -2225633.948063 nChanged 4 SP:Iteration 29Q (2117.672680 sec): 3 clusters Score: Raw -2228781.807539 + Penalty 3147.227072 = -2225634.580467 nChanged 1 SP:Iteration 30Q (2117.737044 sec): 3 clusters Score: Raw -2228781.866555 + Penalty 3147.227072 = -2225634.639482 nChanged 0 SP:Iteration 31F (2117.801553 sec): 3 clusters Score: Raw -2228781.866555 + Penalty 3147.227072 = -2225634.639482 nChanged 0 Trying to split cluster 8 (15194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2117.844714 sec): 2 clusters Score: Raw -1915608.482653 + Penalty 1564.656582 = -1914043.826070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2117.915081 sec): 3 clusters Score: Raw -1906707.880178 + Penalty 3129.313165 = -1903578.567013 nChanged 6802 SP:Iteration 1F (2117.980367 sec): 3 clusters Score: Raw -1910738.027039 + Penalty 3129.313165 = -1907608.713874 nChanged 982 SP:Iteration 2F (2118.045910 sec): 3 clusters Score: Raw -1911362.628144 + Penalty 3129.313165 = -1908233.314979 nChanged 1037 SP:Iteration 3F (2118.111210 sec): 3 clusters Score: Raw -1912088.999961 + Penalty 3129.313165 = -1908959.686796 nChanged 1031 SP:Iteration 4F (2118.176744 sec): 3 clusters Score: Raw -1912847.402154 + Penalty 3129.313165 = -1909718.088989 nChanged 1043 SP:Iteration 5F (2118.241984 sec): 3 clusters Score: Raw -1913553.115586 + Penalty 3129.313165 = -1910423.802421 nChanged 911 SP:Iteration 6F (2118.307686 sec): 3 clusters Score: Raw -1914124.130760 + Penalty 3129.313165 = -1910994.817595 nChanged 804 SP:Iteration 7F (2118.373193 sec): 3 clusters Score: Raw -1914548.092914 + Penalty 3129.313165 = -1911418.779749 nChanged 622 SP:Iteration 8Q (2118.432794 sec): 3 clusters Score: Raw -1914815.191584 + Penalty 3129.313165 = -1911685.878419 nChanged 459 SP:Iteration 9Q (2118.507690 sec): 3 clusters Score: Raw -1914990.457434 + Penalty 3129.313165 = -1911861.144269 nChanged 353 SP:Iteration 10Q (2118.572483 sec): 3 clusters Score: Raw -1915097.199233 + Penalty 3129.313165 = -1911967.886068 nChanged 270 SP:Iteration 11Q (2118.644226 sec): 3 clusters Score: Raw -1915176.284603 + Penalty 3129.313165 = -1912046.971438 nChanged 235 SP:Iteration 12Q (2118.719023 sec): 3 clusters Score: Raw -1915238.667197 + Penalty 3129.313165 = -1912109.354032 nChanged 214 SP:Iteration 13Q (2118.788840 sec): 3 clusters Score: Raw -1915286.228626 + Penalty 3129.313165 = -1912156.915461 nChanged 193 SP:Iteration 14Q (2118.865174 sec): 3 clusters Score: Raw -1915327.184634 + Penalty 3129.313165 = -1912197.871469 nChanged 160 SP:Iteration 15Q (2118.938130 sec): 3 clusters Score: Raw -1915359.920725 + Penalty 3129.313165 = -1912230.607560 nChanged 154 SP:Iteration 16Q (2119.013331 sec): 3 clusters Score: Raw -1915389.037918 + Penalty 3129.313165 = -1912259.724754 nChanged 126 SP:Iteration 17Q (2119.077470 sec): 3 clusters Score: Raw -1915408.076272 + Penalty 3129.313165 = -1912278.763107 nChanged 125 SP:Iteration 18Q (2119.149553 sec): 3 clusters Score: Raw -1915432.566879 + Penalty 3129.313165 = -1912303.253714 nChanged 142 SP:Iteration 19Q (2119.212507 sec): 3 clusters Score: Raw -1915460.389910 + Penalty 3129.313165 = -1912331.076745 nChanged 148 SP:Iteration 20F (2119.287421 sec): 3 clusters Score: Raw -1915489.619298 + Penalty 3129.313165 = -1912360.306133 nChanged 154 SP:Iteration 21Q (2119.364090 sec): 3 clusters Score: Raw -1915521.714572 + Penalty 3129.313165 = -1912392.401407 nChanged 163 SP:Iteration 22Q (2119.440551 sec): 3 clusters Score: Raw -1915558.924778 + Penalty 3129.313165 = -1912429.611613 nChanged 163 SP:Iteration 23Q (2119.515723 sec): 3 clusters Score: Raw -1915594.354173 + Penalty 3129.313165 = -1912465.041008 nChanged 155 SP:Iteration 24Q (2119.589908 sec): 3 clusters Score: Raw -1915628.940307 + Penalty 3129.313165 = -1912499.627142 nChanged 161 SP:Iteration 25Q (2119.664988 sec): 3 clusters Score: Raw -1915664.169832 + Penalty 3129.313165 = -1912534.856668 nChanged 154 SP:Iteration 26Q (2119.743511 sec): 3 clusters Score: Raw -1915699.433586 + Penalty 3129.313165 = -1912570.120421 nChanged 147 SP:Iteration 27Q (2119.820909 sec): 3 clusters Score: Raw -1915734.723766 + Penalty 3129.313165 = -1912605.410601 nChanged 170 SP:Iteration 28Q (2119.895930 sec): 3 clusters Score: Raw -1915780.800995 + Penalty 3129.313165 = -1912651.487830 nChanged 175 SP:Iteration 29Q (2119.968976 sec): 3 clusters Score: Raw -1915827.312715 + Penalty 3129.313165 = -1912697.999550 nChanged 192 SP:Iteration 30Q (2120.044134 sec): 3 clusters Score: Raw -1915890.431229 + Penalty 3129.313165 = -1912761.118064 nChanged 216 SP:Iteration 31Q (2120.119146 sec): 3 clusters Score: Raw -1915970.723730 + Penalty 3129.313165 = -1912841.410565 nChanged 231 SP:Iteration 32Q (2120.185408 sec): 3 clusters Score: Raw -1916055.221480 + Penalty 3129.313165 = -1912925.908315 nChanged 213 SP:Iteration 33Q (2120.261365 sec): 3 clusters Score: Raw -1916129.585930 + Penalty 3129.313165 = -1913000.272765 nChanged 189 SP:Iteration 34Q (2120.338087 sec): 3 clusters Score: Raw -1916191.540539 + Penalty 3129.313165 = -1913062.227374 nChanged 154 SP:Iteration 35Q (2120.415240 sec): 3 clusters Score: Raw -1916231.623724 + Penalty 3129.313165 = -1913102.310559 nChanged 103 SP:Iteration 36Q (2120.490758 sec): 3 clusters Score: Raw -1916258.412628 + Penalty 3129.313165 = -1913129.099463 nChanged 100 SP:Iteration 37Q (2120.566661 sec): 3 clusters Score: Raw -1916284.077678 + Penalty 3129.313165 = -1913154.764513 nChanged 81 SP:Iteration 38Q (2120.651984 sec): 3 clusters Score: Raw -1916303.624446 + Penalty 3129.313165 = -1913174.311282 nChanged 69 SP:Iteration 39Q (2120.728618 sec): 3 clusters Score: Raw -1916321.442993 + Penalty 3129.313165 = -1913192.129828 nChanged 59 SP:Iteration 40F (2120.805375 sec): 3 clusters Score: Raw -1916338.521631 + Penalty 3129.313165 = -1913209.208466 nChanged 59 SP:Iteration 41Q (2120.881953 sec): 3 clusters Score: Raw -1916355.141055 + Penalty 3129.313165 = -1913225.827890 nChanged 50 SP:Iteration 42Q (2120.949147 sec): 3 clusters Score: Raw -1916367.614523 + Penalty 3129.313165 = -1913238.301358 nChanged 47 SP:Iteration 43Q (2121.014597 sec): 3 clusters Score: Raw -1916376.493124 + Penalty 3129.313165 = -1913247.179959 nChanged 34 SP:Iteration 44Q (2121.088528 sec): 3 clusters Score: Raw -1916383.488337 + Penalty 3129.313165 = -1913254.175172 nChanged 31 SP:Iteration 45Q (2121.170835 sec): 3 clusters Score: Raw -1916389.430532 + Penalty 3129.313165 = -1913260.117368 nChanged 23 SP:Iteration 46Q (2121.227229 sec): 3 clusters Score: Raw -1916394.081493 + Penalty 3129.313165 = -1913264.768328 nChanged 22 SP:Iteration 47Q (2121.297686 sec): 3 clusters Score: Raw -1916398.773367 + Penalty 3129.313165 = -1913269.460202 nChanged 17 SP:Iteration 48Q (2121.370729 sec): 3 clusters Score: Raw -1916401.990486 + Penalty 3129.313165 = -1913272.677321 nChanged 19 SP:Iteration 49Q (2121.443035 sec): 3 clusters Score: Raw -1916405.299244 + Penalty 3129.313165 = -1913275.986079 nChanged 10 SP:Iteration 50Q (2121.512687 sec): 3 clusters Score: Raw -1916407.072770 + Penalty 3129.313165 = -1913277.759605 nChanged 14 SP:Iteration 51Q (2121.592989 sec): 3 clusters Score: Raw -1916409.905898 + Penalty 3129.313165 = -1913280.592733 nChanged 9 SP:Iteration 52Q (2121.667706 sec): 3 clusters Score: Raw -1916411.930353 + Penalty 3129.313165 = -1913282.617188 nChanged 15 SP:Iteration 53Q (2121.738858 sec): 3 clusters Score: Raw -1916416.453789 + Penalty 3129.313165 = -1913287.140624 nChanged 15 SP:Iteration 54Q (2121.809033 sec): 3 clusters Score: Raw -1916419.252193 + Penalty 3129.313165 = -1913289.939028 nChanged 9 SP:Iteration 55Q (2121.874606 sec): 3 clusters Score: Raw -1916421.235371 + Penalty 3129.313165 = -1913291.922207 nChanged 6 SP:Iteration 56Q (2121.953618 sec): 3 clusters Score: Raw -1916422.509754 + Penalty 3129.313165 = -1913293.196589 nChanged 5 SP:Iteration 57Q (2122.027616 sec): 3 clusters Score: Raw -1916423.726593 + Penalty 3129.313165 = -1913294.413428 nChanged 5 SP:Iteration 58Q (2122.092464 sec): 3 clusters Score: Raw -1916425.292613 + Penalty 3129.313165 = -1913295.979448 nChanged 7 SP:Iteration 59Q (2122.171186 sec): 3 clusters Score: Raw -1916426.395995 + Penalty 3129.313165 = -1913297.082830 nChanged 3 SP:Iteration 60F (2122.239144 sec): 3 clusters Score: Raw -1916426.610521 + Penalty 3129.313165 = -1913297.297356 nChanged 1 SP:Iteration 61Q (2122.313840 sec): 3 clusters Score: Raw -1916426.812924 + Penalty 3129.313165 = -1913297.499759 nChanged 2 SP:Iteration 62Q (2122.350235 sec): 3 clusters Score: Raw -1916427.402498 + Penalty 3129.313165 = -1913298.089333 nChanged 3 SP:Iteration 63Q (2122.435856 sec): 3 clusters Score: Raw -1916427.947791 + Penalty 3129.313165 = -1913298.634626 nChanged 3 SP:Iteration 64Q (2122.510254 sec): 3 clusters Score: Raw -1916428.738290 + Penalty 3129.313165 = -1913299.425125 nChanged 4 SP:Iteration 65Q (2122.585314 sec): 3 clusters Score: Raw -1916429.729258 + Penalty 3129.313165 = -1913300.416093 nChanged 3 SP:Iteration 66Q (2122.661179 sec): 3 clusters Score: Raw -1916430.479218 + Penalty 3129.313165 = -1913301.166053 nChanged 7 SP:Iteration 67Q (2122.728157 sec): 3 clusters Score: Raw -1916431.621766 + Penalty 3129.313165 = -1913302.308601 nChanged 9 SP:Iteration 68Q (2122.802946 sec): 3 clusters Score: Raw -1916433.443184 + Penalty 3129.313165 = -1913304.130019 nChanged 7 SP:Iteration 69Q (2122.877093 sec): 3 clusters Score: Raw -1916434.647822 + Penalty 3129.313165 = -1913305.334657 nChanged 3 SP:Iteration 70Q (2122.958704 sec): 3 clusters Score: Raw -1916435.116535 + Penalty 3129.313165 = -1913305.803370 nChanged 5 SP:Iteration 71Q (2123.023981 sec): 3 clusters Score: Raw -1916436.016862 + Penalty 3129.313165 = -1913306.703697 nChanged 5 SP:Iteration 72Q (2123.108364 sec): 3 clusters Score: Raw -1916436.751252 + Penalty 3129.313165 = -1913307.438087 nChanged 5 SP:Iteration 73Q (2123.175937 sec): 3 clusters Score: Raw -1916437.386817 + Penalty 3129.313165 = -1913308.073652 nChanged 1 SP:Iteration 74Q (2123.260206 sec): 3 clusters Score: Raw -1916437.472171 + Penalty 3129.313165 = -1913308.159006 nChanged 1 SP:Iteration 75Q (2123.336278 sec): 3 clusters Score: Raw -1916437.567406 + Penalty 3129.313165 = -1913308.254241 nChanged 0 SP:Iteration 76F (2123.401271 sec): 3 clusters Score: Raw -1916437.567406 + Penalty 3129.313165 = -1913308.254241 nChanged 0 Trying to split cluster 9 (7015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2123.449611 sec): 2 clusters Score: Raw -905678.964709 + Penalty 1439.068474 = -904239.896235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2123.512115 sec): 3 clusters Score: Raw -901888.435732 + Penalty 2878.136948 = -899010.298784 nChanged 2961 SP:Iteration 1F (2123.572767 sec): 3 clusters Score: Raw -903386.384508 + Penalty 2878.136948 = -900508.247560 nChanged 499 SP:Iteration 2F (2123.623095 sec): 3 clusters Score: Raw -903634.968099 + Penalty 2878.136948 = -900756.831152 nChanged 406 SP:Iteration 3F (2123.688449 sec): 3 clusters Score: Raw -903827.597637 + Penalty 2878.136948 = -900949.460690 nChanged 325 SP:Iteration 4Q (2123.746369 sec): 3 clusters Score: Raw -903982.061765 + Penalty 2878.136948 = -901103.924817 nChanged 335 SP:Iteration 5Q (2123.798519 sec): 3 clusters Score: Raw -904158.393806 + Penalty 2878.136948 = -901280.256859 nChanged 328 SP:Iteration 6Q (2123.868757 sec): 3 clusters Score: Raw -904350.262943 + Penalty 2878.136948 = -901472.125995 nChanged 353 SP:Iteration 7F (2123.931978 sec): 3 clusters Score: Raw -904602.042298 + Penalty 2878.136948 = -901723.905351 nChanged 385 SP:Iteration 8F (2123.991909 sec): 3 clusters Score: Raw -904922.366591 + Penalty 2878.136948 = -902044.229644 nChanged 367 SP:Iteration 9F (2124.049600 sec): 3 clusters Score: Raw -905235.681279 + Penalty 2878.136948 = -902357.544331 nChanged 302 SP:Iteration 10Q (2124.107879 sec): 3 clusters Score: Raw -905503.101728 + Penalty 2878.136948 = -902624.964780 nChanged 220 SP:Iteration 11Q (2124.168150 sec): 3 clusters Score: Raw -905696.706522 + Penalty 2878.136948 = -902818.569575 nChanged 141 SP:Iteration 12Q (2124.225118 sec): 3 clusters Score: Raw -905827.895071 + Penalty 2878.136948 = -902949.758124 nChanged 117 SP:Iteration 13Q (2124.270470 sec): 3 clusters Score: Raw -905936.418213 + Penalty 2878.136948 = -903058.281265 nChanged 62 SP:Iteration 14Q (2124.330756 sec): 3 clusters Score: Raw -905989.326480 + Penalty 2878.136948 = -903111.189532 nChanged 35 SP:Iteration 15Q (2124.392383 sec): 3 clusters Score: Raw -906014.571169 + Penalty 2878.136948 = -903136.434221 nChanged 25 SP:Iteration 16Q (2124.439575 sec): 3 clusters Score: Raw -906032.922640 + Penalty 2878.136948 = -903154.785692 nChanged 18 SP:Iteration 17Q (2124.499413 sec): 3 clusters Score: Raw -906046.934868 + Penalty 2878.136948 = -903168.797920 nChanged 12 SP:Iteration 18Q (2124.570661 sec): 3 clusters Score: Raw -906056.731225 + Penalty 2878.136948 = -903178.594278 nChanged 9 SP:Iteration 19Q (2124.630069 sec): 3 clusters Score: Raw -906061.783438 + Penalty 2878.136948 = -903183.646491 nChanged 3 SP:Iteration 20F (2124.681918 sec): 3 clusters Score: Raw -906063.867996 + Penalty 2878.136948 = -903185.731048 nChanged 4 SP:Iteration 21Q (2124.733916 sec): 3 clusters Score: Raw -906066.085117 + Penalty 2878.136948 = -903187.948169 nChanged 0 SP:Iteration 22F (2124.805964 sec): 3 clusters Score: Raw -906066.085117 + Penalty 2878.136948 = -903187.948169 nChanged 0 Trying to split cluster 10 (8697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2124.843191 sec): 2 clusters Score: Raw -1187096.500226 + Penalty 1473.994180 = -1185622.506046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2124.896120 sec): 3 clusters Score: Raw -1182321.683407 + Penalty 2947.988361 = -1179373.695046 nChanged 3712 SP:Iteration 1F (2124.957359 sec): 3 clusters Score: Raw -1184345.591239 + Penalty 2947.988361 = -1181397.602878 nChanged 591 SP:Iteration 2F (2125.019825 sec): 3 clusters Score: Raw -1184639.446858 + Penalty 2947.988361 = -1181691.458497 nChanged 493 SP:Iteration 3F (2125.081130 sec): 3 clusters Score: Raw -1184895.667036 + Penalty 2947.988361 = -1181947.678675 nChanged 432 SP:Iteration 4Q (2125.140812 sec): 3 clusters Score: Raw -1185162.015076 + Penalty 2947.988361 = -1182214.026715 nChanged 447 SP:Iteration 5F (2125.211872 sec): 3 clusters Score: Raw -1185449.797905 + Penalty 2947.988361 = -1182501.809544 nChanged 401 SP:Iteration 6Q (2125.272897 sec): 3 clusters Score: Raw -1185707.053116 + Penalty 2947.988361 = -1182759.064756 nChanged 381 SP:Iteration 7Q (2125.335007 sec): 3 clusters Score: Raw -1185942.542797 + Penalty 2947.988361 = -1182994.554436 nChanged 364 SP:Iteration 8Q (2125.395783 sec): 3 clusters Score: Raw -1186151.666670 + Penalty 2947.988361 = -1183203.678309 nChanged 338 SP:Iteration 9Q (2125.450218 sec): 3 clusters Score: Raw -1186336.379630 + Penalty 2947.988361 = -1183388.391269 nChanged 271 SP:Iteration 10Q (2125.519928 sec): 3 clusters Score: Raw -1186473.126851 + Penalty 2947.988361 = -1183525.138490 nChanged 221 SP:Iteration 11Q (2125.581111 sec): 3 clusters Score: Raw -1186571.264041 + Penalty 2947.988361 = -1183623.275680 nChanged 186 SP:Iteration 12Q (2125.637028 sec): 3 clusters Score: Raw -1186641.903520 + Penalty 2947.988361 = -1183693.915160 nChanged 144 SP:Iteration 13Q (2125.699799 sec): 3 clusters Score: Raw -1186689.962511 + Penalty 2947.988361 = -1183741.974151 nChanged 107 SP:Iteration 14Q (2125.750448 sec): 3 clusters Score: Raw -1186721.807716 + Penalty 2947.988361 = -1183773.819355 nChanged 84 SP:Iteration 15Q (2125.807971 sec): 3 clusters Score: Raw -1186748.927927 + Penalty 2947.988361 = -1183800.939567 nChanged 79 SP:Iteration 16Q (2125.881440 sec): 3 clusters Score: Raw -1186763.775029 + Penalty 2947.988361 = -1183815.786668 nChanged 42 SP:Iteration 17Q (2125.941702 sec): 3 clusters Score: Raw -1186772.519165 + Penalty 2947.988361 = -1183824.530804 nChanged 32 SP:Iteration 18Q (2125.996336 sec): 3 clusters Score: Raw -1186777.300427 + Penalty 2947.988361 = -1183829.312066 nChanged 32 SP:Iteration 19Q (2126.058536 sec): 3 clusters Score: Raw -1186783.764414 + Penalty 2947.988361 = -1183835.776054 nChanged 27 SP:Iteration 20F (2126.121519 sec): 3 clusters Score: Raw -1186788.968918 + Penalty 2947.988361 = -1183840.980557 nChanged 25 SP:Iteration 21Q (2126.171924 sec): 3 clusters Score: Raw -1186794.467479 + Penalty 2947.988361 = -1183846.479118 nChanged 22 SP:Iteration 22Q (2126.239031 sec): 3 clusters Score: Raw -1186798.414733 + Penalty 2947.988361 = -1183850.426372 nChanged 18 SP:Iteration 23Q (2126.297075 sec): 3 clusters Score: Raw -1186801.782140 + Penalty 2947.988361 = -1183853.793780 nChanged 17 SP:Iteration 24Q (2126.357676 sec): 3 clusters Score: Raw -1186806.398689 + Penalty 2947.988361 = -1183858.410328 nChanged 22 SP:Iteration 25Q (2126.419918 sec): 3 clusters Score: Raw -1186810.897017 + Penalty 2947.988361 = -1183862.908657 nChanged 18 SP:Iteration 26Q (2126.471078 sec): 3 clusters Score: Raw -1186813.644183 + Penalty 2947.988361 = -1183865.655822 nChanged 16 SP:Iteration 27Q (2126.543740 sec): 3 clusters Score: Raw -1186816.221394 + Penalty 2947.988361 = -1183868.233033 nChanged 19 SP:Iteration 28Q (2126.595606 sec): 3 clusters Score: Raw -1186819.760001 + Penalty 2947.988361 = -1183871.771640 nChanged 26 SP:Iteration 29Q (2126.663089 sec): 3 clusters Score: Raw -1186823.407743 + Penalty 2947.988361 = -1183875.419382 nChanged 19 SP:Iteration 30Q (2126.723689 sec): 3 clusters Score: Raw -1186825.799357 + Penalty 2947.988361 = -1183877.810996 nChanged 20 SP:Iteration 31Q (2126.782678 sec): 3 clusters Score: Raw -1186828.765834 + Penalty 2947.988361 = -1183880.777473 nChanged 20 SP:Iteration 32Q (2126.834703 sec): 3 clusters Score: Raw -1186834.329543 + Penalty 2947.988361 = -1183886.341182 nChanged 26 SP:Iteration 33Q (2126.881521 sec): 3 clusters Score: Raw -1186838.490361 + Penalty 2947.988361 = -1183890.502000 nChanged 19 SP:Iteration 34Q (2126.939367 sec): 3 clusters Score: Raw -1186841.201748 + Penalty 2947.988361 = -1183893.213387 nChanged 14 SP:Iteration 35Q (2127.001779 sec): 3 clusters Score: Raw -1186843.360338 + Penalty 2947.988361 = -1183895.371977 nChanged 18 SP:Iteration 36Q (2127.069299 sec): 3 clusters Score: Raw -1186845.986396 + Penalty 2947.988361 = -1183897.998035 nChanged 15 SP:Iteration 37Q (2127.131554 sec): 3 clusters Score: Raw -1186848.688106 + Penalty 2947.988361 = -1183900.699745 nChanged 16 SP:Iteration 38Q (2127.199124 sec): 3 clusters Score: Raw -1186851.568499 + Penalty 2947.988361 = -1183903.580139 nChanged 14 SP:Iteration 39Q (2127.261676 sec): 3 clusters Score: Raw -1186854.861757 + Penalty 2947.988361 = -1183906.873396 nChanged 23 SP:Iteration 40F (2127.324461 sec): 3 clusters Score: Raw -1186859.283440 + Penalty 2947.988361 = -1183911.295079 nChanged 18 SP:Iteration 41Q (2127.381678 sec): 3 clusters Score: Raw -1186862.656664 + Penalty 2947.988361 = -1183914.668303 nChanged 18 SP:Iteration 42Q (2127.438501 sec): 3 clusters Score: Raw -1186866.141210 + Penalty 2947.988361 = -1183918.152849 nChanged 21 SP:Iteration 43Q (2127.488188 sec): 3 clusters Score: Raw -1186870.209876 + Penalty 2947.988361 = -1183922.221515 nChanged 21 SP:Iteration 44Q (2127.558237 sec): 3 clusters Score: Raw -1186874.379840 + Penalty 2947.988361 = -1183926.391479 nChanged 23 SP:Iteration 45Q (2127.616290 sec): 3 clusters Score: Raw -1186878.888343 + Penalty 2947.988361 = -1183930.899982 nChanged 21 SP:Iteration 46Q (2127.665501 sec): 3 clusters Score: Raw -1186882.870338 + Penalty 2947.988361 = -1183934.881978 nChanged 21 SP:Iteration 47Q (2127.735416 sec): 3 clusters Score: Raw -1186886.621103 + Penalty 2947.988361 = -1183938.632742 nChanged 24 SP:Iteration 48Q (2127.796919 sec): 3 clusters Score: Raw -1186890.121706 + Penalty 2947.988361 = -1183942.133345 nChanged 12 SP:Iteration 49Q (2127.857743 sec): 3 clusters Score: Raw -1186891.885679 + Penalty 2947.988361 = -1183943.897318 nChanged 9 SP:Iteration 50Q (2127.919421 sec): 3 clusters Score: Raw -1186892.958543 + Penalty 2947.988361 = -1183944.970182 nChanged 12 SP:Iteration 51Q (2127.973426 sec): 3 clusters Score: Raw -1186894.922110 + Penalty 2947.988361 = -1183946.933749 nChanged 12 SP:Iteration 52Q (2128.042996 sec): 3 clusters Score: Raw -1186896.599638 + Penalty 2947.988361 = -1183948.611277 nChanged 12 SP:Iteration 53Q (2128.108361 sec): 3 clusters Score: Raw -1186898.166053 + Penalty 2947.988361 = -1183950.177692 nChanged 15 SP:Iteration 54Q (2128.168168 sec): 3 clusters Score: Raw -1186901.058175 + Penalty 2947.988361 = -1183953.069814 nChanged 14 SP:Iteration 55Q (2128.229190 sec): 3 clusters Score: Raw -1186904.000581 + Penalty 2947.988361 = -1183956.012220 nChanged 22 SP:Iteration 56Q (2128.285270 sec): 3 clusters Score: Raw -1186908.143252 + Penalty 2947.988361 = -1183960.154891 nChanged 15 SP:Iteration 57Q (2128.333453 sec): 3 clusters Score: Raw -1186910.655496 + Penalty 2947.988361 = -1183962.667136 nChanged 12 SP:Iteration 58Q (2128.396529 sec): 3 clusters Score: Raw -1186912.068503 + Penalty 2947.988361 = -1183964.080143 nChanged 13 SP:Iteration 59Q (2128.456413 sec): 3 clusters Score: Raw -1186913.610057 + Penalty 2947.988361 = -1183965.621696 nChanged 8 SP:Iteration 60F (2128.513527 sec): 3 clusters Score: Raw -1186915.208800 + Penalty 2947.988361 = -1183967.220439 nChanged 4 SP:Iteration 61Q (2128.575997 sec): 3 clusters Score: Raw -1186915.969715 + Penalty 2947.988361 = -1183967.981355 nChanged 6 SP:Iteration 62Q (2128.627370 sec): 3 clusters Score: Raw -1186917.226471 + Penalty 2947.988361 = -1183969.238111 nChanged 8 SP:Iteration 63Q (2128.686990 sec): 3 clusters Score: Raw -1186918.155146 + Penalty 2947.988361 = -1183970.166785 nChanged 4 SP:Iteration 64Q (2128.747798 sec): 3 clusters Score: Raw -1186918.414697 + Penalty 2947.988361 = -1183970.426336 nChanged 4 SP:Iteration 65Q (2128.812655 sec): 3 clusters Score: Raw -1186918.747151 + Penalty 2947.988361 = -1183970.758791 nChanged 4 SP:Iteration 66Q (2128.875503 sec): 3 clusters Score: Raw -1186919.343402 + Penalty 2947.988361 = -1183971.355042 nChanged 3 SP:Iteration 67Q (2128.924086 sec): 3 clusters Score: Raw -1186920.011323 + Penalty 2947.988361 = -1183972.022962 nChanged 5 SP:Iteration 68Q (2128.990242 sec): 3 clusters Score: Raw -1186920.783198 + Penalty 2947.988361 = -1183972.794837 nChanged 5 SP:Iteration 69Q (2129.043765 sec): 3 clusters Score: Raw -1186921.592261 + Penalty 2947.988361 = -1183973.603901 nChanged 5 SP:Iteration 70Q (2129.096846 sec): 3 clusters Score: Raw -1186922.543608 + Penalty 2947.988361 = -1183974.555247 nChanged 6 SP:Iteration 71Q (2129.160156 sec): 3 clusters Score: Raw -1186923.495305 + Penalty 2947.988361 = -1183975.506944 nChanged 9 SP:Iteration 72Q (2129.209806 sec): 3 clusters Score: Raw -1186924.742621 + Penalty 2947.988361 = -1183976.754260 nChanged 12 SP:Iteration 73Q (2129.269837 sec): 3 clusters Score: Raw -1186926.583371 + Penalty 2947.988361 = -1183978.595010 nChanged 17 SP:Iteration 74Q (2129.329097 sec): 3 clusters Score: Raw -1186928.646367 + Penalty 2947.988361 = -1183980.658006 nChanged 13 SP:Iteration 75Q (2129.388928 sec): 3 clusters Score: Raw -1186930.126959 + Penalty 2947.988361 = -1183982.138598 nChanged 9 SP:Iteration 76Q (2129.445255 sec): 3 clusters Score: Raw -1186931.278952 + Penalty 2947.988361 = -1183983.290592 nChanged 4 SP:Iteration 77Q (2129.507997 sec): 3 clusters Score: Raw -1186931.754195 + Penalty 2947.988361 = -1183983.765835 nChanged 5 SP:Iteration 78Q (2129.564925 sec): 3 clusters Score: Raw -1186932.395573 + Penalty 2947.988361 = -1183984.407212 nChanged 6 SP:Iteration 79Q (2129.625089 sec): 3 clusters Score: Raw -1186933.151519 + Penalty 2947.988361 = -1183985.163158 nChanged 4 SP:Iteration 80F (2129.687336 sec): 3 clusters Score: Raw -1186933.667650 + Penalty 2947.988361 = -1183985.679289 nChanged 4 SP:Iteration 81Q (2129.747435 sec): 3 clusters Score: Raw -1186934.197944 + Penalty 2947.988361 = -1183986.209584 nChanged 4 SP:Iteration 82Q (2129.806770 sec): 3 clusters Score: Raw -1186934.824468 + Penalty 2947.988361 = -1183986.836107 nChanged 6 SP:Iteration 83Q (2129.865541 sec): 3 clusters Score: Raw -1186935.509903 + Penalty 2947.988361 = -1183987.521543 nChanged 7 SP:Iteration 84Q (2129.921640 sec): 3 clusters Score: Raw -1186936.122489 + Penalty 2947.988361 = -1183988.134128 nChanged 3 SP:Iteration 85Q (2129.978234 sec): 3 clusters Score: Raw -1186936.512507 + Penalty 2947.988361 = -1183988.524146 nChanged 5 SP:Iteration 86Q (2130.050043 sec): 3 clusters Score: Raw -1186937.160833 + Penalty 2947.988361 = -1183989.172473 nChanged 2 SP:Iteration 87Q (2130.110495 sec): 3 clusters Score: Raw -1186937.337262 + Penalty 2947.988361 = -1183989.348901 nChanged 3 SP:Iteration 88Q (2130.157207 sec): 3 clusters Score: Raw -1186937.734504 + Penalty 2947.988361 = -1183989.746144 nChanged 3 SP:Iteration 89Q (2130.229196 sec): 3 clusters Score: Raw -1186937.975236 + Penalty 2947.988361 = -1183989.986875 nChanged 1 SP:Iteration 90Q (2130.289084 sec): 3 clusters Score: Raw -1186938.111982 + Penalty 2947.988361 = -1183990.123621 nChanged 2 SP:Iteration 91Q (2130.338153 sec): 3 clusters Score: Raw -1186938.420097 + Penalty 2947.988361 = -1183990.431736 nChanged 3 SP:Iteration 92Q (2130.397574 sec): 3 clusters Score: Raw -1186938.802065 + Penalty 2947.988361 = -1183990.813704 nChanged 2 SP:Iteration 93Q (2130.454573 sec): 3 clusters Score: Raw -1186939.152734 + Penalty 2947.988361 = -1183991.164373 nChanged 5 SP:Iteration 94Q (2130.509696 sec): 3 clusters Score: Raw -1186939.773919 + Penalty 2947.988361 = -1183991.785558 nChanged 2 SP:Iteration 95Q (2130.575750 sec): 3 clusters Score: Raw -1186940.052999 + Penalty 2947.988361 = -1183992.064638 nChanged 1 SP:Iteration 96Q (2130.633296 sec): 3 clusters Score: Raw -1186940.116079 + Penalty 2947.988361 = -1183992.127718 nChanged 0 SP:Iteration 97F (2130.682341 sec): 3 clusters Score: Raw -1186940.116079 + Penalty 2947.988361 = -1183992.127718 nChanged 0 Trying to split cluster 11 (14704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2130.736443 sec): 2 clusters Score: Raw -1934239.666797 + Penalty 1559.329662 = -1932680.337134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2130.806865 sec): 3 clusters Score: Raw -1925753.622154 + Penalty 3118.659324 = -1922634.962829 nChanged 6508 SP:Iteration 1F (2130.865798 sec): 3 clusters Score: Raw -1929544.332386 + Penalty 3118.659324 = -1926425.673062 nChanged 916 SP:Iteration 2F (2130.929789 sec): 3 clusters Score: Raw -1929949.481062 + Penalty 3118.659324 = -1926830.821737 nChanged 755 SP:Iteration 3F (2131.011378 sec): 3 clusters Score: Raw -1930264.758856 + Penalty 3118.659324 = -1927146.099531 nChanged 662 SP:Iteration 4Q (2131.077421 sec): 3 clusters Score: Raw -1930556.756882 + Penalty 3118.659324 = -1927438.097558 nChanged 628 SP:Iteration 5Q (2131.161166 sec): 3 clusters Score: Raw -1930857.646025 + Penalty 3118.659324 = -1927738.986701 nChanged 645 SP:Iteration 6Q (2131.226711 sec): 3 clusters Score: Raw -1931185.389112 + Penalty 3118.659324 = -1928066.729788 nChanged 640 SP:Iteration 7Q (2131.310026 sec): 3 clusters Score: Raw -1931557.226431 + Penalty 3118.659324 = -1928438.567107 nChanged 608 SP:Iteration 8Q (2131.375820 sec): 3 clusters Score: Raw -1931914.940387 + Penalty 3118.659324 = -1928796.281063 nChanged 584 SP:Iteration 9Q (2131.450207 sec): 3 clusters Score: Raw -1932268.911264 + Penalty 3118.659324 = -1929150.251939 nChanged 510 SP:Iteration 10Q (2131.524549 sec): 3 clusters Score: Raw -1932531.640724 + Penalty 3118.659324 = -1929412.981400 nChanged 408 SP:Iteration 11Q (2131.594978 sec): 3 clusters Score: Raw -1932748.303087 + Penalty 3118.659324 = -1929629.643763 nChanged 352 SP:Iteration 12Q (2131.679060 sec): 3 clusters Score: Raw -1932906.242348 + Penalty 3118.659324 = -1929787.583024 nChanged 291 SP:Iteration 13Q (2131.752224 sec): 3 clusters Score: Raw -1933014.900766 + Penalty 3118.659324 = -1929896.241442 nChanged 212 SP:Iteration 14Q (2131.825159 sec): 3 clusters Score: Raw -1933082.817375 + Penalty 3118.659324 = -1929964.158051 nChanged 187 SP:Iteration 15Q (2131.898110 sec): 3 clusters Score: Raw -1933144.008365 + Penalty 3118.659324 = -1930025.349040 nChanged 152 SP:Iteration 16Q (2131.960648 sec): 3 clusters Score: Raw -1933195.909516 + Penalty 3118.659324 = -1930077.250191 nChanged 152 SP:Iteration 17Q (2132.030644 sec): 3 clusters Score: Raw -1933243.866598 + Penalty 3118.659324 = -1930125.207274 nChanged 136 SP:Iteration 18Q (2132.103190 sec): 3 clusters Score: Raw -1933283.602616 + Penalty 3118.659324 = -1930164.943291 nChanged 123 SP:Iteration 19Q (2132.181218 sec): 3 clusters Score: Raw -1933319.423589 + Penalty 3118.659324 = -1930200.764264 nChanged 129 SP:Iteration 20F (2132.255503 sec): 3 clusters Score: Raw -1933356.109643 + Penalty 3118.659324 = -1930237.450319 nChanged 130 SP:Iteration 21Q (2132.327529 sec): 3 clusters Score: Raw -1933393.815367 + Penalty 3118.659324 = -1930275.156043 nChanged 137 SP:Iteration 22Q (2132.397769 sec): 3 clusters Score: Raw -1933432.756482 + Penalty 3118.659324 = -1930314.097157 nChanged 141 SP:Iteration 23Q (2132.471165 sec): 3 clusters Score: Raw -1933483.769237 + Penalty 3118.659324 = -1930365.109912 nChanged 142 SP:Iteration 24Q (2132.539030 sec): 3 clusters Score: Raw -1933533.342076 + Penalty 3118.659324 = -1930414.682752 nChanged 129 SP:Iteration 25Q (2132.605496 sec): 3 clusters Score: Raw -1933575.880698 + Penalty 3118.659324 = -1930457.221373 nChanged 121 SP:Iteration 26Q (2132.666297 sec): 3 clusters Score: Raw -1933616.762005 + Penalty 3118.659324 = -1930498.102681 nChanged 125 SP:Iteration 27Q (2132.743614 sec): 3 clusters Score: Raw -1933654.575393 + Penalty 3118.659324 = -1930535.916069 nChanged 106 SP:Iteration 28Q (2132.812336 sec): 3 clusters Score: Raw -1933683.578470 + Penalty 3118.659324 = -1930564.919146 nChanged 97 SP:Iteration 29Q (2132.884989 sec): 3 clusters Score: Raw -1933713.908118 + Penalty 3118.659324 = -1930595.248793 nChanged 101 SP:Iteration 30Q (2132.949151 sec): 3 clusters Score: Raw -1933747.342189 + Penalty 3118.659324 = -1930628.682864 nChanged 108 SP:Iteration 31Q (2133.030161 sec): 3 clusters Score: Raw -1933791.346601 + Penalty 3118.659324 = -1930672.687277 nChanged 119 SP:Iteration 32Q (2133.102368 sec): 3 clusters Score: Raw -1933837.010883 + Penalty 3118.659324 = -1930718.351559 nChanged 113 SP:Iteration 33Q (2133.174370 sec): 3 clusters Score: Raw -1933885.152536 + Penalty 3118.659324 = -1930766.493212 nChanged 109 SP:Iteration 34Q (2133.207350 sec): 3 clusters Score: Raw -1933929.868631 + Penalty 3118.659324 = -1930811.209307 nChanged 96 SP:Iteration 35Q (2133.239308 sec): 3 clusters Score: Raw -1933960.676782 + Penalty 3118.659324 = -1930842.017458 nChanged 81 SP:Iteration 36Q (2133.315364 sec): 3 clusters Score: Raw -1933989.314694 + Penalty 3118.659324 = -1930870.655370 nChanged 78 SP:Iteration 37Q (2133.375872 sec): 3 clusters Score: Raw -1934022.228517 + Penalty 3118.659324 = -1930903.569193 nChanged 78 SP:Iteration 38Q (2133.455279 sec): 3 clusters Score: Raw -1934049.802901 + Penalty 3118.659324 = -1930931.143577 nChanged 61 SP:Iteration 39Q (2133.517443 sec): 3 clusters Score: Raw -1934068.876280 + Penalty 3118.659324 = -1930950.216956 nChanged 53 SP:Iteration 40F (2133.580420 sec): 3 clusters Score: Raw -1934085.693267 + Penalty 3118.659324 = -1930967.033943 nChanged 58 SP:Iteration 41Q (2133.644683 sec): 3 clusters Score: Raw -1934104.085194 + Penalty 3118.659324 = -1930985.425869 nChanged 59 SP:Iteration 42Q (2133.708038 sec): 3 clusters Score: Raw -1934125.614790 + Penalty 3118.659324 = -1931006.955465 nChanged 60 SP:Iteration 43Q (2133.771753 sec): 3 clusters Score: Raw -1934148.413845 + Penalty 3118.659324 = -1931029.754520 nChanged 65 SP:Iteration 44Q (2133.835960 sec): 3 clusters Score: Raw -1934170.940600 + Penalty 3118.659324 = -1931052.281276 nChanged 56 SP:Iteration 45Q (2133.884974 sec): 3 clusters Score: Raw -1934189.297773 + Penalty 3118.659324 = -1931070.638448 nChanged 44 SP:Iteration 46Q (2133.917481 sec): 3 clusters Score: Raw -1934204.553021 + Penalty 3118.659324 = -1931085.893697 nChanged 42 SP:Iteration 47Q (2133.949318 sec): 3 clusters Score: Raw -1934221.595679 + Penalty 3118.659324 = -1931102.936355 nChanged 44 SP:Iteration 48Q (2134.027951 sec): 3 clusters Score: Raw -1934239.882214 + Penalty 3118.659324 = -1931121.222889 nChanged 44 SP:Iteration 49Q (2134.095649 sec): 3 clusters Score: Raw -1934257.012262 + Penalty 3118.659324 = -1931138.352938 nChanged 39 SP:Iteration 50Q (2134.163537 sec): 3 clusters Score: Raw -1934275.722800 + Penalty 3118.659324 = -1931157.063476 nChanged 38 SP:Iteration 51Q (2134.232000 sec): 3 clusters Score: Raw -1934289.015165 + Penalty 3118.659324 = -1931170.355841 nChanged 33 SP:Iteration 52Q (2134.299167 sec): 3 clusters Score: Raw -1934299.661976 + Penalty 3118.659324 = -1931181.002652 nChanged 21 SP:Iteration 53Q (2134.366177 sec): 3 clusters Score: Raw -1934307.141067 + Penalty 3118.659324 = -1931188.481742 nChanged 18 SP:Iteration 54Q (2134.431308 sec): 3 clusters Score: Raw -1934313.243026 + Penalty 3118.659324 = -1931194.583702 nChanged 22 SP:Iteration 55Q (2134.500231 sec): 3 clusters Score: Raw -1934321.126108 + Penalty 3118.659324 = -1931202.466784 nChanged 15 SP:Iteration 56Q (2134.568345 sec): 3 clusters Score: Raw -1934324.971107 + Penalty 3118.659324 = -1931206.311782 nChanged 19 SP:Iteration 57Q (2134.634311 sec): 3 clusters Score: Raw -1934331.486448 + Penalty 3118.659324 = -1931212.827124 nChanged 25 SP:Iteration 58Q (2134.702331 sec): 3 clusters Score: Raw -1934340.376739 + Penalty 3118.659324 = -1931221.717414 nChanged 24 SP:Iteration 59Q (2134.770464 sec): 3 clusters Score: Raw -1934348.541651 + Penalty 3118.659324 = -1931229.882327 nChanged 18 SP:Iteration 60F (2134.842782 sec): 3 clusters Score: Raw -1934353.532418 + Penalty 3118.659324 = -1931234.873094 nChanged 20 SP:Iteration 61Q (2134.910804 sec): 3 clusters Score: Raw -1934358.798023 + Penalty 3118.659324 = -1931240.138698 nChanged 17 SP:Iteration 62Q (2134.980754 sec): 3 clusters Score: Raw -1934363.743315 + Penalty 3118.659324 = -1931245.083991 nChanged 14 SP:Iteration 63Q (2135.049382 sec): 3 clusters Score: Raw -1934368.273742 + Penalty 3118.659324 = -1931249.614418 nChanged 20 SP:Iteration 64Q (2135.119952 sec): 3 clusters Score: Raw -1934374.636897 + Penalty 3118.659324 = -1931255.977573 nChanged 9 SP:Iteration 65Q (2135.186422 sec): 3 clusters Score: Raw -1934377.351462 + Penalty 3118.659324 = -1931258.692137 nChanged 7 SP:Iteration 66Q (2135.254481 sec): 3 clusters Score: Raw -1934379.402390 + Penalty 3118.659324 = -1931260.743066 nChanged 7 SP:Iteration 67Q (2135.320920 sec): 3 clusters Score: Raw -1934381.085053 + Penalty 3118.659324 = -1931262.425728 nChanged 12 SP:Iteration 68Q (2135.387319 sec): 3 clusters Score: Raw -1934386.497609 + Penalty 3118.659324 = -1931267.838284 nChanged 14 SP:Iteration 69Q (2135.451552 sec): 3 clusters Score: Raw -1934391.308996 + Penalty 3118.659324 = -1931272.649671 nChanged 12 SP:Iteration 70Q (2135.516867 sec): 3 clusters Score: Raw -1934396.202750 + Penalty 3118.659324 = -1931277.543426 nChanged 10 SP:Iteration 71Q (2135.568015 sec): 3 clusters Score: Raw -1934399.631368 + Penalty 3118.659324 = -1931280.972043 nChanged 6 SP:Iteration 72Q (2135.637738 sec): 3 clusters Score: Raw -1934401.708986 + Penalty 3118.659324 = -1931283.049662 nChanged 9 SP:Iteration 73Q (2135.698823 sec): 3 clusters Score: Raw -1934403.799433 + Penalty 3118.659324 = -1931285.140109 nChanged 8 SP:Iteration 74Q (2135.755194 sec): 3 clusters Score: Raw -1934405.750409 + Penalty 3118.659324 = -1931287.091085 nChanged 5 SP:Iteration 75Q (2135.824895 sec): 3 clusters Score: Raw -1934406.822691 + Penalty 3118.659324 = -1931288.163367 nChanged 3 SP:Iteration 76Q (2135.890067 sec): 3 clusters Score: Raw -1934407.623943 + Penalty 3118.659324 = -1931288.964619 nChanged 4 SP:Iteration 77Q (2135.955406 sec): 3 clusters Score: Raw -1934409.089739 + Penalty 3118.659324 = -1931290.430415 nChanged 5 SP:Iteration 78Q (2136.022178 sec): 3 clusters Score: Raw -1934410.068264 + Penalty 3118.659324 = -1931291.408939 nChanged 6 SP:Iteration 79Q (2136.088195 sec): 3 clusters Score: Raw -1934412.285883 + Penalty 3118.659324 = -1931293.626559 nChanged 8 SP:Iteration 80F (2136.159761 sec): 3 clusters Score: Raw -1934413.869150 + Penalty 3118.659324 = -1931295.209826 nChanged 4 SP:Iteration 81Q (2136.226375 sec): 3 clusters Score: Raw -1934414.993142 + Penalty 3118.659324 = -1931296.333817 nChanged 2 SP:Iteration 82Q (2136.292971 sec): 3 clusters Score: Raw -1934415.932394 + Penalty 3118.659324 = -1931297.273069 nChanged 6 SP:Iteration 83Q (2136.353304 sec): 3 clusters Score: Raw -1934418.434806 + Penalty 3118.659324 = -1931299.775482 nChanged 8 SP:Iteration 84Q (2136.421752 sec): 3 clusters Score: Raw -1934421.060177 + Penalty 3118.659324 = -1931302.400853 nChanged 13 SP:Iteration 85Q (2136.489492 sec): 3 clusters Score: Raw -1934426.646469 + Penalty 3118.659324 = -1931307.987145 nChanged 16 SP:Iteration 86Q (2136.553156 sec): 3 clusters Score: Raw -1934433.666518 + Penalty 3118.659324 = -1931315.007193 nChanged 13 SP:Iteration 87Q (2136.630648 sec): 3 clusters Score: Raw -1934437.776505 + Penalty 3118.659324 = -1931319.117180 nChanged 13 SP:Iteration 88Q (2136.689844 sec): 3 clusters Score: Raw -1934442.271960 + Penalty 3118.659324 = -1931323.612635 nChanged 15 SP:Iteration 89Q (2136.765817 sec): 3 clusters Score: Raw -1934447.128122 + Penalty 3118.659324 = -1931328.468798 nChanged 10 SP:Iteration 90Q (2136.833862 sec): 3 clusters Score: Raw -1934450.197985 + Penalty 3118.659324 = -1931331.538660 nChanged 7 SP:Iteration 91Q (2136.901436 sec): 3 clusters Score: Raw -1934452.569562 + Penalty 3118.659324 = -1931333.910238 nChanged 5 SP:Iteration 92Q (2136.969648 sec): 3 clusters Score: Raw -1934454.017953 + Penalty 3118.659324 = -1931335.358628 nChanged 7 SP:Iteration 93Q (2137.028837 sec): 3 clusters Score: Raw -1934455.513099 + Penalty 3118.659324 = -1931336.853774 nChanged 5 SP:Iteration 94Q (2137.102748 sec): 3 clusters Score: Raw -1934456.849943 + Penalty 3118.659324 = -1931338.190618 nChanged 3 SP:Iteration 95Q (2137.167744 sec): 3 clusters Score: Raw -1934457.421431 + Penalty 3118.659324 = -1931338.762106 nChanged 3 SP:Iteration 96Q (2137.232642 sec): 3 clusters Score: Raw -1934458.423063 + Penalty 3118.659324 = -1931339.763738 nChanged 0 SP:Iteration 97F (2137.300715 sec): 3 clusters Score: Raw -1934458.423063 + Penalty 3118.659324 = -1931339.763738 nChanged 0 Trying to split cluster 12 (71322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2137.415773 sec): 2 clusters Score: Raw -9601923.792076 + Penalty 1815.931019 = -9600107.861057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2137.589330 sec): 3 clusters Score: Raw -9556102.351703 + Penalty 3631.862037 = -9552470.489666 nChanged 33680 SP:Iteration 1F (2137.745664 sec): 3 clusters Score: Raw -9575780.559384 + Penalty 3631.862037 = -9572148.697347 nChanged 2817 SP:Iteration 2Q (2137.922471 sec): 3 clusters Score: Raw -9576610.246260 + Penalty 3631.862037 = -9572978.384223 nChanged 2817 SP:Iteration 3Q (2138.093213 sec): 3 clusters Score: Raw -9577573.739796 + Penalty 3631.862037 = -9573941.877759 nChanged 2938 SP:Iteration 4Q (2138.267857 sec): 3 clusters Score: Raw -9578850.436457 + Penalty 3631.862037 = -9575218.574420 nChanged 3484 SP:Iteration 5Q (2138.447875 sec): 3 clusters Score: Raw -9580647.539453 + Penalty 3631.862037 = -9577015.677416 nChanged 3877 SP:Iteration 6F (2138.610457 sec): 3 clusters Score: Raw -9583101.471137 + Penalty 3631.862037 = -9579469.609100 nChanged 4359 SP:Iteration 7F (2138.768626 sec): 3 clusters Score: Raw -9586312.094853 + Penalty 3631.862037 = -9582680.232816 nChanged 4413 SP:Iteration 8F (2138.946528 sec): 3 clusters Score: Raw -9589503.708353 + Penalty 3631.862037 = -9585871.846316 nChanged 3838 SP:Iteration 9F (2139.109827 sec): 3 clusters Score: Raw -9591619.575432 + Penalty 3631.862037 = -9587987.713395 nChanged 2722 SP:Iteration 10Q (2139.288506 sec): 3 clusters Score: Raw -9592584.442463 + Penalty 3631.862037 = -9588952.580426 nChanged 1671 SP:Iteration 11Q (2139.444124 sec): 3 clusters Score: Raw -9593036.850701 + Penalty 3631.862037 = -9589404.988664 nChanged 1248 SP:Iteration 12Q (2139.606057 sec): 3 clusters Score: Raw -9593375.064437 + Penalty 3631.862037 = -9589743.202400 nChanged 1155 SP:Iteration 13Q (2139.766492 sec): 3 clusters Score: Raw -9593714.223102 + Penalty 3631.862037 = -9590082.361065 nChanged 1143 SP:Iteration 14Q (2139.929027 sec): 3 clusters Score: Raw -9594065.831098 + Penalty 3631.862037 = -9590433.969061 nChanged 1170 SP:Iteration 15Q (2140.084302 sec): 3 clusters Score: Raw -9594443.949755 + Penalty 3631.862037 = -9590812.087718 nChanged 1142 SP:Iteration 16Q (2140.246288 sec): 3 clusters Score: Raw -9594838.671599 + Penalty 3631.862037 = -9591206.809562 nChanged 1129 SP:Iteration 17Q (2140.400300 sec): 3 clusters Score: Raw -9595208.194286 + Penalty 3631.862037 = -9591576.332249 nChanged 1094 SP:Iteration 18Q (2140.559683 sec): 3 clusters Score: Raw -9595565.376886 + Penalty 3631.862037 = -9591933.514849 nChanged 1042 SP:Iteration 19Q (2140.710252 sec): 3 clusters Score: Raw -9595920.463749 + Penalty 3631.862037 = -9592288.601712 nChanged 1034 SP:Iteration 20F (2140.868707 sec): 3 clusters Score: Raw -9596279.015272 + Penalty 3631.862037 = -9592647.153235 nChanged 1042 SP:Iteration 21Q (2141.022052 sec): 3 clusters Score: Raw -9596616.375284 + Penalty 3631.862037 = -9592984.513247 nChanged 1013 SP:Iteration 22Q (2141.173635 sec): 3 clusters Score: Raw -9596926.629708 + Penalty 3631.862037 = -9593294.767671 nChanged 947 SP:Iteration 23Q (2141.337812 sec): 3 clusters Score: Raw -9597193.245040 + Penalty 3631.862037 = -9593561.383002 nChanged 897 SP:Iteration 24Q (2141.503701 sec): 3 clusters Score: Raw -9597452.952637 + Penalty 3631.862037 = -9593821.090600 nChanged 869 SP:Iteration 25Q (2141.667199 sec): 3 clusters Score: Raw -9597689.836870 + Penalty 3631.862037 = -9594057.974833 nChanged 817 SP:Iteration 26Q (2141.819161 sec): 3 clusters Score: Raw -9597903.456068 + Penalty 3631.862037 = -9594271.594031 nChanged 766 SP:Iteration 27Q (2141.986809 sec): 3 clusters Score: Raw -9598106.248528 + Penalty 3631.862037 = -9594474.386491 nChanged 757 SP:Iteration 28Q (2142.156913 sec): 3 clusters Score: Raw -9598303.992807 + Penalty 3631.862037 = -9594672.130769 nChanged 743 SP:Iteration 29Q (2142.325445 sec): 3 clusters Score: Raw -9598489.503277 + Penalty 3631.862037 = -9594857.641240 nChanged 695 SP:Iteration 30Q (2142.476154 sec): 3 clusters Score: Raw -9598645.403755 + Penalty 3631.862037 = -9595013.541718 nChanged 637 SP:Iteration 31Q (2142.631735 sec): 3 clusters Score: Raw -9598771.487152 + Penalty 3631.862037 = -9595139.625115 nChanged 601 SP:Iteration 32Q (2142.786975 sec): 3 clusters Score: Raw -9598898.603994 + Penalty 3631.862037 = -9595266.741957 nChanged 619 SP:Iteration 33Q (2142.941481 sec): 3 clusters Score: Raw -9599019.348189 + Penalty 3631.862037 = -9595387.486152 nChanged 566 SP:Iteration 34Q (2143.094368 sec): 3 clusters Score: Raw -9599125.541908 + Penalty 3631.862037 = -9595493.679871 nChanged 530 SP:Iteration 35Q (2143.249450 sec): 3 clusters Score: Raw -9599216.317052 + Penalty 3631.862037 = -9595584.455014 nChanged 481 SP:Iteration 36Q (2143.405228 sec): 3 clusters Score: Raw -9599293.512951 + Penalty 3631.862037 = -9595661.650914 nChanged 472 SP:Iteration 37Q (2143.552693 sec): 3 clusters Score: Raw -9599362.596237 + Penalty 3631.862037 = -9595730.734200 nChanged 446 SP:Iteration 38Q (2143.696928 sec): 3 clusters Score: Raw -9599429.112232 + Penalty 3631.862037 = -9595797.250195 nChanged 479 SP:Iteration 39Q (2143.851408 sec): 3 clusters Score: Raw -9599498.496601 + Penalty 3631.862037 = -9595866.634564 nChanged 463 SP:Iteration 40F (2143.996538 sec): 3 clusters Score: Raw -9599565.538575 + Penalty 3631.862037 = -9595933.676538 nChanged 465 SP:Iteration 41Q (2144.146914 sec): 3 clusters Score: Raw -9599628.037850 + Penalty 3631.862037 = -9595996.175813 nChanged 436 SP:Iteration 42Q (2144.302530 sec): 3 clusters Score: Raw -9599681.023316 + Penalty 3631.862037 = -9596049.161279 nChanged 437 SP:Iteration 43Q (2144.454990 sec): 3 clusters Score: Raw -9599734.675567 + Penalty 3631.862037 = -9596102.813530 nChanged 425 SP:Iteration 44Q (2144.608149 sec): 3 clusters Score: Raw -9599784.975456 + Penalty 3631.862037 = -9596153.113418 nChanged 407 SP:Iteration 45Q (2144.761135 sec): 3 clusters Score: Raw -9599831.285022 + Penalty 3631.862037 = -9596199.422985 nChanged 409 SP:Iteration 46Q (2144.915672 sec): 3 clusters Score: Raw -9599880.059217 + Penalty 3631.862037 = -9596248.197180 nChanged 422 SP:Iteration 47Q (2145.069567 sec): 3 clusters Score: Raw -9599929.990428 + Penalty 3631.862037 = -9596298.128391 nChanged 396 SP:Iteration 48Q (2145.222760 sec): 3 clusters Score: Raw -9599977.760198 + Penalty 3631.862037 = -9596345.898161 nChanged 374 SP:Iteration 49Q (2145.372150 sec): 3 clusters Score: Raw -9600024.043787 + Penalty 3631.862037 = -9596392.181750 nChanged 378 SP:Iteration 50Q (2145.524966 sec): 3 clusters Score: Raw -9600069.590207 + Penalty 3631.862037 = -9596437.728170 nChanged 393 SP:Iteration 51Q (2145.675570 sec): 3 clusters Score: Raw -9600117.986590 + Penalty 3631.862037 = -9596486.124553 nChanged 413 SP:Iteration 52Q (2145.826964 sec): 3 clusters Score: Raw -9600168.764319 + Penalty 3631.862037 = -9596536.902282 nChanged 381 SP:Iteration 53Q (2145.979619 sec): 3 clusters Score: Raw -9600213.992687 + Penalty 3631.862037 = -9596582.130650 nChanged 382 SP:Iteration 54Q (2146.126472 sec): 3 clusters Score: Raw -9600258.917183 + Penalty 3631.862037 = -9596627.055146 nChanged 376 SP:Iteration 55Q (2146.277957 sec): 3 clusters Score: Raw -9600302.577222 + Penalty 3631.862037 = -9596670.715185 nChanged 364 SP:Iteration 56Q (2146.429778 sec): 3 clusters Score: Raw -9600344.076946 + Penalty 3631.862037 = -9596712.214909 nChanged 365 SP:Iteration 57Q (2146.568413 sec): 3 clusters Score: Raw -9600388.712028 + Penalty 3631.862037 = -9596756.849991 nChanged 370 SP:Iteration 58Q (2146.713096 sec): 3 clusters Score: Raw -9600433.329131 + Penalty 3631.862037 = -9596801.467094 nChanged 365 SP:Iteration 59Q (2146.866192 sec): 3 clusters Score: Raw -9600477.610677 + Penalty 3631.862037 = -9596845.748640 nChanged 376 SP:Iteration 60F (2147.020141 sec): 3 clusters Score: Raw -9600526.684739 + Penalty 3631.862037 = -9596894.822702 nChanged 365 SP:Iteration 61Q (2147.161494 sec): 3 clusters Score: Raw -9600572.646822 + Penalty 3631.862037 = -9596940.784784 nChanged 379 SP:Iteration 62Q (2147.316926 sec): 3 clusters Score: Raw -9600620.591957 + Penalty 3631.862037 = -9596988.729920 nChanged 375 SP:Iteration 63Q (2147.464938 sec): 3 clusters Score: Raw -9600671.238979 + Penalty 3631.862037 = -9597039.376942 nChanged 366 SP:Iteration 64Q (2147.627655 sec): 3 clusters Score: Raw -9600716.810375 + Penalty 3631.862037 = -9597084.948338 nChanged 336 SP:Iteration 65Q (2147.783936 sec): 3 clusters Score: Raw -9600759.468199 + Penalty 3631.862037 = -9597127.606162 nChanged 356 SP:Iteration 66Q (2147.936614 sec): 3 clusters Score: Raw -9600805.898669 + Penalty 3631.862037 = -9597174.036632 nChanged 350 SP:Iteration 67Q (2148.094844 sec): 3 clusters Score: Raw -9600854.876432 + Penalty 3631.862037 = -9597223.014395 nChanged 349 SP:Iteration 68Q (2148.257312 sec): 3 clusters Score: Raw -9600902.970521 + Penalty 3631.862037 = -9597271.108483 nChanged 374 SP:Iteration 69Q (2148.415723 sec): 3 clusters Score: Raw -9600955.937571 + Penalty 3631.862037 = -9597324.075534 nChanged 366 SP:Iteration 70Q (2148.572548 sec): 3 clusters Score: Raw -9601009.391059 + Penalty 3631.862037 = -9597377.529022 nChanged 362 SP:Iteration 71Q (2148.732334 sec): 3 clusters Score: Raw -9601061.801637 + Penalty 3631.862037 = -9597429.939600 nChanged 359 SP:Iteration 72Q (2148.886390 sec): 3 clusters Score: Raw -9601117.741959 + Penalty 3631.862037 = -9597485.879922 nChanged 366 SP:Iteration 73Q (2149.037570 sec): 3 clusters Score: Raw -9601177.794146 + Penalty 3631.862037 = -9597545.932109 nChanged 385 SP:Iteration 74Q (2149.188475 sec): 3 clusters Score: Raw -9601240.299477 + Penalty 3631.862037 = -9597608.437439 nChanged 348 SP:Iteration 75Q (2149.341023 sec): 3 clusters Score: Raw -9601291.835082 + Penalty 3631.862037 = -9597659.973045 nChanged 331 SP:Iteration 76Q (2149.491258 sec): 3 clusters Score: Raw -9601343.673680 + Penalty 3631.862037 = -9597711.811643 nChanged 335 SP:Iteration 77Q (2149.641555 sec): 3 clusters Score: Raw -9601396.768542 + Penalty 3631.862037 = -9597764.906504 nChanged 313 SP:Iteration 78Q (2149.802902 sec): 3 clusters Score: Raw -9601445.372416 + Penalty 3631.862037 = -9597813.510379 nChanged 322 SP:Iteration 79Q (2149.959993 sec): 3 clusters Score: Raw -9601498.523482 + Penalty 3631.862037 = -9597866.661445 nChanged 291 SP:Iteration 80F (2150.110626 sec): 3 clusters Score: Raw -9601545.878334 + Penalty 3631.862037 = -9597914.016297 nChanged 281 SP:Iteration 81Q (2150.276088 sec): 3 clusters Score: Raw -9601591.275825 + Penalty 3631.862037 = -9597959.413788 nChanged 275 SP:Iteration 82Q (2150.429387 sec): 3 clusters Score: Raw -9601635.440725 + Penalty 3631.862037 = -9598003.578688 nChanged 275 SP:Iteration 83Q (2150.577895 sec): 3 clusters Score: Raw -9601678.602341 + Penalty 3631.862037 = -9598046.740304 nChanged 244 SP:Iteration 84Q (2150.720647 sec): 3 clusters Score: Raw -9601715.795869 + Penalty 3631.862037 = -9598083.933832 nChanged 210 SP:Iteration 85Q (2150.874951 sec): 3 clusters Score: Raw -9601747.151730 + Penalty 3631.862037 = -9598115.289693 nChanged 226 SP:Iteration 86Q (2150.995342 sec): 3 clusters Score: Raw -9601786.716777 + Penalty 3631.862037 = -9598154.854740 nChanged 217 SP:Iteration 87Q (2151.138732 sec): 3 clusters Score: Raw -9601823.433528 + Penalty 3631.862037 = -9598191.571491 nChanged 224 SP:Iteration 88Q (2151.291161 sec): 3 clusters Score: Raw -9601860.980599 + Penalty 3631.862037 = -9598229.118562 nChanged 223 SP:Iteration 89Q (2151.436340 sec): 3 clusters Score: Raw -9601899.120822 + Penalty 3631.862037 = -9598267.258784 nChanged 230 SP:Iteration 90Q (2151.579082 sec): 3 clusters Score: Raw -9601941.566333 + Penalty 3631.862037 = -9598309.704296 nChanged 241 SP:Iteration 91Q (2151.734591 sec): 3 clusters Score: Raw -9601987.485979 + Penalty 3631.862037 = -9598355.623942 nChanged 244 SP:Iteration 92Q (2151.885400 sec): 3 clusters Score: Raw -9602033.280265 + Penalty 3631.862037 = -9598401.418228 nChanged 209 SP:Iteration 93Q (2152.026418 sec): 3 clusters Score: Raw -9602074.199364 + Penalty 3631.862037 = -9598442.337327 nChanged 192 SP:Iteration 94Q (2152.177599 sec): 3 clusters Score: Raw -9602112.261364 + Penalty 3631.862037 = -9598480.399327 nChanged 211 SP:Iteration 95Q (2152.322781 sec): 3 clusters Score: Raw -9602156.719812 + Penalty 3631.862037 = -9598524.857775 nChanged 200 SP:Iteration 96Q (2152.467310 sec): 3 clusters Score: Raw -9602201.849501 + Penalty 3631.862037 = -9598569.987464 nChanged 206 SP:Iteration 97Q (2152.622811 sec): 3 clusters Score: Raw -9602244.859239 + Penalty 3631.862037 = -9598612.997202 nChanged 181 SP:Iteration 98Q (2152.775117 sec): 3 clusters Score: Raw -9602281.731774 + Penalty 3631.862037 = -9598649.869737 nChanged 168 SP:Iteration 99Q (2152.918290 sec): 3 clusters Score: Raw -9602319.088977 + Penalty 3631.862037 = -9598687.226940 nChanged 158 SP:Iteration 100F (2153.085531 sec): 3 clusters Score: Raw -9602356.112522 + Penalty 3631.862037 = -9598724.250485 nChanged 145 SP:Iteration 101Q (2153.238254 sec): 3 clusters Score: Raw -9602388.213339 + Penalty 3631.862037 = -9598756.351302 nChanged 117 SP:Iteration 102Q (2153.386788 sec): 3 clusters Score: Raw -9602413.895477 + Penalty 3631.862037 = -9598782.033440 nChanged 102 SP:Iteration 103Q (2153.534847 sec): 3 clusters Score: Raw -9602434.005298 + Penalty 3631.862037 = -9598802.143261 nChanged 107 SP:Iteration 104Q (2153.675955 sec): 3 clusters Score: Raw -9602454.968331 + Penalty 3631.862037 = -9598823.106294 nChanged 108 SP:Iteration 105Q (2153.804446 sec): 3 clusters Score: Raw -9602478.642934 + Penalty 3631.862037 = -9598846.780896 nChanged 105 SP:Iteration 106Q (2153.943678 sec): 3 clusters Score: Raw -9602498.144205 + Penalty 3631.862037 = -9598866.282168 nChanged 82 SP:Iteration 107Q (2154.088338 sec): 3 clusters Score: Raw -9602513.955255 + Penalty 3631.862037 = -9598882.093218 nChanged 88 SP:Iteration 108Q (2154.231297 sec): 3 clusters Score: Raw -9602533.844050 + Penalty 3631.862037 = -9598901.982013 nChanged 86 SP:Iteration 109Q (2154.379791 sec): 3 clusters Score: Raw -9602551.407313 + Penalty 3631.862037 = -9598919.545276 nChanged 62 SP:Iteration 110Q (2154.512668 sec): 3 clusters Score: Raw -9602564.261480 + Penalty 3631.862037 = -9598932.399443 nChanged 56 SP:Iteration 111Q (2154.663100 sec): 3 clusters Score: Raw -9602574.518364 + Penalty 3631.862037 = -9598942.656327 nChanged 49 SP:Iteration 112Q (2154.808044 sec): 3 clusters Score: Raw -9602586.011082 + Penalty 3631.862037 = -9598954.149045 nChanged 53 SP:Iteration 113Q (2154.955145 sec): 3 clusters Score: Raw -9602596.491855 + Penalty 3631.862037 = -9598964.629818 nChanged 51 SP:Iteration 114Q (2155.093480 sec): 3 clusters Score: Raw -9602605.383060 + Penalty 3631.862037 = -9598973.521023 nChanged 41 SP:Iteration 115Q (2155.242401 sec): 3 clusters Score: Raw -9602612.620496 + Penalty 3631.862037 = -9598980.758459 nChanged 34 SP:Iteration 116Q (2155.383661 sec): 3 clusters Score: Raw -9602617.823559 + Penalty 3631.862037 = -9598985.961522 nChanged 26 SP:Iteration 117Q (2155.519050 sec): 3 clusters Score: Raw -9602621.530294 + Penalty 3631.862037 = -9598989.668256 nChanged 25 SP:Iteration 118Q (2155.665280 sec): 3 clusters Score: Raw -9602624.903117 + Penalty 3631.862037 = -9598993.041080 nChanged 23 SP:Iteration 119Q (2155.799655 sec): 3 clusters Score: Raw -9602627.596384 + Penalty 3631.862037 = -9598995.734347 nChanged 13 SP:Iteration 120F (2155.955717 sec): 3 clusters Score: Raw -9602629.138895 + Penalty 3631.862037 = -9598997.276858 nChanged 17 SP:Iteration 121Q (2156.097897 sec): 3 clusters Score: Raw -9602631.947680 + Penalty 3631.862037 = -9599000.085643 nChanged 20 SP:Iteration 122Q (2156.237076 sec): 3 clusters Score: Raw -9602636.100128 + Penalty 3631.862037 = -9599004.238091 nChanged 30 SP:Iteration 123Q (2156.373311 sec): 3 clusters Score: Raw -9602640.297833 + Penalty 3631.862037 = -9599008.435796 nChanged 25 SP:Iteration 124Q (2156.525762 sec): 3 clusters Score: Raw -9602644.179030 + Penalty 3631.862037 = -9599012.316992 nChanged 23 SP:Iteration 125Q (2156.661314 sec): 3 clusters Score: Raw -9602648.130132 + Penalty 3631.862037 = -9599016.268095 nChanged 20 SP:Iteration 126Q (2156.799899 sec): 3 clusters Score: Raw -9602651.165073 + Penalty 3631.862037 = -9599019.303036 nChanged 21 SP:Iteration 127Q (2156.939640 sec): 3 clusters Score: Raw -9602654.375607 + Penalty 3631.862037 = -9599022.513570 nChanged 12 SP:Iteration 128Q (2157.088591 sec): 3 clusters Score: Raw -9602656.420830 + Penalty 3631.862037 = -9599024.558793 nChanged 5 SP:Iteration 129Q (2157.234205 sec): 3 clusters Score: Raw -9602656.953581 + Penalty 3631.862037 = -9599025.091544 nChanged 5 SP:Iteration 130Q (2157.367461 sec): 3 clusters Score: Raw -9602657.418273 + Penalty 3631.862037 = -9599025.556236 nChanged 2 SP:Iteration 131Q (2157.509282 sec): 3 clusters Score: Raw -9602657.629721 + Penalty 3631.862037 = -9599025.767684 nChanged 2 SP:Iteration 132Q (2157.662144 sec): 3 clusters Score: Raw -9602657.738623 + Penalty 3631.862037 = -9599025.876585 nChanged 1 SP:Iteration 133Q (2157.788009 sec): 3 clusters Score: Raw -9602657.864564 + Penalty 3631.862037 = -9599026.002526 nChanged 3 SP:Iteration 134Q (2157.935615 sec): 3 clusters Score: Raw -9602658.177293 + Penalty 3631.862037 = -9599026.315256 nChanged 1 SP:Iteration 135Q (2158.078197 sec): 3 clusters Score: Raw -9602658.255061 + Penalty 3631.862037 = -9599026.393024 nChanged 1 SP:Iteration 136Q (2158.221230 sec): 3 clusters Score: Raw -9602658.315618 + Penalty 3631.862037 = -9599026.453581 nChanged 3 SP:Iteration 137Q (2158.364355 sec): 3 clusters Score: Raw -9602658.577359 + Penalty 3631.862037 = -9599026.715322 nChanged 0 SP:Iteration 138F (2158.525958 sec): 3 clusters Score: Raw -9602658.577359 + Penalty 3631.862037 = -9599026.715322 nChanged 0 Trying to split cluster 13 (17396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2158.581871 sec): 2 clusters Score: Raw -2312431.081291 + Penalty 1586.649281 = -2310844.432010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2158.660586 sec): 3 clusters Score: Raw -2302106.993441 + Penalty 3173.298561 = -2298933.694880 nChanged 7820 SP:Iteration 1F (2158.736441 sec): 3 clusters Score: Raw -2306745.914364 + Penalty 3173.298561 = -2303572.615803 nChanged 1162 SP:Iteration 2F (2158.810467 sec): 3 clusters Score: Raw -2307451.770542 + Penalty 3173.298561 = -2304278.471981 nChanged 1202 SP:Iteration 3F (2158.890137 sec): 3 clusters Score: Raw -2308358.267130 + Penalty 3173.298561 = -2305184.968568 nChanged 1363 SP:Iteration 4F (2158.966921 sec): 3 clusters Score: Raw -2309544.646522 + Penalty 3173.298561 = -2306371.347960 nChanged 1384 SP:Iteration 5F (2159.044629 sec): 3 clusters Score: Raw -2310724.174193 + Penalty 3173.298561 = -2307550.875632 nChanged 1165 SP:Iteration 6F (2159.111656 sec): 3 clusters Score: Raw -2311559.432834 + Penalty 3173.298561 = -2308386.134272 nChanged 795 SP:Iteration 7Q (2159.185248 sec): 3 clusters Score: Raw -2312019.625991 + Penalty 3173.298561 = -2308846.327430 nChanged 612 SP:Iteration 8Q (2159.258663 sec): 3 clusters Score: Raw -2312341.637020 + Penalty 3173.298561 = -2309168.338459 nChanged 449 SP:Iteration 9Q (2159.329891 sec): 3 clusters Score: Raw -2312568.242035 + Penalty 3173.298561 = -2309394.943474 nChanged 348 SP:Iteration 10Q (2159.414174 sec): 3 clusters Score: Raw -2312732.489670 + Penalty 3173.298561 = -2309559.191108 nChanged 279 SP:Iteration 11Q (2159.492300 sec): 3 clusters Score: Raw -2312852.600398 + Penalty 3173.298561 = -2309679.301837 nChanged 236 SP:Iteration 12Q (2159.570268 sec): 3 clusters Score: Raw -2312939.390160 + Penalty 3173.298561 = -2309766.091598 nChanged 186 SP:Iteration 13Q (2159.648322 sec): 3 clusters Score: Raw -2312984.693261 + Penalty 3173.298561 = -2309811.394700 nChanged 150 SP:Iteration 14Q (2159.716953 sec): 3 clusters Score: Raw -2313012.007464 + Penalty 3173.298561 = -2309838.708902 nChanged 101 SP:Iteration 15Q (2159.791831 sec): 3 clusters Score: Raw -2313025.424440 + Penalty 3173.298561 = -2309852.125878 nChanged 65 SP:Iteration 16Q (2159.877603 sec): 3 clusters Score: Raw -2313032.761027 + Penalty 3173.298561 = -2309859.462466 nChanged 44 SP:Iteration 17Q (2159.955403 sec): 3 clusters Score: Raw -2313036.986216 + Penalty 3173.298561 = -2309863.687654 nChanged 37 SP:Iteration 18Q (2160.033053 sec): 3 clusters Score: Raw -2313039.905163 + Penalty 3173.298561 = -2309866.606602 nChanged 23 SP:Iteration 19Q (2160.110770 sec): 3 clusters Score: Raw -2313041.439920 + Penalty 3173.298561 = -2309868.141359 nChanged 13 SP:Iteration 20F (2160.187797 sec): 3 clusters Score: Raw -2313042.127100 + Penalty 3173.298561 = -2309868.828538 nChanged 6 SP:Iteration 21Q (2160.266587 sec): 3 clusters Score: Raw -2313042.761425 + Penalty 3173.298561 = -2309869.462864 nChanged 12 SP:Iteration 22Q (2160.342178 sec): 3 clusters Score: Raw -2313043.720790 + Penalty 3173.298561 = -2309870.422229 nChanged 10 SP:Iteration 23Q (2160.407444 sec): 3 clusters Score: Raw -2313044.347884 + Penalty 3173.298561 = -2309871.049322 nChanged 12 SP:Iteration 24Q (2160.491041 sec): 3 clusters Score: Raw -2313045.068811 + Penalty 3173.298561 = -2309871.770249 nChanged 10 SP:Iteration 25Q (2160.561080 sec): 3 clusters Score: Raw -2313045.537617 + Penalty 3173.298561 = -2309872.239056 nChanged 7 SP:Iteration 26Q (2160.647437 sec): 3 clusters Score: Raw -2313046.097924 + Penalty 3173.298561 = -2309872.799363 nChanged 13 SP:Iteration 27Q (2160.716241 sec): 3 clusters Score: Raw -2313047.231877 + Penalty 3173.298561 = -2309873.933316 nChanged 14 SP:Iteration 28Q (2160.800583 sec): 3 clusters Score: Raw -2313048.220213 + Penalty 3173.298561 = -2309874.921651 nChanged 15 SP:Iteration 29Q (2160.869556 sec): 3 clusters Score: Raw -2313049.402791 + Penalty 3173.298561 = -2309876.104229 nChanged 12 SP:Iteration 30Q (2160.946670 sec): 3 clusters Score: Raw -2313050.233859 + Penalty 3173.298561 = -2309876.935298 nChanged 6 SP:Iteration 31Q (2161.013084 sec): 3 clusters Score: Raw -2313050.609333 + Penalty 3173.298561 = -2309877.310771 nChanged 4 SP:Iteration 32Q (2161.085259 sec): 3 clusters Score: Raw -2313050.933025 + Penalty 3173.298561 = -2309877.634464 nChanged 3 SP:Iteration 33Q (2161.166342 sec): 3 clusters Score: Raw -2313051.068972 + Penalty 3173.298561 = -2309877.770410 nChanged 3 SP:Iteration 34Q (2161.236669 sec): 3 clusters Score: Raw -2313051.241048 + Penalty 3173.298561 = -2309877.942487 nChanged 1 SP:Iteration 35Q (2161.312845 sec): 3 clusters Score: Raw -2313051.310741 + Penalty 3173.298561 = -2309878.012179 nChanged 0 SP:Iteration 36F (2161.389738 sec): 3 clusters Score: Raw -2313051.310741 + Penalty 3173.298561 = -2309878.012179 nChanged 0 Trying to split cluster 15 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2161.411474 sec): 2 clusters Score: Raw -56207.817028 + Penalty 1008.240636 = -55199.576391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2161.459751 sec): 3 clusters Score: Raw -56309.925447 + Penalty 2016.481273 = -54293.444174 nChanged 141 SP:Iteration 1F (2161.507889 sec): 3 clusters Score: Raw -56573.777995 + Penalty 2016.481273 = -54557.296723 nChanged 50 SP:Iteration 2F (2161.565772 sec): 3 clusters Score: Raw -56691.842659 + Penalty 2016.481273 = -54675.361386 nChanged 33 SP:Iteration 3F (2161.610056 sec): 3 clusters Score: Raw -56780.130599 + Penalty 2016.481273 = -54763.649327 nChanged 20 SP:Iteration 4Q (2161.653417 sec): 3 clusters Score: Raw -56812.961976 + Penalty 2016.481273 = -54796.480704 nChanged 8 SP:Iteration 5Q (2161.701589 sec): 3 clusters Score: Raw -56827.601520 + Penalty 2016.481273 = -54811.120248 nChanged 10 SP:Iteration 6Q (2161.743082 sec): 3 clusters Score: Raw -56846.000090 + Penalty 2016.481273 = -54829.518817 nChanged 8 SP:Iteration 7Q (2161.788279 sec): 3 clusters Score: Raw -56856.188864 + Penalty 2016.481273 = -54839.707591 nChanged 8 SP:Iteration 8Q (2161.825499 sec): 3 clusters Score: Raw -56870.097730 + Penalty 2016.481273 = -54853.616457 nChanged 4 SP:Iteration 9Q (2161.874565 sec): 3 clusters Score: Raw -56878.611223 + Penalty 2016.481273 = -54862.129950 nChanged 2 SP:Iteration 10Q (2161.906211 sec): 3 clusters Score: Raw -56883.516462 + Penalty 2016.481273 = -54867.035189 nChanged 1 SP:Iteration 11Q (2161.946438 sec): 3 clusters Score: Raw -56884.338889 + Penalty 2016.481273 = -54867.857616 nChanged 0 SP:Iteration 12F (2162.000035 sec): 3 clusters Score: Raw -56884.338889 + Penalty 2016.481273 = -54867.857616 nChanged 0 Trying to split cluster 16 (11984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2162.037410 sec): 2 clusters Score: Raw -1630469.696947 + Penalty 1526.090752 = -1628943.606195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2162.105495 sec): 3 clusters Score: Raw -1623504.204751 + Penalty 3052.181504 = -1620452.023247 nChanged 5308 SP:Iteration 1F (2162.162797 sec): 3 clusters Score: Raw -1626474.908245 + Penalty 3052.181504 = -1623422.726740 nChanged 805 SP:Iteration 2F (2162.220910 sec): 3 clusters Score: Raw -1626975.951520 + Penalty 3052.181504 = -1623923.770016 nChanged 783 SP:Iteration 3F (2162.290145 sec): 3 clusters Score: Raw -1627522.292405 + Penalty 3052.181504 = -1624470.110901 nChanged 809 SP:Iteration 4F (2162.359544 sec): 3 clusters Score: Raw -1628075.145613 + Penalty 3052.181504 = -1625022.964108 nChanged 786 SP:Iteration 5F (2162.419128 sec): 3 clusters Score: Raw -1628686.835760 + Penalty 3052.181504 = -1625634.654256 nChanged 802 SP:Iteration 6F (2162.495164 sec): 3 clusters Score: Raw -1629414.312803 + Penalty 3052.181504 = -1626362.131298 nChanged 790 SP:Iteration 7F (2162.562911 sec): 3 clusters Score: Raw -1630168.972145 + Penalty 3052.181504 = -1627116.790640 nChanged 667 SP:Iteration 8F (2162.622384 sec): 3 clusters Score: Raw -1630788.288477 + Penalty 3052.181504 = -1627736.106973 nChanged 500 SP:Iteration 9Q (2162.694598 sec): 3 clusters Score: Raw -1631202.353231 + Penalty 3052.181504 = -1628150.171726 nChanged 325 SP:Iteration 10Q (2162.760967 sec): 3 clusters Score: Raw -1631428.202887 + Penalty 3052.181504 = -1628376.021383 nChanged 232 SP:Iteration 11Q (2162.821783 sec): 3 clusters Score: Raw -1631557.668336 + Penalty 3052.181504 = -1628505.486832 nChanged 158 SP:Iteration 12Q (2162.900062 sec): 3 clusters Score: Raw -1631645.025814 + Penalty 3052.181504 = -1628592.844309 nChanged 127 SP:Iteration 13Q (2162.967526 sec): 3 clusters Score: Raw -1631699.191338 + Penalty 3052.181504 = -1628647.009834 nChanged 98 SP:Iteration 14Q (2163.024701 sec): 3 clusters Score: Raw -1631731.675825 + Penalty 3052.181504 = -1628679.494320 nChanged 60 SP:Iteration 15Q (2163.102127 sec): 3 clusters Score: Raw -1631752.333679 + Penalty 3052.181504 = -1628700.152175 nChanged 55 SP:Iteration 16Q (2163.169265 sec): 3 clusters Score: Raw -1631775.189862 + Penalty 3052.181504 = -1628723.008357 nChanged 59 SP:Iteration 17Q (2163.226047 sec): 3 clusters Score: Raw -1631795.899856 + Penalty 3052.181504 = -1628743.718352 nChanged 42 SP:Iteration 18Q (2163.300273 sec): 3 clusters Score: Raw -1631805.279425 + Penalty 3052.181504 = -1628753.097920 nChanged 18 SP:Iteration 19Q (2163.359945 sec): 3 clusters Score: Raw -1631808.595137 + Penalty 3052.181504 = -1628756.413633 nChanged 22 SP:Iteration 20F (2163.432332 sec): 3 clusters Score: Raw -1631811.989134 + Penalty 3052.181504 = -1628759.807630 nChanged 13 SP:Iteration 21Q (2163.492768 sec): 3 clusters Score: Raw -1631814.471190 + Penalty 3052.181504 = -1628762.289685 nChanged 5 SP:Iteration 22Q (2163.549305 sec): 3 clusters Score: Raw -1631815.591018 + Penalty 3052.181504 = -1628763.409513 nChanged 3 SP:Iteration 23Q (2163.624393 sec): 3 clusters Score: Raw -1631816.091160 + Penalty 3052.181504 = -1628763.909655 nChanged 1 SP:Iteration 24Q (2163.689582 sec): 3 clusters Score: Raw -1631816.203079 + Penalty 3052.181504 = -1628764.021575 nChanged 0 SP:Iteration 25F (2163.747642 sec): 3 clusters Score: Raw -1631816.203079 + Penalty 3052.181504 = -1628764.021575 nChanged 0 Trying to split cluster 17 (19613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2163.794707 sec): 2 clusters Score: Raw -2585648.404725 + Penalty 1606.141532 = -2584042.263193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2163.877626 sec): 3 clusters Score: Raw -2573964.806899 + Penalty 3212.283064 = -2570752.523835 nChanged 8892 SP:Iteration 1F (2163.954374 sec): 3 clusters Score: Raw -2578906.932779 + Penalty 3212.283064 = -2575694.649714 nChanged 990 SP:Iteration 2F (2164.033688 sec): 3 clusters Score: Raw -2579317.555356 + Penalty 3212.283064 = -2576105.272292 nChanged 990 SP:Iteration 3F (2164.112895 sec): 3 clusters Score: Raw -2579758.712887 + Penalty 3212.283064 = -2576546.429823 nChanged 1019 SP:Iteration 4F (2164.189397 sec): 3 clusters Score: Raw -2580262.523098 + Penalty 3212.283064 = -2577050.240034 nChanged 1111 SP:Iteration 5F (2164.269276 sec): 3 clusters Score: Raw -2580923.942056 + Penalty 3212.283064 = -2577711.658992 nChanged 1154 SP:Iteration 6F (2164.349200 sec): 3 clusters Score: Raw -2581720.668156 + Penalty 3212.283064 = -2578508.385092 nChanged 1162 SP:Iteration 7F (2164.428386 sec): 3 clusters Score: Raw -2582621.308372 + Penalty 3212.283064 = -2579409.025307 nChanged 1073 SP:Iteration 8F (2164.508479 sec): 3 clusters Score: Raw -2583481.737166 + Penalty 3212.283064 = -2580269.454102 nChanged 832 SP:Iteration 9Q (2164.578565 sec): 3 clusters Score: Raw -2584133.323715 + Penalty 3212.283064 = -2580921.040651 nChanged 625 SP:Iteration 10Q (2164.649978 sec): 3 clusters Score: Raw -2584559.791161 + Penalty 3212.283064 = -2581347.508096 nChanged 448 SP:Iteration 11Q (2164.727819 sec): 3 clusters Score: Raw -2584836.194359 + Penalty 3212.283064 = -2581623.911294 nChanged 343 SP:Iteration 12Q (2164.805684 sec): 3 clusters Score: Raw -2585020.480470 + Penalty 3212.283064 = -2581808.197405 nChanged 271 SP:Iteration 13Q (2164.884187 sec): 3 clusters Score: Raw -2585166.110180 + Penalty 3212.283064 = -2581953.827115 nChanged 212 SP:Iteration 14Q (2164.942967 sec): 3 clusters Score: Raw -2585288.509775 + Penalty 3212.283064 = -2582076.226711 nChanged 187 SP:Iteration 15Q (2165.019544 sec): 3 clusters Score: Raw -2585393.231731 + Penalty 3212.283064 = -2582180.948667 nChanged 167 SP:Iteration 16Q (2165.094788 sec): 3 clusters Score: Raw -2585490.709084 + Penalty 3212.283064 = -2582278.426019 nChanged 139 SP:Iteration 17Q (2165.160297 sec): 3 clusters Score: Raw -2585568.187439 + Penalty 3212.283064 = -2582355.904374 nChanged 109 SP:Iteration 18Q (2165.235595 sec): 3 clusters Score: Raw -2585638.034223 + Penalty 3212.283064 = -2582425.751159 nChanged 108 SP:Iteration 19Q (2165.297896 sec): 3 clusters Score: Raw -2585704.553457 + Penalty 3212.283064 = -2582492.270392 nChanged 88 SP:Iteration 20F (2165.377697 sec): 3 clusters Score: Raw -2585768.504698 + Penalty 3212.283064 = -2582556.221634 nChanged 86 SP:Iteration 21Q (2165.452430 sec): 3 clusters Score: Raw -2585822.776454 + Penalty 3212.283064 = -2582610.493390 nChanged 76 SP:Iteration 22Q (2165.526799 sec): 3 clusters Score: Raw -2585870.847510 + Penalty 3212.283064 = -2582658.564446 nChanged 59 SP:Iteration 23Q (2165.599617 sec): 3 clusters Score: Raw -2585903.865089 + Penalty 3212.283064 = -2582691.582024 nChanged 54 SP:Iteration 24Q (2165.674022 sec): 3 clusters Score: Raw -2585930.497479 + Penalty 3212.283064 = -2582718.214414 nChanged 50 SP:Iteration 25Q (2165.741415 sec): 3 clusters Score: Raw -2585955.354019 + Penalty 3212.283064 = -2582743.070955 nChanged 36 SP:Iteration 26Q (2165.823006 sec): 3 clusters Score: Raw -2585970.857326 + Penalty 3212.283064 = -2582758.574262 nChanged 34 SP:Iteration 27Q (2165.886902 sec): 3 clusters Score: Raw -2585982.821905 + Penalty 3212.283064 = -2582770.538840 nChanged 20 SP:Iteration 28Q (2165.969216 sec): 3 clusters Score: Raw -2585989.667703 + Penalty 3212.283064 = -2582777.384639 nChanged 16 SP:Iteration 29Q (2166.033840 sec): 3 clusters Score: Raw -2585995.191797 + Penalty 3212.283064 = -2582782.908732 nChanged 11 SP:Iteration 30Q (2166.107836 sec): 3 clusters Score: Raw -2585998.786776 + Penalty 3212.283064 = -2582786.503711 nChanged 7 SP:Iteration 31Q (2166.181142 sec): 3 clusters Score: Raw -2586000.333825 + Penalty 3212.283064 = -2582788.050760 nChanged 4 SP:Iteration 32Q (2166.254273 sec): 3 clusters Score: Raw -2586001.188509 + Penalty 3212.283064 = -2582788.905444 nChanged 0 SP:Iteration 33F (2166.333826 sec): 3 clusters Score: Raw -2586001.188509 + Penalty 3212.283064 = -2582788.905444 nChanged 0 Trying to split cluster 18 (2408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2166.356559 sec): 2 clusters Score: Raw -303272.210738 + Penalty 1265.314669 = -302006.896070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2166.405225 sec): 3 clusters Score: Raw -302195.509513 + Penalty 2530.629337 = -299664.880176 nChanged 844 SP:Iteration 1F (2166.453205 sec): 3 clusters Score: Raw -302768.949974 + Penalty 2530.629337 = -300238.320637 nChanged 230 SP:Iteration 2F (2166.501492 sec): 3 clusters Score: Raw -302969.020544 + Penalty 2530.629337 = -300438.391207 nChanged 152 SP:Iteration 3F (2166.549608 sec): 3 clusters Score: Raw -303117.864683 + Penalty 2530.629337 = -300587.235346 nChanged 140 SP:Iteration 4F (2166.591627 sec): 3 clusters Score: Raw -303260.777777 + Penalty 2530.629337 = -300730.148440 nChanged 124 SP:Iteration 5F (2166.643907 sec): 3 clusters Score: Raw -303391.281283 + Penalty 2530.629337 = -300860.651946 nChanged 118 SP:Iteration 6Q (2166.695269 sec): 3 clusters Score: Raw -303525.866376 + Penalty 2530.629337 = -300995.237038 nChanged 111 SP:Iteration 7Q (2166.746856 sec): 3 clusters Score: Raw -303659.652976 + Penalty 2530.629337 = -301129.023639 nChanged 96 SP:Iteration 8Q (2166.798334 sec): 3 clusters Score: Raw -303766.003544 + Penalty 2530.629337 = -301235.374206 nChanged 86 SP:Iteration 9Q (2166.849899 sec): 3 clusters Score: Raw -303861.263737 + Penalty 2530.629337 = -301330.634400 nChanged 74 SP:Iteration 10Q (2166.901489 sec): 3 clusters Score: Raw -303938.051518 + Penalty 2530.629337 = -301407.422180 nChanged 56 SP:Iteration 11Q (2166.949063 sec): 3 clusters Score: Raw -303990.534920 + Penalty 2530.629337 = -301459.905582 nChanged 46 SP:Iteration 12Q (2166.998988 sec): 3 clusters Score: Raw -304022.645314 + Penalty 2530.629337 = -301492.015977 nChanged 32 SP:Iteration 13Q (2167.050424 sec): 3 clusters Score: Raw -304041.354752 + Penalty 2530.629337 = -301510.725415 nChanged 28 SP:Iteration 14Q (2167.101966 sec): 3 clusters Score: Raw -304058.763515 + Penalty 2530.629337 = -301528.134178 nChanged 18 SP:Iteration 15Q (2167.153038 sec): 3 clusters Score: Raw -304066.836150 + Penalty 2530.629337 = -301536.206813 nChanged 10 SP:Iteration 16Q (2167.204520 sec): 3 clusters Score: Raw -304071.177601 + Penalty 2530.629337 = -301540.548264 nChanged 10 SP:Iteration 17Q (2167.262288 sec): 3 clusters Score: Raw -304077.150339 + Penalty 2530.629337 = -301546.521002 nChanged 11 SP:Iteration 18Q (2167.302856 sec): 3 clusters Score: Raw -304080.966128 + Penalty 2530.629337 = -301550.336791 nChanged 12 SP:Iteration 19Q (2167.356235 sec): 3 clusters Score: Raw -304086.960073 + Penalty 2530.629337 = -301556.330736 nChanged 13 SP:Iteration 20F (2167.399096 sec): 3 clusters Score: Raw -304092.465274 + Penalty 2530.629337 = -301561.835937 nChanged 8 SP:Iteration 21Q (2167.451911 sec): 3 clusters Score: Raw -304097.457193 + Penalty 2530.629337 = -301566.827856 nChanged 11 SP:Iteration 22Q (2167.496718 sec): 3 clusters Score: Raw -304102.782186 + Penalty 2530.629337 = -301572.152849 nChanged 10 SP:Iteration 23Q (2167.549173 sec): 3 clusters Score: Raw -304108.136312 + Penalty 2530.629337 = -301577.506975 nChanged 5 SP:Iteration 24Q (2167.592386 sec): 3 clusters Score: Raw -304110.677535 + Penalty 2530.629337 = -301580.048197 nChanged 2 SP:Iteration 25Q (2167.644830 sec): 3 clusters Score: Raw -304111.232946 + Penalty 2530.629337 = -301580.603609 nChanged 1 SP:Iteration 26Q (2167.697344 sec): 3 clusters Score: Raw -304111.964284 + Penalty 2530.629337 = -301581.334947 nChanged 2 SP:Iteration 27Q (2167.746887 sec): 3 clusters Score: Raw -304113.743061 + Penalty 2530.629337 = -301583.113724 nChanged 4 SP:Iteration 28Q (2167.799396 sec): 3 clusters Score: Raw -304115.779154 + Penalty 2530.629337 = -301585.149817 nChanged 2 SP:Iteration 29Q (2167.851790 sec): 3 clusters Score: Raw -304116.754701 + Penalty 2530.629337 = -301586.125364 nChanged 2 SP:Iteration 30Q (2167.898913 sec): 3 clusters Score: Raw -304117.259038 + Penalty 2530.629337 = -301586.629701 nChanged 2 SP:Iteration 31Q (2167.951536 sec): 3 clusters Score: Raw -304117.599242 + Penalty 2530.629337 = -301586.969905 nChanged 0 SP:Iteration 32F (2168.007381 sec): 3 clusters Score: Raw -304117.599242 + Penalty 2530.629337 = -301586.969905 nChanged 0 Trying to split cluster 19 (1982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2168.035852 sec): 2 clusters Score: Raw -255141.672205 + Penalty 1233.677529 = -253907.994677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2168.082640 sec): 3 clusters Score: Raw -254326.985802 + Penalty 2467.355057 = -251859.630745 nChanged 649 SP:Iteration 1F (2168.124640 sec): 3 clusters Score: Raw -254736.826746 + Penalty 2467.355057 = -252269.471689 nChanged 146 SP:Iteration 2F (2168.176368 sec): 3 clusters Score: Raw -254859.249941 + Penalty 2467.355057 = -252391.894884 nChanged 97 SP:Iteration 3Q (2168.231454 sec): 3 clusters Score: Raw -254926.417462 + Penalty 2467.355057 = -252459.062405 nChanged 59 SP:Iteration 4Q (2168.271387 sec): 3 clusters Score: Raw -254970.340654 + Penalty 2467.355057 = -252502.985596 nChanged 44 SP:Iteration 5Q (2168.322329 sec): 3 clusters Score: Raw -255008.272312 + Penalty 2467.355057 = -252540.917254 nChanged 37 SP:Iteration 6Q (2168.369114 sec): 3 clusters Score: Raw -255032.626861 + Penalty 2467.355057 = -252565.271804 nChanged 25 SP:Iteration 7Q (2168.419977 sec): 3 clusters Score: Raw -255053.822617 + Penalty 2467.355057 = -252586.467559 nChanged 34 SP:Iteration 8Q (2168.461236 sec): 3 clusters Score: Raw -255075.611285 + Penalty 2467.355057 = -252608.256228 nChanged 34 SP:Iteration 9Q (2168.512398 sec): 3 clusters Score: Raw -255094.565306 + Penalty 2467.355057 = -252627.210248 nChanged 25 SP:Iteration 10Q (2168.556506 sec): 3 clusters Score: Raw -255107.567756 + Penalty 2467.355057 = -252640.212698 nChanged 22 SP:Iteration 11Q (2168.608633 sec): 3 clusters Score: Raw -255121.363758 + Penalty 2467.355057 = -252654.008700 nChanged 32 SP:Iteration 12Q (2168.660778 sec): 3 clusters Score: Raw -255138.506451 + Penalty 2467.355057 = -252671.151393 nChanged 22 SP:Iteration 13Q (2168.713094 sec): 3 clusters Score: Raw -255150.793458 + Penalty 2467.355057 = -252683.438401 nChanged 19 SP:Iteration 14Q (2168.764841 sec): 3 clusters Score: Raw -255162.879229 + Penalty 2467.355057 = -252695.524171 nChanged 29 SP:Iteration 15Q (2168.816588 sec): 3 clusters Score: Raw -255177.080211 + Penalty 2467.355057 = -252709.725154 nChanged 18 SP:Iteration 16Q (2168.864219 sec): 3 clusters Score: Raw -255187.702277 + Penalty 2467.355057 = -252720.347219 nChanged 12 SP:Iteration 17Q (2168.915098 sec): 3 clusters Score: Raw -255194.220993 + Penalty 2467.355057 = -252726.865936 nChanged 13 SP:Iteration 18Q (2168.961345 sec): 3 clusters Score: Raw -255201.145989 + Penalty 2467.355057 = -252733.790932 nChanged 13 SP:Iteration 19Q (2169.012491 sec): 3 clusters Score: Raw -255209.734875 + Penalty 2467.355057 = -252742.379817 nChanged 15 SP:Iteration 20F (2169.063911 sec): 3 clusters Score: Raw -255216.913403 + Penalty 2467.355057 = -252749.558345 nChanged 11 SP:Iteration 21Q (2169.115766 sec): 3 clusters Score: Raw -255222.966291 + Penalty 2467.355057 = -252755.611233 nChanged 7 SP:Iteration 22Q (2169.167967 sec): 3 clusters Score: Raw -255226.497254 + Penalty 2467.355057 = -252759.142196 nChanged 9 SP:Iteration 23Q (2169.214409 sec): 3 clusters Score: Raw -255230.377501 + Penalty 2467.355057 = -252763.022443 nChanged 7 SP:Iteration 24Q (2169.266117 sec): 3 clusters Score: Raw -255233.177427 + Penalty 2467.355057 = -252765.822369 nChanged 9 SP:Iteration 25Q (2169.318040 sec): 3 clusters Score: Raw -255238.302713 + Penalty 2467.355057 = -252770.947655 nChanged 9 SP:Iteration 26Q (2169.359584 sec): 3 clusters Score: Raw -255242.622745 + Penalty 2467.355057 = -252775.267688 nChanged 6 SP:Iteration 27Q (2169.411229 sec): 3 clusters Score: Raw -255247.034427 + Penalty 2467.355057 = -252779.679369 nChanged 12 SP:Iteration 28Q (2169.462474 sec): 3 clusters Score: Raw -255253.523367 + Penalty 2467.355057 = -252786.168310 nChanged 9 SP:Iteration 29Q (2169.514887 sec): 3 clusters Score: Raw -255256.546184 + Penalty 2467.355057 = -252789.191127 nChanged 3 SP:Iteration 30Q (2169.566233 sec): 3 clusters Score: Raw -255257.835884 + Penalty 2467.355057 = -252790.480827 nChanged 1 SP:Iteration 31Q (2169.606386 sec): 3 clusters Score: Raw -255258.147590 + Penalty 2467.355057 = -252790.792532 nChanged 0 SP:Iteration 32F (2169.657175 sec): 3 clusters Score: Raw -255258.147590 + Penalty 2467.355057 = -252790.792532 nChanged 0 Iteration 139Q (2172.698776 sec): 20 clusters Score: Raw -57374417.024353 + Penalty 40075.650180 = -57334341.374173 nChanged 1061 Iteration 140F (2178.077416 sec): 20 clusters Score: Raw -57374921.648117 + Penalty 40075.650180 = -57334845.997936 nChanged 613 Iteration 141Q (2180.826221 sec): 20 clusters Score: Raw -57375069.682386 + Penalty 40075.650180 = -57334994.032206 nChanged 431 Iteration 142Q (2183.530091 sec): 20 clusters Score: Raw -57375110.906973 + Penalty 40075.650180 = -57335035.256792 nChanged 315 Iteration 143Q (2186.254169 sec): 20 clusters Score: Raw -57375129.187012 + Penalty 40075.650180 = -57335053.536832 nChanged 223 Iteration 144Q (2189.031162 sec): 20 clusters Score: Raw -57375139.964435 + Penalty 40075.650180 = -57335064.314255 nChanged 171 Iteration 145Q (2191.713666 sec): 20 clusters Score: Raw -57375148.377962 + Penalty 40075.650180 = -57335072.727782 nChanged 152 Iteration 146Q (2194.475774 sec): 20 clusters Score: Raw -57375156.327484 + Penalty 40075.650180 = -57335080.677304 nChanged 143 Iteration 147Q (2197.464291 sec): 20 clusters Score: Raw -57375163.994063 + Penalty 40075.650180 = -57335088.343882 nChanged 135 Iteration 148Q (2200.596156 sec): 20 clusters Score: Raw -57375171.262338 + Penalty 40075.650180 = -57335095.612158 nChanged 133 Iteration 149Q (2203.565418 sec): 20 clusters Score: Raw -57375176.646311 + Penalty 40075.650180 = -57335100.996131 nChanged 111 Iteration 150Q (2206.492659 sec): 20 clusters Score: Raw -57375180.733214 + Penalty 40075.650180 = -57335105.083034 nChanged 110 Iteration 151Q (2209.200935 sec): 20 clusters Score: Raw -57375184.748270 + Penalty 40075.650180 = -57335109.098089 nChanged 94 Iteration 152Q (2211.748582 sec): 20 clusters Score: Raw -57375187.812831 + Penalty 40075.650180 = -57335112.162651 nChanged 93 Iteration 153Q (2214.431098 sec): 20 clusters Score: Raw -57375190.367656 + Penalty 40075.650180 = -57335114.717476 nChanged 89 Iteration 154Q (2217.142960 sec): 20 clusters Score: Raw -57375192.821884 + Penalty 40075.650180 = -57335117.171703 nChanged 81 Iteration 155Q (2219.779813 sec): 20 clusters Score: Raw -57375195.173382 + Penalty 40075.650180 = -57335119.523202 nChanged 80 Iteration 156Q (2222.534745 sec): 20 clusters Score: Raw -57375197.478937 + Penalty 40075.650180 = -57335121.828757 nChanged 84 Iteration 157Q (2225.243956 sec): 20 clusters Score: Raw -57375199.626412 + Penalty 40075.650180 = -57335123.976232 nChanged 83 Iteration 158Q (2227.841349 sec): 20 clusters Score: Raw -57375202.037285 + Penalty 40075.650180 = -57335126.387104 nChanged 77 Iteration 159Q (2230.532847 sec): 20 clusters Score: Raw -57375204.256790 + Penalty 40075.650180 = -57335128.606610 nChanged 77 Iteration 160F (2235.964031 sec): 20 clusters Score: Raw -57375206.451653 + Penalty 40075.650180 = -57335130.801473 nChanged 82 Iteration 161Q (2238.684872 sec): 20 clusters Score: Raw -57375208.853692 + Penalty 40075.650180 = -57335133.203511 nChanged 72 Iteration 162Q (2241.407246 sec): 20 clusters Score: Raw -57375210.514645 + Penalty 40075.650180 = -57335134.864465 nChanged 72 Iteration 163Q (2244.054487 sec): 20 clusters Score: Raw -57375212.459912 + Penalty 40075.650180 = -57335136.809731 nChanged 63 Iteration 164Q (2246.742849 sec): 20 clusters Score: Raw -57375214.055644 + Penalty 40075.650180 = -57335138.405464 nChanged 61 Iteration 165Q (2249.358695 sec): 20 clusters Score: Raw -57375215.688211 + Penalty 40075.650180 = -57335140.038030 nChanged 60 Iteration 166Q (2252.097321 sec): 20 clusters Score: Raw -57375217.184180 + Penalty 40075.650180 = -57335141.534000 nChanged 56 Iteration 167Q (2255.056654 sec): 20 clusters Score: Raw -57375218.480849 + Penalty 40075.650180 = -57335142.830669 nChanged 56 Iteration 168Q (2258.343000 sec): 20 clusters Score: Raw -57375219.946920 + Penalty 40075.650180 = -57335144.296740 nChanged 60 Iteration 169Q (2261.311316 sec): 20 clusters Score: Raw -57375221.346081 + Penalty 40075.650180 = -57335145.695901 nChanged 44 Iteration 170Q (2264.258663 sec): 20 clusters Score: Raw -57375222.424724 + Penalty 40075.650180 = -57335146.774544 nChanged 34 Iteration 171Q (2266.939011 sec): 20 clusters Score: Raw -57375223.847190 + Penalty 40075.650180 = -57335148.197010 nChanged 44 Iteration 172Q (2269.664619 sec): 20 clusters Score: Raw -57375225.225593 + Penalty 40075.650180 = -57335149.575413 nChanged 32 Iteration 173Q (2272.404367 sec): 20 clusters Score: Raw -57375226.230080 + Penalty 40075.650180 = -57335150.579900 nChanged 31 Iteration 174Q (2275.085321 sec): 20 clusters Score: Raw -57375227.131989 + Penalty 40075.650180 = -57335151.481808 nChanged 36 Iteration 175Q (2277.796091 sec): 20 clusters Score: Raw -57375228.343071 + Penalty 40075.650180 = -57335152.692891 nChanged 35 Iteration 176Q (2280.508583 sec): 20 clusters Score: Raw -57375229.303449 + Penalty 40075.650180 = -57335153.653269 nChanged 27 Iteration 177Q (2283.339030 sec): 20 clusters Score: Raw -57375229.936609 + Penalty 40075.650180 = -57335154.286428 nChanged 20 Iteration 178Q (2286.297078 sec): 20 clusters Score: Raw -57375230.558780 + Penalty 40075.650180 = -57335154.908600 nChanged 26 Writing temp clu file Because OldScore, -57335154.286428, is greater than current (better) Score,-57335154.908600 Compute initial score before splitting: Score: Raw -57375230.558780 + Penalty 40075.650180 = -57335154.908600 Trying to split cluster 1 (119143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2286.606322 sec): 2 clusters Score: Raw -16214047.513423 + Penalty 1899.312956 = -16212148.200467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2286.859335 sec): 3 clusters Score: Raw -16136234.790645 + Penalty 3798.625913 = -16132436.164733 nChanged 57102 SP:Iteration 1F (2287.088612 sec): 3 clusters Score: Raw -16170078.811939 + Penalty 3798.625913 = -16166280.186026 nChanged 4653 SP:Iteration 2Q (2287.330940 sec): 3 clusters Score: Raw -16171508.892501 + Penalty 3798.625913 = -16167710.266588 nChanged 5056 SP:Iteration 3Q (2287.586744 sec): 3 clusters Score: Raw -16173503.522625 + Penalty 3798.625913 = -16169704.896713 nChanged 5867 SP:Iteration 4Q (2287.834550 sec): 3 clusters Score: Raw -16176324.243119 + Penalty 3798.625913 = -16172525.617206 nChanged 6660 SP:Iteration 5F (2288.064809 sec): 3 clusters Score: Raw -16180238.500886 + Penalty 3798.625913 = -16176439.874973 nChanged 7551 SP:Iteration 6F (2288.291949 sec): 3 clusters Score: Raw -16185590.368261 + Penalty 3798.625913 = -16181791.742348 nChanged 7725 SP:Iteration 7F (2288.496787 sec): 3 clusters Score: Raw -16191422.940724 + Penalty 3798.625913 = -16187624.314812 nChanged 6898 SP:Iteration 8F (2288.700897 sec): 3 clusters Score: Raw -16195755.066548 + Penalty 3798.625913 = -16191956.440635 nChanged 5183 SP:Iteration 9Q (2288.933831 sec): 3 clusters Score: Raw -16198346.802060 + Penalty 3798.625913 = -16194548.176147 nChanged 3695 SP:Iteration 10Q (2289.163295 sec): 3 clusters Score: Raw -16199821.297212 + Penalty 3798.625913 = -16196022.671299 nChanged 2842 SP:Iteration 11Q (2289.391966 sec): 3 clusters Score: Raw -16200890.774790 + Penalty 3798.625913 = -16197092.148878 nChanged 2472 SP:Iteration 12Q (2289.619820 sec): 3 clusters Score: Raw -16201852.058099 + Penalty 3798.625913 = -16198053.432186 nChanged 2358 SP:Iteration 13Q (2289.845002 sec): 3 clusters Score: Raw -16202820.387220 + Penalty 3798.625913 = -16199021.761308 nChanged 2289 SP:Iteration 14Q (2290.062187 sec): 3 clusters Score: Raw -16203794.498227 + Penalty 3798.625913 = -16199995.872314 nChanged 2277 SP:Iteration 15Q (2290.285793 sec): 3 clusters Score: Raw -16204823.616016 + Penalty 3798.625913 = -16201024.990103 nChanged 2265 SP:Iteration 16Q (2290.507237 sec): 3 clusters Score: Raw -16205848.700961 + Penalty 3798.625913 = -16202050.075048 nChanged 2190 SP:Iteration 17Q (2290.726647 sec): 3 clusters Score: Raw -16206885.023667 + Penalty 3798.625913 = -16203086.397755 nChanged 2063 SP:Iteration 18Q (2290.934128 sec): 3 clusters Score: Raw -16207821.763578 + Penalty 3798.625913 = -16204023.137665 nChanged 1930 SP:Iteration 19Q (2291.133827 sec): 3 clusters Score: Raw -16208660.066132 + Penalty 3798.625913 = -16204861.440219 nChanged 1742 SP:Iteration 20F (2291.337601 sec): 3 clusters Score: Raw -16209386.902214 + Penalty 3798.625913 = -16205588.276301 nChanged 1603 SP:Iteration 21Q (2291.542258 sec): 3 clusters Score: Raw -16210021.530388 + Penalty 3798.625913 = -16206222.904475 nChanged 1471 SP:Iteration 22Q (2291.747997 sec): 3 clusters Score: Raw -16210575.067302 + Penalty 3798.625913 = -16206776.441390 nChanged 1367 SP:Iteration 23Q (2291.960042 sec): 3 clusters Score: Raw -16211078.375875 + Penalty 3798.625913 = -16207279.749962 nChanged 1274 SP:Iteration 24Q (2292.165725 sec): 3 clusters Score: Raw -16211550.442801 + Penalty 3798.625913 = -16207751.816888 nChanged 1127 SP:Iteration 25Q (2292.382645 sec): 3 clusters Score: Raw -16211944.879540 + Penalty 3798.625913 = -16208146.253627 nChanged 1013 SP:Iteration 26Q (2292.599473 sec): 3 clusters Score: Raw -16212299.924556 + Penalty 3798.625913 = -16208501.298644 nChanged 980 SP:Iteration 27Q (2292.821400 sec): 3 clusters Score: Raw -16212662.372654 + Penalty 3798.625913 = -16208863.746741 nChanged 907 SP:Iteration 28Q (2293.030590 sec): 3 clusters Score: Raw -16212977.903617 + Penalty 3798.625913 = -16209179.277704 nChanged 805 SP:Iteration 29Q (2293.265428 sec): 3 clusters Score: Raw -16213263.356848 + Penalty 3798.625913 = -16209464.730936 nChanged 700 SP:Iteration 30Q (2293.478368 sec): 3 clusters Score: Raw -16213486.423126 + Penalty 3798.625913 = -16209687.797213 nChanged 616 SP:Iteration 31Q (2293.697854 sec): 3 clusters Score: Raw -16213678.008456 + Penalty 3798.625913 = -16209879.382544 nChanged 558 SP:Iteration 32Q (2293.912229 sec): 3 clusters Score: Raw -16213853.926048 + Penalty 3798.625913 = -16210055.300135 nChanged 518 SP:Iteration 33Q (2294.120437 sec): 3 clusters Score: Raw -16214022.791419 + Penalty 3798.625913 = -16210224.165506 nChanged 472 SP:Iteration 34Q (2294.317963 sec): 3 clusters Score: Raw -16214185.943769 + Penalty 3798.625913 = -16210387.317857 nChanged 418 SP:Iteration 35Q (2294.522551 sec): 3 clusters Score: Raw -16214339.053271 + Penalty 3798.625913 = -16210540.427358 nChanged 383 SP:Iteration 36Q (2294.728603 sec): 3 clusters Score: Raw -16214477.817481 + Penalty 3798.625913 = -16210679.191568 nChanged 354 SP:Iteration 37Q (2294.938812 sec): 3 clusters Score: Raw -16214605.503761 + Penalty 3798.625913 = -16210806.877848 nChanged 274 SP:Iteration 38Q (2295.154735 sec): 3 clusters Score: Raw -16214701.758756 + Penalty 3798.625913 = -16210903.132843 nChanged 225 SP:Iteration 39Q (2295.369875 sec): 3 clusters Score: Raw -16214786.219952 + Penalty 3798.625913 = -16210987.594039 nChanged 167 SP:Iteration 40F (2295.606663 sec): 3 clusters Score: Raw -16214833.940842 + Penalty 3798.625913 = -16211035.314929 nChanged 133 SP:Iteration 41Q (2295.825266 sec): 3 clusters Score: Raw -16214870.940677 + Penalty 3798.625913 = -16211072.314764 nChanged 118 SP:Iteration 42Q (2296.039236 sec): 3 clusters Score: Raw -16214900.380673 + Penalty 3798.625913 = -16211101.754761 nChanged 97 SP:Iteration 43Q (2296.243815 sec): 3 clusters Score: Raw -16214925.561681 + Penalty 3798.625913 = -16211126.935769 nChanged 72 SP:Iteration 44Q (2296.449721 sec): 3 clusters Score: Raw -16214945.916939 + Penalty 3798.625913 = -16211147.291027 nChanged 69 SP:Iteration 45Q (2296.649044 sec): 3 clusters Score: Raw -16214962.024676 + Penalty 3798.625913 = -16211163.398763 nChanged 58 SP:Iteration 46Q (2296.850234 sec): 3 clusters Score: Raw -16214977.100712 + Penalty 3798.625913 = -16211178.474800 nChanged 62 SP:Iteration 47Q (2297.056157 sec): 3 clusters Score: Raw -16214993.941156 + Penalty 3798.625913 = -16211195.315243 nChanged 57 SP:Iteration 48Q (2297.269189 sec): 3 clusters Score: Raw -16215009.242944 + Penalty 3798.625913 = -16211210.617031 nChanged 47 SP:Iteration 49Q (2297.468477 sec): 3 clusters Score: Raw -16215020.427972 + Penalty 3798.625913 = -16211221.802059 nChanged 37 SP:Iteration 50Q (2297.678952 sec): 3 clusters Score: Raw -16215030.866651 + Penalty 3798.625913 = -16211232.240738 nChanged 34 SP:Iteration 51Q (2297.893603 sec): 3 clusters Score: Raw -16215038.235163 + Penalty 3798.625913 = -16211239.609251 nChanged 35 SP:Iteration 52Q (2298.117941 sec): 3 clusters Score: Raw -16215047.892384 + Penalty 3798.625913 = -16211249.266472 nChanged 40 SP:Iteration 53Q (2298.320043 sec): 3 clusters Score: Raw -16215061.656300 + Penalty 3798.625913 = -16211263.030388 nChanged 53 SP:Iteration 54Q (2298.524228 sec): 3 clusters Score: Raw -16215079.309906 + Penalty 3798.625913 = -16211280.683994 nChanged 47 SP:Iteration 55Q (2298.721999 sec): 3 clusters Score: Raw -16215093.701189 + Penalty 3798.625913 = -16211295.075276 nChanged 38 SP:Iteration 56Q (2298.933734 sec): 3 clusters Score: Raw -16215108.694010 + Penalty 3798.625913 = -16211310.068098 nChanged 51 SP:Iteration 57Q (2299.138035 sec): 3 clusters Score: Raw -16215124.256141 + Penalty 3798.625913 = -16211325.630228 nChanged 39 SP:Iteration 58Q (2299.346390 sec): 3 clusters Score: Raw -16215133.168287 + Penalty 3798.625913 = -16211334.542374 nChanged 25 SP:Iteration 59Q (2299.545004 sec): 3 clusters Score: Raw -16215139.468294 + Penalty 3798.625913 = -16211340.842381 nChanged 24 SP:Iteration 60F (2299.782049 sec): 3 clusters Score: Raw -16215145.943664 + Penalty 3798.625913 = -16211347.317751 nChanged 25 SP:Iteration 61Q (2299.986864 sec): 3 clusters Score: Raw -16215151.616348 + Penalty 3798.625913 = -16211352.990435 nChanged 24 SP:Iteration 62Q (2300.197761 sec): 3 clusters Score: Raw -16215156.013124 + Penalty 3798.625913 = -16211357.387211 nChanged 16 SP:Iteration 63Q (2300.387970 sec): 3 clusters Score: Raw -16215160.368987 + Penalty 3798.625913 = -16211361.743074 nChanged 21 SP:Iteration 64Q (2300.604460 sec): 3 clusters Score: Raw -16215165.243054 + Penalty 3798.625913 = -16211366.617141 nChanged 19 SP:Iteration 65Q (2300.815718 sec): 3 clusters Score: Raw -16215169.241996 + Penalty 3798.625913 = -16211370.616084 nChanged 11 SP:Iteration 66Q (2301.011094 sec): 3 clusters Score: Raw -16215171.456019 + Penalty 3798.625913 = -16211372.830107 nChanged 10 SP:Iteration 67Q (2301.213775 sec): 3 clusters Score: Raw -16215173.192653 + Penalty 3798.625913 = -16211374.566740 nChanged 11 SP:Iteration 68Q (2301.413266 sec): 3 clusters Score: Raw -16215175.002004 + Penalty 3798.625913 = -16211376.376091 nChanged 8 SP:Iteration 69Q (2301.624928 sec): 3 clusters Score: Raw -16215176.673731 + Penalty 3798.625913 = -16211378.047818 nChanged 9 SP:Iteration 70Q (2301.835656 sec): 3 clusters Score: Raw -16215178.321134 + Penalty 3798.625913 = -16211379.695221 nChanged 3 SP:Iteration 71Q (2302.039723 sec): 3 clusters Score: Raw -16215179.028082 + Penalty 3798.625913 = -16211380.402170 nChanged 7 SP:Iteration 72Q (2302.237557 sec): 3 clusters Score: Raw -16215180.258340 + Penalty 3798.625913 = -16211381.632427 nChanged 6 SP:Iteration 73Q (2302.427824 sec): 3 clusters Score: Raw -16215181.059494 + Penalty 3798.625913 = -16211382.433581 nChanged 1 SP:Iteration 74Q (2302.627905 sec): 3 clusters Score: Raw -16215181.158349 + Penalty 3798.625913 = -16211382.532436 nChanged 0 SP:Iteration 75F (2302.852548 sec): 3 clusters Score: Raw -16215181.158349 + Penalty 3798.625913 = -16211382.532436 nChanged 0 Trying to split cluster 2 (11125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2302.912494 sec): 2 clusters Score: Raw -1501807.441404 + Penalty 1514.004392 = -1500293.437012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2302.980804 sec): 3 clusters Score: Raw -1495387.216581 + Penalty 3028.008785 = -1492359.207796 nChanged 4910 SP:Iteration 1F (2303.047593 sec): 3 clusters Score: Raw -1498232.749837 + Penalty 3028.008785 = -1495204.741052 nChanged 766 SP:Iteration 2F (2303.104763 sec): 3 clusters Score: Raw -1498633.986826 + Penalty 3028.008785 = -1495605.978041 nChanged 627 SP:Iteration 3F (2303.178862 sec): 3 clusters Score: Raw -1498966.073250 + Penalty 3028.008785 = -1495938.064466 nChanged 572 SP:Iteration 4F (2303.244128 sec): 3 clusters Score: Raw -1499297.137671 + Penalty 3028.008785 = -1496269.128886 nChanged 564 SP:Iteration 5F (2303.296916 sec): 3 clusters Score: Raw -1499630.070833 + Penalty 3028.008785 = -1496602.062048 nChanged 541 SP:Iteration 6Q (2303.369000 sec): 3 clusters Score: Raw -1499958.417713 + Penalty 3028.008785 = -1496930.408928 nChanged 485 SP:Iteration 7Q (2303.393435 sec): 3 clusters Score: Raw -1500211.415917 + Penalty 3028.008785 = -1497183.407132 nChanged 412 SP:Iteration 8Q (2303.426533 sec): 3 clusters Score: Raw -1500415.260429 + Penalty 3028.008785 = -1497387.251644 nChanged 351 SP:Iteration 9Q (2303.472754 sec): 3 clusters Score: Raw -1500555.551368 + Penalty 3028.008785 = -1497527.542583 nChanged 293 SP:Iteration 10Q (2303.505499 sec): 3 clusters Score: Raw -1500667.855146 + Penalty 3028.008785 = -1497639.846361 nChanged 228 SP:Iteration 11Q (2303.538333 sec): 3 clusters Score: Raw -1500749.382433 + Penalty 3028.008785 = -1497721.373648 nChanged 176 SP:Iteration 12Q (2303.571198 sec): 3 clusters Score: Raw -1500800.632422 + Penalty 3028.008785 = -1497772.623638 nChanged 150 SP:Iteration 13Q (2303.603855 sec): 3 clusters Score: Raw -1500836.060095 + Penalty 3028.008785 = -1497808.051310 nChanged 124 SP:Iteration 14Q (2303.683059 sec): 3 clusters Score: Raw -1500867.394742 + Penalty 3028.008785 = -1497839.385957 nChanged 112 SP:Iteration 15Q (2303.753691 sec): 3 clusters Score: Raw -1500889.775744 + Penalty 3028.008785 = -1497861.766959 nChanged 86 SP:Iteration 16Q (2303.811111 sec): 3 clusters Score: Raw -1500911.097819 + Penalty 3028.008785 = -1497883.089034 nChanged 110 SP:Iteration 17Q (2303.875222 sec): 3 clusters Score: Raw -1500934.890935 + Penalty 3028.008785 = -1497906.882150 nChanged 96 SP:Iteration 18Q (2303.945571 sec): 3 clusters Score: Raw -1500955.914535 + Penalty 3028.008785 = -1497927.905750 nChanged 88 SP:Iteration 19Q (2304.014417 sec): 3 clusters Score: Raw -1500975.230105 + Penalty 3028.008785 = -1497947.221320 nChanged 75 SP:Iteration 20F (2304.083970 sec): 3 clusters Score: Raw -1500989.845303 + Penalty 3028.008785 = -1497961.836518 nChanged 65 SP:Iteration 21Q (2304.154333 sec): 3 clusters Score: Raw -1501000.850526 + Penalty 3028.008785 = -1497972.841741 nChanged 61 SP:Iteration 22Q (2304.224742 sec): 3 clusters Score: Raw -1501012.353412 + Penalty 3028.008785 = -1497984.344627 nChanged 56 SP:Iteration 23Q (2304.291422 sec): 3 clusters Score: Raw -1501023.119292 + Penalty 3028.008785 = -1497995.110507 nChanged 56 SP:Iteration 24Q (2304.364437 sec): 3 clusters Score: Raw -1501035.013249 + Penalty 3028.008785 = -1498007.004464 nChanged 57 SP:Iteration 25Q (2304.429626 sec): 3 clusters Score: Raw -1501045.014593 + Penalty 3028.008785 = -1498017.005808 nChanged 55 SP:Iteration 26Q (2304.485611 sec): 3 clusters Score: Raw -1501054.992804 + Penalty 3028.008785 = -1498026.984020 nChanged 69 SP:Iteration 27Q (2304.559941 sec): 3 clusters Score: Raw -1501069.893373 + Penalty 3028.008785 = -1498041.884588 nChanged 61 SP:Iteration 28Q (2304.626365 sec): 3 clusters Score: Raw -1501086.099269 + Penalty 3028.008785 = -1498058.090484 nChanged 70 SP:Iteration 29Q (2304.683727 sec): 3 clusters Score: Raw -1501100.813015 + Penalty 3028.008785 = -1498072.804230 nChanged 70 SP:Iteration 30Q (2304.755547 sec): 3 clusters Score: Raw -1501113.734071 + Penalty 3028.008785 = -1498085.725286 nChanged 60 SP:Iteration 31Q (2304.823491 sec): 3 clusters Score: Raw -1501125.705967 + Penalty 3028.008785 = -1498097.697182 nChanged 56 SP:Iteration 32Q (2304.880454 sec): 3 clusters Score: Raw -1501136.731462 + Penalty 3028.008785 = -1498108.722677 nChanged 69 SP:Iteration 33Q (2304.945916 sec): 3 clusters Score: Raw -1501151.859217 + Penalty 3028.008785 = -1498123.850432 nChanged 57 SP:Iteration 34Q (2305.021142 sec): 3 clusters Score: Raw -1501164.097421 + Penalty 3028.008785 = -1498136.088636 nChanged 70 SP:Iteration 35Q (2305.085766 sec): 3 clusters Score: Raw -1501178.274295 + Penalty 3028.008785 = -1498150.265510 nChanged 71 SP:Iteration 36Q (2305.152724 sec): 3 clusters Score: Raw -1501190.718460 + Penalty 3028.008785 = -1498162.709675 nChanged 57 SP:Iteration 37Q (2305.207859 sec): 3 clusters Score: Raw -1501199.088249 + Penalty 3028.008785 = -1498171.079464 nChanged 53 SP:Iteration 38Q (2305.269297 sec): 3 clusters Score: Raw -1501206.992275 + Penalty 3028.008785 = -1498178.983490 nChanged 50 SP:Iteration 39Q (2305.335816 sec): 3 clusters Score: Raw -1501216.791740 + Penalty 3028.008785 = -1498188.782955 nChanged 59 SP:Iteration 40F (2305.395836 sec): 3 clusters Score: Raw -1501227.885644 + Penalty 3028.008785 = -1498199.876859 nChanged 59 SP:Iteration 41Q (2305.457957 sec): 3 clusters Score: Raw -1501235.818397 + Penalty 3028.008785 = -1498207.809612 nChanged 37 SP:Iteration 42Q (2305.525469 sec): 3 clusters Score: Raw -1501240.080537 + Penalty 3028.008785 = -1498212.071752 nChanged 23 SP:Iteration 43Q (2305.580733 sec): 3 clusters Score: Raw -1501242.626856 + Penalty 3028.008785 = -1498214.618071 nChanged 25 SP:Iteration 44Q (2305.644805 sec): 3 clusters Score: Raw -1501245.709057 + Penalty 3028.008785 = -1498217.700273 nChanged 22 SP:Iteration 45Q (2305.719221 sec): 3 clusters Score: Raw -1501248.744882 + Penalty 3028.008785 = -1498220.736097 nChanged 31 SP:Iteration 46Q (2305.785343 sec): 3 clusters Score: Raw -1501253.449157 + Penalty 3028.008785 = -1498225.440372 nChanged 36 SP:Iteration 47Q (2305.851419 sec): 3 clusters Score: Raw -1501258.784837 + Penalty 3028.008785 = -1498230.776052 nChanged 39 SP:Iteration 48Q (2305.914748 sec): 3 clusters Score: Raw -1501264.452362 + Penalty 3028.008785 = -1498236.443577 nChanged 34 SP:Iteration 49Q (2305.979916 sec): 3 clusters Score: Raw -1501270.193404 + Penalty 3028.008785 = -1498242.184620 nChanged 43 SP:Iteration 50Q (2306.047023 sec): 3 clusters Score: Raw -1501277.770895 + Penalty 3028.008785 = -1498249.762111 nChanged 49 SP:Iteration 51Q (2306.112928 sec): 3 clusters Score: Raw -1501285.459153 + Penalty 3028.008785 = -1498257.450369 nChanged 43 SP:Iteration 52Q (2306.171710 sec): 3 clusters Score: Raw -1501292.182844 + Penalty 3028.008785 = -1498264.174059 nChanged 46 SP:Iteration 53Q (2306.240506 sec): 3 clusters Score: Raw -1501298.921890 + Penalty 3028.008785 = -1498270.913105 nChanged 49 SP:Iteration 54Q (2306.304388 sec): 3 clusters Score: Raw -1501306.867654 + Penalty 3028.008785 = -1498278.858869 nChanged 51 SP:Iteration 55Q (2306.366652 sec): 3 clusters Score: Raw -1501316.168498 + Penalty 3028.008785 = -1498288.159713 nChanged 53 SP:Iteration 56Q (2306.436437 sec): 3 clusters Score: Raw -1501326.444058 + Penalty 3028.008785 = -1498298.435273 nChanged 59 SP:Iteration 57Q (2306.490355 sec): 3 clusters Score: Raw -1501336.307306 + Penalty 3028.008785 = -1498308.298521 nChanged 50 SP:Iteration 58Q (2306.558130 sec): 3 clusters Score: Raw -1501344.847548 + Penalty 3028.008785 = -1498316.838763 nChanged 45 SP:Iteration 59Q (2306.625234 sec): 3 clusters Score: Raw -1501352.343202 + Penalty 3028.008785 = -1498324.334417 nChanged 62 SP:Iteration 60F (2306.703122 sec): 3 clusters Score: Raw -1501366.280769 + Penalty 3028.008785 = -1498338.271984 nChanged 87 SP:Iteration 61Q (2306.764469 sec): 3 clusters Score: Raw -1501386.447122 + Penalty 3028.008785 = -1498358.438337 nChanged 86 SP:Iteration 62Q (2306.824846 sec): 3 clusters Score: Raw -1501406.364287 + Penalty 3028.008785 = -1498378.355502 nChanged 80 SP:Iteration 63Q (2306.892372 sec): 3 clusters Score: Raw -1501425.923500 + Penalty 3028.008785 = -1498397.914715 nChanged 80 SP:Iteration 64Q (2306.958740 sec): 3 clusters Score: Raw -1501442.283767 + Penalty 3028.008785 = -1498414.274982 nChanged 80 SP:Iteration 65Q (2307.027043 sec): 3 clusters Score: Raw -1501460.988507 + Penalty 3028.008785 = -1498432.979722 nChanged 91 SP:Iteration 66Q (2307.095485 sec): 3 clusters Score: Raw -1501487.318097 + Penalty 3028.008785 = -1498459.309313 nChanged 87 SP:Iteration 67Q (2307.159345 sec): 3 clusters Score: Raw -1501510.708078 + Penalty 3028.008785 = -1498482.699293 nChanged 90 SP:Iteration 68Q (2307.223105 sec): 3 clusters Score: Raw -1501534.371418 + Penalty 3028.008785 = -1498506.362633 nChanged 81 SP:Iteration 69Q (2307.290625 sec): 3 clusters Score: Raw -1501552.888868 + Penalty 3028.008785 = -1498524.880083 nChanged 76 SP:Iteration 70Q (2307.357884 sec): 3 clusters Score: Raw -1501573.761921 + Penalty 3028.008785 = -1498545.753136 nChanged 91 SP:Iteration 71Q (2307.425377 sec): 3 clusters Score: Raw -1501599.173347 + Penalty 3028.008785 = -1498571.164563 nChanged 92 SP:Iteration 72Q (2307.493084 sec): 3 clusters Score: Raw -1501624.752427 + Penalty 3028.008785 = -1498596.743643 nChanged 80 SP:Iteration 73Q (2307.561418 sec): 3 clusters Score: Raw -1501647.205735 + Penalty 3028.008785 = -1498619.196951 nChanged 86 SP:Iteration 74Q (2307.620261 sec): 3 clusters Score: Raw -1501674.822550 + Penalty 3028.008785 = -1498646.813765 nChanged 96 SP:Iteration 75Q (2307.696613 sec): 3 clusters Score: Raw -1501703.434655 + Penalty 3028.008785 = -1498675.425870 nChanged 91 SP:Iteration 76Q (2307.753488 sec): 3 clusters Score: Raw -1501733.935555 + Penalty 3028.008785 = -1498705.926771 nChanged 79 SP:Iteration 77Q (2307.810896 sec): 3 clusters Score: Raw -1501762.322822 + Penalty 3028.008785 = -1498734.314037 nChanged 84 SP:Iteration 78Q (2307.870275 sec): 3 clusters Score: Raw -1501793.106026 + Penalty 3028.008785 = -1498765.097241 nChanged 89 SP:Iteration 79Q (2307.937135 sec): 3 clusters Score: Raw -1501822.219107 + Penalty 3028.008785 = -1498794.210323 nChanged 77 SP:Iteration 80F (2308.005707 sec): 3 clusters Score: Raw -1501852.052909 + Penalty 3028.008785 = -1498824.044125 nChanged 83 SP:Iteration 81Q (2308.066808 sec): 3 clusters Score: Raw -1501879.022212 + Penalty 3028.008785 = -1498851.013428 nChanged 64 SP:Iteration 82Q (2308.134059 sec): 3 clusters Score: Raw -1501899.140088 + Penalty 3028.008785 = -1498871.131303 nChanged 48 SP:Iteration 83Q (2308.200883 sec): 3 clusters Score: Raw -1501914.529277 + Penalty 3028.008785 = -1498886.520493 nChanged 62 SP:Iteration 84Q (2308.267421 sec): 3 clusters Score: Raw -1501934.636221 + Penalty 3028.008785 = -1498906.627436 nChanged 61 SP:Iteration 85Q (2308.333995 sec): 3 clusters Score: Raw -1501953.853780 + Penalty 3028.008785 = -1498925.844995 nChanged 44 SP:Iteration 86Q (2308.400185 sec): 3 clusters Score: Raw -1501964.654946 + Penalty 3028.008785 = -1498936.646162 nChanged 39 SP:Iteration 87Q (2308.466629 sec): 3 clusters Score: Raw -1501974.182664 + Penalty 3028.008785 = -1498946.173880 nChanged 29 SP:Iteration 88Q (2308.533104 sec): 3 clusters Score: Raw -1501980.446696 + Penalty 3028.008785 = -1498952.437911 nChanged 27 SP:Iteration 89Q (2308.599471 sec): 3 clusters Score: Raw -1501987.119402 + Penalty 3028.008785 = -1498959.110617 nChanged 20 SP:Iteration 90Q (2308.675637 sec): 3 clusters Score: Raw -1501991.724938 + Penalty 3028.008785 = -1498963.716153 nChanged 22 SP:Iteration 91Q (2308.721132 sec): 3 clusters Score: Raw -1501996.452831 + Penalty 3028.008785 = -1498968.444046 nChanged 15 SP:Iteration 92Q (2308.780273 sec): 3 clusters Score: Raw -1502000.510173 + Penalty 3028.008785 = -1498972.501388 nChanged 24 SP:Iteration 93Q (2308.846721 sec): 3 clusters Score: Raw -1502007.622290 + Penalty 3028.008785 = -1498979.613506 nChanged 20 SP:Iteration 94Q (2308.913013 sec): 3 clusters Score: Raw -1502012.674078 + Penalty 3028.008785 = -1498984.665293 nChanged 23 SP:Iteration 95Q (2308.977931 sec): 3 clusters Score: Raw -1502018.138838 + Penalty 3028.008785 = -1498990.130053 nChanged 24 SP:Iteration 96Q (2309.044126 sec): 3 clusters Score: Raw -1502023.481184 + Penalty 3028.008785 = -1498995.472399 nChanged 23 SP:Iteration 97Q (2309.110269 sec): 3 clusters Score: Raw -1502029.259173 + Penalty 3028.008785 = -1499001.250389 nChanged 25 SP:Iteration 98Q (2309.176436 sec): 3 clusters Score: Raw -1502035.246529 + Penalty 3028.008785 = -1499007.237744 nChanged 23 SP:Iteration 99Q (2309.242624 sec): 3 clusters Score: Raw -1502040.348111 + Penalty 3028.008785 = -1499012.339326 nChanged 22 SP:Iteration 100F (2309.299226 sec): 3 clusters Score: Raw -1502044.551235 + Penalty 3028.008785 = -1499016.542450 nChanged 17 SP:Iteration 101Q (2309.365285 sec): 3 clusters Score: Raw -1502048.030511 + Penalty 3028.008785 = -1499020.021726 nChanged 18 SP:Iteration 102Q (2309.424372 sec): 3 clusters Score: Raw -1502050.990272 + Penalty 3028.008785 = -1499022.981487 nChanged 14 SP:Iteration 103Q (2309.483022 sec): 3 clusters Score: Raw -1502053.240043 + Penalty 3028.008785 = -1499025.231258 nChanged 14 SP:Iteration 104Q (2309.549395 sec): 3 clusters Score: Raw -1502056.128398 + Penalty 3028.008785 = -1499028.119613 nChanged 18 SP:Iteration 105Q (2309.615488 sec): 3 clusters Score: Raw -1502059.387889 + Penalty 3028.008785 = -1499031.379104 nChanged 13 SP:Iteration 106Q (2309.690799 sec): 3 clusters Score: Raw -1502062.314237 + Penalty 3028.008785 = -1499034.305452 nChanged 16 SP:Iteration 107Q (2309.743689 sec): 3 clusters Score: Raw -1502066.869079 + Penalty 3028.008785 = -1499038.860294 nChanged 21 SP:Iteration 108Q (2309.810648 sec): 3 clusters Score: Raw -1502071.341193 + Penalty 3028.008785 = -1499043.332408 nChanged 22 SP:Iteration 109Q (2309.876794 sec): 3 clusters Score: Raw -1502076.667017 + Penalty 3028.008785 = -1499048.658232 nChanged 27 SP:Iteration 110Q (2309.942683 sec): 3 clusters Score: Raw -1502083.780072 + Penalty 3028.008785 = -1499055.771288 nChanged 25 SP:Iteration 111Q (2310.008430 sec): 3 clusters Score: Raw -1502091.398578 + Penalty 3028.008785 = -1499063.389794 nChanged 28 SP:Iteration 112Q (2310.068823 sec): 3 clusters Score: Raw -1502097.741454 + Penalty 3028.008785 = -1499069.732669 nChanged 19 SP:Iteration 113Q (2310.130452 sec): 3 clusters Score: Raw -1502102.036323 + Penalty 3028.008785 = -1499074.027538 nChanged 14 SP:Iteration 114Q (2310.189294 sec): 3 clusters Score: Raw -1502105.544922 + Penalty 3028.008785 = -1499077.536137 nChanged 11 SP:Iteration 115Q (2310.256134 sec): 3 clusters Score: Raw -1502108.463172 + Penalty 3028.008785 = -1499080.454387 nChanged 16 SP:Iteration 116Q (2310.314492 sec): 3 clusters Score: Raw -1502112.424023 + Penalty 3028.008785 = -1499084.415238 nChanged 22 SP:Iteration 117Q (2310.379016 sec): 3 clusters Score: Raw -1502118.043730 + Penalty 3028.008785 = -1499090.034945 nChanged 11 SP:Iteration 118Q (2310.443623 sec): 3 clusters Score: Raw -1502120.795502 + Penalty 3028.008785 = -1499092.786717 nChanged 12 SP:Iteration 119Q (2310.511129 sec): 3 clusters Score: Raw -1502123.085027 + Penalty 3028.008785 = -1499095.076242 nChanged 12 SP:Iteration 120F (2310.588480 sec): 3 clusters Score: Raw -1502125.911520 + Penalty 3028.008785 = -1499097.902735 nChanged 14 SP:Iteration 121Q (2310.649208 sec): 3 clusters Score: Raw -1502129.312560 + Penalty 3028.008785 = -1499101.303776 nChanged 17 SP:Iteration 122Q (2310.709077 sec): 3 clusters Score: Raw -1502132.961273 + Penalty 3028.008785 = -1499104.952489 nChanged 18 SP:Iteration 123Q (2310.776634 sec): 3 clusters Score: Raw -1502137.623439 + Penalty 3028.008785 = -1499109.614654 nChanged 23 SP:Iteration 124Q (2310.840226 sec): 3 clusters Score: Raw -1502144.126023 + Penalty 3028.008785 = -1499116.117239 nChanged 21 SP:Iteration 125Q (2310.905771 sec): 3 clusters Score: Raw -1502149.539493 + Penalty 3028.008785 = -1499121.530708 nChanged 17 SP:Iteration 126Q (2310.970050 sec): 3 clusters Score: Raw -1502154.058606 + Penalty 3028.008785 = -1499126.049821 nChanged 10 SP:Iteration 127Q (2311.036962 sec): 3 clusters Score: Raw -1502156.412902 + Penalty 3028.008785 = -1499128.404117 nChanged 9 SP:Iteration 128Q (2311.103801 sec): 3 clusters Score: Raw -1502157.998612 + Penalty 3028.008785 = -1499129.989827 nChanged 5 SP:Iteration 129Q (2311.166075 sec): 3 clusters Score: Raw -1502159.552195 + Penalty 3028.008785 = -1499131.543411 nChanged 7 SP:Iteration 130Q (2311.233628 sec): 3 clusters Score: Raw -1502161.123844 + Penalty 3028.008785 = -1499133.115059 nChanged 3 SP:Iteration 131Q (2311.300751 sec): 3 clusters Score: Raw -1502162.101062 + Penalty 3028.008785 = -1499134.092277 nChanged 6 SP:Iteration 132Q (2311.367444 sec): 3 clusters Score: Raw -1502163.376492 + Penalty 3028.008785 = -1499135.367708 nChanged 7 SP:Iteration 133Q (2311.431249 sec): 3 clusters Score: Raw -1502165.565297 + Penalty 3028.008785 = -1499137.556513 nChanged 4 SP:Iteration 134Q (2311.492611 sec): 3 clusters Score: Raw -1502166.462567 + Penalty 3028.008785 = -1499138.453782 nChanged 6 SP:Iteration 135Q (2311.561885 sec): 3 clusters Score: Raw -1502168.141770 + Penalty 3028.008785 = -1499140.132985 nChanged 9 SP:Iteration 136Q (2311.631230 sec): 3 clusters Score: Raw -1502170.296221 + Penalty 3028.008785 = -1499142.287436 nChanged 8 SP:Iteration 137Q (2311.701006 sec): 3 clusters Score: Raw -1502171.557676 + Penalty 3028.008785 = -1499143.548892 nChanged 6 SP:Iteration 138Q (2311.771288 sec): 3 clusters Score: Raw -1502172.775507 + Penalty 3028.008785 = -1499144.766722 nChanged 5 SP:Iteration 139Q (2311.831275 sec): 3 clusters Score: Raw -1502173.613746 + Penalty 3028.008785 = -1499145.604962 nChanged 2 SP:Iteration 140F (2311.898002 sec): 3 clusters Score: Raw -1502174.081722 + Penalty 3028.008785 = -1499146.072937 nChanged 3 SP:Iteration 141Q (2311.967764 sec): 3 clusters Score: Raw -1502174.826695 + Penalty 3028.008785 = -1499146.817910 nChanged 1 SP:Iteration 142Q (2312.037363 sec): 3 clusters Score: Raw -1502174.929794 + Penalty 3028.008785 = -1499146.921009 nChanged 0 SP:Iteration 143F (2312.098674 sec): 3 clusters Score: Raw -1502174.929794 + Penalty 3028.008785 = -1499146.921009 nChanged 0 Trying to split cluster 3 (79553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.235829 sec): 2 clusters Score: Raw -10824720.852768 + Penalty 1833.679046 = -10822887.173722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.412279 sec): 3 clusters Score: Raw -10773056.163237 + Penalty 3667.358092 = -10769388.805144 nChanged 38027 SP:Iteration 1F (2312.592902 sec): 3 clusters Score: Raw -10796244.577324 + Penalty 3667.358092 = -10792577.219231 nChanged 3582 SP:Iteration 2Q (2312.782547 sec): 3 clusters Score: Raw -10797710.857191 + Penalty 3667.358092 = -10794043.499099 nChanged 4205 SP:Iteration 3F (2312.962992 sec): 3 clusters Score: Raw -10799776.317054 + Penalty 3667.358092 = -10796108.958961 nChanged 4765 SP:Iteration 4F (2313.136637 sec): 3 clusters Score: Raw -10802578.596724 + Penalty 3667.358092 = -10798911.238632 nChanged 5077 SP:Iteration 5F (2313.316285 sec): 3 clusters Score: Raw -10805740.368784 + Penalty 3667.358092 = -10802073.010692 nChanged 4898 SP:Iteration 6F (2313.496641 sec): 3 clusters Score: Raw -10808568.501088 + Penalty 3667.358092 = -10804901.142996 nChanged 4288 SP:Iteration 7F (2313.679394 sec): 3 clusters Score: Raw -10810798.521248 + Penalty 3667.358092 = -10807131.163156 nChanged 3581 SP:Iteration 8Q (2313.859545 sec): 3 clusters Score: Raw -10812393.200909 + Penalty 3667.358092 = -10808725.842816 nChanged 2884 SP:Iteration 9Q (2314.038384 sec): 3 clusters Score: Raw -10813466.274390 + Penalty 3667.358092 = -10809798.916298 nChanged 2388 SP:Iteration 10Q (2314.223999 sec): 3 clusters Score: Raw -10814193.042558 + Penalty 3667.358092 = -10810525.684466 nChanged 1796 SP:Iteration 11Q (2314.410582 sec): 3 clusters Score: Raw -10814631.154992 + Penalty 3667.358092 = -10810963.796900 nChanged 1354 SP:Iteration 12Q (2314.587492 sec): 3 clusters Score: Raw -10814891.113026 + Penalty 3667.358092 = -10811223.754934 nChanged 972 SP:Iteration 13Q (2314.772391 sec): 3 clusters Score: Raw -10815044.081173 + Penalty 3667.358092 = -10811376.723081 nChanged 795 SP:Iteration 14Q (2314.957762 sec): 3 clusters Score: Raw -10815150.123463 + Penalty 3667.358092 = -10811482.765371 nChanged 638 SP:Iteration 15Q (2315.142703 sec): 3 clusters Score: Raw -10815225.565842 + Penalty 3667.358092 = -10811558.207750 nChanged 564 SP:Iteration 16Q (2315.328716 sec): 3 clusters Score: Raw -10815294.138407 + Penalty 3667.358092 = -10811626.780315 nChanged 503 SP:Iteration 17Q (2315.514506 sec): 3 clusters Score: Raw -10815346.571681 + Penalty 3667.358092 = -10811679.213589 nChanged 437 SP:Iteration 18Q (2315.698603 sec): 3 clusters Score: Raw -10815391.933589 + Penalty 3667.358092 = -10811724.575496 nChanged 402 SP:Iteration 19Q (2315.884037 sec): 3 clusters Score: Raw -10815431.057674 + Penalty 3667.358092 = -10811763.699582 nChanged 377 SP:Iteration 20F (2316.063661 sec): 3 clusters Score: Raw -10815463.931836 + Penalty 3667.358092 = -10811796.573743 nChanged 341 SP:Iteration 21Q (2316.245478 sec): 3 clusters Score: Raw -10815495.169074 + Penalty 3667.358092 = -10811827.810982 nChanged 364 SP:Iteration 22Q (2316.425403 sec): 3 clusters Score: Raw -10815527.781047 + Penalty 3667.358092 = -10811860.422955 nChanged 327 SP:Iteration 23Q (2316.604808 sec): 3 clusters Score: Raw -10815555.416201 + Penalty 3667.358092 = -10811888.058108 nChanged 314 SP:Iteration 24Q (2316.779490 sec): 3 clusters Score: Raw -10815581.215829 + Penalty 3667.358092 = -10811913.857736 nChanged 314 SP:Iteration 25Q (2316.966574 sec): 3 clusters Score: Raw -10815607.235390 + Penalty 3667.358092 = -10811939.877298 nChanged 322 SP:Iteration 26Q (2317.154412 sec): 3 clusters Score: Raw -10815634.979963 + Penalty 3667.358092 = -10811967.621871 nChanged 332 SP:Iteration 27Q (2317.326780 sec): 3 clusters Score: Raw -10815663.205138 + Penalty 3667.358092 = -10811995.847046 nChanged 328 SP:Iteration 28Q (2317.509706 sec): 3 clusters Score: Raw -10815690.563115 + Penalty 3667.358092 = -10812023.205023 nChanged 335 SP:Iteration 29Q (2317.688702 sec): 3 clusters Score: Raw -10815718.056446 + Penalty 3667.358092 = -10812050.698354 nChanged 303 SP:Iteration 30Q (2317.862454 sec): 3 clusters Score: Raw -10815743.214899 + Penalty 3667.358092 = -10812075.856806 nChanged 277 SP:Iteration 31Q (2318.043542 sec): 3 clusters Score: Raw -10815767.189033 + Penalty 3667.358092 = -10812099.830941 nChanged 292 SP:Iteration 32Q (2318.225464 sec): 3 clusters Score: Raw -10815789.442460 + Penalty 3667.358092 = -10812122.084368 nChanged 263 SP:Iteration 33Q (2318.400820 sec): 3 clusters Score: Raw -10815807.812165 + Penalty 3667.358092 = -10812140.454072 nChanged 252 SP:Iteration 34Q (2318.575851 sec): 3 clusters Score: Raw -10815825.838587 + Penalty 3667.358092 = -10812158.480494 nChanged 251 SP:Iteration 35Q (2318.763279 sec): 3 clusters Score: Raw -10815845.102173 + Penalty 3667.358092 = -10812177.744080 nChanged 254 SP:Iteration 36Q (2318.939331 sec): 3 clusters Score: Raw -10815865.489292 + Penalty 3667.358092 = -10812198.131200 nChanged 263 SP:Iteration 37Q (2319.113486 sec): 3 clusters Score: Raw -10815885.062956 + Penalty 3667.358092 = -10812217.704864 nChanged 253 SP:Iteration 38Q (2319.293808 sec): 3 clusters Score: Raw -10815902.854324 + Penalty 3667.358092 = -10812235.496232 nChanged 241 SP:Iteration 39Q (2319.467434 sec): 3 clusters Score: Raw -10815919.554341 + Penalty 3667.358092 = -10812252.196249 nChanged 235 SP:Iteration 40F (2319.654500 sec): 3 clusters Score: Raw -10815936.145022 + Penalty 3667.358092 = -10812268.786929 nChanged 236 SP:Iteration 41Q (2319.832492 sec): 3 clusters Score: Raw -10815950.512411 + Penalty 3667.358092 = -10812283.154319 nChanged 211 SP:Iteration 42Q (2320.008220 sec): 3 clusters Score: Raw -10815963.841028 + Penalty 3667.358092 = -10812296.482935 nChanged 217 SP:Iteration 43Q (2320.191305 sec): 3 clusters Score: Raw -10815975.593404 + Penalty 3667.358092 = -10812308.235312 nChanged 195 SP:Iteration 44Q (2320.376743 sec): 3 clusters Score: Raw -10815987.106136 + Penalty 3667.358092 = -10812319.748044 nChanged 183 SP:Iteration 45Q (2320.559554 sec): 3 clusters Score: Raw -10815998.506464 + Penalty 3667.358092 = -10812331.148372 nChanged 181 SP:Iteration 46Q (2320.736448 sec): 3 clusters Score: Raw -10816009.137402 + Penalty 3667.358092 = -10812341.779310 nChanged 182 SP:Iteration 47Q (2320.915170 sec): 3 clusters Score: Raw -10816020.486027 + Penalty 3667.358092 = -10812353.127935 nChanged 206 SP:Iteration 48Q (2321.095702 sec): 3 clusters Score: Raw -10816032.850247 + Penalty 3667.358092 = -10812365.492155 nChanged 198 SP:Iteration 49Q (2321.277255 sec): 3 clusters Score: Raw -10816045.372743 + Penalty 3667.358092 = -10812378.014651 nChanged 223 SP:Iteration 50Q (2321.450386 sec): 3 clusters Score: Raw -10816060.280762 + Penalty 3667.358092 = -10812392.922670 nChanged 201 SP:Iteration 51Q (2321.629612 sec): 3 clusters Score: Raw -10816074.246778 + Penalty 3667.358092 = -10812406.888686 nChanged 202 SP:Iteration 52Q (2321.818241 sec): 3 clusters Score: Raw -10816089.649876 + Penalty 3667.358092 = -10812422.291783 nChanged 233 SP:Iteration 53Q (2321.996322 sec): 3 clusters Score: Raw -10816107.513974 + Penalty 3667.358092 = -10812440.155882 nChanged 233 SP:Iteration 54Q (2322.175810 sec): 3 clusters Score: Raw -10816124.084750 + Penalty 3667.358092 = -10812456.726658 nChanged 229 SP:Iteration 55Q (2322.360818 sec): 3 clusters Score: Raw -10816139.423235 + Penalty 3667.358092 = -10812472.065143 nChanged 220 SP:Iteration 56Q (2322.541903 sec): 3 clusters Score: Raw -10816153.480449 + Penalty 3667.358092 = -10812486.122356 nChanged 205 SP:Iteration 57Q (2322.716493 sec): 3 clusters Score: Raw -10816167.285985 + Penalty 3667.358092 = -10812499.927893 nChanged 220 SP:Iteration 58Q (2322.907856 sec): 3 clusters Score: Raw -10816182.939198 + Penalty 3667.358092 = -10812515.581106 nChanged 249 SP:Iteration 59Q (2323.088698 sec): 3 clusters Score: Raw -10816201.169043 + Penalty 3667.358092 = -10812533.810951 nChanged 264 SP:Iteration 60F (2323.254294 sec): 3 clusters Score: Raw -10816219.549715 + Penalty 3667.358092 = -10812552.191623 nChanged 269 SP:Iteration 61Q (2323.438278 sec): 3 clusters Score: Raw -10816239.965264 + Penalty 3667.358092 = -10812572.607171 nChanged 267 SP:Iteration 62Q (2323.607737 sec): 3 clusters Score: Raw -10816259.599882 + Penalty 3667.358092 = -10812592.241790 nChanged 266 SP:Iteration 63Q (2323.787765 sec): 3 clusters Score: Raw -10816279.901171 + Penalty 3667.358092 = -10812612.543078 nChanged 278 SP:Iteration 64Q (2323.971841 sec): 3 clusters Score: Raw -10816301.954459 + Penalty 3667.358092 = -10812634.596367 nChanged 291 SP:Iteration 65Q (2324.149593 sec): 3 clusters Score: Raw -10816323.985648 + Penalty 3667.358092 = -10812656.627556 nChanged 304 SP:Iteration 66Q (2324.328320 sec): 3 clusters Score: Raw -10816347.304737 + Penalty 3667.358092 = -10812679.946644 nChanged 263 SP:Iteration 67Q (2324.506646 sec): 3 clusters Score: Raw -10816365.403330 + Penalty 3667.358092 = -10812698.045238 nChanged 261 SP:Iteration 68Q (2324.684558 sec): 3 clusters Score: Raw -10816383.642233 + Penalty 3667.358092 = -10812716.284140 nChanged 259 SP:Iteration 69Q (2324.864264 sec): 3 clusters Score: Raw -10816401.432148 + Penalty 3667.358092 = -10812734.074055 nChanged 258 SP:Iteration 70Q (2325.044850 sec): 3 clusters Score: Raw -10816419.717866 + Penalty 3667.358092 = -10812752.359774 nChanged 257 SP:Iteration 71Q (2325.228686 sec): 3 clusters Score: Raw -10816438.435736 + Penalty 3667.358092 = -10812771.077644 nChanged 262 SP:Iteration 72Q (2325.378988 sec): 3 clusters Score: Raw -10816459.127130 + Penalty 3667.358092 = -10812791.769038 nChanged 273 SP:Iteration 73Q (2325.540365 sec): 3 clusters Score: Raw -10816480.774063 + Penalty 3667.358092 = -10812813.415971 nChanged 289 SP:Iteration 74Q (2325.701729 sec): 3 clusters Score: Raw -10816502.906646 + Penalty 3667.358092 = -10812835.548554 nChanged 300 SP:Iteration 75Q (2325.862521 sec): 3 clusters Score: Raw -10816526.871866 + Penalty 3667.358092 = -10812859.513774 nChanged 301 SP:Iteration 76Q (2326.023594 sec): 3 clusters Score: Raw -10816551.279203 + Penalty 3667.358092 = -10812883.921111 nChanged 318 SP:Iteration 77Q (2326.184142 sec): 3 clusters Score: Raw -10816578.575880 + Penalty 3667.358092 = -10812911.217788 nChanged 315 SP:Iteration 78Q (2326.332068 sec): 3 clusters Score: Raw -10816606.262948 + Penalty 3667.358092 = -10812938.904856 nChanged 343 SP:Iteration 79Q (2326.500693 sec): 3 clusters Score: Raw -10816639.204131 + Penalty 3667.358092 = -10812971.846039 nChanged 369 SP:Iteration 80F (2326.680689 sec): 3 clusters Score: Raw -10816676.241284 + Penalty 3667.358092 = -10813008.883192 nChanged 388 SP:Iteration 81Q (2326.853229 sec): 3 clusters Score: Raw -10816720.308258 + Penalty 3667.358092 = -10813052.950166 nChanged 462 SP:Iteration 82Q (2327.031408 sec): 3 clusters Score: Raw -10816778.495122 + Penalty 3667.358092 = -10813111.137030 nChanged 515 SP:Iteration 83Q (2327.223389 sec): 3 clusters Score: Raw -10816847.376414 + Penalty 3667.358092 = -10813180.018322 nChanged 529 SP:Iteration 84Q (2327.389086 sec): 3 clusters Score: Raw -10816919.618398 + Penalty 3667.358092 = -10813252.260306 nChanged 563 SP:Iteration 85Q (2327.573042 sec): 3 clusters Score: Raw -10817000.733703 + Penalty 3667.358092 = -10813333.375611 nChanged 629 SP:Iteration 86Q (2327.741369 sec): 3 clusters Score: Raw -10817094.295998 + Penalty 3667.358092 = -10813426.937906 nChanged 640 SP:Iteration 87Q (2327.910449 sec): 3 clusters Score: Raw -10817197.315069 + Penalty 3667.358092 = -10813529.956977 nChanged 694 SP:Iteration 88Q (2328.086390 sec): 3 clusters Score: Raw -10817313.016999 + Penalty 3667.358092 = -10813645.658907 nChanged 721 SP:Iteration 89Q (2328.264749 sec): 3 clusters Score: Raw -10817442.846542 + Penalty 3667.358092 = -10813775.488450 nChanged 776 SP:Iteration 90Q (2328.431451 sec): 3 clusters Score: Raw -10817601.468515 + Penalty 3667.358092 = -10813934.110423 nChanged 851 SP:Iteration 91Q (2328.604955 sec): 3 clusters Score: Raw -10817790.077553 + Penalty 3667.358092 = -10814122.719461 nChanged 946 SP:Iteration 92Q (2328.779043 sec): 3 clusters Score: Raw -10818015.153563 + Penalty 3667.358092 = -10814347.795471 nChanged 979 SP:Iteration 93Q (2328.942779 sec): 3 clusters Score: Raw -10818260.906764 + Penalty 3667.358092 = -10814593.548672 nChanged 1048 SP:Iteration 94Q (2329.112085 sec): 3 clusters Score: Raw -10818541.521528 + Penalty 3667.358092 = -10814874.163435 nChanged 1041 SP:Iteration 95Q (2329.255147 sec): 3 clusters Score: Raw -10818834.119568 + Penalty 3667.358092 = -10815166.761475 nChanged 1060 SP:Iteration 96Q (2329.423445 sec): 3 clusters Score: Raw -10819146.306539 + Penalty 3667.358092 = -10815478.948447 nChanged 1097 SP:Iteration 97Q (2329.594597 sec): 3 clusters Score: Raw -10819484.785764 + Penalty 3667.358092 = -10815817.427671 nChanged 1125 SP:Iteration 98Q (2329.761974 sec): 3 clusters Score: Raw -10819854.757717 + Penalty 3667.358092 = -10816187.399625 nChanged 1141 SP:Iteration 99Q (2329.901396 sec): 3 clusters Score: Raw -10820253.696474 + Penalty 3667.358092 = -10816586.338382 nChanged 1131 SP:Iteration 100F (2330.049483 sec): 3 clusters Score: Raw -10820654.238191 + Penalty 3667.358092 = -10816986.880098 nChanged 1104 SP:Iteration 101Q (2330.187882 sec): 3 clusters Score: Raw -10821076.209151 + Penalty 3667.358092 = -10817408.851059 nChanged 1130 SP:Iteration 102Q (2330.325026 sec): 3 clusters Score: Raw -10821519.978644 + Penalty 3667.358092 = -10817852.620552 nChanged 1093 SP:Iteration 103Q (2330.474215 sec): 3 clusters Score: Raw -10821966.453838 + Penalty 3667.358092 = -10818299.095745 nChanged 1064 SP:Iteration 104Q (2330.622320 sec): 3 clusters Score: Raw -10822424.635972 + Penalty 3667.358092 = -10818757.277879 nChanged 989 SP:Iteration 105Q (2330.769182 sec): 3 clusters Score: Raw -10822863.590603 + Penalty 3667.358092 = -10819196.232511 nChanged 903 SP:Iteration 106Q (2330.933821 sec): 3 clusters Score: Raw -10823275.507485 + Penalty 3667.358092 = -10819608.149393 nChanged 799 SP:Iteration 107Q (2331.100370 sec): 3 clusters Score: Raw -10823658.022860 + Penalty 3667.358092 = -10819990.664768 nChanged 747 SP:Iteration 108Q (2331.259257 sec): 3 clusters Score: Raw -10824021.314520 + Penalty 3667.358092 = -10820353.956428 nChanged 595 SP:Iteration 109Q (2331.419484 sec): 3 clusters Score: Raw -10824303.595357 + Penalty 3667.358092 = -10820636.237265 nChanged 503 SP:Iteration 110Q (2331.574628 sec): 3 clusters Score: Raw -10824541.290969 + Penalty 3667.358092 = -10820873.932877 nChanged 393 SP:Iteration 111Q (2331.728657 sec): 3 clusters Score: Raw -10824708.588467 + Penalty 3667.358092 = -10821041.230375 nChanged 321 SP:Iteration 112Q (2331.864691 sec): 3 clusters Score: Raw -10824842.016881 + Penalty 3667.358092 = -10821174.658788 nChanged 276 SP:Iteration 113Q (2332.008666 sec): 3 clusters Score: Raw -10824956.815879 + Penalty 3667.358092 = -10821289.457787 nChanged 212 SP:Iteration 114Q (2332.153604 sec): 3 clusters Score: Raw -10825033.656233 + Penalty 3667.358092 = -10821366.298141 nChanged 142 SP:Iteration 115Q (2332.299062 sec): 3 clusters Score: Raw -10825077.747621 + Penalty 3667.358092 = -10821410.389529 nChanged 113 SP:Iteration 116Q (2332.445781 sec): 3 clusters Score: Raw -10825115.204230 + Penalty 3667.358092 = -10821447.846138 nChanged 88 SP:Iteration 117Q (2332.590714 sec): 3 clusters Score: Raw -10825141.633540 + Penalty 3667.358092 = -10821474.275448 nChanged 70 SP:Iteration 118Q (2332.737217 sec): 3 clusters Score: Raw -10825162.312131 + Penalty 3667.358092 = -10821494.954039 nChanged 67 SP:Iteration 119Q (2332.883471 sec): 3 clusters Score: Raw -10825186.754323 + Penalty 3667.358092 = -10821519.396231 nChanged 56 SP:Iteration 120F (2333.038521 sec): 3 clusters Score: Raw -10825202.665433 + Penalty 3667.358092 = -10821535.307341 nChanged 41 SP:Iteration 121Q (2333.184230 sec): 3 clusters Score: Raw -10825211.860127 + Penalty 3667.358092 = -10821544.502034 nChanged 27 SP:Iteration 122Q (2333.323147 sec): 3 clusters Score: Raw -10825218.415439 + Penalty 3667.358092 = -10821551.057347 nChanged 20 SP:Iteration 123Q (2333.474055 sec): 3 clusters Score: Raw -10825224.486902 + Penalty 3667.358092 = -10821557.128810 nChanged 22 SP:Iteration 124Q (2333.622349 sec): 3 clusters Score: Raw -10825230.819610 + Penalty 3667.358092 = -10821563.461518 nChanged 21 SP:Iteration 125Q (2333.768151 sec): 3 clusters Score: Raw -10825236.312916 + Penalty 3667.358092 = -10821568.954824 nChanged 16 SP:Iteration 126Q (2333.911753 sec): 3 clusters Score: Raw -10825239.580681 + Penalty 3667.358092 = -10821572.222588 nChanged 9 SP:Iteration 127Q (2334.066202 sec): 3 clusters Score: Raw -10825242.233464 + Penalty 3667.358092 = -10821574.875372 nChanged 12 SP:Iteration 128Q (2334.223664 sec): 3 clusters Score: Raw -10825245.629594 + Penalty 3667.358092 = -10821578.271502 nChanged 11 SP:Iteration 129Q (2334.380520 sec): 3 clusters Score: Raw -10825247.794922 + Penalty 3667.358092 = -10821580.436830 nChanged 7 SP:Iteration 130Q (2334.513925 sec): 3 clusters Score: Raw -10825249.176179 + Penalty 3667.358092 = -10821581.818087 nChanged 6 SP:Iteration 131Q (2334.645274 sec): 3 clusters Score: Raw -10825250.050079 + Penalty 3667.358092 = -10821582.691986 nChanged 4 SP:Iteration 132Q (2334.788309 sec): 3 clusters Score: Raw -10825250.778110 + Penalty 3667.358092 = -10821583.420017 nChanged 4 SP:Iteration 133Q (2334.919995 sec): 3 clusters Score: Raw -10825251.645603 + Penalty 3667.358092 = -10821584.287511 nChanged 1 SP:Iteration 134Q (2335.060459 sec): 3 clusters Score: Raw -10825251.815835 + Penalty 3667.358092 = -10821584.457742 nChanged 3 SP:Iteration 135Q (2335.192029 sec): 3 clusters Score: Raw -10825252.344221 + Penalty 3667.358092 = -10821584.986129 nChanged 2 SP:Iteration 136Q (2335.335236 sec): 3 clusters Score: Raw -10825252.880796 + Penalty 3667.358092 = -10821585.522704 nChanged 4 SP:Iteration 137Q (2335.477634 sec): 3 clusters Score: Raw -10825253.976876 + Penalty 3667.358092 = -10821586.618784 nChanged 3 SP:Iteration 138Q (2335.612461 sec): 3 clusters Score: Raw -10825254.417499 + Penalty 3667.358092 = -10821587.059406 nChanged 2 SP:Iteration 139Q (2335.755653 sec): 3 clusters Score: Raw -10825254.936414 + Penalty 3667.358092 = -10821587.578322 nChanged 0 SP:Iteration 140F (2335.922155 sec): 3 clusters Score: Raw -10825254.936414 + Penalty 3667.358092 = -10821587.578322 nChanged 0 Trying to split cluster 4 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2335.941351 sec): 2 clusters Score: Raw -59338.056512 + Penalty 1014.361281 = -58323.695232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2335.982699 sec): 3 clusters Score: Raw -59294.465518 + Penalty 2028.722561 = -57265.742957 nChanged 117 SP:Iteration 1F (2336.031725 sec): 3 clusters Score: Raw -59466.477211 + Penalty 2028.722561 = -57437.754650 nChanged 35 SP:Iteration 2F (2336.081525 sec): 3 clusters Score: Raw -59540.043476 + Penalty 2028.722561 = -57511.320915 nChanged 28 SP:Iteration 3F (2336.119122 sec): 3 clusters Score: Raw -59617.505588 + Penalty 2028.722561 = -57588.783026 nChanged 23 SP:Iteration 4Q (2336.161983 sec): 3 clusters Score: Raw -59693.494541 + Penalty 2028.722561 = -57664.771980 nChanged 30 SP:Iteration 5F (2336.211269 sec): 3 clusters Score: Raw -59755.371472 + Penalty 2028.722561 = -57726.648911 nChanged 16 SP:Iteration 6Q (2336.258179 sec): 3 clusters Score: Raw -59834.938457 + Penalty 2028.722561 = -57806.215896 nChanged 13 SP:Iteration 7Q (2336.307372 sec): 3 clusters Score: Raw -59931.017060 + Penalty 2028.722561 = -57902.294499 nChanged 10 SP:Iteration 8Q (2336.356436 sec): 3 clusters Score: Raw -59969.683253 + Penalty 2028.722561 = -57940.960692 nChanged 3 SP:Iteration 9Q (2336.401231 sec): 3 clusters Score: Raw -59978.338094 + Penalty 2028.722561 = -57949.615533 nChanged 4 SP:Iteration 10Q (2336.450301 sec): 3 clusters Score: Raw -59984.860812 + Penalty 2028.722561 = -57956.138251 nChanged 1 SP:Iteration 11Q (2336.497198 sec): 3 clusters Score: Raw -59986.518082 + Penalty 2028.722561 = -57957.795521 nChanged 0 SP:Iteration 12F (2336.546314 sec): 3 clusters Score: Raw -59986.518082 + Penalty 2028.722561 = -57957.795521 nChanged 0 Trying to split cluster 5 (11055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2336.594880 sec): 2 clusters Score: Raw -1478103.229748 + Penalty 1512.978690 = -1476590.251058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2336.650569 sec): 3 clusters Score: Raw -1471842.003723 + Penalty 3025.957380 = -1468816.046343 nChanged 4752 SP:Iteration 1F (2336.717399 sec): 3 clusters Score: Raw -1474441.036407 + Penalty 3025.957380 = -1471415.079027 nChanged 720 SP:Iteration 2F (2336.783781 sec): 3 clusters Score: Raw -1474776.858861 + Penalty 3025.957380 = -1471750.901481 nChanged 617 SP:Iteration 3F (2336.831782 sec): 3 clusters Score: Raw -1475065.166374 + Penalty 3025.957380 = -1472039.208994 nChanged 540 SP:Iteration 4Q (2336.887659 sec): 3 clusters Score: Raw -1475306.205741 + Penalty 3025.957380 = -1472280.248361 nChanged 488 SP:Iteration 5Q (2336.954747 sec): 3 clusters Score: Raw -1475526.935160 + Penalty 3025.957380 = -1472500.977779 nChanged 443 SP:Iteration 6Q (2337.022159 sec): 3 clusters Score: Raw -1475747.940516 + Penalty 3025.957380 = -1472721.983136 nChanged 452 SP:Iteration 7Q (2337.089232 sec): 3 clusters Score: Raw -1475953.180327 + Penalty 3025.957380 = -1472927.222947 nChanged 401 SP:Iteration 8Q (2337.154681 sec): 3 clusters Score: Raw -1476144.183305 + Penalty 3025.957380 = -1473118.225925 nChanged 389 SP:Iteration 9Q (2337.223764 sec): 3 clusters Score: Raw -1476325.408968 + Penalty 3025.957380 = -1473299.451588 nChanged 365 SP:Iteration 10Q (2337.288816 sec): 3 clusters Score: Raw -1476498.285993 + Penalty 3025.957380 = -1473472.328613 nChanged 367 SP:Iteration 11Q (2337.355550 sec): 3 clusters Score: Raw -1476674.096670 + Penalty 3025.957380 = -1473648.139290 nChanged 318 SP:Iteration 12Q (2337.422591 sec): 3 clusters Score: Raw -1476825.800253 + Penalty 3025.957380 = -1473799.842873 nChanged 294 SP:Iteration 13Q (2337.499972 sec): 3 clusters Score: Raw -1476948.987681 + Penalty 3025.957380 = -1473923.030301 nChanged 245 SP:Iteration 14Q (2337.555935 sec): 3 clusters Score: Raw -1477044.922739 + Penalty 3025.957380 = -1474018.965358 nChanged 202 SP:Iteration 15Q (2337.622661 sec): 3 clusters Score: Raw -1477117.548405 + Penalty 3025.957380 = -1474091.591025 nChanged 172 SP:Iteration 16Q (2337.697235 sec): 3 clusters Score: Raw -1477169.256336 + Penalty 3025.957380 = -1474143.298956 nChanged 135 SP:Iteration 17Q (2337.756024 sec): 3 clusters Score: Raw -1477208.585190 + Penalty 3025.957380 = -1474182.627810 nChanged 124 SP:Iteration 18Q (2337.822629 sec): 3 clusters Score: Raw -1477247.293230 + Penalty 3025.957380 = -1474221.335849 nChanged 103 SP:Iteration 19Q (2337.890248 sec): 3 clusters Score: Raw -1477273.383942 + Penalty 3025.957380 = -1474247.426562 nChanged 97 SP:Iteration 20F (2337.966975 sec): 3 clusters Score: Raw -1477296.618614 + Penalty 3025.957380 = -1474270.661234 nChanged 89 SP:Iteration 21Q (2338.015735 sec): 3 clusters Score: Raw -1477315.560012 + Penalty 3025.957380 = -1474289.602632 nChanged 87 SP:Iteration 22Q (2338.086200 sec): 3 clusters Score: Raw -1477337.654974 + Penalty 3025.957380 = -1474311.697593 nChanged 95 SP:Iteration 23Q (2338.152156 sec): 3 clusters Score: Raw -1477365.567841 + Penalty 3025.957380 = -1474339.610461 nChanged 119 SP:Iteration 24Q (2338.207068 sec): 3 clusters Score: Raw -1477400.243554 + Penalty 3025.957380 = -1474374.286174 nChanged 118 SP:Iteration 25Q (2338.273034 sec): 3 clusters Score: Raw -1477430.504290 + Penalty 3025.957380 = -1474404.546909 nChanged 111 SP:Iteration 26Q (2338.343501 sec): 3 clusters Score: Raw -1477462.477987 + Penalty 3025.957380 = -1474436.520607 nChanged 123 SP:Iteration 27Q (2338.397138 sec): 3 clusters Score: Raw -1477500.773867 + Penalty 3025.957380 = -1474474.816486 nChanged 130 SP:Iteration 28Q (2338.457196 sec): 3 clusters Score: Raw -1477545.513014 + Penalty 3025.957380 = -1474519.555634 nChanged 135 SP:Iteration 29Q (2338.523964 sec): 3 clusters Score: Raw -1477591.900410 + Penalty 3025.957380 = -1474565.943029 nChanged 131 SP:Iteration 30Q (2338.590235 sec): 3 clusters Score: Raw -1477644.450121 + Penalty 3025.957380 = -1474618.492741 nChanged 153 SP:Iteration 31Q (2338.655658 sec): 3 clusters Score: Raw -1477701.342215 + Penalty 3025.957380 = -1474675.384834 nChanged 138 SP:Iteration 32Q (2338.728612 sec): 3 clusters Score: Raw -1477747.188660 + Penalty 3025.957380 = -1474721.231280 nChanged 125 SP:Iteration 33Q (2338.786447 sec): 3 clusters Score: Raw -1477789.316879 + Penalty 3025.957380 = -1474763.359499 nChanged 108 SP:Iteration 34Q (2338.852539 sec): 3 clusters Score: Raw -1477823.535531 + Penalty 3025.957380 = -1474797.578151 nChanged 103 SP:Iteration 35Q (2338.918233 sec): 3 clusters Score: Raw -1477851.824745 + Penalty 3025.957380 = -1474825.867364 nChanged 94 SP:Iteration 36Q (2338.975366 sec): 3 clusters Score: Raw -1477877.105633 + Penalty 3025.957380 = -1474851.148253 nChanged 84 SP:Iteration 37Q (2339.029912 sec): 3 clusters Score: Raw -1477901.534279 + Penalty 3025.957380 = -1474875.576899 nChanged 99 SP:Iteration 38Q (2339.093115 sec): 3 clusters Score: Raw -1477930.786394 + Penalty 3025.957380 = -1474904.829013 nChanged 85 SP:Iteration 39Q (2339.159103 sec): 3 clusters Score: Raw -1477955.322553 + Penalty 3025.957380 = -1474929.365173 nChanged 80 SP:Iteration 40F (2339.224206 sec): 3 clusters Score: Raw -1477980.853423 + Penalty 3025.957380 = -1474954.896042 nChanged 73 SP:Iteration 41Q (2339.288309 sec): 3 clusters Score: Raw -1478001.052479 + Penalty 3025.957380 = -1474975.095099 nChanged 64 SP:Iteration 42Q (2339.353853 sec): 3 clusters Score: Raw -1478016.324615 + Penalty 3025.957380 = -1474990.367235 nChanged 56 SP:Iteration 43Q (2339.419387 sec): 3 clusters Score: Raw -1478027.133522 + Penalty 3025.957380 = -1475001.176141 nChanged 60 SP:Iteration 44Q (2339.485792 sec): 3 clusters Score: Raw -1478041.294661 + Penalty 3025.957380 = -1475015.337281 nChanged 59 SP:Iteration 45Q (2339.550997 sec): 3 clusters Score: Raw -1478054.595390 + Penalty 3025.957380 = -1475028.638010 nChanged 55 SP:Iteration 46Q (2339.607041 sec): 3 clusters Score: Raw -1478068.307837 + Penalty 3025.957380 = -1475042.350457 nChanged 60 SP:Iteration 47Q (2339.663474 sec): 3 clusters Score: Raw -1478080.694438 + Penalty 3025.957380 = -1475054.737058 nChanged 44 SP:Iteration 48Q (2339.724436 sec): 3 clusters Score: Raw -1478090.603615 + Penalty 3025.957380 = -1475064.646234 nChanged 48 SP:Iteration 49Q (2339.777971 sec): 3 clusters Score: Raw -1478100.458092 + Penalty 3025.957380 = -1475074.500711 nChanged 49 SP:Iteration 50Q (2339.843199 sec): 3 clusters Score: Raw -1478111.237678 + Penalty 3025.957380 = -1475085.280298 nChanged 42 SP:Iteration 51Q (2339.908168 sec): 3 clusters Score: Raw -1478120.932148 + Penalty 3025.957380 = -1475094.974767 nChanged 48 SP:Iteration 52Q (2339.973080 sec): 3 clusters Score: Raw -1478131.023790 + Penalty 3025.957380 = -1475105.066410 nChanged 41 SP:Iteration 53Q (2340.028261 sec): 3 clusters Score: Raw -1478139.055092 + Penalty 3025.957380 = -1475113.097711 nChanged 41 SP:Iteration 54Q (2340.093297 sec): 3 clusters Score: Raw -1478147.566720 + Penalty 3025.957380 = -1475121.609339 nChanged 35 SP:Iteration 55Q (2340.154929 sec): 3 clusters Score: Raw -1478154.538218 + Penalty 3025.957380 = -1475128.580838 nChanged 36 SP:Iteration 56Q (2340.215175 sec): 3 clusters Score: Raw -1478162.062163 + Penalty 3025.957380 = -1475136.104783 nChanged 42 SP:Iteration 57Q (2340.269075 sec): 3 clusters Score: Raw -1478172.156874 + Penalty 3025.957380 = -1475146.199493 nChanged 36 SP:Iteration 58Q (2340.334134 sec): 3 clusters Score: Raw -1478179.770959 + Penalty 3025.957380 = -1475153.813578 nChanged 34 SP:Iteration 59Q (2340.399010 sec): 3 clusters Score: Raw -1478187.038341 + Penalty 3025.957380 = -1475161.080960 nChanged 29 SP:Iteration 60F (2340.465583 sec): 3 clusters Score: Raw -1478192.407793 + Penalty 3025.957380 = -1475166.450413 nChanged 26 SP:Iteration 61Q (2340.530172 sec): 3 clusters Score: Raw -1478197.739511 + Penalty 3025.957380 = -1475171.782130 nChanged 26 SP:Iteration 62Q (2340.595864 sec): 3 clusters Score: Raw -1478203.903572 + Penalty 3025.957380 = -1475177.946191 nChanged 27 SP:Iteration 63Q (2340.661363 sec): 3 clusters Score: Raw -1478208.871169 + Penalty 3025.957380 = -1475182.913789 nChanged 21 SP:Iteration 64Q (2340.734561 sec): 3 clusters Score: Raw -1478212.574379 + Penalty 3025.957380 = -1475186.616999 nChanged 25 SP:Iteration 65Q (2340.786821 sec): 3 clusters Score: Raw -1478217.299894 + Penalty 3025.957380 = -1475191.342513 nChanged 22 SP:Iteration 66Q (2340.851937 sec): 3 clusters Score: Raw -1478221.377647 + Penalty 3025.957380 = -1475195.420266 nChanged 25 SP:Iteration 67Q (2340.927125 sec): 3 clusters Score: Raw -1478226.035123 + Penalty 3025.957380 = -1475200.077743 nChanged 15 SP:Iteration 68Q (2340.991906 sec): 3 clusters Score: Raw -1478228.727920 + Penalty 3025.957380 = -1475202.770540 nChanged 14 SP:Iteration 69Q (2341.046759 sec): 3 clusters Score: Raw -1478232.679836 + Penalty 3025.957380 = -1475206.722456 nChanged 23 SP:Iteration 70Q (2341.108638 sec): 3 clusters Score: Raw -1478239.965754 + Penalty 3025.957380 = -1475214.008374 nChanged 28 SP:Iteration 71Q (2341.173614 sec): 3 clusters Score: Raw -1478247.178963 + Penalty 3025.957380 = -1475221.221583 nChanged 26 SP:Iteration 72Q (2341.232325 sec): 3 clusters Score: Raw -1478251.837281 + Penalty 3025.957380 = -1475225.879900 nChanged 23 SP:Iteration 73Q (2341.301641 sec): 3 clusters Score: Raw -1478256.581124 + Penalty 3025.957380 = -1475230.623743 nChanged 24 SP:Iteration 74Q (2341.362479 sec): 3 clusters Score: Raw -1478260.846952 + Penalty 3025.957380 = -1475234.889571 nChanged 20 SP:Iteration 75Q (2341.437207 sec): 3 clusters Score: Raw -1478263.708878 + Penalty 3025.957380 = -1475237.751497 nChanged 15 SP:Iteration 76Q (2341.495045 sec): 3 clusters Score: Raw -1478266.245501 + Penalty 3025.957380 = -1475240.288121 nChanged 13 SP:Iteration 77Q (2341.547025 sec): 3 clusters Score: Raw -1478268.686034 + Penalty 3025.957380 = -1475242.728654 nChanged 14 SP:Iteration 78Q (2341.619519 sec): 3 clusters Score: Raw -1478271.205532 + Penalty 3025.957380 = -1475245.248151 nChanged 10 SP:Iteration 79Q (2341.684223 sec): 3 clusters Score: Raw -1478273.649806 + Penalty 3025.957380 = -1475247.692425 nChanged 13 SP:Iteration 80F (2341.739557 sec): 3 clusters Score: Raw -1478275.939607 + Penalty 3025.957380 = -1475249.982227 nChanged 17 SP:Iteration 81Q (2341.810704 sec): 3 clusters Score: Raw -1478279.403191 + Penalty 3025.957380 = -1475253.445810 nChanged 12 SP:Iteration 82Q (2341.871484 sec): 3 clusters Score: Raw -1478281.740265 + Penalty 3025.957380 = -1475255.782885 nChanged 18 SP:Iteration 83Q (2341.936876 sec): 3 clusters Score: Raw -1478284.471605 + Penalty 3025.957380 = -1475258.514224 nChanged 12 SP:Iteration 84Q (2341.992267 sec): 3 clusters Score: Raw -1478286.314301 + Penalty 3025.957380 = -1475260.356920 nChanged 11 SP:Iteration 85Q (2342.061606 sec): 3 clusters Score: Raw -1478287.909392 + Penalty 3025.957380 = -1475261.952012 nChanged 10 SP:Iteration 86Q (2342.116604 sec): 3 clusters Score: Raw -1478289.064474 + Penalty 3025.957380 = -1475263.107094 nChanged 8 SP:Iteration 87Q (2342.180211 sec): 3 clusters Score: Raw -1478289.812486 + Penalty 3025.957380 = -1475263.855106 nChanged 8 SP:Iteration 88Q (2342.245239 sec): 3 clusters Score: Raw -1478290.983254 + Penalty 3025.957380 = -1475265.025874 nChanged 8 SP:Iteration 89Q (2342.320847 sec): 3 clusters Score: Raw -1478292.570549 + Penalty 3025.957380 = -1475266.613168 nChanged 10 SP:Iteration 90Q (2342.373854 sec): 3 clusters Score: Raw -1478294.489764 + Penalty 3025.957380 = -1475268.532384 nChanged 12 SP:Iteration 91Q (2342.438923 sec): 3 clusters Score: Raw -1478295.893486 + Penalty 3025.957380 = -1475269.936106 nChanged 7 SP:Iteration 92Q (2342.502927 sec): 3 clusters Score: Raw -1478297.359578 + Penalty 3025.957380 = -1475271.402198 nChanged 13 SP:Iteration 93Q (2342.570965 sec): 3 clusters Score: Raw -1478298.932397 + Penalty 3025.957380 = -1475272.975017 nChanged 6 SP:Iteration 94Q (2342.626688 sec): 3 clusters Score: Raw -1478299.664832 + Penalty 3025.957380 = -1475273.707451 nChanged 3 SP:Iteration 95Q (2342.699525 sec): 3 clusters Score: Raw -1478299.992113 + Penalty 3025.957380 = -1475274.034733 nChanged 1 SP:Iteration 96Q (2342.762233 sec): 3 clusters Score: Raw -1478300.044757 + Penalty 3025.957380 = -1475274.087376 nChanged 1 SP:Iteration 97Q (2342.820737 sec): 3 clusters Score: Raw -1478300.105480 + Penalty 3025.957380 = -1475274.148100 nChanged 0 SP:Iteration 98F (2342.884339 sec): 3 clusters Score: Raw -1478300.105480 + Penalty 3025.957380 = -1475274.148100 nChanged 0 Trying to split cluster 6 (20203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2342.934519 sec): 2 clusters Score: Raw -2672251.591919 + Penalty 1610.957788 = -2670640.634131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2343.012714 sec): 3 clusters Score: Raw -2660069.328962 + Penalty 3221.915576 = -2656847.413386 nChanged 9183 SP:Iteration 1F (2343.088238 sec): 3 clusters Score: Raw -2665247.019708 + Penalty 3221.915576 = -2662025.104132 nChanged 996 SP:Iteration 2Q (2343.171517 sec): 3 clusters Score: Raw -2665627.277181 + Penalty 3221.915576 = -2662405.361605 nChanged 927 SP:Iteration 3Q (2343.249418 sec): 3 clusters Score: Raw -2665998.699673 + Penalty 3221.915576 = -2662776.784097 nChanged 941 SP:Iteration 4Q (2343.333132 sec): 3 clusters Score: Raw -2666446.786646 + Penalty 3221.915576 = -2663224.871070 nChanged 1063 SP:Iteration 5F (2343.409790 sec): 3 clusters Score: Raw -2667074.767392 + Penalty 3221.915576 = -2663852.851816 nChanged 1177 SP:Iteration 6F (2343.491581 sec): 3 clusters Score: Raw -2667911.347211 + Penalty 3221.915576 = -2664689.431636 nChanged 1313 SP:Iteration 7F (2343.571197 sec): 3 clusters Score: Raw -2668932.975086 + Penalty 3221.915576 = -2665711.059510 nChanged 1250 SP:Iteration 8F (2343.650740 sec): 3 clusters Score: Raw -2669960.621333 + Penalty 3221.915576 = -2666738.705757 nChanged 1197 SP:Iteration 9F (2343.730620 sec): 3 clusters Score: Raw -2670900.299318 + Penalty 3221.915576 = -2667678.383743 nChanged 946 SP:Iteration 10Q (2343.812785 sec): 3 clusters Score: Raw -2671533.957621 + Penalty 3221.915576 = -2668312.042046 nChanged 650 SP:Iteration 11Q (2343.891358 sec): 3 clusters Score: Raw -2671896.478643 + Penalty 3221.915576 = -2668674.563067 nChanged 448 SP:Iteration 12Q (2343.973283 sec): 3 clusters Score: Raw -2672141.130785 + Penalty 3221.915576 = -2668919.215209 nChanged 360 SP:Iteration 13Q (2344.047008 sec): 3 clusters Score: Raw -2672341.724585 + Penalty 3221.915576 = -2669119.809009 nChanged 336 SP:Iteration 14Q (2344.126946 sec): 3 clusters Score: Raw -2672509.637167 + Penalty 3221.915576 = -2669287.721591 nChanged 263 SP:Iteration 15Q (2344.205135 sec): 3 clusters Score: Raw -2672623.664294 + Penalty 3221.915576 = -2669401.748718 nChanged 217 SP:Iteration 16Q (2344.289911 sec): 3 clusters Score: Raw -2672707.024896 + Penalty 3221.915576 = -2669485.109320 nChanged 195 SP:Iteration 17Q (2344.371968 sec): 3 clusters Score: Raw -2672774.836630 + Penalty 3221.915576 = -2669552.921054 nChanged 186 SP:Iteration 18Q (2344.452252 sec): 3 clusters Score: Raw -2672828.643206 + Penalty 3221.915576 = -2669606.727630 nChanged 137 SP:Iteration 19Q (2344.532417 sec): 3 clusters Score: Raw -2672862.618472 + Penalty 3221.915576 = -2669640.702896 nChanged 122 SP:Iteration 20F (2344.603350 sec): 3 clusters Score: Raw -2672892.670325 + Penalty 3221.915576 = -2669670.754749 nChanged 113 SP:Iteration 21Q (2344.685352 sec): 3 clusters Score: Raw -2672918.521902 + Penalty 3221.915576 = -2669696.606326 nChanged 97 SP:Iteration 22Q (2344.766530 sec): 3 clusters Score: Raw -2672937.268080 + Penalty 3221.915576 = -2669715.352504 nChanged 85 SP:Iteration 23Q (2344.857582 sec): 3 clusters Score: Raw -2672952.686645 + Penalty 3221.915576 = -2669730.771070 nChanged 71 SP:Iteration 24Q (2344.937440 sec): 3 clusters Score: Raw -2672963.556008 + Penalty 3221.915576 = -2669741.640432 nChanged 59 SP:Iteration 25Q (2345.010381 sec): 3 clusters Score: Raw -2672973.379963 + Penalty 3221.915576 = -2669751.464387 nChanged 54 SP:Iteration 26Q (2345.097032 sec): 3 clusters Score: Raw -2672980.315905 + Penalty 3221.915576 = -2669758.400330 nChanged 35 SP:Iteration 27Q (2345.177359 sec): 3 clusters Score: Raw -2672983.577523 + Penalty 3221.915576 = -2669761.661947 nChanged 27 SP:Iteration 28Q (2345.257967 sec): 3 clusters Score: Raw -2672986.149684 + Penalty 3221.915576 = -2669764.234108 nChanged 18 SP:Iteration 29Q (2345.338213 sec): 3 clusters Score: Raw -2672987.347621 + Penalty 3221.915576 = -2669765.432045 nChanged 12 SP:Iteration 30Q (2345.418698 sec): 3 clusters Score: Raw -2672988.113918 + Penalty 3221.915576 = -2669766.198342 nChanged 11 SP:Iteration 31Q (2345.499346 sec): 3 clusters Score: Raw -2672988.716357 + Penalty 3221.915576 = -2669766.800781 nChanged 6 SP:Iteration 32Q (2345.579586 sec): 3 clusters Score: Raw -2672989.152601 + Penalty 3221.915576 = -2669767.237025 nChanged 7 SP:Iteration 33Q (2345.649906 sec): 3 clusters Score: Raw -2672989.604586 + Penalty 3221.915576 = -2669767.689011 nChanged 7 SP:Iteration 34Q (2345.729708 sec): 3 clusters Score: Raw -2672990.210222 + Penalty 3221.915576 = -2669768.294646 nChanged 6 SP:Iteration 35Q (2345.810338 sec): 3 clusters Score: Raw -2672990.813817 + Penalty 3221.915576 = -2669768.898241 nChanged 6 SP:Iteration 36Q (2345.888413 sec): 3 clusters Score: Raw -2672991.296426 + Penalty 3221.915576 = -2669769.380850 nChanged 5 SP:Iteration 37Q (2345.966814 sec): 3 clusters Score: Raw -2672991.665066 + Penalty 3221.915576 = -2669769.749490 nChanged 9 SP:Iteration 38Q (2346.045751 sec): 3 clusters Score: Raw -2672992.396127 + Penalty 3221.915576 = -2669770.480551 nChanged 9 SP:Iteration 39Q (2346.124397 sec): 3 clusters Score: Raw -2672993.022537 + Penalty 3221.915576 = -2669771.106962 nChanged 11 SP:Iteration 40F (2346.206334 sec): 3 clusters Score: Raw -2672993.755992 + Penalty 3221.915576 = -2669771.840416 nChanged 8 SP:Iteration 41Q (2346.286514 sec): 3 clusters Score: Raw -2672994.250402 + Penalty 3221.915576 = -2669772.334827 nChanged 8 SP:Iteration 42Q (2346.366750 sec): 3 clusters Score: Raw -2672994.697248 + Penalty 3221.915576 = -2669772.781672 nChanged 8 SP:Iteration 43Q (2346.446684 sec): 3 clusters Score: Raw -2672995.318617 + Penalty 3221.915576 = -2669773.403041 nChanged 8 SP:Iteration 44Q (2346.517067 sec): 3 clusters Score: Raw -2672995.890995 + Penalty 3221.915576 = -2669773.975420 nChanged 5 SP:Iteration 45Q (2346.596172 sec): 3 clusters Score: Raw -2672996.102133 + Penalty 3221.915576 = -2669774.186557 nChanged 3 SP:Iteration 46Q (2346.683328 sec): 3 clusters Score: Raw -2672996.253207 + Penalty 3221.915576 = -2669774.337632 nChanged 2 SP:Iteration 47Q (2346.757502 sec): 3 clusters Score: Raw -2672996.412535 + Penalty 3221.915576 = -2669774.496959 nChanged 4 SP:Iteration 48Q (2346.832386 sec): 3 clusters Score: Raw -2672996.532664 + Penalty 3221.915576 = -2669774.617089 nChanged 1 SP:Iteration 49Q (2346.895223 sec): 3 clusters Score: Raw -2672996.583645 + Penalty 3221.915576 = -2669774.668069 nChanged 1 SP:Iteration 50Q (2346.975222 sec): 3 clusters Score: Raw -2672996.637074 + Penalty 3221.915576 = -2669774.721498 nChanged 3 SP:Iteration 51Q (2347.063020 sec): 3 clusters Score: Raw -2672996.811394 + Penalty 3221.915576 = -2669774.895818 nChanged 3 SP:Iteration 52Q (2347.141533 sec): 3 clusters Score: Raw -2672996.929915 + Penalty 3221.915576 = -2669775.014339 nChanged 3 SP:Iteration 53Q (2347.220216 sec): 3 clusters Score: Raw -2672997.146391 + Penalty 3221.915576 = -2669775.230815 nChanged 4 SP:Iteration 54Q (2347.299221 sec): 3 clusters Score: Raw -2672997.413394 + Penalty 3221.915576 = -2669775.497818 nChanged 2 SP:Iteration 55Q (2347.377742 sec): 3 clusters Score: Raw -2672997.464604 + Penalty 3221.915576 = -2669775.549028 nChanged 1 SP:Iteration 56Q (2347.457476 sec): 3 clusters Score: Raw -2672997.508152 + Penalty 3221.915576 = -2669775.592576 nChanged 1 SP:Iteration 57Q (2347.537058 sec): 3 clusters Score: Raw -2672997.590246 + Penalty 3221.915576 = -2669775.674670 nChanged 0 SP:Iteration 58F (2347.617489 sec): 3 clusters Score: Raw -2672997.590246 + Penalty 3221.915576 = -2669775.674670 nChanged 0 Trying to split cluster 7 (16241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2347.663832 sec): 2 clusters Score: Raw -2253777.810387 + Penalty 1575.485306 = -2252202.325082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2347.742207 sec): 3 clusters Score: Raw -2244175.388443 + Penalty 3150.970611 = -2241024.417832 nChanged 7277 SP:Iteration 1F (2347.816059 sec): 3 clusters Score: Raw -2248098.539598 + Penalty 3150.970611 = -2244947.568987 nChanged 873 SP:Iteration 2F (2347.891049 sec): 3 clusters Score: Raw -2248456.096921 + Penalty 3150.970611 = -2245305.126309 nChanged 836 SP:Iteration 3F (2347.955716 sec): 3 clusters Score: Raw -2248803.018146 + Penalty 3150.970611 = -2245652.047535 nChanged 782 SP:Iteration 4Q (2348.033907 sec): 3 clusters Score: Raw -2249162.905744 + Penalty 3150.970611 = -2246011.935133 nChanged 811 SP:Iteration 5Q (2348.106150 sec): 3 clusters Score: Raw -2249587.195033 + Penalty 3150.970611 = -2246436.224422 nChanged 865 SP:Iteration 6F (2348.176405 sec): 3 clusters Score: Raw -2250070.205463 + Penalty 3150.970611 = -2246919.234852 nChanged 847 SP:Iteration 7F (2348.247481 sec): 3 clusters Score: Raw -2250607.910363 + Penalty 3150.970611 = -2247456.939752 nChanged 888 SP:Iteration 8F (2348.321569 sec): 3 clusters Score: Raw -2251194.262976 + Penalty 3150.970611 = -2248043.292365 nChanged 765 SP:Iteration 9Q (2348.390992 sec): 3 clusters Score: Raw -2251715.529346 + Penalty 3150.970611 = -2248564.558734 nChanged 720 SP:Iteration 10Q (2348.475651 sec): 3 clusters Score: Raw -2252190.060048 + Penalty 3150.970611 = -2249039.089437 nChanged 593 SP:Iteration 11Q (2348.550933 sec): 3 clusters Score: Raw -2252526.401150 + Penalty 3150.970611 = -2249375.430538 nChanged 476 SP:Iteration 12Q (2348.625852 sec): 3 clusters Score: Raw -2252755.751363 + Penalty 3150.970611 = -2249604.780752 nChanged 378 SP:Iteration 13Q (2348.697084 sec): 3 clusters Score: Raw -2252896.527295 + Penalty 3150.970611 = -2249745.556684 nChanged 287 SP:Iteration 14Q (2348.770152 sec): 3 clusters Score: Raw -2252998.150550 + Penalty 3150.970611 = -2249847.179939 nChanged 254 SP:Iteration 15Q (2348.839260 sec): 3 clusters Score: Raw -2253087.930234 + Penalty 3150.970611 = -2249936.959623 nChanged 249 SP:Iteration 16Q (2348.899788 sec): 3 clusters Score: Raw -2253188.765901 + Penalty 3150.970611 = -2250037.795290 nChanged 240 SP:Iteration 17Q (2348.966808 sec): 3 clusters Score: Raw -2253289.337475 + Penalty 3150.970611 = -2250138.366864 nChanged 248 SP:Iteration 18Q (2349.041285 sec): 3 clusters Score: Raw -2253385.181462 + Penalty 3150.970611 = -2250234.210851 nChanged 211 SP:Iteration 19Q (2349.098372 sec): 3 clusters Score: Raw -2253473.282091 + Penalty 3150.970611 = -2250322.311480 nChanged 208 SP:Iteration 20F (2349.172522 sec): 3 clusters Score: Raw -2253557.974724 + Penalty 3150.970611 = -2250407.004113 nChanged 181 SP:Iteration 21Q (2349.242359 sec): 3 clusters Score: Raw -2253632.048082 + Penalty 3150.970611 = -2250481.077470 nChanged 174 SP:Iteration 22Q (2349.310160 sec): 3 clusters Score: Raw -2253703.034594 + Penalty 3150.970611 = -2250552.063983 nChanged 155 SP:Iteration 23Q (2349.370808 sec): 3 clusters Score: Raw -2253767.191397 + Penalty 3150.970611 = -2250616.220786 nChanged 153 SP:Iteration 24Q (2349.444770 sec): 3 clusters Score: Raw -2253839.867309 + Penalty 3150.970611 = -2250688.896698 nChanged 138 SP:Iteration 25Q (2349.517163 sec): 3 clusters Score: Raw -2253905.363196 + Penalty 3150.970611 = -2250754.392585 nChanged 132 SP:Iteration 26Q (2349.590468 sec): 3 clusters Score: Raw -2253967.781658 + Penalty 3150.970611 = -2250816.811046 nChanged 115 SP:Iteration 27Q (2349.663281 sec): 3 clusters Score: Raw -2254017.737659 + Penalty 3150.970611 = -2250866.767048 nChanged 104 SP:Iteration 28Q (2349.726237 sec): 3 clusters Score: Raw -2254063.393143 + Penalty 3150.970611 = -2250912.422532 nChanged 84 SP:Iteration 29Q (2349.797665 sec): 3 clusters Score: Raw -2254096.904820 + Penalty 3150.970611 = -2250945.934209 nChanged 79 SP:Iteration 30Q (2349.868185 sec): 3 clusters Score: Raw -2254125.129629 + Penalty 3150.970611 = -2250974.159018 nChanged 51 SP:Iteration 31Q (2349.917246 sec): 3 clusters Score: Raw -2254145.639293 + Penalty 3150.970611 = -2250994.668682 nChanged 48 SP:Iteration 32Q (2349.949402 sec): 3 clusters Score: Raw -2254165.277218 + Penalty 3150.970611 = -2251014.306607 nChanged 38 SP:Iteration 33Q (2349.983767 sec): 3 clusters Score: Raw -2254180.074932 + Penalty 3150.970611 = -2251029.104321 nChanged 43 SP:Iteration 34Q (2350.018096 sec): 3 clusters Score: Raw -2254196.892799 + Penalty 3150.970611 = -2251045.922188 nChanged 35 SP:Iteration 35Q (2350.052619 sec): 3 clusters Score: Raw -2254212.243386 + Penalty 3150.970611 = -2251061.272775 nChanged 32 SP:Iteration 36Q (2350.086950 sec): 3 clusters Score: Raw -2254222.955645 + Penalty 3150.970611 = -2251071.985034 nChanged 23 SP:Iteration 37Q (2350.121551 sec): 3 clusters Score: Raw -2254229.502670 + Penalty 3150.970611 = -2251078.532059 nChanged 13 SP:Iteration 38Q (2350.155718 sec): 3 clusters Score: Raw -2254232.705525 + Penalty 3150.970611 = -2251081.734914 nChanged 17 SP:Iteration 39Q (2350.190036 sec): 3 clusters Score: Raw -2254238.570161 + Penalty 3150.970611 = -2251087.599550 nChanged 19 SP:Iteration 40F (2350.229181 sec): 3 clusters Score: Raw -2254245.002394 + Penalty 3150.970611 = -2251094.031783 nChanged 16 SP:Iteration 41Q (2350.278036 sec): 3 clusters Score: Raw -2254249.917284 + Penalty 3150.970611 = -2251098.946672 nChanged 11 SP:Iteration 42Q (2350.310146 sec): 3 clusters Score: Raw -2254253.301982 + Penalty 3150.970611 = -2251102.331371 nChanged 6 SP:Iteration 43Q (2350.344190 sec): 3 clusters Score: Raw -2254255.649481 + Penalty 3150.970611 = -2251104.678870 nChanged 8 SP:Iteration 44Q (2350.378365 sec): 3 clusters Score: Raw -2254258.329605 + Penalty 3150.970611 = -2251107.358993 nChanged 9 SP:Iteration 45Q (2350.412524 sec): 3 clusters Score: Raw -2254261.073297 + Penalty 3150.970611 = -2251110.102686 nChanged 6 SP:Iteration 46Q (2350.469710 sec): 3 clusters Score: Raw -2254262.642487 + Penalty 3150.970611 = -2251111.671876 nChanged 4 SP:Iteration 47Q (2350.541233 sec): 3 clusters Score: Raw -2254263.616312 + Penalty 3150.970611 = -2251112.645701 nChanged 2 SP:Iteration 48Q (2350.612284 sec): 3 clusters Score: Raw -2254263.811871 + Penalty 3150.970611 = -2251112.841260 nChanged 2 SP:Iteration 49Q (2350.657761 sec): 3 clusters Score: Raw -2254264.122322 + Penalty 3150.970611 = -2251113.151711 nChanged 1 SP:Iteration 50Q (2350.732516 sec): 3 clusters Score: Raw -2254264.435163 + Penalty 3150.970611 = -2251113.464552 nChanged 3 SP:Iteration 51Q (2350.798980 sec): 3 clusters Score: Raw -2254265.038302 + Penalty 3150.970611 = -2251114.067691 nChanged 3 SP:Iteration 52Q (2350.863852 sec): 3 clusters Score: Raw -2254265.933043 + Penalty 3150.970611 = -2251114.962432 nChanged 3 SP:Iteration 53Q (2350.929262 sec): 3 clusters Score: Raw -2254266.723697 + Penalty 3150.970611 = -2251115.753086 nChanged 4 SP:Iteration 54Q (2351.000500 sec): 3 clusters Score: Raw -2254267.352847 + Penalty 3150.970611 = -2251116.382236 nChanged 1 SP:Iteration 55Q (2351.071740 sec): 3 clusters Score: Raw -2254267.569901 + Penalty 3150.970611 = -2251116.599290 nChanged 1 SP:Iteration 56Q (2351.131767 sec): 3 clusters Score: Raw -2254267.704478 + Penalty 3150.970611 = -2251116.733867 nChanged 0 SP:Iteration 57F (2351.217801 sec): 3 clusters Score: Raw -2254267.704478 + Penalty 3150.970611 = -2251116.733867 nChanged 0 Trying to split cluster 8 (15233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2351.260855 sec): 2 clusters Score: Raw -1920452.668168 + Penalty 1565.073153 = -1918887.595015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2351.335036 sec): 3 clusters Score: Raw -1911520.918939 + Penalty 3130.146307 = -1908390.772632 nChanged 6808 SP:Iteration 1F (2351.408563 sec): 3 clusters Score: Raw -1916285.949679 + Penalty 3130.146307 = -1913155.803372 nChanged 1522 SP:Iteration 2F (2351.470182 sec): 3 clusters Score: Raw -1917670.484328 + Penalty 3130.146307 = -1914540.338021 nChanged 1482 SP:Iteration 3F (2351.539894 sec): 3 clusters Score: Raw -1918950.125605 + Penalty 3130.146307 = -1915819.979298 nChanged 1192 SP:Iteration 4F (2351.607536 sec): 3 clusters Score: Raw -1919811.951985 + Penalty 3130.146307 = -1916681.805678 nChanged 834 SP:Iteration 5F (2351.680014 sec): 3 clusters Score: Raw -1920268.803883 + Penalty 3130.146307 = -1917138.657576 nChanged 516 SP:Iteration 6Q (2351.762466 sec): 3 clusters Score: Raw -1920512.163481 + Penalty 3130.146307 = -1917382.017174 nChanged 359 SP:Iteration 7Q (2351.837672 sec): 3 clusters Score: Raw -1920656.717260 + Penalty 3130.146307 = -1917526.570953 nChanged 260 SP:Iteration 8Q (2351.911176 sec): 3 clusters Score: Raw -1920756.391631 + Penalty 3130.146307 = -1917626.245324 nChanged 203 SP:Iteration 9Q (2351.985175 sec): 3 clusters Score: Raw -1920831.817960 + Penalty 3130.146307 = -1917701.671653 nChanged 186 SP:Iteration 10Q (2352.059378 sec): 3 clusters Score: Raw -1920903.402316 + Penalty 3130.146307 = -1917773.256009 nChanged 166 SP:Iteration 11Q (2352.133644 sec): 3 clusters Score: Raw -1920971.307632 + Penalty 3130.146307 = -1917841.161325 nChanged 154 SP:Iteration 12Q (2352.208069 sec): 3 clusters Score: Raw -1921033.488603 + Penalty 3130.146307 = -1917903.342296 nChanged 123 SP:Iteration 13Q (2352.282219 sec): 3 clusters Score: Raw -1921078.491369 + Penalty 3130.146307 = -1917948.345062 nChanged 92 SP:Iteration 14Q (2352.356359 sec): 3 clusters Score: Raw -1921110.820071 + Penalty 3130.146307 = -1917980.673764 nChanged 93 SP:Iteration 15Q (2352.430073 sec): 3 clusters Score: Raw -1921144.085602 + Penalty 3130.146307 = -1918013.939295 nChanged 73 SP:Iteration 16Q (2352.503689 sec): 3 clusters Score: Raw -1921168.999387 + Penalty 3130.146307 = -1918038.853080 nChanged 57 SP:Iteration 17Q (2352.562134 sec): 3 clusters Score: Raw -1921184.934128 + Penalty 3130.146307 = -1918054.787821 nChanged 54 SP:Iteration 18Q (2352.637078 sec): 3 clusters Score: Raw -1921199.818418 + Penalty 3130.146307 = -1918069.672111 nChanged 48 SP:Iteration 19Q (2352.709674 sec): 3 clusters Score: Raw -1921212.565945 + Penalty 3130.146307 = -1918082.419638 nChanged 50 SP:Iteration 20F (2352.773941 sec): 3 clusters Score: Raw -1921223.766610 + Penalty 3130.146307 = -1918093.620303 nChanged 37 SP:Iteration 21Q (2352.841359 sec): 3 clusters Score: Raw -1921231.177973 + Penalty 3130.146307 = -1918101.031666 nChanged 33 SP:Iteration 22Q (2352.917831 sec): 3 clusters Score: Raw -1921239.015093 + Penalty 3130.146307 = -1918108.868786 nChanged 28 SP:Iteration 23Q (2352.989239 sec): 3 clusters Score: Raw -1921245.047280 + Penalty 3130.146307 = -1918114.900973 nChanged 27 SP:Iteration 24Q (2353.056491 sec): 3 clusters Score: Raw -1921250.554219 + Penalty 3130.146307 = -1918120.407913 nChanged 23 SP:Iteration 25Q (2353.129125 sec): 3 clusters Score: Raw -1921254.927801 + Penalty 3130.146307 = -1918124.781494 nChanged 24 SP:Iteration 26Q (2353.203573 sec): 3 clusters Score: Raw -1921260.885360 + Penalty 3130.146307 = -1918130.739053 nChanged 14 SP:Iteration 27Q (2353.278053 sec): 3 clusters Score: Raw -1921263.488160 + Penalty 3130.146307 = -1918133.341853 nChanged 11 SP:Iteration 28Q (2353.349919 sec): 3 clusters Score: Raw -1921265.849303 + Penalty 3130.146307 = -1918135.702996 nChanged 12 SP:Iteration 29Q (2353.419019 sec): 3 clusters Score: Raw -1921268.479864 + Penalty 3130.146307 = -1918138.333557 nChanged 12 SP:Iteration 30Q (2353.486406 sec): 3 clusters Score: Raw -1921270.886738 + Penalty 3130.146307 = -1918140.740431 nChanged 10 SP:Iteration 31Q (2353.556992 sec): 3 clusters Score: Raw -1921273.778298 + Penalty 3130.146307 = -1918143.631991 nChanged 9 SP:Iteration 32Q (2353.631099 sec): 3 clusters Score: Raw -1921275.278685 + Penalty 3130.146307 = -1918145.132378 nChanged 7 SP:Iteration 33Q (2353.692847 sec): 3 clusters Score: Raw -1921277.561302 + Penalty 3130.146307 = -1918147.414995 nChanged 8 SP:Iteration 34Q (2353.764765 sec): 3 clusters Score: Raw -1921279.882050 + Penalty 3130.146307 = -1918149.735743 nChanged 9 SP:Iteration 35Q (2353.843090 sec): 3 clusters Score: Raw -1921281.490632 + Penalty 3130.146307 = -1918151.344325 nChanged 5 SP:Iteration 36Q (2353.914788 sec): 3 clusters Score: Raw -1921282.661444 + Penalty 3130.146307 = -1918152.515137 nChanged 10 SP:Iteration 37Q (2353.980099 sec): 3 clusters Score: Raw -1921285.578976 + Penalty 3130.146307 = -1918155.432669 nChanged 16 SP:Iteration 38Q (2354.061174 sec): 3 clusters Score: Raw -1921291.970033 + Penalty 3130.146307 = -1918161.823726 nChanged 20 SP:Iteration 39Q (2354.129271 sec): 3 clusters Score: Raw -1921300.761228 + Penalty 3130.146307 = -1918170.614921 nChanged 22 SP:Iteration 40F (2354.200998 sec): 3 clusters Score: Raw -1921309.078340 + Penalty 3130.146307 = -1918178.932033 nChanged 13 SP:Iteration 41Q (2354.257482 sec): 3 clusters Score: Raw -1921315.092484 + Penalty 3130.146307 = -1918184.946177 nChanged 18 SP:Iteration 42Q (2354.331970 sec): 3 clusters Score: Raw -1921325.561250 + Penalty 3130.146307 = -1918195.414943 nChanged 26 SP:Iteration 43Q (2354.402468 sec): 3 clusters Score: Raw -1921342.558569 + Penalty 3130.146307 = -1918212.412262 nChanged 27 SP:Iteration 44Q (2354.472751 sec): 3 clusters Score: Raw -1921358.863823 + Penalty 3130.146307 = -1918228.717516 nChanged 28 SP:Iteration 45Q (2354.544174 sec): 3 clusters Score: Raw -1921377.627961 + Penalty 3130.146307 = -1918247.481654 nChanged 35 SP:Iteration 46Q (2354.615526 sec): 3 clusters Score: Raw -1921411.648591 + Penalty 3130.146307 = -1918281.502284 nChanged 32 SP:Iteration 47Q (2354.683867 sec): 3 clusters Score: Raw -1921440.678650 + Penalty 3130.146307 = -1918310.532343 nChanged 44 SP:Iteration 48Q (2354.742037 sec): 3 clusters Score: Raw -1921464.981030 + Penalty 3130.146307 = -1918334.834723 nChanged 33 SP:Iteration 49Q (2354.812194 sec): 3 clusters Score: Raw -1921473.798230 + Penalty 3130.146307 = -1918343.651923 nChanged 10 SP:Iteration 50Q (2354.879448 sec): 3 clusters Score: Raw -1921476.707981 + Penalty 3130.146307 = -1918346.561674 nChanged 8 SP:Iteration 51Q (2354.952231 sec): 3 clusters Score: Raw -1921479.904010 + Penalty 3130.146307 = -1918349.757703 nChanged 9 SP:Iteration 52Q (2355.019673 sec): 3 clusters Score: Raw -1921481.995592 + Penalty 3130.146307 = -1918351.849285 nChanged 12 SP:Iteration 53Q (2355.084639 sec): 3 clusters Score: Raw -1921485.708549 + Penalty 3130.146307 = -1918355.562242 nChanged 10 SP:Iteration 54Q (2355.150201 sec): 3 clusters Score: Raw -1921487.660311 + Penalty 3130.146307 = -1918357.514004 nChanged 6 SP:Iteration 55Q (2355.220627 sec): 3 clusters Score: Raw -1921489.048855 + Penalty 3130.146307 = -1918358.902548 nChanged 7 SP:Iteration 56Q (2355.286677 sec): 3 clusters Score: Raw -1921490.633433 + Penalty 3130.146307 = -1918360.487126 nChanged 8 SP:Iteration 57Q (2355.352250 sec): 3 clusters Score: Raw -1921492.128176 + Penalty 3130.146307 = -1918361.981869 nChanged 2 SP:Iteration 58Q (2355.421856 sec): 3 clusters Score: Raw -1921492.810204 + Penalty 3130.146307 = -1918362.663897 nChanged 1 SP:Iteration 59Q (2355.488048 sec): 3 clusters Score: Raw -1921493.066865 + Penalty 3130.146307 = -1918362.920558 nChanged 2 SP:Iteration 60F (2355.561997 sec): 3 clusters Score: Raw -1921493.624772 + Penalty 3130.146307 = -1918363.478465 nChanged 2 SP:Iteration 61Q (2355.627575 sec): 3 clusters Score: Raw -1921494.004216 + Penalty 3130.146307 = -1918363.857909 nChanged 0 SP:Iteration 62F (2355.702273 sec): 3 clusters Score: Raw -1921494.004216 + Penalty 3130.146307 = -1918363.857909 nChanged 0 Trying to split cluster 9 (6672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2355.737589 sec): 2 clusters Score: Raw -861290.934114 + Penalty 1430.922178 = -859860.011935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2355.787323 sec): 3 clusters Score: Raw -857678.642859 + Penalty 2861.844357 = -854816.798502 nChanged 2799 SP:Iteration 1F (2355.846129 sec): 3 clusters Score: Raw -859224.534614 + Penalty 2861.844357 = -856362.690258 nChanged 482 SP:Iteration 2F (2355.916701 sec): 3 clusters Score: Raw -859498.899878 + Penalty 2861.844357 = -856637.055522 nChanged 417 SP:Iteration 3F (2355.976024 sec): 3 clusters Score: Raw -859774.256009 + Penalty 2861.844357 = -856912.411652 nChanged 406 SP:Iteration 4F (2356.036129 sec): 3 clusters Score: Raw -860041.248319 + Penalty 2861.844357 = -857179.403962 nChanged 390 SP:Iteration 5F (2356.094436 sec): 3 clusters Score: Raw -860285.273400 + Penalty 2861.844357 = -857423.429044 nChanged 322 SP:Iteration 6Q (2356.152269 sec): 3 clusters Score: Raw -860466.343669 + Penalty 2861.844357 = -857604.499312 nChanged 278 SP:Iteration 7Q (2356.209872 sec): 3 clusters Score: Raw -860603.968605 + Penalty 2861.844357 = -857742.124248 nChanged 216 SP:Iteration 8Q (2356.269240 sec): 3 clusters Score: Raw -860709.255025 + Penalty 2861.844357 = -857847.410668 nChanged 187 SP:Iteration 9Q (2356.322681 sec): 3 clusters Score: Raw -860800.432628 + Penalty 2861.844357 = -857938.588271 nChanged 187 SP:Iteration 10Q (2356.384132 sec): 3 clusters Score: Raw -860898.624086 + Penalty 2861.844357 = -858036.779729 nChanged 175 SP:Iteration 11Q (2356.432558 sec): 3 clusters Score: Raw -860980.341928 + Penalty 2861.844357 = -858118.497572 nChanged 150 SP:Iteration 12Q (2356.483016 sec): 3 clusters Score: Raw -861056.170630 + Penalty 2861.844357 = -858194.326274 nChanged 163 SP:Iteration 13Q (2356.543236 sec): 3 clusters Score: Raw -861149.459106 + Penalty 2861.844357 = -858287.614749 nChanged 150 SP:Iteration 14Q (2356.564725 sec): 3 clusters Score: Raw -861241.131723 + Penalty 2861.844357 = -858379.287366 nChanged 152 SP:Iteration 15Q (2356.601006 sec): 3 clusters Score: Raw -861333.942396 + Penalty 2861.844357 = -858472.098039 nChanged 118 SP:Iteration 16Q (2356.624460 sec): 3 clusters Score: Raw -861398.162731 + Penalty 2861.844357 = -858536.318374 nChanged 94 SP:Iteration 17Q (2356.648191 sec): 3 clusters Score: Raw -861446.771814 + Penalty 2861.844357 = -858584.927457 nChanged 64 SP:Iteration 18Q (2356.672156 sec): 3 clusters Score: Raw -861476.044718 + Penalty 2861.844357 = -858614.200361 nChanged 45 SP:Iteration 19Q (2356.695542 sec): 3 clusters Score: Raw -861495.577217 + Penalty 2861.844357 = -858633.732860 nChanged 48 SP:Iteration 20F (2356.719118 sec): 3 clusters Score: Raw -861518.375063 + Penalty 2861.844357 = -858656.530706 nChanged 39 SP:Iteration 21Q (2356.742698 sec): 3 clusters Score: Raw -861534.496668 + Penalty 2861.844357 = -858672.652311 nChanged 28 SP:Iteration 22Q (2356.766250 sec): 3 clusters Score: Raw -861545.213429 + Penalty 2861.844357 = -858683.369072 nChanged 20 SP:Iteration 23Q (2356.789622 sec): 3 clusters Score: Raw -861554.721945 + Penalty 2861.844357 = -858692.877588 nChanged 22 SP:Iteration 24Q (2356.813030 sec): 3 clusters Score: Raw -861564.261734 + Penalty 2861.844357 = -858702.417377 nChanged 20 SP:Iteration 25Q (2356.836442 sec): 3 clusters Score: Raw -861572.869922 + Penalty 2861.844357 = -858711.025566 nChanged 12 SP:Iteration 26Q (2356.859860 sec): 3 clusters Score: Raw -861578.959401 + Penalty 2861.844357 = -858717.115044 nChanged 14 SP:Iteration 27Q (2356.883477 sec): 3 clusters Score: Raw -861590.031701 + Penalty 2861.844357 = -858728.187344 nChanged 14 SP:Iteration 28Q (2356.906844 sec): 3 clusters Score: Raw -861596.907503 + Penalty 2861.844357 = -858735.063147 nChanged 12 SP:Iteration 29Q (2356.930210 sec): 3 clusters Score: Raw -861603.576265 + Penalty 2861.844357 = -858741.731908 nChanged 8 SP:Iteration 30Q (2356.966931 sec): 3 clusters Score: Raw -861608.168774 + Penalty 2861.844357 = -858746.324417 nChanged 7 SP:Iteration 31Q (2356.989247 sec): 3 clusters Score: Raw -861611.980799 + Penalty 2861.844357 = -858750.136442 nChanged 6 SP:Iteration 32Q (2357.012633 sec): 3 clusters Score: Raw -861614.529072 + Penalty 2861.844357 = -858752.684715 nChanged 5 SP:Iteration 33Q (2357.035907 sec): 3 clusters Score: Raw -861617.037054 + Penalty 2861.844357 = -858755.192697 nChanged 5 SP:Iteration 34Q (2357.059258 sec): 3 clusters Score: Raw -861619.741169 + Penalty 2861.844357 = -858757.896812 nChanged 9 SP:Iteration 35Q (2357.082658 sec): 3 clusters Score: Raw -861622.634636 + Penalty 2861.844357 = -858760.790279 nChanged 4 SP:Iteration 36Q (2357.105838 sec): 3 clusters Score: Raw -861624.731940 + Penalty 2861.844357 = -858762.887583 nChanged 5 SP:Iteration 37Q (2357.129125 sec): 3 clusters Score: Raw -861628.769169 + Penalty 2861.844357 = -858766.924813 nChanged 7 SP:Iteration 38Q (2357.152366 sec): 3 clusters Score: Raw -861634.137004 + Penalty 2861.844357 = -858772.292647 nChanged 5 SP:Iteration 39Q (2357.175537 sec): 3 clusters Score: Raw -861637.140388 + Penalty 2861.844357 = -858775.296031 nChanged 4 SP:Iteration 40F (2357.199297 sec): 3 clusters Score: Raw -861639.271140 + Penalty 2861.844357 = -858777.426783 nChanged 5 SP:Iteration 41Q (2357.222492 sec): 3 clusters Score: Raw -861642.939921 + Penalty 2861.844357 = -858781.095565 nChanged 5 SP:Iteration 42Q (2357.258969 sec): 3 clusters Score: Raw -861645.151386 + Penalty 2861.844357 = -858783.307030 nChanged 2 SP:Iteration 43Q (2357.281090 sec): 3 clusters Score: Raw -861646.367237 + Penalty 2861.844357 = -858784.522880 nChanged 2 SP:Iteration 44Q (2357.304256 sec): 3 clusters Score: Raw -861648.162227 + Penalty 2861.844357 = -858786.317870 nChanged 3 SP:Iteration 45Q (2357.368933 sec): 3 clusters Score: Raw -861649.286880 + Penalty 2861.844357 = -858787.442523 nChanged 0 SP:Iteration 46F (2357.428875 sec): 3 clusters Score: Raw -861649.286880 + Penalty 2861.844357 = -858787.442523 nChanged 0 Trying to split cluster 10 (9220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2357.466710 sec): 2 clusters Score: Raw -1258745.935529 + Penalty 1483.483676 = -1257262.451852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2357.530208 sec): 3 clusters Score: Raw -1253589.454617 + Penalty 2966.967353 = -1250622.487264 nChanged 3933 SP:Iteration 1F (2357.593332 sec): 3 clusters Score: Raw -1255744.044275 + Penalty 2966.967353 = -1252777.076922 nChanged 575 SP:Iteration 2F (2357.647211 sec): 3 clusters Score: Raw -1256014.331030 + Penalty 2966.967353 = -1253047.363677 nChanged 490 SP:Iteration 3F (2357.710168 sec): 3 clusters Score: Raw -1256256.202619 + Penalty 2966.967353 = -1253289.235266 nChanged 440 SP:Iteration 4Q (2357.784515 sec): 3 clusters Score: Raw -1256472.248114 + Penalty 2966.967353 = -1253505.280761 nChanged 436 SP:Iteration 5Q (2357.848966 sec): 3 clusters Score: Raw -1256720.523217 + Penalty 2966.967353 = -1253753.555864 nChanged 430 SP:Iteration 6Q (2357.913594 sec): 3 clusters Score: Raw -1256976.826519 + Penalty 2966.967353 = -1254009.859166 nChanged 441 SP:Iteration 7Q (2357.968183 sec): 3 clusters Score: Raw -1257277.201081 + Penalty 2966.967353 = -1254310.233728 nChanged 449 SP:Iteration 8Q (2358.032407 sec): 3 clusters Score: Raw -1257594.954771 + Penalty 2966.967353 = -1254627.987418 nChanged 421 SP:Iteration 9Q (2358.096631 sec): 3 clusters Score: Raw -1257891.418698 + Penalty 2966.967353 = -1254924.451345 nChanged 342 SP:Iteration 10Q (2358.169766 sec): 3 clusters Score: Raw -1258119.826659 + Penalty 2966.967353 = -1255152.859306 nChanged 294 SP:Iteration 11Q (2358.232624 sec): 3 clusters Score: Raw -1258265.621367 + Penalty 2966.967353 = -1255298.654014 nChanged 212 SP:Iteration 12Q (2358.289149 sec): 3 clusters Score: Raw -1258369.077068 + Penalty 2966.967353 = -1255402.109715 nChanged 184 SP:Iteration 13Q (2358.341251 sec): 3 clusters Score: Raw -1258436.590821 + Penalty 2966.967353 = -1255469.623468 nChanged 151 SP:Iteration 14Q (2358.403280 sec): 3 clusters Score: Raw -1258493.255008 + Penalty 2966.967353 = -1255526.287655 nChanged 129 SP:Iteration 15Q (2358.465594 sec): 3 clusters Score: Raw -1258535.238288 + Penalty 2966.967353 = -1255568.270936 nChanged 108 SP:Iteration 16Q (2358.528036 sec): 3 clusters Score: Raw -1258567.606211 + Penalty 2966.967353 = -1255600.638858 nChanged 86 SP:Iteration 17Q (2358.591349 sec): 3 clusters Score: Raw -1258590.272234 + Penalty 2966.967353 = -1255623.304881 nChanged 66 SP:Iteration 18Q (2358.665785 sec): 3 clusters Score: Raw -1258606.425531 + Penalty 2966.967353 = -1255639.458178 nChanged 69 SP:Iteration 19Q (2358.719470 sec): 3 clusters Score: Raw -1258625.178561 + Penalty 2966.967353 = -1255658.211208 nChanged 71 SP:Iteration 20F (2358.784306 sec): 3 clusters Score: Raw -1258642.970680 + Penalty 2966.967353 = -1255676.003327 nChanged 70 SP:Iteration 21Q (2358.847400 sec): 3 clusters Score: Raw -1258662.511634 + Penalty 2966.967353 = -1255695.544281 nChanged 58 SP:Iteration 22Q (2358.907784 sec): 3 clusters Score: Raw -1258680.299662 + Penalty 2966.967353 = -1255713.332309 nChanged 65 SP:Iteration 23Q (2358.972079 sec): 3 clusters Score: Raw -1258697.395534 + Penalty 2966.967353 = -1255730.428181 nChanged 46 SP:Iteration 24Q (2359.046323 sec): 3 clusters Score: Raw -1258707.212943 + Penalty 2966.967353 = -1255740.245590 nChanged 46 SP:Iteration 25Q (2359.099725 sec): 3 clusters Score: Raw -1258717.555226 + Penalty 2966.967353 = -1255750.587873 nChanged 37 SP:Iteration 26Q (2359.170445 sec): 3 clusters Score: Raw -1258725.503374 + Penalty 2966.967353 = -1255758.536021 nChanged 31 SP:Iteration 27Q (2359.234659 sec): 3 clusters Score: Raw -1258731.127489 + Penalty 2966.967353 = -1255764.160136 nChanged 29 SP:Iteration 28Q (2359.287908 sec): 3 clusters Score: Raw -1258736.295478 + Penalty 2966.967353 = -1255769.328125 nChanged 24 SP:Iteration 29Q (2359.361247 sec): 3 clusters Score: Raw -1258740.708280 + Penalty 2966.967353 = -1255773.740927 nChanged 23 SP:Iteration 30Q (2359.412826 sec): 3 clusters Score: Raw -1258743.996610 + Penalty 2966.967353 = -1255777.029257 nChanged 16 SP:Iteration 31Q (2359.470580 sec): 3 clusters Score: Raw -1258746.202838 + Penalty 2966.967353 = -1255779.235485 nChanged 18 SP:Iteration 32Q (2359.534577 sec): 3 clusters Score: Raw -1258749.785643 + Penalty 2966.967353 = -1255782.818290 nChanged 21 SP:Iteration 33Q (2359.594390 sec): 3 clusters Score: Raw -1258753.070237 + Penalty 2966.967353 = -1255786.102885 nChanged 16 SP:Iteration 34Q (2359.645641 sec): 3 clusters Score: Raw -1258756.800071 + Penalty 2966.967353 = -1255789.832718 nChanged 28 SP:Iteration 35Q (2359.707666 sec): 3 clusters Score: Raw -1258764.798474 + Penalty 2966.967353 = -1255797.831122 nChanged 25 SP:Iteration 36Q (2359.778113 sec): 3 clusters Score: Raw -1258770.025514 + Penalty 2966.967353 = -1255803.058161 nChanged 16 SP:Iteration 37Q (2359.839762 sec): 3 clusters Score: Raw -1258773.041286 + Penalty 2966.967353 = -1255806.073933 nChanged 20 SP:Iteration 38Q (2359.901161 sec): 3 clusters Score: Raw -1258778.213421 + Penalty 2966.967353 = -1255811.246068 nChanged 26 SP:Iteration 39Q (2359.953221 sec): 3 clusters Score: Raw -1258784.020516 + Penalty 2966.967353 = -1255817.053164 nChanged 24 SP:Iteration 40F (2360.019795 sec): 3 clusters Score: Raw -1258790.196546 + Penalty 2966.967353 = -1255823.229193 nChanged 33 SP:Iteration 41Q (2360.068225 sec): 3 clusters Score: Raw -1258798.854852 + Penalty 2966.967353 = -1255831.887499 nChanged 25 SP:Iteration 42Q (2360.125821 sec): 3 clusters Score: Raw -1258806.177832 + Penalty 2966.967353 = -1255839.210479 nChanged 29 SP:Iteration 43Q (2360.195138 sec): 3 clusters Score: Raw -1258815.670664 + Penalty 2966.967353 = -1255848.703311 nChanged 33 SP:Iteration 44Q (2360.244900 sec): 3 clusters Score: Raw -1258824.305226 + Penalty 2966.967353 = -1255857.337873 nChanged 36 SP:Iteration 45Q (2360.315443 sec): 3 clusters Score: Raw -1258833.263970 + Penalty 2966.967353 = -1255866.296617 nChanged 29 SP:Iteration 46Q (2360.363894 sec): 3 clusters Score: Raw -1258840.378043 + Penalty 2966.967353 = -1255873.410690 nChanged 26 SP:Iteration 47Q (2360.435504 sec): 3 clusters Score: Raw -1258847.194866 + Penalty 2966.967353 = -1255880.227513 nChanged 21 SP:Iteration 48Q (2360.494641 sec): 3 clusters Score: Raw -1258850.996002 + Penalty 2966.967353 = -1255884.028649 nChanged 20 SP:Iteration 49Q (2360.554318 sec): 3 clusters Score: Raw -1258855.139458 + Penalty 2966.967353 = -1255888.172105 nChanged 18 SP:Iteration 50Q (2360.611926 sec): 3 clusters Score: Raw -1258858.839134 + Penalty 2966.967353 = -1255891.871781 nChanged 19 SP:Iteration 51Q (2360.675899 sec): 3 clusters Score: Raw -1258862.641929 + Penalty 2966.967353 = -1255895.674577 nChanged 12 SP:Iteration 52Q (2360.731312 sec): 3 clusters Score: Raw -1258864.623434 + Penalty 2966.967353 = -1255897.656081 nChanged 8 SP:Iteration 53Q (2360.795501 sec): 3 clusters Score: Raw -1258866.251232 + Penalty 2966.967353 = -1255899.283879 nChanged 9 SP:Iteration 54Q (2360.855375 sec): 3 clusters Score: Raw -1258867.911879 + Penalty 2966.967353 = -1255900.944526 nChanged 9 SP:Iteration 55Q (2360.901937 sec): 3 clusters Score: Raw -1258869.722654 + Penalty 2966.967353 = -1255902.755301 nChanged 8 SP:Iteration 56Q (2360.975863 sec): 3 clusters Score: Raw -1258872.538163 + Penalty 2966.967353 = -1255905.570810 nChanged 7 SP:Iteration 57Q (2361.039652 sec): 3 clusters Score: Raw -1258874.288422 + Penalty 2966.967353 = -1255907.321069 nChanged 7 SP:Iteration 58Q (2361.092414 sec): 3 clusters Score: Raw -1258875.497951 + Penalty 2966.967353 = -1255908.530598 nChanged 10 SP:Iteration 59Q (2361.167469 sec): 3 clusters Score: Raw -1258878.532088 + Penalty 2966.967353 = -1255911.564735 nChanged 13 SP:Iteration 60F (2361.221148 sec): 3 clusters Score: Raw -1258882.551984 + Penalty 2966.967353 = -1255915.584631 nChanged 17 SP:Iteration 61Q (2361.295432 sec): 3 clusters Score: Raw -1258887.972022 + Penalty 2966.967353 = -1255921.004669 nChanged 20 SP:Iteration 62Q (2361.358518 sec): 3 clusters Score: Raw -1258893.304802 + Penalty 2966.967353 = -1255926.337449 nChanged 19 SP:Iteration 63Q (2361.415370 sec): 3 clusters Score: Raw -1258898.084160 + Penalty 2966.967353 = -1255931.116807 nChanged 10 SP:Iteration 64Q (2361.476931 sec): 3 clusters Score: Raw -1258900.397303 + Penalty 2966.967353 = -1255933.429950 nChanged 14 SP:Iteration 65Q (2361.542902 sec): 3 clusters Score: Raw -1258903.163347 + Penalty 2966.967353 = -1255936.195994 nChanged 13 SP:Iteration 66Q (2361.606518 sec): 3 clusters Score: Raw -1258906.552594 + Penalty 2966.967353 = -1255939.585241 nChanged 15 SP:Iteration 67Q (2361.670097 sec): 3 clusters Score: Raw -1258910.136813 + Penalty 2966.967353 = -1255943.169460 nChanged 20 SP:Iteration 68Q (2361.721705 sec): 3 clusters Score: Raw -1258915.974631 + Penalty 2966.967353 = -1255949.007278 nChanged 16 SP:Iteration 69Q (2361.784769 sec): 3 clusters Score: Raw -1258919.816908 + Penalty 2966.967353 = -1255952.849555 nChanged 12 SP:Iteration 70Q (2361.835789 sec): 3 clusters Score: Raw -1258922.052112 + Penalty 2966.967353 = -1255955.084759 nChanged 9 SP:Iteration 71Q (2361.899683 sec): 3 clusters Score: Raw -1258924.093703 + Penalty 2966.967353 = -1255957.126351 nChanged 7 SP:Iteration 72Q (2361.962812 sec): 3 clusters Score: Raw -1258925.341505 + Penalty 2966.967353 = -1255958.374152 nChanged 5 SP:Iteration 73Q (2362.025584 sec): 3 clusters Score: Raw -1258926.480006 + Penalty 2966.967353 = -1255959.512653 nChanged 7 SP:Iteration 74Q (2362.081516 sec): 3 clusters Score: Raw -1258928.431011 + Penalty 2966.967353 = -1255961.463658 nChanged 8 SP:Iteration 75Q (2362.142557 sec): 3 clusters Score: Raw -1258930.196370 + Penalty 2966.967353 = -1255963.229017 nChanged 7 SP:Iteration 76Q (2362.205505 sec): 3 clusters Score: Raw -1258931.855566 + Penalty 2966.967353 = -1255964.888213 nChanged 10 SP:Iteration 77Q (2362.268334 sec): 3 clusters Score: Raw -1258934.123554 + Penalty 2966.967353 = -1255967.156201 nChanged 10 SP:Iteration 78Q (2362.341399 sec): 3 clusters Score: Raw -1258935.290010 + Penalty 2966.967353 = -1255968.322657 nChanged 9 SP:Iteration 79Q (2362.386481 sec): 3 clusters Score: Raw -1258936.593520 + Penalty 2966.967353 = -1255969.626167 nChanged 8 SP:Iteration 80F (2362.450345 sec): 3 clusters Score: Raw -1258938.285961 + Penalty 2966.967353 = -1255971.318608 nChanged 7 SP:Iteration 81Q (2362.507996 sec): 3 clusters Score: Raw -1258939.422694 + Penalty 2966.967353 = -1255972.455342 nChanged 5 SP:Iteration 82Q (2362.570876 sec): 3 clusters Score: Raw -1258939.989080 + Penalty 2966.967353 = -1255973.021727 nChanged 2 SP:Iteration 83Q (2362.633828 sec): 3 clusters Score: Raw -1258940.169664 + Penalty 2966.967353 = -1255973.202311 nChanged 1 SP:Iteration 84Q (2362.697688 sec): 3 clusters Score: Raw -1258940.321019 + Penalty 2966.967353 = -1255973.353666 nChanged 0 SP:Iteration 85F (2362.761905 sec): 3 clusters Score: Raw -1258940.321019 + Penalty 2966.967353 = -1255973.353666 nChanged 0 Trying to split cluster 11 (14546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.793722 sec): 2 clusters Score: Raw -1913717.912567 + Penalty 1557.574090 = -1912160.338477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.865029 sec): 3 clusters Score: Raw -1905170.364696 + Penalty 3115.148179 = -1902055.216516 nChanged 6479 SP:Iteration 1F (2362.931282 sec): 3 clusters Score: Raw -1908857.191905 + Penalty 3115.148179 = -1905742.043725 nChanged 837 SP:Iteration 2F (2363.012845 sec): 3 clusters Score: Raw -1909258.584558 + Penalty 3115.148179 = -1906143.436379 nChanged 774 SP:Iteration 3F (2363.075636 sec): 3 clusters Score: Raw -1909701.765408 + Penalty 3115.148179 = -1906586.617229 nChanged 771 SP:Iteration 4F (2363.141545 sec): 3 clusters Score: Raw -1910187.951780 + Penalty 3115.148179 = -1907072.803601 nChanged 775 SP:Iteration 5F (2363.207185 sec): 3 clusters Score: Raw -1910677.125739 + Penalty 3115.148179 = -1907561.977560 nChanged 754 SP:Iteration 6F (2363.279063 sec): 3 clusters Score: Raw -1911130.315430 + Penalty 3115.148179 = -1908015.167251 nChanged 706 SP:Iteration 7Q (2363.350717 sec): 3 clusters Score: Raw -1911529.483881 + Penalty 3115.148179 = -1908414.335702 nChanged 621 SP:Iteration 8Q (2363.422102 sec): 3 clusters Score: Raw -1911830.965836 + Penalty 3115.148179 = -1908715.817657 nChanged 467 SP:Iteration 9Q (2363.493449 sec): 3 clusters Score: Raw -1912026.384902 + Penalty 3115.148179 = -1908911.236723 nChanged 381 SP:Iteration 10Q (2363.566329 sec): 3 clusters Score: Raw -1912174.564737 + Penalty 3115.148179 = -1909059.416558 nChanged 317 SP:Iteration 11Q (2363.637005 sec): 3 clusters Score: Raw -1912282.945729 + Penalty 3115.148179 = -1909167.797550 nChanged 284 SP:Iteration 12Q (2363.698773 sec): 3 clusters Score: Raw -1912384.381269 + Penalty 3115.148179 = -1909269.233090 nChanged 278 SP:Iteration 13Q (2363.763206 sec): 3 clusters Score: Raw -1912489.508755 + Penalty 3115.148179 = -1909374.360575 nChanged 254 SP:Iteration 14Q (2363.828486 sec): 3 clusters Score: Raw -1912574.950655 + Penalty 3115.148179 = -1909459.802475 nChanged 226 SP:Iteration 15Q (2363.894365 sec): 3 clusters Score: Raw -1912652.483633 + Penalty 3115.148179 = -1909537.335454 nChanged 206 SP:Iteration 16Q (2363.964645 sec): 3 clusters Score: Raw -1912722.630616 + Penalty 3115.148179 = -1909607.482437 nChanged 201 SP:Iteration 17Q (2364.034880 sec): 3 clusters Score: Raw -1912797.950181 + Penalty 3115.148179 = -1909682.802002 nChanged 191 SP:Iteration 18Q (2364.103632 sec): 3 clusters Score: Raw -1912868.170855 + Penalty 3115.148179 = -1909753.022676 nChanged 184 SP:Iteration 19Q (2364.173402 sec): 3 clusters Score: Raw -1912933.120711 + Penalty 3115.148179 = -1909817.972531 nChanged 178 SP:Iteration 20F (2364.244288 sec): 3 clusters Score: Raw -1912996.200904 + Penalty 3115.148179 = -1909881.052725 nChanged 170 SP:Iteration 21Q (2364.314871 sec): 3 clusters Score: Raw -1913060.647892 + Penalty 3115.148179 = -1909945.499712 nChanged 162 SP:Iteration 22Q (2364.384173 sec): 3 clusters Score: Raw -1913124.990806 + Penalty 3115.148179 = -1910009.842626 nChanged 153 SP:Iteration 23Q (2364.450049 sec): 3 clusters Score: Raw -1913178.934719 + Penalty 3115.148179 = -1910063.786540 nChanged 147 SP:Iteration 24Q (2364.515243 sec): 3 clusters Score: Raw -1913234.283456 + Penalty 3115.148179 = -1910119.135277 nChanged 158 SP:Iteration 25Q (2364.580830 sec): 3 clusters Score: Raw -1913294.398938 + Penalty 3115.148179 = -1910179.250759 nChanged 133 SP:Iteration 26Q (2364.649563 sec): 3 clusters Score: Raw -1913345.370862 + Penalty 3115.148179 = -1910230.222683 nChanged 141 SP:Iteration 27Q (2364.711115 sec): 3 clusters Score: Raw -1913406.857103 + Penalty 3115.148179 = -1910291.708924 nChanged 139 SP:Iteration 28Q (2364.772495 sec): 3 clusters Score: Raw -1913472.222352 + Penalty 3115.148179 = -1910357.074173 nChanged 121 SP:Iteration 29Q (2364.833456 sec): 3 clusters Score: Raw -1913524.970197 + Penalty 3115.148179 = -1910409.822017 nChanged 100 SP:Iteration 30Q (2364.895078 sec): 3 clusters Score: Raw -1913564.191296 + Penalty 3115.148179 = -1910449.043116 nChanged 90 SP:Iteration 31Q (2364.956324 sec): 3 clusters Score: Raw -1913608.028766 + Penalty 3115.148179 = -1910492.880587 nChanged 88 SP:Iteration 32Q (2365.017365 sec): 3 clusters Score: Raw -1913651.264051 + Penalty 3115.148179 = -1910536.115872 nChanged 84 SP:Iteration 33Q (2365.079071 sec): 3 clusters Score: Raw -1913699.174716 + Penalty 3115.148179 = -1910584.026537 nChanged 77 SP:Iteration 34Q (2365.138958 sec): 3 clusters Score: Raw -1913741.625407 + Penalty 3115.148179 = -1910626.477227 nChanged 72 SP:Iteration 35Q (2365.200592 sec): 3 clusters Score: Raw -1913783.649551 + Penalty 3115.148179 = -1910668.501372 nChanged 60 SP:Iteration 36Q (2365.259319 sec): 3 clusters Score: Raw -1913817.797881 + Penalty 3115.148179 = -1910702.649702 nChanged 53 SP:Iteration 37Q (2365.332005 sec): 3 clusters Score: Raw -1913841.243239 + Penalty 3115.148179 = -1910726.095059 nChanged 40 SP:Iteration 38Q (2365.393381 sec): 3 clusters Score: Raw -1913860.559416 + Penalty 3115.148179 = -1910745.411236 nChanged 35 SP:Iteration 39Q (2365.446565 sec): 3 clusters Score: Raw -1913875.137410 + Penalty 3115.148179 = -1910759.989231 nChanged 24 SP:Iteration 40F (2365.520713 sec): 3 clusters Score: Raw -1913885.461521 + Penalty 3115.148179 = -1910770.313342 nChanged 22 SP:Iteration 41Q (2365.573725 sec): 3 clusters Score: Raw -1913895.628555 + Penalty 3115.148179 = -1910780.480376 nChanged 15 SP:Iteration 42Q (2365.638453 sec): 3 clusters Score: Raw -1913904.173064 + Penalty 3115.148179 = -1910789.024885 nChanged 16 SP:Iteration 43Q (2365.695854 sec): 3 clusters Score: Raw -1913911.395892 + Penalty 3115.148179 = -1910796.247713 nChanged 14 SP:Iteration 44Q (2365.761773 sec): 3 clusters Score: Raw -1913918.803971 + Penalty 3115.148179 = -1910803.655792 nChanged 16 SP:Iteration 45Q (2365.832478 sec): 3 clusters Score: Raw -1913924.059904 + Penalty 3115.148179 = -1910808.911724 nChanged 10 SP:Iteration 46Q (2365.892427 sec): 3 clusters Score: Raw -1913927.588011 + Penalty 3115.148179 = -1910812.439832 nChanged 8 SP:Iteration 47Q (2365.958149 sec): 3 clusters Score: Raw -1913930.484960 + Penalty 3115.148179 = -1910815.336780 nChanged 10 SP:Iteration 48Q (2366.022278 sec): 3 clusters Score: Raw -1913933.469832 + Penalty 3115.148179 = -1910818.321652 nChanged 4 SP:Iteration 49Q (2366.087098 sec): 3 clusters Score: Raw -1913935.602680 + Penalty 3115.148179 = -1910820.454501 nChanged 4 SP:Iteration 50Q (2366.152234 sec): 3 clusters Score: Raw -1913938.808290 + Penalty 3115.148179 = -1910823.660111 nChanged 7 SP:Iteration 51Q (2366.217456 sec): 3 clusters Score: Raw -1913942.568753 + Penalty 3115.148179 = -1910827.420574 nChanged 5 SP:Iteration 52Q (2366.287402 sec): 3 clusters Score: Raw -1913944.853287 + Penalty 3115.148179 = -1910829.705107 nChanged 7 SP:Iteration 53Q (2366.345469 sec): 3 clusters Score: Raw -1913947.231993 + Penalty 3115.148179 = -1910832.083814 nChanged 4 SP:Iteration 54Q (2366.400076 sec): 3 clusters Score: Raw -1913949.228699 + Penalty 3115.148179 = -1910834.080519 nChanged 5 SP:Iteration 55Q (2366.467667 sec): 3 clusters Score: Raw -1913952.207092 + Penalty 3115.148179 = -1910837.058913 nChanged 8 SP:Iteration 56Q (2366.532209 sec): 3 clusters Score: Raw -1913956.257535 + Penalty 3115.148179 = -1910841.109355 nChanged 5 SP:Iteration 57Q (2366.598100 sec): 3 clusters Score: Raw -1913957.748921 + Penalty 3115.148179 = -1910842.600741 nChanged 6 SP:Iteration 58Q (2366.664254 sec): 3 clusters Score: Raw -1913960.557305 + Penalty 3115.148179 = -1910845.409126 nChanged 4 SP:Iteration 59Q (2366.730369 sec): 3 clusters Score: Raw -1913961.808728 + Penalty 3115.148179 = -1910846.660549 nChanged 3 SP:Iteration 60F (2366.800389 sec): 3 clusters Score: Raw -1913963.097958 + Penalty 3115.148179 = -1910847.949778 nChanged 8 SP:Iteration 61Q (2366.867674 sec): 3 clusters Score: Raw -1913967.574398 + Penalty 3115.148179 = -1910852.426219 nChanged 7 SP:Iteration 62Q (2366.932075 sec): 3 clusters Score: Raw -1913971.697017 + Penalty 3115.148179 = -1910856.548838 nChanged 7 SP:Iteration 63Q (2366.997980 sec): 3 clusters Score: Raw -1913974.549409 + Penalty 3115.148179 = -1910859.401230 nChanged 1 SP:Iteration 64Q (2367.064001 sec): 3 clusters Score: Raw -1913974.732077 + Penalty 3115.148179 = -1910859.583897 nChanged 1 SP:Iteration 65Q (2367.128959 sec): 3 clusters Score: Raw -1913975.217828 + Penalty 3115.148179 = -1910860.069649 nChanged 0 SP:Iteration 66F (2367.199612 sec): 3 clusters Score: Raw -1913975.217828 + Penalty 3115.148179 = -1910860.069649 nChanged 0 Trying to split cluster 12 (70936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2367.308531 sec): 2 clusters Score: Raw -9550118.065426 + Penalty 1815.049168 = -9548303.016258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2367.463405 sec): 3 clusters Score: Raw -9504455.176564 + Penalty 3630.098336 = -9500825.078228 nChanged 33680 SP:Iteration 1F (2367.625667 sec): 3 clusters Score: Raw -9523669.850218 + Penalty 3630.098336 = -9520039.751882 nChanged 2589 SP:Iteration 2Q (2367.785948 sec): 3 clusters Score: Raw -9524360.288442 + Penalty 3630.098336 = -9520730.190106 nChanged 2741 SP:Iteration 3Q (2367.957470 sec): 3 clusters Score: Raw -9525246.395024 + Penalty 3630.098336 = -9521616.296688 nChanged 3173 SP:Iteration 4Q (2368.127394 sec): 3 clusters Score: Raw -9526529.757765 + Penalty 3630.098336 = -9522899.659429 nChanged 3804 SP:Iteration 5F (2368.290218 sec): 3 clusters Score: Raw -9528315.081911 + Penalty 3630.098336 = -9524684.983575 nChanged 4268 SP:Iteration 6F (2368.451573 sec): 3 clusters Score: Raw -9530733.488776 + Penalty 3630.098336 = -9527103.390440 nChanged 4650 SP:Iteration 7F (2368.614676 sec): 3 clusters Score: Raw -9533761.180209 + Penalty 3630.098336 = -9530131.081873 nChanged 4735 SP:Iteration 8F (2368.776207 sec): 3 clusters Score: Raw -9537166.039567 + Penalty 3630.098336 = -9533535.941232 nChanged 4225 SP:Iteration 9F (2368.938393 sec): 3 clusters Score: Raw -9540230.004073 + Penalty 3630.098336 = -9536599.905737 nChanged 3535 SP:Iteration 10Q (2369.096501 sec): 3 clusters Score: Raw -9542701.369850 + Penalty 3630.098336 = -9539071.271515 nChanged 2670 SP:Iteration 11Q (2369.260428 sec): 3 clusters Score: Raw -9544454.733273 + Penalty 3630.098336 = -9540824.634937 nChanged 2073 SP:Iteration 12Q (2369.424334 sec): 3 clusters Score: Raw -9545725.700145 + Penalty 3630.098336 = -9542095.601809 nChanged 1602 SP:Iteration 13Q (2369.585591 sec): 3 clusters Score: Raw -9546612.919053 + Penalty 3630.098336 = -9542982.820717 nChanged 1306 SP:Iteration 14Q (2369.743745 sec): 3 clusters Score: Raw -9547321.834826 + Penalty 3630.098336 = -9543691.736490 nChanged 1138 SP:Iteration 15Q (2369.899151 sec): 3 clusters Score: Raw -9547943.671719 + Penalty 3630.098336 = -9544313.573383 nChanged 1000 SP:Iteration 16Q (2370.053767 sec): 3 clusters Score: Raw -9548454.890967 + Penalty 3630.098336 = -9544824.792631 nChanged 865 SP:Iteration 17Q (2370.205232 sec): 3 clusters Score: Raw -9548905.516669 + Penalty 3630.098336 = -9545275.418333 nChanged 766 SP:Iteration 18Q (2370.356447 sec): 3 clusters Score: Raw -9549293.884812 + Penalty 3630.098336 = -9545663.786476 nChanged 640 SP:Iteration 19Q (2370.506448 sec): 3 clusters Score: Raw -9549615.995510 + Penalty 3630.098336 = -9545985.897174 nChanged 540 SP:Iteration 20F (2370.661799 sec): 3 clusters Score: Raw -9549867.149830 + Penalty 3630.098336 = -9546237.051495 nChanged 432 SP:Iteration 21Q (2370.809587 sec): 3 clusters Score: Raw -9550056.017838 + Penalty 3630.098336 = -9546425.919502 nChanged 390 SP:Iteration 22Q (2370.957618 sec): 3 clusters Score: Raw -9550227.088107 + Penalty 3630.098336 = -9546596.989771 nChanged 333 SP:Iteration 23Q (2371.104856 sec): 3 clusters Score: Raw -9550396.105330 + Penalty 3630.098336 = -9546766.006994 nChanged 290 SP:Iteration 24Q (2371.247851 sec): 3 clusters Score: Raw -9550538.495495 + Penalty 3630.098336 = -9546908.397159 nChanged 249 SP:Iteration 25Q (2371.394413 sec): 3 clusters Score: Raw -9550653.695183 + Penalty 3630.098336 = -9547023.596847 nChanged 233 SP:Iteration 26Q (2371.527303 sec): 3 clusters Score: Raw -9550755.051490 + Penalty 3630.098336 = -9547124.953155 nChanged 221 SP:Iteration 27Q (2371.674324 sec): 3 clusters Score: Raw -9550844.238664 + Penalty 3630.098336 = -9547214.140328 nChanged 178 SP:Iteration 28Q (2371.820694 sec): 3 clusters Score: Raw -9550913.729487 + Penalty 3630.098336 = -9547283.631151 nChanged 156 SP:Iteration 29Q (2371.971859 sec): 3 clusters Score: Raw -9550977.043327 + Penalty 3630.098336 = -9547346.944991 nChanged 164 SP:Iteration 30Q (2372.127326 sec): 3 clusters Score: Raw -9551043.854714 + Penalty 3630.098336 = -9547413.756378 nChanged 159 SP:Iteration 31Q (2372.270979 sec): 3 clusters Score: Raw -9551104.992523 + Penalty 3630.098336 = -9547474.894187 nChanged 129 SP:Iteration 32Q (2372.423552 sec): 3 clusters Score: Raw -9551156.305981 + Penalty 3630.098336 = -9547526.207645 nChanged 131 SP:Iteration 33Q (2372.563730 sec): 3 clusters Score: Raw -9551196.651229 + Penalty 3630.098336 = -9547566.552893 nChanged 93 SP:Iteration 34Q (2372.712787 sec): 3 clusters Score: Raw -9551218.035655 + Penalty 3630.098336 = -9547587.937319 nChanged 64 SP:Iteration 35Q (2372.848863 sec): 3 clusters Score: Raw -9551234.362282 + Penalty 3630.098336 = -9547604.263946 nChanged 62 SP:Iteration 36Q (2372.993413 sec): 3 clusters Score: Raw -9551252.177671 + Penalty 3630.098336 = -9547622.079336 nChanged 59 SP:Iteration 37Q (2373.145288 sec): 3 clusters Score: Raw -9551263.425651 + Penalty 3630.098336 = -9547633.327315 nChanged 45 SP:Iteration 38Q (2373.290955 sec): 3 clusters Score: Raw -9551273.375601 + Penalty 3630.098336 = -9547643.277265 nChanged 52 SP:Iteration 39Q (2373.428449 sec): 3 clusters Score: Raw -9551282.126834 + Penalty 3630.098336 = -9547652.028499 nChanged 38 SP:Iteration 40F (2373.589700 sec): 3 clusters Score: Raw -9551294.588080 + Penalty 3630.098336 = -9547664.489744 nChanged 52 SP:Iteration 41Q (2373.736796 sec): 3 clusters Score: Raw -9551308.467221 + Penalty 3630.098336 = -9547678.368885 nChanged 57 SP:Iteration 42Q (2373.870500 sec): 3 clusters Score: Raw -9551320.775296 + Penalty 3630.098336 = -9547690.676960 nChanged 48 SP:Iteration 43Q (2374.013308 sec): 3 clusters Score: Raw -9551330.068226 + Penalty 3630.098336 = -9547699.969890 nChanged 48 SP:Iteration 44Q (2374.138905 sec): 3 clusters Score: Raw -9551344.491710 + Penalty 3630.098336 = -9547714.393374 nChanged 67 SP:Iteration 45Q (2374.280324 sec): 3 clusters Score: Raw -9551360.338541 + Penalty 3630.098336 = -9547730.240205 nChanged 60 SP:Iteration 46Q (2374.434305 sec): 3 clusters Score: Raw -9551373.969536 + Penalty 3630.098336 = -9547743.871200 nChanged 64 SP:Iteration 47Q (2374.591519 sec): 3 clusters Score: Raw -9551388.953170 + Penalty 3630.098336 = -9547758.854834 nChanged 56 SP:Iteration 48Q (2374.727523 sec): 3 clusters Score: Raw -9551401.825753 + Penalty 3630.098336 = -9547771.727418 nChanged 64 SP:Iteration 49Q (2374.869147 sec): 3 clusters Score: Raw -9551415.428772 + Penalty 3630.098336 = -9547785.330437 nChanged 69 SP:Iteration 50Q (2375.020295 sec): 3 clusters Score: Raw -9551431.542868 + Penalty 3630.098336 = -9547801.444532 nChanged 73 SP:Iteration 51Q (2375.176720 sec): 3 clusters Score: Raw -9551450.270828 + Penalty 3630.098336 = -9547820.172492 nChanged 70 SP:Iteration 52Q (2375.319292 sec): 3 clusters Score: Raw -9551467.293479 + Penalty 3630.098336 = -9547837.195143 nChanged 64 SP:Iteration 53Q (2375.467832 sec): 3 clusters Score: Raw -9551482.476862 + Penalty 3630.098336 = -9547852.378526 nChanged 67 SP:Iteration 54Q (2375.609566 sec): 3 clusters Score: Raw -9551495.292391 + Penalty 3630.098336 = -9547865.194055 nChanged 54 SP:Iteration 55Q (2375.753872 sec): 3 clusters Score: Raw -9551506.656667 + Penalty 3630.098336 = -9547876.558331 nChanged 56 SP:Iteration 56Q (2375.900379 sec): 3 clusters Score: Raw -9551518.573295 + Penalty 3630.098336 = -9547888.474959 nChanged 57 SP:Iteration 57Q (2376.037218 sec): 3 clusters Score: Raw -9551531.491302 + Penalty 3630.098336 = -9547901.392966 nChanged 57 SP:Iteration 58Q (2376.190418 sec): 3 clusters Score: Raw -9551541.868428 + Penalty 3630.098336 = -9547911.770092 nChanged 57 SP:Iteration 59Q (2376.337512 sec): 3 clusters Score: Raw -9551551.352716 + Penalty 3630.098336 = -9547921.254380 nChanged 46 SP:Iteration 60F (2376.507339 sec): 3 clusters Score: Raw -9551558.326798 + Penalty 3630.098336 = -9547928.228462 nChanged 36 SP:Iteration 61Q (2376.650528 sec): 3 clusters Score: Raw -9551563.601127 + Penalty 3630.098336 = -9547933.502791 nChanged 31 SP:Iteration 62Q (2376.790617 sec): 3 clusters Score: Raw -9551568.315245 + Penalty 3630.098336 = -9547938.216910 nChanged 31 SP:Iteration 63Q (2376.947487 sec): 3 clusters Score: Raw -9551572.523521 + Penalty 3630.098336 = -9547942.425185 nChanged 25 SP:Iteration 64Q (2377.090858 sec): 3 clusters Score: Raw -9551575.662743 + Penalty 3630.098336 = -9547945.564407 nChanged 19 SP:Iteration 65Q (2377.247989 sec): 3 clusters Score: Raw -9551578.236679 + Penalty 3630.098336 = -9547948.138343 nChanged 22 SP:Iteration 66Q (2377.388423 sec): 3 clusters Score: Raw -9551580.517534 + Penalty 3630.098336 = -9547950.419198 nChanged 17 SP:Iteration 67Q (2377.534019 sec): 3 clusters Score: Raw -9551582.299646 + Penalty 3630.098336 = -9547952.201310 nChanged 22 SP:Iteration 68Q (2377.673592 sec): 3 clusters Score: Raw -9551584.728684 + Penalty 3630.098336 = -9547954.630348 nChanged 20 SP:Iteration 69Q (2377.818964 sec): 3 clusters Score: Raw -9551586.735000 + Penalty 3630.098336 = -9547956.636664 nChanged 13 SP:Iteration 70Q (2377.962906 sec): 3 clusters Score: Raw -9551588.157145 + Penalty 3630.098336 = -9547958.058809 nChanged 10 SP:Iteration 71Q (2378.109473 sec): 3 clusters Score: Raw -9551589.268436 + Penalty 3630.098336 = -9547959.170100 nChanged 9 SP:Iteration 72Q (2378.252585 sec): 3 clusters Score: Raw -9551589.883254 + Penalty 3630.098336 = -9547959.784919 nChanged 4 SP:Iteration 73Q (2378.402184 sec): 3 clusters Score: Raw -9551590.266738 + Penalty 3630.098336 = -9547960.168402 nChanged 2 SP:Iteration 74Q (2378.551490 sec): 3 clusters Score: Raw -9551590.449741 + Penalty 3630.098336 = -9547960.351405 nChanged 3 SP:Iteration 75Q (2378.699951 sec): 3 clusters Score: Raw -9551590.645428 + Penalty 3630.098336 = -9547960.547092 nChanged 0 SP:Iteration 76F (2378.859620 sec): 3 clusters Score: Raw -9551590.645428 + Penalty 3630.098336 = -9547960.547092 nChanged 0 Trying to split cluster 13 (18599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2378.918082 sec): 2 clusters Score: Raw -2473000.570199 + Penalty 1597.515253 = -2471403.054946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2378.989331 sec): 3 clusters Score: Raw -2461846.285094 + Penalty 3195.030506 = -2458651.254588 nChanged 8437 SP:Iteration 1F (2379.071315 sec): 3 clusters Score: Raw -2466689.322042 + Penalty 3195.030506 = -2463494.291536 nChanged 1219 SP:Iteration 2F (2379.152791 sec): 3 clusters Score: Raw -2467346.901604 + Penalty 3195.030506 = -2464151.871098 nChanged 1252 SP:Iteration 3F (2379.223973 sec): 3 clusters Score: Raw -2468182.504070 + Penalty 3195.030506 = -2464987.473564 nChanged 1387 SP:Iteration 4F (2379.306775 sec): 3 clusters Score: Raw -2469249.333058 + Penalty 3195.030506 = -2466054.302552 nChanged 1392 SP:Iteration 5F (2379.395254 sec): 3 clusters Score: Raw -2470395.177764 + Penalty 3195.030506 = -2467200.147259 nChanged 1275 SP:Iteration 6F (2379.476308 sec): 3 clusters Score: Raw -2471430.853374 + Penalty 3195.030506 = -2468235.822868 nChanged 1030 SP:Iteration 7F (2379.546782 sec): 3 clusters Score: Raw -2472185.550046 + Penalty 3195.030506 = -2468990.519540 nChanged 743 SP:Iteration 8Q (2379.629477 sec): 3 clusters Score: Raw -2472653.115251 + Penalty 3195.030506 = -2469458.084746 nChanged 545 SP:Iteration 9Q (2379.713608 sec): 3 clusters Score: Raw -2472940.688395 + Penalty 3195.030506 = -2469745.657889 nChanged 415 SP:Iteration 10Q (2379.791141 sec): 3 clusters Score: Raw -2473131.648215 + Penalty 3195.030506 = -2469936.617710 nChanged 330 SP:Iteration 11Q (2379.871429 sec): 3 clusters Score: Raw -2473291.680722 + Penalty 3195.030506 = -2470096.650216 nChanged 285 SP:Iteration 12Q (2379.953049 sec): 3 clusters Score: Raw -2473402.110923 + Penalty 3195.030506 = -2470207.080417 nChanged 224 SP:Iteration 13Q (2380.035229 sec): 3 clusters Score: Raw -2473478.173030 + Penalty 3195.030506 = -2470283.142524 nChanged 170 SP:Iteration 14Q (2380.118911 sec): 3 clusters Score: Raw -2473520.695552 + Penalty 3195.030506 = -2470325.665046 nChanged 138 SP:Iteration 15Q (2380.201400 sec): 3 clusters Score: Raw -2473550.449975 + Penalty 3195.030506 = -2470355.419469 nChanged 105 SP:Iteration 16Q (2380.282432 sec): 3 clusters Score: Raw -2473570.064221 + Penalty 3195.030506 = -2470375.033715 nChanged 73 SP:Iteration 17Q (2380.359248 sec): 3 clusters Score: Raw -2473579.856107 + Penalty 3195.030506 = -2470384.825601 nChanged 54 SP:Iteration 18Q (2380.429735 sec): 3 clusters Score: Raw -2473587.370540 + Penalty 3195.030506 = -2470392.340034 nChanged 40 SP:Iteration 19Q (2380.518028 sec): 3 clusters Score: Raw -2473594.239369 + Penalty 3195.030506 = -2470399.208863 nChanged 36 SP:Iteration 20F (2380.598107 sec): 3 clusters Score: Raw -2473599.849438 + Penalty 3195.030506 = -2470404.818932 nChanged 41 SP:Iteration 21Q (2380.679515 sec): 3 clusters Score: Raw -2473605.568204 + Penalty 3195.030506 = -2470410.537698 nChanged 34 SP:Iteration 22Q (2380.760304 sec): 3 clusters Score: Raw -2473610.378065 + Penalty 3195.030506 = -2470415.347559 nChanged 33 SP:Iteration 23Q (2380.840513 sec): 3 clusters Score: Raw -2473614.641017 + Penalty 3195.030506 = -2470419.610511 nChanged 36 SP:Iteration 24Q (2380.911310 sec): 3 clusters Score: Raw -2473618.715239 + Penalty 3195.030506 = -2470423.684734 nChanged 22 SP:Iteration 25Q (2380.993318 sec): 3 clusters Score: Raw -2473620.534375 + Penalty 3195.030506 = -2470425.503869 nChanged 13 SP:Iteration 26Q (2381.074668 sec): 3 clusters Score: Raw -2473621.316986 + Penalty 3195.030506 = -2470426.286480 nChanged 8 SP:Iteration 27Q (2381.150059 sec): 3 clusters Score: Raw -2473621.911023 + Penalty 3195.030506 = -2470426.880517 nChanged 11 SP:Iteration 28Q (2381.238156 sec): 3 clusters Score: Raw -2473622.546084 + Penalty 3195.030506 = -2470427.515578 nChanged 8 SP:Iteration 29Q (2381.318591 sec): 3 clusters Score: Raw -2473622.885846 + Penalty 3195.030506 = -2470427.855341 nChanged 5 SP:Iteration 30Q (2381.398981 sec): 3 clusters Score: Raw -2473623.106695 + Penalty 3195.030506 = -2470428.076190 nChanged 5 SP:Iteration 31Q (2381.476872 sec): 3 clusters Score: Raw -2473623.374491 + Penalty 3195.030506 = -2470428.343985 nChanged 6 SP:Iteration 32Q (2381.555034 sec): 3 clusters Score: Raw -2473623.916116 + Penalty 3195.030506 = -2470428.885610 nChanged 7 SP:Iteration 33Q (2381.635125 sec): 3 clusters Score: Raw -2473624.487302 + Penalty 3195.030506 = -2470429.456796 nChanged 8 SP:Iteration 34Q (2381.715801 sec): 3 clusters Score: Raw -2473624.971352 + Penalty 3195.030506 = -2470429.940846 nChanged 5 SP:Iteration 35Q (2381.796284 sec): 3 clusters Score: Raw -2473625.470445 + Penalty 3195.030506 = -2470430.439939 nChanged 7 SP:Iteration 36Q (2381.875140 sec): 3 clusters Score: Raw -2473625.806076 + Penalty 3195.030506 = -2470430.775570 nChanged 3 SP:Iteration 37Q (2381.955619 sec): 3 clusters Score: Raw -2473626.053133 + Penalty 3195.030506 = -2470431.022628 nChanged 1 SP:Iteration 38Q (2382.035063 sec): 3 clusters Score: Raw -2473626.124743 + Penalty 3195.030506 = -2470431.094237 nChanged 3 SP:Iteration 39Q (2382.115384 sec): 3 clusters Score: Raw -2473626.319129 + Penalty 3195.030506 = -2470431.288623 nChanged 2 SP:Iteration 40F (2382.185966 sec): 3 clusters Score: Raw -2473626.385394 + Penalty 3195.030506 = -2470431.354888 nChanged 2 SP:Iteration 41Q (2382.264220 sec): 3 clusters Score: Raw -2473626.663624 + Penalty 3195.030506 = -2470431.633118 nChanged 6 SP:Iteration 42Q (2382.329936 sec): 3 clusters Score: Raw -2473627.015821 + Penalty 3195.030506 = -2470431.985315 nChanged 4 SP:Iteration 43Q (2382.400227 sec): 3 clusters Score: Raw -2473627.291153 + Penalty 3195.030506 = -2470432.260647 nChanged 8 SP:Iteration 44Q (2382.471664 sec): 3 clusters Score: Raw -2473628.041137 + Penalty 3195.030506 = -2470433.010631 nChanged 10 SP:Iteration 45Q (2382.551255 sec): 3 clusters Score: Raw -2473628.690095 + Penalty 3195.030506 = -2470433.659589 nChanged 10 SP:Iteration 46Q (2382.629459 sec): 3 clusters Score: Raw -2473629.443683 + Penalty 3195.030506 = -2470434.413177 nChanged 9 SP:Iteration 47Q (2382.708485 sec): 3 clusters Score: Raw -2473630.257969 + Penalty 3195.030506 = -2470435.227464 nChanged 9 SP:Iteration 48Q (2382.788418 sec): 3 clusters Score: Raw -2473630.804097 + Penalty 3195.030506 = -2470435.773591 nChanged 6 SP:Iteration 49Q (2382.848922 sec): 3 clusters Score: Raw -2473631.314497 + Penalty 3195.030506 = -2470436.283992 nChanged 7 SP:Iteration 50Q (2382.931521 sec): 3 clusters Score: Raw -2473632.011022 + Penalty 3195.030506 = -2470436.980516 nChanged 8 SP:Iteration 51Q (2383.014046 sec): 3 clusters Score: Raw -2473632.884770 + Penalty 3195.030506 = -2470437.854264 nChanged 9 SP:Iteration 52Q (2383.084993 sec): 3 clusters Score: Raw -2473633.585659 + Penalty 3195.030506 = -2470438.555153 nChanged 10 SP:Iteration 53Q (2383.165758 sec): 3 clusters Score: Raw -2473634.250691 + Penalty 3195.030506 = -2470439.220185 nChanged 3 SP:Iteration 54Q (2383.244092 sec): 3 clusters Score: Raw -2473634.483864 + Penalty 3195.030506 = -2470439.453359 nChanged 3 SP:Iteration 55Q (2383.323726 sec): 3 clusters Score: Raw -2473634.642356 + Penalty 3195.030506 = -2470439.611851 nChanged 3 SP:Iteration 56Q (2383.403728 sec): 3 clusters Score: Raw -2473634.791443 + Penalty 3195.030506 = -2470439.760938 nChanged 6 SP:Iteration 57Q (2383.482523 sec): 3 clusters Score: Raw -2473635.230258 + Penalty 3195.030506 = -2470440.199752 nChanged 8 SP:Iteration 58Q (2383.565455 sec): 3 clusters Score: Raw -2473635.642700 + Penalty 3195.030506 = -2470440.612195 nChanged 5 SP:Iteration 59Q (2383.646272 sec): 3 clusters Score: Raw -2473636.024438 + Penalty 3195.030506 = -2470440.993932 nChanged 2 SP:Iteration 60F (2383.727615 sec): 3 clusters Score: Raw -2473636.160404 + Penalty 3195.030506 = -2470441.129898 nChanged 2 SP:Iteration 61Q (2383.809088 sec): 3 clusters Score: Raw -2473636.277024 + Penalty 3195.030506 = -2470441.246519 nChanged 3 SP:Iteration 62Q (2383.890021 sec): 3 clusters Score: Raw -2473636.488098 + Penalty 3195.030506 = -2470441.457593 nChanged 2 SP:Iteration 63Q (2383.971663 sec): 3 clusters Score: Raw -2473636.561189 + Penalty 3195.030506 = -2470441.530683 nChanged 1 SP:Iteration 64Q (2384.053511 sec): 3 clusters Score: Raw -2473636.652745 + Penalty 3195.030506 = -2470441.622239 nChanged 2 SP:Iteration 65Q (2384.135357 sec): 3 clusters Score: Raw -2473636.799653 + Penalty 3195.030506 = -2470441.769147 nChanged 3 SP:Iteration 66Q (2384.213858 sec): 3 clusters Score: Raw -2473637.009721 + Penalty 3195.030506 = -2470441.979215 nChanged 2 SP:Iteration 67Q (2384.283855 sec): 3 clusters Score: Raw -2473637.186723 + Penalty 3195.030506 = -2470442.156217 nChanged 5 SP:Iteration 68Q (2384.368180 sec): 3 clusters Score: Raw -2473637.559021 + Penalty 3195.030506 = -2470442.528515 nChanged 7 SP:Iteration 69Q (2384.439554 sec): 3 clusters Score: Raw -2473637.911900 + Penalty 3195.030506 = -2470442.881394 nChanged 6 SP:Iteration 70Q (2384.504390 sec): 3 clusters Score: Raw -2473638.183963 + Penalty 3195.030506 = -2470443.153457 nChanged 3 SP:Iteration 71Q (2384.586104 sec): 3 clusters Score: Raw -2473638.400071 + Penalty 3195.030506 = -2470443.369565 nChanged 2 SP:Iteration 72Q (2384.663084 sec): 3 clusters Score: Raw -2473638.515524 + Penalty 3195.030506 = -2470443.485019 nChanged 2 SP:Iteration 73Q (2384.736814 sec): 3 clusters Score: Raw -2473638.703232 + Penalty 3195.030506 = -2470443.672726 nChanged 3 SP:Iteration 74Q (2384.809364 sec): 3 clusters Score: Raw -2473638.874613 + Penalty 3195.030506 = -2470443.844107 nChanged 5 SP:Iteration 75Q (2384.882445 sec): 3 clusters Score: Raw -2473639.054431 + Penalty 3195.030506 = -2470444.023925 nChanged 1 SP:Iteration 76Q (2384.963283 sec): 3 clusters Score: Raw -2473639.073333 + Penalty 3195.030506 = -2470444.042827 nChanged 0 SP:Iteration 77F (2385.040815 sec): 3 clusters Score: Raw -2473639.073333 + Penalty 3195.030506 = -2470444.042827 nChanged 0 Trying to split cluster 14 (3852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2385.072449 sec): 2 clusters Score: Raw -525890.797122 + Penalty 1341.656513 = -524549.140609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2385.120613 sec): 3 clusters Score: Raw -524018.288239 + Penalty 2683.313026 = -521334.975213 nChanged 1469 SP:Iteration 1F (2385.176101 sec): 3 clusters Score: Raw -524887.026983 + Penalty 2683.313026 = -522203.713957 nChanged 279 SP:Iteration 2F (2385.225636 sec): 3 clusters Score: Raw -525076.539726 + Penalty 2683.313026 = -522393.226700 nChanged 218 SP:Iteration 3F (2385.268076 sec): 3 clusters Score: Raw -525211.184840 + Penalty 2683.313026 = -522527.871814 nChanged 166 SP:Iteration 4Q (2385.327736 sec): 3 clusters Score: Raw -525320.995343 + Penalty 2683.313026 = -522637.682317 nChanged 157 SP:Iteration 5Q (2385.372069 sec): 3 clusters Score: Raw -525439.854884 + Penalty 2683.313026 = -522756.541858 nChanged 141 SP:Iteration 6Q (2385.424549 sec): 3 clusters Score: Raw -525526.245611 + Penalty 2683.313026 = -522842.932585 nChanged 141 SP:Iteration 7Q (2385.481932 sec): 3 clusters Score: Raw -525610.092284 + Penalty 2683.313026 = -522926.779258 nChanged 123 SP:Iteration 8Q (2385.535790 sec): 3 clusters Score: Raw -525684.476394 + Penalty 2683.313026 = -523001.163368 nChanged 109 SP:Iteration 9Q (2385.575446 sec): 3 clusters Score: Raw -525747.044385 + Penalty 2683.313026 = -523063.731358 nChanged 92 SP:Iteration 10Q (2385.628019 sec): 3 clusters Score: Raw -525803.592809 + Penalty 2683.313026 = -523120.279783 nChanged 88 SP:Iteration 11Q (2385.687714 sec): 3 clusters Score: Raw -525857.559579 + Penalty 2683.313026 = -523174.246552 nChanged 72 SP:Iteration 12Q (2385.732553 sec): 3 clusters Score: Raw -525893.297149 + Penalty 2683.313026 = -523209.984123 nChanged 63 SP:Iteration 13Q (2385.786223 sec): 3 clusters Score: Raw -525927.461377 + Penalty 2683.313026 = -523244.148351 nChanged 51 SP:Iteration 14Q (2385.826598 sec): 3 clusters Score: Raw -525951.501380 + Penalty 2683.313026 = -523268.188354 nChanged 40 SP:Iteration 15Q (2385.886910 sec): 3 clusters Score: Raw -525969.065574 + Penalty 2683.313026 = -523285.752547 nChanged 38 SP:Iteration 16Q (2385.940678 sec): 3 clusters Score: Raw -525981.659637 + Penalty 2683.313026 = -523298.346611 nChanged 36 SP:Iteration 17Q (2385.983009 sec): 3 clusters Score: Raw -525995.604058 + Penalty 2683.313026 = -523312.291031 nChanged 29 SP:Iteration 18Q (2386.034318 sec): 3 clusters Score: Raw -526006.577942 + Penalty 2683.313026 = -523323.264915 nChanged 15 SP:Iteration 19Q (2386.088314 sec): 3 clusters Score: Raw -526011.211430 + Penalty 2683.313026 = -523327.898404 nChanged 16 SP:Iteration 20F (2386.128706 sec): 3 clusters Score: Raw -526016.403904 + Penalty 2683.313026 = -523333.090878 nChanged 10 SP:Iteration 21Q (2386.191039 sec): 3 clusters Score: Raw -526018.572443 + Penalty 2683.313026 = -523335.259417 nChanged 4 SP:Iteration 22Q (2386.243544 sec): 3 clusters Score: Raw -526019.328933 + Penalty 2683.313026 = -523336.015906 nChanged 6 SP:Iteration 23Q (2386.285974 sec): 3 clusters Score: Raw -526021.447441 + Penalty 2683.313026 = -523338.134415 nChanged 10 SP:Iteration 24Q (2386.337470 sec): 3 clusters Score: Raw -526024.893921 + Penalty 2683.313026 = -523341.580895 nChanged 7 SP:Iteration 25Q (2386.390198 sec): 3 clusters Score: Raw -526026.989921 + Penalty 2683.313026 = -523343.676895 nChanged 4 SP:Iteration 26Q (2386.442624 sec): 3 clusters Score: Raw -526027.985617 + Penalty 2683.313026 = -523344.672591 nChanged 0 SP:Iteration 27F (2386.503130 sec): 3 clusters Score: Raw -526027.985617 + Penalty 2683.313026 = -523344.672591 nChanged 0 Trying to split cluster 15 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2386.516457 sec): 2 clusters Score: Raw -56207.817028 + Penalty 1008.240636 = -55199.576391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2386.552611 sec): 3 clusters Score: Raw -56238.392835 + Penalty 2016.481273 = -54221.911562 nChanged 151 SP:Iteration 1F (2386.603047 sec): 3 clusters Score: Raw -56494.225029 + Penalty 2016.481273 = -54477.743756 nChanged 35 SP:Iteration 2F (2386.649901 sec): 3 clusters Score: Raw -56609.715624 + Penalty 2016.481273 = -54593.234352 nChanged 20 SP:Iteration 3Q (2386.696653 sec): 3 clusters Score: Raw -56701.856792 + Penalty 2016.481273 = -54685.375519 nChanged 27 SP:Iteration 4F (2386.733816 sec): 3 clusters Score: Raw -56750.555546 + Penalty 2016.481273 = -54734.074274 nChanged 19 SP:Iteration 5Q (2386.781446 sec): 3 clusters Score: Raw -56854.878331 + Penalty 2016.481273 = -54838.397058 nChanged 21 SP:Iteration 6Q (2386.836708 sec): 3 clusters Score: Raw -56910.808648 + Penalty 2016.481273 = -54894.327375 nChanged 17 SP:Iteration 7Q (2386.886130 sec): 3 clusters Score: Raw -56951.013372 + Penalty 2016.481273 = -54934.532099 nChanged 14 SP:Iteration 8Q (2386.921795 sec): 3 clusters Score: Raw -56991.126052 + Penalty 2016.481273 = -54974.644779 nChanged 7 SP:Iteration 9Q (2386.978109 sec): 3 clusters Score: Raw -57005.571631 + Penalty 2016.481273 = -54989.090358 nChanged 3 SP:Iteration 10Q (2387.022132 sec): 3 clusters Score: Raw -57011.533484 + Penalty 2016.481273 = -54995.052211 nChanged 3 SP:Iteration 11Q (2387.065134 sec): 3 clusters Score: Raw -57019.451983 + Penalty 2016.481273 = -55002.970710 nChanged 2 SP:Iteration 12Q (2387.115457 sec): 3 clusters Score: Raw -57022.388689 + Penalty 2016.481273 = -55005.907416 nChanged 1 SP:Iteration 13Q (2387.156623 sec): 3 clusters Score: Raw -57024.889900 + Penalty 2016.481273 = -55008.408627 nChanged 2 SP:Iteration 14Q (2387.191006 sec): 3 clusters Score: Raw -57027.425004 + Penalty 2016.481273 = -55010.943732 nChanged 0 SP:Iteration 15F (2387.242308 sec): 3 clusters Score: Raw -57029.506387 + Penalty 2016.481273 = -55013.025114 nChanged 1 SP:Iteration 16Q (2387.281177 sec): 3 clusters Score: Raw -57079.182183 + Penalty 2016.481273 = -55062.700910 nChanged 1 SP:Iteration 17Q (2387.323806 sec): 3 clusters Score: Raw -57080.503373 + Penalty 2016.481273 = -55064.022100 nChanged 0 SP:Iteration 18F (2387.378103 sec): 3 clusters Score: Raw -57080.503373 + Penalty 2016.481273 = -55064.022100 nChanged 0 Trying to split cluster 16 (12205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2387.420449 sec): 2 clusters Score: Raw -1660298.177418 + Penalty 1529.060160 = -1658769.117259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2387.487229 sec): 3 clusters Score: Raw -1653175.357421 + Penalty 3058.120319 = -1650117.237101 nChanged 5419 SP:Iteration 1F (2387.548764 sec): 3 clusters Score: Raw -1656212.725553 + Penalty 3058.120319 = -1653154.605234 nChanged 735 SP:Iteration 2F (2387.609486 sec): 3 clusters Score: Raw -1656609.575855 + Penalty 3058.120319 = -1653551.455535 nChanged 733 SP:Iteration 3F (2387.686599 sec): 3 clusters Score: Raw -1657082.101184 + Penalty 3058.120319 = -1654023.980864 nChanged 773 SP:Iteration 4F (2387.746824 sec): 3 clusters Score: Raw -1657643.091622 + Penalty 3058.120319 = -1654584.971302 nChanged 825 SP:Iteration 5F (2387.811483 sec): 3 clusters Score: Raw -1658314.935633 + Penalty 3058.120319 = -1655256.815313 nChanged 881 SP:Iteration 6F (2387.876716 sec): 3 clusters Score: Raw -1659127.363141 + Penalty 3058.120319 = -1656069.242822 nChanged 838 SP:Iteration 7F (2387.938721 sec): 3 clusters Score: Raw -1659901.720791 + Penalty 3058.120319 = -1656843.600472 nChanged 663 SP:Iteration 8F (2388.019966 sec): 3 clusters Score: Raw -1660469.640958 + Penalty 3058.120319 = -1657411.520639 nChanged 488 SP:Iteration 9Q (2388.078648 sec): 3 clusters Score: Raw -1660832.991047 + Penalty 3058.120319 = -1657774.870727 nChanged 317 SP:Iteration 10Q (2388.146484 sec): 3 clusters Score: Raw -1661034.305758 + Penalty 3058.120319 = -1657976.185438 nChanged 225 SP:Iteration 11Q (2388.177592 sec): 3 clusters Score: Raw -1661176.693933 + Penalty 3058.120319 = -1658118.573614 nChanged 183 SP:Iteration 12Q (2388.208769 sec): 3 clusters Score: Raw -1661264.562266 + Penalty 3058.120319 = -1658206.441947 nChanged 140 SP:Iteration 13Q (2388.239682 sec): 3 clusters Score: Raw -1661325.531285 + Penalty 3058.120319 = -1658267.410966 nChanged 108 SP:Iteration 14Q (2388.270315 sec): 3 clusters Score: Raw -1661367.749900 + Penalty 3058.120319 = -1658309.629580 nChanged 95 SP:Iteration 15Q (2388.300970 sec): 3 clusters Score: Raw -1661403.677366 + Penalty 3058.120319 = -1658345.557047 nChanged 83 SP:Iteration 16Q (2388.368827 sec): 3 clusters Score: Raw -1661436.197013 + Penalty 3058.120319 = -1658378.076693 nChanged 75 SP:Iteration 17Q (2388.398023 sec): 3 clusters Score: Raw -1661468.377879 + Penalty 3058.120319 = -1658410.257559 nChanged 83 SP:Iteration 18Q (2388.465208 sec): 3 clusters Score: Raw -1661503.186371 + Penalty 3058.120319 = -1658445.066051 nChanged 83 SP:Iteration 19Q (2388.531304 sec): 3 clusters Score: Raw -1661536.974736 + Penalty 3058.120319 = -1658478.854416 nChanged 68 SP:Iteration 20F (2388.599186 sec): 3 clusters Score: Raw -1661560.593747 + Penalty 3058.120319 = -1658502.473427 nChanged 54 SP:Iteration 21Q (2388.665238 sec): 3 clusters Score: Raw -1661579.892135 + Penalty 3058.120319 = -1658521.771816 nChanged 43 SP:Iteration 22Q (2388.732214 sec): 3 clusters Score: Raw -1661592.592042 + Penalty 3058.120319 = -1658534.471723 nChanged 37 SP:Iteration 23Q (2388.798088 sec): 3 clusters Score: Raw -1661601.684601 + Penalty 3058.120319 = -1658543.564281 nChanged 29 SP:Iteration 24Q (2388.863855 sec): 3 clusters Score: Raw -1661608.416163 + Penalty 3058.120319 = -1658550.295843 nChanged 23 SP:Iteration 25Q (2388.924334 sec): 3 clusters Score: Raw -1661613.378162 + Penalty 3058.120319 = -1658555.257843 nChanged 22 SP:Iteration 26Q (2388.990638 sec): 3 clusters Score: Raw -1661617.586258 + Penalty 3058.120319 = -1658559.465939 nChanged 16 SP:Iteration 27Q (2389.057519 sec): 3 clusters Score: Raw -1661621.429943 + Penalty 3058.120319 = -1658563.309624 nChanged 14 SP:Iteration 28Q (2389.129393 sec): 3 clusters Score: Raw -1661624.241882 + Penalty 3058.120319 = -1658566.121562 nChanged 10 SP:Iteration 29Q (2389.188151 sec): 3 clusters Score: Raw -1661626.138833 + Penalty 3058.120319 = -1658568.018513 nChanged 8 SP:Iteration 30Q (2389.253892 sec): 3 clusters Score: Raw -1661627.549130 + Penalty 3058.120319 = -1658569.428811 nChanged 9 SP:Iteration 31Q (2389.319579 sec): 3 clusters Score: Raw -1661629.408475 + Penalty 3058.120319 = -1658571.288156 nChanged 9 SP:Iteration 32Q (2389.385231 sec): 3 clusters Score: Raw -1661630.924046 + Penalty 3058.120319 = -1658572.803727 nChanged 4 SP:Iteration 33Q (2389.449532 sec): 3 clusters Score: Raw -1661631.674577 + Penalty 3058.120319 = -1658573.554257 nChanged 4 SP:Iteration 34Q (2389.511326 sec): 3 clusters Score: Raw -1661632.343500 + Penalty 3058.120319 = -1658574.223181 nChanged 5 SP:Iteration 35Q (2389.577575 sec): 3 clusters Score: Raw -1661633.556880 + Penalty 3058.120319 = -1658575.436561 nChanged 7 SP:Iteration 36Q (2389.644884 sec): 3 clusters Score: Raw -1661634.918615 + Penalty 3058.120319 = -1658576.798295 nChanged 3 SP:Iteration 37Q (2389.705181 sec): 3 clusters Score: Raw -1661635.263255 + Penalty 3058.120319 = -1658577.142935 nChanged 2 SP:Iteration 38Q (2389.763092 sec): 3 clusters Score: Raw -1661635.337559 + Penalty 3058.120319 = -1658577.217240 nChanged 2 SP:Iteration 39Q (2389.831927 sec): 3 clusters Score: Raw -1661635.604603 + Penalty 3058.120319 = -1658577.484283 nChanged 3 SP:Iteration 40F (2389.901072 sec): 3 clusters Score: Raw -1661635.958537 + Penalty 3058.120319 = -1658577.838217 nChanged 2 SP:Iteration 41Q (2389.959871 sec): 3 clusters Score: Raw -1661636.196349 + Penalty 3058.120319 = -1658578.076029 nChanged 3 SP:Iteration 42Q (2390.027324 sec): 3 clusters Score: Raw -1661636.536423 + Penalty 3058.120319 = -1658578.416104 nChanged 2 SP:Iteration 43Q (2390.088284 sec): 3 clusters Score: Raw -1661636.948928 + Penalty 3058.120319 = -1658578.828609 nChanged 3 SP:Iteration 44Q (2390.147057 sec): 3 clusters Score: Raw -1661637.898187 + Penalty 3058.120319 = -1658579.777868 nChanged 3 SP:Iteration 45Q (2390.214509 sec): 3 clusters Score: Raw -1661638.558138 + Penalty 3058.120319 = -1658580.437819 nChanged 3 SP:Iteration 46Q (2390.280150 sec): 3 clusters Score: Raw -1661638.924390 + Penalty 3058.120319 = -1658580.804070 nChanged 5 SP:Iteration 47Q (2390.347845 sec): 3 clusters Score: Raw -1661639.851068 + Penalty 3058.120319 = -1658581.730748 nChanged 7 SP:Iteration 48Q (2390.409164 sec): 3 clusters Score: Raw -1661641.003518 + Penalty 3058.120319 = -1658582.883198 nChanged 0 SP:Iteration 49F (2390.478911 sec): 3 clusters Score: Raw -1661641.003518 + Penalty 3058.120319 = -1658582.883198 nChanged 0 Trying to split cluster 17 (19605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2390.521768 sec): 2 clusters Score: Raw -2584855.724575 + Penalty 1606.075236 = -2583249.649338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2390.607177 sec): 3 clusters Score: Raw -2573149.869338 + Penalty 3212.150472 = -2569937.718865 nChanged 8825 SP:Iteration 1F (2390.686260 sec): 3 clusters Score: Raw -2578077.155346 + Penalty 3212.150472 = -2574865.004873 nChanged 1083 SP:Iteration 2F (2390.768550 sec): 3 clusters Score: Raw -2578527.842952 + Penalty 3212.150472 = -2575315.692480 nChanged 979 SP:Iteration 3Q (2390.843093 sec): 3 clusters Score: Raw -2578956.210191 + Penalty 3212.150472 = -2575744.059719 nChanged 920 SP:Iteration 4Q (2390.924803 sec): 3 clusters Score: Raw -2579448.667319 + Penalty 3212.150472 = -2576236.516846 nChanged 998 SP:Iteration 5F (2391.007109 sec): 3 clusters Score: Raw -2580022.984747 + Penalty 3212.150472 = -2576810.834275 nChanged 1057 SP:Iteration 6F (2391.080102 sec): 3 clusters Score: Raw -2580710.469914 + Penalty 3212.150472 = -2577498.319442 nChanged 1082 SP:Iteration 7F (2391.162400 sec): 3 clusters Score: Raw -2581448.813878 + Penalty 3212.150472 = -2578236.663406 nChanged 1029 SP:Iteration 8F (2391.244795 sec): 3 clusters Score: Raw -2582065.074594 + Penalty 3212.150472 = -2578852.924122 nChanged 861 SP:Iteration 9Q (2391.323935 sec): 3 clusters Score: Raw -2582455.161183 + Penalty 3212.150472 = -2579243.010711 nChanged 641 SP:Iteration 10Q (2391.411096 sec): 3 clusters Score: Raw -2582680.214374 + Penalty 3212.150472 = -2579468.063901 nChanged 459 SP:Iteration 11Q (2391.489816 sec): 3 clusters Score: Raw -2582807.528163 + Penalty 3212.150472 = -2579595.377690 nChanged 338 SP:Iteration 12Q (2391.573366 sec): 3 clusters Score: Raw -2582889.200144 + Penalty 3212.150472 = -2579677.049672 nChanged 268 SP:Iteration 13Q (2391.654083 sec): 3 clusters Score: Raw -2582950.166267 + Penalty 3212.150472 = -2579738.015795 nChanged 235 SP:Iteration 14Q (2391.733516 sec): 3 clusters Score: Raw -2583007.712110 + Penalty 3212.150472 = -2579795.561637 nChanged 218 SP:Iteration 15Q (2391.809090 sec): 3 clusters Score: Raw -2583058.197556 + Penalty 3212.150472 = -2579846.047083 nChanged 210 SP:Iteration 16Q (2391.886630 sec): 3 clusters Score: Raw -2583104.767254 + Penalty 3212.150472 = -2579892.616782 nChanged 208 SP:Iteration 17Q (2391.967073 sec): 3 clusters Score: Raw -2583150.065840 + Penalty 3212.150472 = -2579937.915368 nChanged 212 SP:Iteration 18Q (2392.043053 sec): 3 clusters Score: Raw -2583200.929575 + Penalty 3212.150472 = -2579988.779103 nChanged 226 SP:Iteration 19Q (2392.123648 sec): 3 clusters Score: Raw -2583259.334774 + Penalty 3212.150472 = -2580047.184302 nChanged 225 SP:Iteration 20F (2392.203677 sec): 3 clusters Score: Raw -2583324.980608 + Penalty 3212.150472 = -2580112.830136 nChanged 230 SP:Iteration 21Q (2392.280011 sec): 3 clusters Score: Raw -2583395.261126 + Penalty 3212.150472 = -2580183.110654 nChanged 285 SP:Iteration 22Q (2392.366135 sec): 3 clusters Score: Raw -2583498.908371 + Penalty 3212.150472 = -2580286.757899 nChanged 323 SP:Iteration 23Q (2392.452566 sec): 3 clusters Score: Raw -2583635.973517 + Penalty 3212.150472 = -2580423.823045 nChanged 322 SP:Iteration 24Q (2392.531740 sec): 3 clusters Score: Raw -2583772.812101 + Penalty 3212.150472 = -2580560.661628 nChanged 325 SP:Iteration 25Q (2392.615008 sec): 3 clusters Score: Raw -2583895.832042 + Penalty 3212.150472 = -2580683.681570 nChanged 255 SP:Iteration 26Q (2392.705357 sec): 3 clusters Score: Raw -2583977.882051 + Penalty 3212.150472 = -2580765.731579 nChanged 238 SP:Iteration 27Q (2392.778286 sec): 3 clusters Score: Raw -2584050.551642 + Penalty 3212.150472 = -2580838.401169 nChanged 211 SP:Iteration 28Q (2392.851572 sec): 3 clusters Score: Raw -2584113.147511 + Penalty 3212.150472 = -2580900.997039 nChanged 196 SP:Iteration 29Q (2392.928968 sec): 3 clusters Score: Raw -2584161.372862 + Penalty 3212.150472 = -2580949.222390 nChanged 167 SP:Iteration 30Q (2393.006651 sec): 3 clusters Score: Raw -2584198.180267 + Penalty 3212.150472 = -2580986.029795 nChanged 150 SP:Iteration 31Q (2393.085291 sec): 3 clusters Score: Raw -2584227.953265 + Penalty 3212.150472 = -2581015.802793 nChanged 138 SP:Iteration 32Q (2393.167096 sec): 3 clusters Score: Raw -2584254.011057 + Penalty 3212.150472 = -2581041.860584 nChanged 131 SP:Iteration 33Q (2393.225279 sec): 3 clusters Score: Raw -2584276.255197 + Penalty 3212.150472 = -2581064.104725 nChanged 119 SP:Iteration 34Q (2393.311501 sec): 3 clusters Score: Raw -2584294.471761 + Penalty 3212.150472 = -2581082.321289 nChanged 114 SP:Iteration 35Q (2393.388454 sec): 3 clusters Score: Raw -2584314.049576 + Penalty 3212.150472 = -2581101.899103 nChanged 106 SP:Iteration 36Q (2393.456458 sec): 3 clusters Score: Raw -2584331.957248 + Penalty 3212.150472 = -2581119.806776 nChanged 108 SP:Iteration 37Q (2393.534400 sec): 3 clusters Score: Raw -2584348.640022 + Penalty 3212.150472 = -2581136.489550 nChanged 88 SP:Iteration 38Q (2393.612347 sec): 3 clusters Score: Raw -2584361.168134 + Penalty 3212.150472 = -2581149.017662 nChanged 78 SP:Iteration 39Q (2393.682323 sec): 3 clusters Score: Raw -2584372.603056 + Penalty 3212.150472 = -2581160.452584 nChanged 84 SP:Iteration 40F (2393.751513 sec): 3 clusters Score: Raw -2584384.736041 + Penalty 3212.150472 = -2581172.585569 nChanged 93 SP:Iteration 41Q (2393.828310 sec): 3 clusters Score: Raw -2584398.769550 + Penalty 3212.150472 = -2581186.619077 nChanged 93 SP:Iteration 42Q (2393.914605 sec): 3 clusters Score: Raw -2584414.881807 + Penalty 3212.150472 = -2581202.731334 nChanged 85 SP:Iteration 43Q (2393.983262 sec): 3 clusters Score: Raw -2584430.247401 + Penalty 3212.150472 = -2581218.096928 nChanged 96 SP:Iteration 44Q (2394.059473 sec): 3 clusters Score: Raw -2584447.668937 + Penalty 3212.150472 = -2581235.518464 nChanged 101 SP:Iteration 45Q (2394.111817 sec): 3 clusters Score: Raw -2584466.149659 + Penalty 3212.150472 = -2581253.999187 nChanged 100 SP:Iteration 46Q (2394.189362 sec): 3 clusters Score: Raw -2584483.814149 + Penalty 3212.150472 = -2581271.663677 nChanged 99 SP:Iteration 47Q (2394.260329 sec): 3 clusters Score: Raw -2584503.616417 + Penalty 3212.150472 = -2581291.465945 nChanged 92 SP:Iteration 48Q (2394.336705 sec): 3 clusters Score: Raw -2584518.554670 + Penalty 3212.150472 = -2581306.404198 nChanged 86 SP:Iteration 49Q (2394.413957 sec): 3 clusters Score: Raw -2584532.395788 + Penalty 3212.150472 = -2581320.245316 nChanged 79 SP:Iteration 50Q (2394.500272 sec): 3 clusters Score: Raw -2584544.098992 + Penalty 3212.150472 = -2581331.948520 nChanged 78 SP:Iteration 51Q (2394.561614 sec): 3 clusters Score: Raw -2584555.359926 + Penalty 3212.150472 = -2581343.209454 nChanged 69 SP:Iteration 52Q (2394.647008 sec): 3 clusters Score: Raw -2584565.193231 + Penalty 3212.150472 = -2581353.042759 nChanged 67 SP:Iteration 53Q (2394.707898 sec): 3 clusters Score: Raw -2584574.514521 + Penalty 3212.150472 = -2581362.364048 nChanged 69 SP:Iteration 54Q (2394.785669 sec): 3 clusters Score: Raw -2584584.831106 + Penalty 3212.150472 = -2581372.680634 nChanged 82 SP:Iteration 55Q (2394.856648 sec): 3 clusters Score: Raw -2584598.702069 + Penalty 3212.150472 = -2581386.551596 nChanged 88 SP:Iteration 56Q (2394.933107 sec): 3 clusters Score: Raw -2584614.180159 + Penalty 3212.150472 = -2581402.029687 nChanged 82 SP:Iteration 57Q (2395.009530 sec): 3 clusters Score: Raw -2584627.209789 + Penalty 3212.150472 = -2581415.059316 nChanged 83 SP:Iteration 58Q (2395.085914 sec): 3 clusters Score: Raw -2584641.235521 + Penalty 3212.150472 = -2581429.085049 nChanged 92 SP:Iteration 59Q (2395.150484 sec): 3 clusters Score: Raw -2584658.207581 + Penalty 3212.150472 = -2581446.057109 nChanged 92 SP:Iteration 60F (2395.217396 sec): 3 clusters Score: Raw -2584675.853633 + Penalty 3212.150472 = -2581463.703161 nChanged 108 SP:Iteration 61Q (2395.293310 sec): 3 clusters Score: Raw -2584695.090364 + Penalty 3212.150472 = -2581482.939892 nChanged 83 SP:Iteration 62Q (2395.369662 sec): 3 clusters Score: Raw -2584710.011704 + Penalty 3212.150472 = -2581497.861232 nChanged 89 SP:Iteration 63Q (2395.436222 sec): 3 clusters Score: Raw -2584728.368326 + Penalty 3212.150472 = -2581516.217854 nChanged 91 SP:Iteration 64Q (2395.512470 sec): 3 clusters Score: Raw -2584749.287947 + Penalty 3212.150472 = -2581537.137474 nChanged 102 SP:Iteration 65Q (2395.585187 sec): 3 clusters Score: Raw -2584768.133629 + Penalty 3212.150472 = -2581555.983157 nChanged 97 SP:Iteration 66Q (2395.661240 sec): 3 clusters Score: Raw -2584785.982011 + Penalty 3212.150472 = -2581573.831539 nChanged 84 SP:Iteration 67Q (2395.737345 sec): 3 clusters Score: Raw -2584802.012074 + Penalty 3212.150472 = -2581589.861602 nChanged 88 SP:Iteration 68Q (2395.812668 sec): 3 clusters Score: Raw -2584818.459353 + Penalty 3212.150472 = -2581606.308881 nChanged 76 SP:Iteration 69Q (2395.880411 sec): 3 clusters Score: Raw -2584830.698774 + Penalty 3212.150472 = -2581618.548301 nChanged 69 SP:Iteration 70Q (2395.955238 sec): 3 clusters Score: Raw -2584843.133920 + Penalty 3212.150472 = -2581630.983447 nChanged 84 SP:Iteration 71Q (2396.031654 sec): 3 clusters Score: Raw -2584858.616734 + Penalty 3212.150472 = -2581646.466262 nChanged 81 SP:Iteration 72Q (2396.099628 sec): 3 clusters Score: Raw -2584872.514113 + Penalty 3212.150472 = -2581660.363640 nChanged 93 SP:Iteration 73Q (2396.175927 sec): 3 clusters Score: Raw -2584892.024928 + Penalty 3212.150472 = -2581679.874456 nChanged 82 SP:Iteration 74Q (2396.247804 sec): 3 clusters Score: Raw -2584907.499393 + Penalty 3212.150472 = -2581695.348921 nChanged 75 SP:Iteration 75Q (2396.324261 sec): 3 clusters Score: Raw -2584922.725261 + Penalty 3212.150472 = -2581710.574789 nChanged 66 SP:Iteration 76Q (2396.399318 sec): 3 clusters Score: Raw -2584935.606867 + Penalty 3212.150472 = -2581723.456395 nChanged 73 SP:Iteration 77Q (2396.474429 sec): 3 clusters Score: Raw -2584951.152787 + Penalty 3212.150472 = -2581739.002314 nChanged 66 SP:Iteration 78Q (2396.547169 sec): 3 clusters Score: Raw -2584964.160198 + Penalty 3212.150472 = -2581752.009725 nChanged 70 SP:Iteration 79Q (2396.624498 sec): 3 clusters Score: Raw -2584976.835916 + Penalty 3212.150472 = -2581764.685444 nChanged 62 SP:Iteration 80F (2396.706179 sec): 3 clusters Score: Raw -2584990.102249 + Penalty 3212.150472 = -2581777.951777 nChanged 58 SP:Iteration 81Q (2396.783799 sec): 3 clusters Score: Raw -2584999.895700 + Penalty 3212.150472 = -2581787.745228 nChanged 55 SP:Iteration 82Q (2396.862121 sec): 3 clusters Score: Raw -2585010.227178 + Penalty 3212.150472 = -2581798.076706 nChanged 52 SP:Iteration 83Q (2396.927094 sec): 3 clusters Score: Raw -2585019.734582 + Penalty 3212.150472 = -2581807.584110 nChanged 53 SP:Iteration 84Q (2396.991990 sec): 3 clusters Score: Raw -2585029.902984 + Penalty 3212.150472 = -2581817.752512 nChanged 61 SP:Iteration 85Q (2397.067172 sec): 3 clusters Score: Raw -2585042.530187 + Penalty 3212.150472 = -2581830.379715 nChanged 46 SP:Iteration 86Q (2397.138575 sec): 3 clusters Score: Raw -2585052.402993 + Penalty 3212.150472 = -2581840.252521 nChanged 55 SP:Iteration 87Q (2397.200261 sec): 3 clusters Score: Raw -2585065.324799 + Penalty 3212.150472 = -2581853.174326 nChanged 56 SP:Iteration 88Q (2397.272582 sec): 3 clusters Score: Raw -2585077.669635 + Penalty 3212.150472 = -2581865.519163 nChanged 59 SP:Iteration 89Q (2397.339053 sec): 3 clusters Score: Raw -2585088.327184 + Penalty 3212.150472 = -2581876.176711 nChanged 58 SP:Iteration 90Q (2397.416603 sec): 3 clusters Score: Raw -2585097.668135 + Penalty 3212.150472 = -2581885.517663 nChanged 34 SP:Iteration 91Q (2397.493267 sec): 3 clusters Score: Raw -2585103.089912 + Penalty 3212.150472 = -2581890.939440 nChanged 34 SP:Iteration 92Q (2397.558562 sec): 3 clusters Score: Raw -2585108.365356 + Penalty 3212.150472 = -2581896.214883 nChanged 34 SP:Iteration 93Q (2397.630044 sec): 3 clusters Score: Raw -2585113.488539 + Penalty 3212.150472 = -2581901.338067 nChanged 30 SP:Iteration 94Q (2397.707812 sec): 3 clusters Score: Raw -2585117.194155 + Penalty 3212.150472 = -2581905.043683 nChanged 21 SP:Iteration 95Q (2397.784961 sec): 3 clusters Score: Raw -2585119.720321 + Penalty 3212.150472 = -2581907.569849 nChanged 18 SP:Iteration 96Q (2397.858366 sec): 3 clusters Score: Raw -2585122.615758 + Penalty 3212.150472 = -2581910.465286 nChanged 20 SP:Iteration 97Q (2397.934738 sec): 3 clusters Score: Raw -2585125.234082 + Penalty 3212.150472 = -2581913.083610 nChanged 16 SP:Iteration 98Q (2398.011471 sec): 3 clusters Score: Raw -2585127.386546 + Penalty 3212.150472 = -2581915.236073 nChanged 18 SP:Iteration 99Q (2398.083831 sec): 3 clusters Score: Raw -2585129.762579 + Penalty 3212.150472 = -2581917.612106 nChanged 16 SP:Iteration 100F (2398.160220 sec): 3 clusters Score: Raw -2585131.602396 + Penalty 3212.150472 = -2581919.451924 nChanged 20 SP:Iteration 101Q (2398.237012 sec): 3 clusters Score: Raw -2585134.119394 + Penalty 3212.150472 = -2581921.968922 nChanged 19 SP:Iteration 102Q (2398.305329 sec): 3 clusters Score: Raw -2585136.745763 + Penalty 3212.150472 = -2581924.595291 nChanged 17 SP:Iteration 103Q (2398.382080 sec): 3 clusters Score: Raw -2585138.664294 + Penalty 3212.150472 = -2581926.513821 nChanged 13 SP:Iteration 104Q (2398.459185 sec): 3 clusters Score: Raw -2585140.055952 + Penalty 3212.150472 = -2581927.905480 nChanged 8 SP:Iteration 105Q (2398.536139 sec): 3 clusters Score: Raw -2585141.080551 + Penalty 3212.150472 = -2581928.930079 nChanged 7 SP:Iteration 106Q (2398.605471 sec): 3 clusters Score: Raw -2585141.569819 + Penalty 3212.150472 = -2581929.419346 nChanged 4 SP:Iteration 107Q (2398.677741 sec): 3 clusters Score: Raw -2585141.914440 + Penalty 3212.150472 = -2581929.763968 nChanged 6 SP:Iteration 108Q (2398.747087 sec): 3 clusters Score: Raw -2585142.419053 + Penalty 3212.150472 = -2581930.268581 nChanged 4 SP:Iteration 109Q (2398.821232 sec): 3 clusters Score: Raw -2585142.663508 + Penalty 3212.150472 = -2581930.513036 nChanged 2 SP:Iteration 110Q (2398.895935 sec): 3 clusters Score: Raw -2585142.762193 + Penalty 3212.150472 = -2581930.611720 nChanged 0 SP:Iteration 111F (2398.966788 sec): 3 clusters Score: Raw -2585142.762193 + Penalty 3212.150472 = -2581930.611720 nChanged 0 Trying to split cluster 18 (2380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2398.991535 sec): 2 clusters Score: Raw -299721.282544 + Penalty 1263.414062 = -298457.868481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2399.043856 sec): 3 clusters Score: Raw -298672.472435 + Penalty 2526.828124 = -296145.644310 nChanged 863 SP:Iteration 1F (2399.094222 sec): 3 clusters Score: Raw -299316.804245 + Penalty 2526.828124 = -296789.976121 nChanged 246 SP:Iteration 2F (2399.145879 sec): 3 clusters Score: Raw -299582.823048 + Penalty 2526.828124 = -297055.994924 nChanged 178 SP:Iteration 3F (2399.193845 sec): 3 clusters Score: Raw -299789.111455 + Penalty 2526.828124 = -297262.283331 nChanged 115 SP:Iteration 4Q (2399.257442 sec): 3 clusters Score: Raw -299916.482075 + Penalty 2526.828124 = -297389.653951 nChanged 98 SP:Iteration 5Q (2399.298165 sec): 3 clusters Score: Raw -300040.040264 + Penalty 2526.828124 = -297513.212140 nChanged 87 SP:Iteration 6Q (2399.349762 sec): 3 clusters Score: Raw -300121.303524 + Penalty 2526.828124 = -297594.475400 nChanged 66 SP:Iteration 7Q (2399.401273 sec): 3 clusters Score: Raw -300167.071937 + Penalty 2526.828124 = -297640.243813 nChanged 57 SP:Iteration 8Q (2399.452719 sec): 3 clusters Score: Raw -300205.083534 + Penalty 2526.828124 = -297678.255410 nChanged 55 SP:Iteration 9Q (2399.505391 sec): 3 clusters Score: Raw -300243.721522 + Penalty 2526.828124 = -297716.893398 nChanged 51 SP:Iteration 10Q (2399.556793 sec): 3 clusters Score: Raw -300284.822486 + Penalty 2526.828124 = -297757.994362 nChanged 57 SP:Iteration 11Q (2399.604567 sec): 3 clusters Score: Raw -300326.314892 + Penalty 2526.828124 = -297799.486767 nChanged 46 SP:Iteration 12Q (2399.655997 sec): 3 clusters Score: Raw -300356.382196 + Penalty 2526.828124 = -297829.554072 nChanged 41 SP:Iteration 13Q (2399.707393 sec): 3 clusters Score: Raw -300380.074328 + Penalty 2526.828124 = -297853.246204 nChanged 35 SP:Iteration 14Q (2399.758848 sec): 3 clusters Score: Raw -300401.499437 + Penalty 2526.828124 = -297874.671313 nChanged 37 SP:Iteration 15Q (2399.810578 sec): 3 clusters Score: Raw -300424.317050 + Penalty 2526.828124 = -297897.488926 nChanged 28 SP:Iteration 16Q (2399.870054 sec): 3 clusters Score: Raw -300442.848268 + Penalty 2526.828124 = -297916.020143 nChanged 30 SP:Iteration 17Q (2399.902605 sec): 3 clusters Score: Raw -300471.235578 + Penalty 2526.828124 = -297944.407454 nChanged 34 SP:Iteration 18Q (2399.953861 sec): 3 clusters Score: Raw -300502.350958 + Penalty 2526.828124 = -297975.522833 nChanged 33 SP:Iteration 19Q (2399.998695 sec): 3 clusters Score: Raw -300532.120544 + Penalty 2526.828124 = -298005.292420 nChanged 31 SP:Iteration 20F (2400.050246 sec): 3 clusters Score: Raw -300559.605848 + Penalty 2526.828124 = -298032.777724 nChanged 35 SP:Iteration 21Q (2400.095165 sec): 3 clusters Score: Raw -300597.671327 + Penalty 2526.828124 = -298070.843203 nChanged 27 SP:Iteration 22Q (2400.145253 sec): 3 clusters Score: Raw -300634.633490 + Penalty 2526.828124 = -298107.805366 nChanged 28 SP:Iteration 23Q (2400.195406 sec): 3 clusters Score: Raw -300679.111415 + Penalty 2526.828124 = -298152.283291 nChanged 26 SP:Iteration 24Q (2400.245060 sec): 3 clusters Score: Raw -300703.027585 + Penalty 2526.828124 = -298176.199461 nChanged 20 SP:Iteration 25Q (2400.303351 sec): 3 clusters Score: Raw -300713.826738 + Penalty 2526.828124 = -298186.998614 nChanged 10 SP:Iteration 26Q (2400.353666 sec): 3 clusters Score: Raw -300716.173144 + Penalty 2526.828124 = -298189.345019 nChanged 3 SP:Iteration 27Q (2400.404919 sec): 3 clusters Score: Raw -300717.654039 + Penalty 2526.828124 = -298190.825915 nChanged 1 SP:Iteration 28Q (2400.445434 sec): 3 clusters Score: Raw -300717.928925 + Penalty 2526.828124 = -298191.100800 nChanged 2 SP:Iteration 29Q (2400.503947 sec): 3 clusters Score: Raw -300719.473099 + Penalty 2526.828124 = -298192.644975 nChanged 1 SP:Iteration 30Q (2400.543954 sec): 3 clusters Score: Raw -300719.743135 + Penalty 2526.828124 = -298192.915011 nChanged 0 SP:Iteration 31F (2400.601455 sec): 3 clusters Score: Raw -300719.743135 + Penalty 2526.828124 = -298192.915011 nChanged 0 Trying to split cluster 19 (1989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2400.626982 sec): 2 clusters Score: Raw -256073.452861 + Penalty 1234.250433 = -254839.202428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2400.664416 sec): 3 clusters Score: Raw -255234.556000 + Penalty 2468.500866 = -252766.055134 nChanged 723 SP:Iteration 1F (2400.725781 sec): 3 clusters Score: Raw -255737.026950 + Penalty 2468.500866 = -253268.526084 nChanged 129 SP:Iteration 2F (2400.771185 sec): 3 clusters Score: Raw -255821.475715 + Penalty 2468.500866 = -253352.974849 nChanged 76 SP:Iteration 3Q (2400.824962 sec): 3 clusters Score: Raw -255869.440689 + Penalty 2468.500866 = -253400.939824 nChanged 50 SP:Iteration 4Q (2400.875700 sec): 3 clusters Score: Raw -255904.605701 + Penalty 2468.500866 = -253436.104835 nChanged 40 SP:Iteration 5Q (2400.927188 sec): 3 clusters Score: Raw -255930.141473 + Penalty 2468.500866 = -253461.640607 nChanged 28 SP:Iteration 6Q (2400.978548 sec): 3 clusters Score: Raw -255941.557498 + Penalty 2468.500866 = -253473.056633 nChanged 18 SP:Iteration 7Q (2401.030477 sec): 3 clusters Score: Raw -255950.676546 + Penalty 2468.500866 = -253482.175680 nChanged 14 SP:Iteration 8Q (2401.069402 sec): 3 clusters Score: Raw -255958.543979 + Penalty 2468.500866 = -253490.043113 nChanged 12 SP:Iteration 9Q (2401.117355 sec): 3 clusters Score: Raw -255963.820966 + Penalty 2468.500866 = -253495.320101 nChanged 14 SP:Iteration 10Q (2401.168479 sec): 3 clusters Score: Raw -255969.315133 + Penalty 2468.500866 = -253500.814268 nChanged 10 SP:Iteration 11Q (2401.218390 sec): 3 clusters Score: Raw -255974.054951 + Penalty 2468.500866 = -253505.554086 nChanged 8 SP:Iteration 12Q (2401.259108 sec): 3 clusters Score: Raw -255980.725454 + Penalty 2468.500866 = -253512.224588 nChanged 11 SP:Iteration 13Q (2401.310370 sec): 3 clusters Score: Raw -255985.922981 + Penalty 2468.500866 = -253517.422116 nChanged 11 SP:Iteration 14Q (2401.357559 sec): 3 clusters Score: Raw -255991.839090 + Penalty 2468.500866 = -253523.338225 nChanged 10 SP:Iteration 15Q (2401.406333 sec): 3 clusters Score: Raw -255995.235341 + Penalty 2468.500866 = -253526.734476 nChanged 6 SP:Iteration 16Q (2401.455868 sec): 3 clusters Score: Raw -255997.010069 + Penalty 2468.500866 = -253528.509203 nChanged 5 SP:Iteration 17Q (2401.500377 sec): 3 clusters Score: Raw -255999.162099 + Penalty 2468.500866 = -253530.661233 nChanged 5 SP:Iteration 18Q (2401.535727 sec): 3 clusters Score: Raw -256001.730255 + Penalty 2468.500866 = -253533.229390 nChanged 4 SP:Iteration 19Q (2401.583009 sec): 3 clusters Score: Raw -256003.002067 + Penalty 2468.500866 = -253534.501201 nChanged 0 SP:Iteration 20F (2401.631189 sec): 3 clusters Score: Raw -256003.002067 + Penalty 2468.500866 = -253534.501201 nChanged 0 Iteration 179Q (2404.452074 sec): 20 clusters Score: Raw -57375231.567972 + Penalty 40075.650180 = -57335155.917791 nChanged 33 Iteration 180F (2409.776961 sec): 20 clusters Score: Raw -57375232.597771 + Penalty 40075.650180 = -57335156.947590 nChanged 38 Iteration 181Q (2412.546810 sec): 20 clusters Score: Raw -57375233.763408 + Penalty 40075.650180 = -57335158.113228 nChanged 51 Iteration 182Q (2415.303215 sec): 20 clusters Score: Raw -57375235.463432 + Penalty 40075.650180 = -57335159.813251 nChanged 61 Iteration 183Q (2418.069601 sec): 20 clusters Score: Raw -57375237.415592 + Penalty 40075.650180 = -57335161.765411 nChanged 57 Iteration 184Q (2420.869244 sec): 20 clusters Score: Raw -57375238.878893 + Penalty 40075.650180 = -57335163.228712 nChanged 48 Iteration 185Q (2424.006321 sec): 20 clusters Score: Raw -57375240.227321 + Penalty 40075.650180 = -57335164.577141 nChanged 52 Iteration 186Q (2426.959744 sec): 20 clusters Score: Raw -57375241.747458 + Penalty 40075.650180 = -57335166.097278 nChanged 43 Iteration 187Q (2429.925611 sec): 20 clusters Score: Raw -57375243.136032 + Penalty 40075.650180 = -57335167.485851 nChanged 51 Iteration 188Q (2432.771958 sec): 20 clusters Score: Raw -57375245.016688 + Penalty 40075.650180 = -57335169.366507 nChanged 56 Iteration 189Q (2435.476462 sec): 20 clusters Score: Raw -57375246.694257 + Penalty 40075.650180 = -57335171.044076 nChanged 56 Iteration 190Q (2438.174490 sec): 20 clusters Score: Raw -57375248.309210 + Penalty 40075.650180 = -57335172.659030 nChanged 45 Iteration 191Q (2440.845486 sec): 20 clusters Score: Raw -57375249.537732 + Penalty 40075.650180 = -57335173.887552 nChanged 45 Iteration 192Q (2443.529179 sec): 20 clusters Score: Raw -57375250.806783 + Penalty 40075.650180 = -57335175.156603 nChanged 43 Iteration 193Q (2446.258778 sec): 20 clusters Score: Raw -57375251.870229 + Penalty 40075.650180 = -57335176.220049 nChanged 31 Iteration 194Q (2448.986500 sec): 20 clusters Score: Raw -57375252.625343 + Penalty 40075.650180 = -57335176.975163 nChanged 30 Iteration 195Q (2451.984265 sec): 20 clusters Score: Raw -57375253.322600 + Penalty 40075.650180 = -57335177.672420 nChanged 29 Iteration 196Q (2455.124599 sec): 20 clusters Score: Raw -57375253.878303 + Penalty 40075.650180 = -57335178.228123 nChanged 28 Iteration 197Q (2458.055057 sec): 20 clusters Score: Raw -57375254.335716 + Penalty 40075.650180 = -57335178.685536 nChanged 23 Iteration 198Q (2461.040699 sec): 20 clusters Score: Raw -57375254.794685 + Penalty 40075.650180 = -57335179.144505 nChanged 21 Iteration 199Q (2463.732981 sec): 20 clusters Score: Raw -57375255.293497 + Penalty 40075.650180 = -57335179.643317 nChanged 20 Iteration 200F (2469.046963 sec): 20 clusters Score: Raw -57375255.764649 + Penalty 40075.650180 = -57335180.114469 nChanged 23 Iteration 201Q (2471.798044 sec): 20 clusters Score: Raw -57375256.244373 + Penalty 40075.650180 = -57335180.594193 nChanged 30 Iteration 202Q (2474.533304 sec): 20 clusters Score: Raw -57375257.091086 + Penalty 40075.650180 = -57335181.440905 nChanged 24 Iteration 203Q (2477.320416 sec): 20 clusters Score: Raw -57375257.669054 + Penalty 40075.650180 = -57335182.018874 nChanged 15 Iteration 204Q (2480.078909 sec): 20 clusters Score: Raw -57375257.970869 + Penalty 40075.650180 = -57335182.320689 nChanged 17 Iteration 205Q (2482.814452 sec): 20 clusters Score: Raw -57375258.359688 + Penalty 40075.650180 = -57335182.709508 nChanged 21 Iteration 206Q (2485.775293 sec): 20 clusters Score: Raw -57375258.802990 + Penalty 40075.650180 = -57335183.152809 nChanged 25 Iteration 207Q (2488.898072 sec): 20 clusters Score: Raw -57375259.142800 + Penalty 40075.650180 = -57335183.492620 nChanged 17 Iteration 208Q (2491.900351 sec): 20 clusters Score: Raw -57375259.446186 + Penalty 40075.650180 = -57335183.796006 nChanged 23 Iteration 209Q (2494.883012 sec): 20 clusters Score: Raw -57375259.798929 + Penalty 40075.650180 = -57335184.148749 nChanged 13 Iteration 210Q (2497.671372 sec): 20 clusters Score: Raw -57375260.097209 + Penalty 40075.650180 = -57335184.447029 nChanged 14 Iteration 211Q (2500.484340 sec): 20 clusters Score: Raw -57375260.491017 + Penalty 40075.650180 = -57335184.840837 nChanged 13 Iteration 212Q (2503.255813 sec): 20 clusters Score: Raw -57375260.851707 + Penalty 40075.650180 = -57335185.201527 nChanged 15 Iteration 213Q (2506.001765 sec): 20 clusters Score: Raw -57375261.244178 + Penalty 40075.650180 = -57335185.593998 nChanged 25 Iteration 214Q (2508.706307 sec): 20 clusters Score: Raw -57375261.826669 + Penalty 40075.650180 = -57335186.176489 nChanged 21 Iteration 215Q (2511.424950 sec): 20 clusters Score: Raw -57375262.493382 + Penalty 40075.650180 = -57335186.843202 nChanged 24 Iteration 216Q (2514.204260 sec): 20 clusters Score: Raw -57375263.184086 + Penalty 40075.650180 = -57335187.533906 nChanged 28 Iteration 217Q (2517.174695 sec): 20 clusters Score: Raw -57375264.209983 + Penalty 40075.650180 = -57335188.559803 nChanged 36 Iteration 218Q (2520.330068 sec): 20 clusters Score: Raw -57375265.507010 + Penalty 40075.650180 = -57335189.856830 nChanged 30 Writing temp clu file Because OldScore, -57335188.559803, is greater than current (better) Score,-57335189.856830 Compute initial score before splitting: Score: Raw -57375265.507010 + Penalty 40075.650180 = -57335189.856830 Trying to split cluster 1 (119253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2520.572929 sec): 2 clusters Score: Raw -16228900.685402 + Penalty 1899.462917 = -16227001.222485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2520.803357 sec): 3 clusters Score: Raw -16150954.121095 + Penalty 3798.925834 = -16147155.195261 nChanged 57289 SP:Iteration 1F (2521.029861 sec): 3 clusters Score: Raw -16186440.985899 + Penalty 3798.925834 = -16182642.060065 nChanged 6623 SP:Iteration 2F (2521.243681 sec): 3 clusters Score: Raw -16189661.031134 + Penalty 3798.925834 = -16185862.105301 nChanged 8228 SP:Iteration 3F (2521.469405 sec): 3 clusters Score: Raw -16194704.631760 + Penalty 3798.925834 = -16190905.705926 nChanged 9347 SP:Iteration 4F (2521.694681 sec): 3 clusters Score: Raw -16201212.660965 + Penalty 3798.925834 = -16197413.735131 nChanged 9283 SP:Iteration 5F (2521.921242 sec): 3 clusters Score: Raw -16208284.315344 + Penalty 3798.925834 = -16204485.389510 nChanged 7891 SP:Iteration 6F (2522.148751 sec): 3 clusters Score: Raw -16214751.644760 + Penalty 3798.925834 = -16210952.718926 nChanged 6010 SP:Iteration 7F (2522.372021 sec): 3 clusters Score: Raw -16219797.302960 + Penalty 3798.925834 = -16215998.377126 nChanged 4175 SP:Iteration 8Q (2522.611600 sec): 3 clusters Score: Raw -16223255.503808 + Penalty 3798.925834 = -16219456.577974 nChanged 2779 SP:Iteration 9Q (2522.839223 sec): 3 clusters Score: Raw -16225421.564241 + Penalty 3798.925834 = -16221622.638407 nChanged 1893 SP:Iteration 10Q (2523.059701 sec): 3 clusters Score: Raw -16226813.378965 + Penalty 3798.925834 = -16223014.453131 nChanged 1323 SP:Iteration 11Q (2523.270446 sec): 3 clusters Score: Raw -16227689.976809 + Penalty 3798.925834 = -16223891.050975 nChanged 932 SP:Iteration 12Q (2523.478286 sec): 3 clusters Score: Raw -16228233.658789 + Penalty 3798.925834 = -16224434.732956 nChanged 699 SP:Iteration 13Q (2523.681698 sec): 3 clusters Score: Raw -16228587.289672 + Penalty 3798.925834 = -16224788.363838 nChanged 534 SP:Iteration 14Q (2523.869109 sec): 3 clusters Score: Raw -16228856.471563 + Penalty 3798.925834 = -16225057.545729 nChanged 436 SP:Iteration 15Q (2524.087255 sec): 3 clusters Score: Raw -16229064.500908 + Penalty 3798.925834 = -16225265.575074 nChanged 365 SP:Iteration 16Q (2524.301485 sec): 3 clusters Score: Raw -16229232.657008 + Penalty 3798.925834 = -16225433.731174 nChanged 302 SP:Iteration 17Q (2524.511431 sec): 3 clusters Score: Raw -16229371.320431 + Penalty 3798.925834 = -16225572.394597 nChanged 249 SP:Iteration 18Q (2524.713089 sec): 3 clusters Score: Raw -16229482.524073 + Penalty 3798.925834 = -16225683.598239 nChanged 222 SP:Iteration 19Q (2524.915006 sec): 3 clusters Score: Raw -16229591.546202 + Penalty 3798.925834 = -16225792.620368 nChanged 188 SP:Iteration 20F (2525.149201 sec): 3 clusters Score: Raw -16229671.835878 + Penalty 3798.925834 = -16225872.910044 nChanged 172 SP:Iteration 21Q (2525.357156 sec): 3 clusters Score: Raw -16229740.160579 + Penalty 3798.925834 = -16225941.234746 nChanged 157 SP:Iteration 22Q (2525.557193 sec): 3 clusters Score: Raw -16229794.586362 + Penalty 3798.925834 = -16225995.660528 nChanged 147 SP:Iteration 23Q (2525.753465 sec): 3 clusters Score: Raw -16229841.642101 + Penalty 3798.925834 = -16226042.716267 nChanged 130 SP:Iteration 24Q (2525.972381 sec): 3 clusters Score: Raw -16229880.120123 + Penalty 3798.925834 = -16226081.194289 nChanged 116 SP:Iteration 25Q (2526.190330 sec): 3 clusters Score: Raw -16229912.670011 + Penalty 3798.925834 = -16226113.744177 nChanged 127 SP:Iteration 26Q (2526.399524 sec): 3 clusters Score: Raw -16229945.364210 + Penalty 3798.925834 = -16226146.438376 nChanged 100 SP:Iteration 27Q (2526.613538 sec): 3 clusters Score: Raw -16229968.319682 + Penalty 3798.925834 = -16226169.393848 nChanged 89 SP:Iteration 28Q (2526.811678 sec): 3 clusters Score: Raw -16229987.417215 + Penalty 3798.925834 = -16226188.491381 nChanged 75 SP:Iteration 29Q (2527.026744 sec): 3 clusters Score: Raw -16230003.035407 + Penalty 3798.925834 = -16226204.109573 nChanged 75 SP:Iteration 30Q (2527.233885 sec): 3 clusters Score: Raw -16230016.987690 + Penalty 3798.925834 = -16226218.061856 nChanged 59 SP:Iteration 31Q (2527.429736 sec): 3 clusters Score: Raw -16230028.194869 + Penalty 3798.925834 = -16226229.269035 nChanged 67 SP:Iteration 32Q (2527.635502 sec): 3 clusters Score: Raw -16230039.862128 + Penalty 3798.925834 = -16226240.936294 nChanged 46 SP:Iteration 33Q (2527.834641 sec): 3 clusters Score: Raw -16230045.319685 + Penalty 3798.925834 = -16226246.393851 nChanged 32 SP:Iteration 34Q (2528.031763 sec): 3 clusters Score: Raw -16230049.901386 + Penalty 3798.925834 = -16226250.975553 nChanged 32 SP:Iteration 35Q (2528.231205 sec): 3 clusters Score: Raw -16230053.960764 + Penalty 3798.925834 = -16226255.034931 nChanged 21 SP:Iteration 36Q (2528.428988 sec): 3 clusters Score: Raw -16230055.811742 + Penalty 3798.925834 = -16226256.885908 nChanged 13 SP:Iteration 37Q (2528.631740 sec): 3 clusters Score: Raw -16230057.035050 + Penalty 3798.925834 = -16226258.109217 nChanged 12 SP:Iteration 38Q (2528.826857 sec): 3 clusters Score: Raw -16230058.029929 + Penalty 3798.925834 = -16226259.104095 nChanged 13 SP:Iteration 39Q (2529.025117 sec): 3 clusters Score: Raw -16230059.417159 + Penalty 3798.925834 = -16226260.491325 nChanged 11 SP:Iteration 40F (2529.263905 sec): 3 clusters Score: Raw -16230060.879959 + Penalty 3798.925834 = -16226261.954125 nChanged 13 SP:Iteration 41Q (2529.466752 sec): 3 clusters Score: Raw -16230062.004951 + Penalty 3798.925834 = -16226263.079117 nChanged 9 SP:Iteration 42Q (2529.666335 sec): 3 clusters Score: Raw -16230063.084590 + Penalty 3798.925834 = -16226264.158756 nChanged 9 SP:Iteration 43Q (2529.865210 sec): 3 clusters Score: Raw -16230063.854158 + Penalty 3798.925834 = -16226264.928324 nChanged 6 SP:Iteration 44Q (2530.075992 sec): 3 clusters Score: Raw -16230064.566488 + Penalty 3798.925834 = -16226265.640654 nChanged 10 SP:Iteration 45Q (2530.274297 sec): 3 clusters Score: Raw -16230065.510404 + Penalty 3798.925834 = -16226266.584570 nChanged 10 SP:Iteration 46Q (2530.473813 sec): 3 clusters Score: Raw -16230066.328650 + Penalty 3798.925834 = -16226267.402816 nChanged 12 SP:Iteration 47Q (2530.684363 sec): 3 clusters Score: Raw -16230067.293185 + Penalty 3798.925834 = -16226268.367351 nChanged 11 SP:Iteration 48Q (2530.877036 sec): 3 clusters Score: Raw -16230068.600202 + Penalty 3798.925834 = -16226269.674368 nChanged 14 SP:Iteration 49Q (2531.080371 sec): 3 clusters Score: Raw -16230070.128441 + Penalty 3798.925834 = -16226271.202607 nChanged 9 SP:Iteration 50Q (2531.282709 sec): 3 clusters Score: Raw -16230070.687569 + Penalty 3798.925834 = -16226271.761735 nChanged 1 SP:Iteration 51Q (2531.484378 sec): 3 clusters Score: Raw -16230070.748358 + Penalty 3798.925834 = -16226271.822525 nChanged 0 SP:Iteration 52F (2531.707149 sec): 3 clusters Score: Raw -16230070.748358 + Penalty 3798.925834 = -16226271.822525 nChanged 0 Trying to split cluster 2 (11127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2531.764159 sec): 2 clusters Score: Raw -1502035.659537 + Penalty 1514.033603 = -1500521.625934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2531.829433 sec): 3 clusters Score: Raw -1495767.759941 + Penalty 3028.067207 = -1492739.692735 nChanged 4727 SP:Iteration 1F (2531.896531 sec): 3 clusters Score: Raw -1498447.384513 + Penalty 3028.067207 = -1495419.317307 nChanged 697 SP:Iteration 2F (2531.953288 sec): 3 clusters Score: Raw -1498781.234796 + Penalty 3028.067207 = -1495753.167589 nChanged 584 SP:Iteration 3F (2532.023024 sec): 3 clusters Score: Raw -1499040.275373 + Penalty 3028.067207 = -1496012.208166 nChanged 475 SP:Iteration 4Q (2532.087150 sec): 3 clusters Score: Raw -1499253.389483 + Penalty 3028.067207 = -1496225.322276 nChanged 452 SP:Iteration 5Q (2532.141272 sec): 3 clusters Score: Raw -1499444.233196 + Penalty 3028.067207 = -1496416.165989 nChanged 415 SP:Iteration 6Q (2532.215817 sec): 3 clusters Score: Raw -1499658.356790 + Penalty 3028.067207 = -1496630.289584 nChanged 445 SP:Iteration 7Q (2532.281179 sec): 3 clusters Score: Raw -1499926.953205 + Penalty 3028.067207 = -1496898.885998 nChanged 483 SP:Iteration 8Q (2532.335589 sec): 3 clusters Score: Raw -1500248.244276 + Penalty 3028.067207 = -1497220.177070 nChanged 501 SP:Iteration 9Q (2532.410308 sec): 3 clusters Score: Raw -1500590.126566 + Penalty 3028.067207 = -1497562.059360 nChanged 473 SP:Iteration 10Q (2532.467569 sec): 3 clusters Score: Raw -1500887.825374 + Penalty 3028.067207 = -1497859.758168 nChanged 402 SP:Iteration 11Q (2532.530956 sec): 3 clusters Score: Raw -1501089.703028 + Penalty 3028.067207 = -1498061.635821 nChanged 267 SP:Iteration 12Q (2532.599509 sec): 3 clusters Score: Raw -1501197.157659 + Penalty 3028.067207 = -1498169.090453 nChanged 185 SP:Iteration 13Q (2532.663123 sec): 3 clusters Score: Raw -1501265.727311 + Penalty 3028.067207 = -1498237.660105 nChanged 162 SP:Iteration 14Q (2532.731861 sec): 3 clusters Score: Raw -1501319.007424 + Penalty 3028.067207 = -1498290.940217 nChanged 160 SP:Iteration 15Q (2532.794615 sec): 3 clusters Score: Raw -1501373.521431 + Penalty 3028.067207 = -1498345.454225 nChanged 145 SP:Iteration 16Q (2532.845851 sec): 3 clusters Score: Raw -1501423.414247 + Penalty 3028.067207 = -1498395.347040 nChanged 129 SP:Iteration 17Q (2532.913393 sec): 3 clusters Score: Raw -1501464.703455 + Penalty 3028.067207 = -1498436.636248 nChanged 130 SP:Iteration 18Q (2532.990094 sec): 3 clusters Score: Raw -1501502.675370 + Penalty 3028.067207 = -1498474.608163 nChanged 116 SP:Iteration 19Q (2533.056458 sec): 3 clusters Score: Raw -1501540.473946 + Penalty 3028.067207 = -1498512.406739 nChanged 110 SP:Iteration 20F (2533.120224 sec): 3 clusters Score: Raw -1501575.817199 + Penalty 3028.067207 = -1498547.749992 nChanged 115 SP:Iteration 21Q (2533.187307 sec): 3 clusters Score: Raw -1501614.810119 + Penalty 3028.067207 = -1498586.742912 nChanged 122 SP:Iteration 22Q (2533.246917 sec): 3 clusters Score: Raw -1501653.677011 + Penalty 3028.067207 = -1498625.609804 nChanged 99 SP:Iteration 23Q (2533.298010 sec): 3 clusters Score: Raw -1501682.374723 + Penalty 3028.067207 = -1498654.307516 nChanged 107 SP:Iteration 24Q (2533.371365 sec): 3 clusters Score: Raw -1501712.944260 + Penalty 3028.067207 = -1498684.877053 nChanged 96 SP:Iteration 25Q (2533.434980 sec): 3 clusters Score: Raw -1501741.022043 + Penalty 3028.067207 = -1498712.954836 nChanged 102 SP:Iteration 26Q (2533.498518 sec): 3 clusters Score: Raw -1501778.115421 + Penalty 3028.067207 = -1498750.048215 nChanged 91 SP:Iteration 27Q (2533.561539 sec): 3 clusters Score: Raw -1501808.609697 + Penalty 3028.067207 = -1498780.542490 nChanged 105 SP:Iteration 28Q (2533.617884 sec): 3 clusters Score: Raw -1501842.880347 + Penalty 3028.067207 = -1498814.813141 nChanged 95 SP:Iteration 29Q (2533.684126 sec): 3 clusters Score: Raw -1501871.344480 + Penalty 3028.067207 = -1498843.277273 nChanged 85 SP:Iteration 30Q (2533.752414 sec): 3 clusters Score: Raw -1501894.733704 + Penalty 3028.067207 = -1498866.666498 nChanged 78 SP:Iteration 31Q (2533.813388 sec): 3 clusters Score: Raw -1501916.701204 + Penalty 3028.067207 = -1498888.633998 nChanged 74 SP:Iteration 32Q (2533.867591 sec): 3 clusters Score: Raw -1501939.844105 + Penalty 3028.067207 = -1498911.776898 nChanged 83 SP:Iteration 33Q (2533.927777 sec): 3 clusters Score: Raw -1501970.903154 + Penalty 3028.067207 = -1498942.835948 nChanged 95 SP:Iteration 34Q (2533.999514 sec): 3 clusters Score: Raw -1502009.134751 + Penalty 3028.067207 = -1498981.067544 nChanged 91 SP:Iteration 35Q (2534.061057 sec): 3 clusters Score: Raw -1502045.795418 + Penalty 3028.067207 = -1499017.728211 nChanged 93 SP:Iteration 36Q (2534.124164 sec): 3 clusters Score: Raw -1502084.562648 + Penalty 3028.067207 = -1499056.495441 nChanged 87 SP:Iteration 37Q (2534.187310 sec): 3 clusters Score: Raw -1502122.115044 + Penalty 3028.067207 = -1499094.047838 nChanged 75 SP:Iteration 38Q (2534.240211 sec): 3 clusters Score: Raw -1502158.381693 + Penalty 3028.067207 = -1499130.314486 nChanged 80 SP:Iteration 39Q (2534.309054 sec): 3 clusters Score: Raw -1502195.870745 + Penalty 3028.067207 = -1499167.803539 nChanged 79 SP:Iteration 40F (2534.361188 sec): 3 clusters Score: Raw -1502230.828855 + Penalty 3028.067207 = -1499202.761648 nChanged 69 SP:Iteration 41Q (2534.422338 sec): 3 clusters Score: Raw -1502260.623343 + Penalty 3028.067207 = -1499232.556137 nChanged 52 SP:Iteration 42Q (2534.485535 sec): 3 clusters Score: Raw -1502283.154589 + Penalty 3028.067207 = -1499255.087383 nChanged 50 SP:Iteration 43Q (2534.543902 sec): 3 clusters Score: Raw -1502300.574915 + Penalty 3028.067207 = -1499272.507709 nChanged 39 SP:Iteration 44Q (2534.599633 sec): 3 clusters Score: Raw -1502313.175995 + Penalty 3028.067207 = -1499285.108788 nChanged 30 SP:Iteration 45Q (2534.666263 sec): 3 clusters Score: Raw -1502321.008553 + Penalty 3028.067207 = -1499292.941346 nChanged 22 SP:Iteration 46Q (2534.729658 sec): 3 clusters Score: Raw -1502326.472437 + Penalty 3028.067207 = -1499298.405230 nChanged 21 SP:Iteration 47Q (2534.780923 sec): 3 clusters Score: Raw -1502332.787638 + Penalty 3028.067207 = -1499304.720432 nChanged 17 SP:Iteration 48Q (2534.850815 sec): 3 clusters Score: Raw -1502337.689369 + Penalty 3028.067207 = -1499309.622162 nChanged 16 SP:Iteration 49Q (2534.904252 sec): 3 clusters Score: Raw -1502341.379104 + Penalty 3028.067207 = -1499313.311897 nChanged 9 SP:Iteration 50Q (2534.977333 sec): 3 clusters Score: Raw -1502343.025825 + Penalty 3028.067207 = -1499314.958618 nChanged 4 SP:Iteration 51Q (2535.040332 sec): 3 clusters Score: Raw -1502343.700319 + Penalty 3028.067207 = -1499315.633113 nChanged 4 SP:Iteration 52Q (2535.092148 sec): 3 clusters Score: Raw -1502344.819054 + Penalty 3028.067207 = -1499316.751848 nChanged 3 SP:Iteration 53Q (2535.149227 sec): 3 clusters Score: Raw -1502345.845535 + Penalty 3028.067207 = -1499317.778328 nChanged 2 SP:Iteration 54Q (2535.221321 sec): 3 clusters Score: Raw -1502346.319096 + Penalty 3028.067207 = -1499318.251890 nChanged 3 SP:Iteration 55Q (2535.273626 sec): 3 clusters Score: Raw -1502347.218640 + Penalty 3028.067207 = -1499319.151433 nChanged 2 SP:Iteration 56Q (2535.335175 sec): 3 clusters Score: Raw -1502347.741153 + Penalty 3028.067207 = -1499319.673947 nChanged 5 SP:Iteration 57Q (2535.395078 sec): 3 clusters Score: Raw -1502348.669363 + Penalty 3028.067207 = -1499320.602156 nChanged 3 SP:Iteration 58Q (2535.456532 sec): 3 clusters Score: Raw -1502349.063520 + Penalty 3028.067207 = -1499320.996314 nChanged 3 SP:Iteration 59Q (2535.527209 sec): 3 clusters Score: Raw -1502350.149802 + Penalty 3028.067207 = -1499322.082596 nChanged 6 SP:Iteration 60F (2535.583427 sec): 3 clusters Score: Raw -1502351.389652 + Penalty 3028.067207 = -1499323.322446 nChanged 1 SP:Iteration 61Q (2535.653997 sec): 3 clusters Score: Raw -1502351.593135 + Penalty 3028.067207 = -1499323.525929 nChanged 2 SP:Iteration 62Q (2535.715927 sec): 3 clusters Score: Raw -1502352.025313 + Penalty 3028.067207 = -1499323.958107 nChanged 3 SP:Iteration 63Q (2535.779954 sec): 3 clusters Score: Raw -1502352.489197 + Penalty 3028.067207 = -1499324.421991 nChanged 2 SP:Iteration 64Q (2535.841930 sec): 3 clusters Score: Raw -1502352.907065 + Penalty 3028.067207 = -1499324.839859 nChanged 4 SP:Iteration 65Q (2535.903840 sec): 3 clusters Score: Raw -1502354.329892 + Penalty 3028.067207 = -1499326.262685 nChanged 3 SP:Iteration 66Q (2535.955674 sec): 3 clusters Score: Raw -1502355.194302 + Penalty 3028.067207 = -1499327.127096 nChanged 2 SP:Iteration 67Q (2536.023122 sec): 3 clusters Score: Raw -1502355.465024 + Penalty 3028.067207 = -1499327.397817 nChanged 2 SP:Iteration 68Q (2536.068635 sec): 3 clusters Score: Raw -1502355.903577 + Penalty 3028.067207 = -1499327.836371 nChanged 2 SP:Iteration 69Q (2536.130343 sec): 3 clusters Score: Raw -1502356.604147 + Penalty 3028.067207 = -1499328.536940 nChanged 6 SP:Iteration 70Q (2536.193638 sec): 3 clusters Score: Raw -1502358.414349 + Penalty 3028.067207 = -1499330.347143 nChanged 9 SP:Iteration 71Q (2536.257565 sec): 3 clusters Score: Raw -1502360.723301 + Penalty 3028.067207 = -1499332.656094 nChanged 8 SP:Iteration 72Q (2536.320928 sec): 3 clusters Score: Raw -1502362.045173 + Penalty 3028.067207 = -1499333.977966 nChanged 5 SP:Iteration 73Q (2536.383223 sec): 3 clusters Score: Raw -1502363.242540 + Penalty 3028.067207 = -1499335.175334 nChanged 2 SP:Iteration 74Q (2536.458515 sec): 3 clusters Score: Raw -1502363.460880 + Penalty 3028.067207 = -1499335.393673 nChanged 0 SP:Iteration 75F (2536.515677 sec): 3 clusters Score: Raw -1502363.460880 + Penalty 3028.067207 = -1499335.393673 nChanged 0 Trying to split cluster 3 (79533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2536.654759 sec): 2 clusters Score: Raw -10822118.724767 + Penalty 1833.638188 = -10820285.086580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2536.826440 sec): 3 clusters Score: Raw -10770715.842715 + Penalty 3667.276375 = -10767048.566340 nChanged 37770 SP:Iteration 1F (2536.995584 sec): 3 clusters Score: Raw -10792860.538240 + Penalty 3667.276375 = -10789193.261865 nChanged 3322 SP:Iteration 2Q (2537.183196 sec): 3 clusters Score: Raw -10794072.799913 + Penalty 3667.276375 = -10790405.523538 nChanged 3678 SP:Iteration 3Q (2537.368361 sec): 3 clusters Score: Raw -10795757.935414 + Penalty 3667.276375 = -10792090.659039 nChanged 4417 SP:Iteration 4F (2537.534587 sec): 3 clusters Score: Raw -10798188.419150 + Penalty 3667.276375 = -10794521.142775 nChanged 4996 SP:Iteration 5F (2537.718571 sec): 3 clusters Score: Raw -10801285.667884 + Penalty 3667.276375 = -10797618.391509 nChanged 5265 SP:Iteration 6F (2537.887543 sec): 3 clusters Score: Raw -10804831.417442 + Penalty 3667.276375 = -10801164.141067 nChanged 5198 SP:Iteration 7F (2538.071507 sec): 3 clusters Score: Raw -10808356.224592 + Penalty 3667.276375 = -10804688.948217 nChanged 4420 SP:Iteration 8F (2538.240586 sec): 3 clusters Score: Raw -10810926.347625 + Penalty 3667.276375 = -10807259.071250 nChanged 3251 SP:Iteration 9Q (2538.414927 sec): 3 clusters Score: Raw -10812390.354092 + Penalty 3667.276375 = -10808723.077717 nChanged 2332 SP:Iteration 10Q (2538.587987 sec): 3 clusters Score: Raw -10813161.834700 + Penalty 3667.276375 = -10809494.558325 nChanged 1577 SP:Iteration 11Q (2538.753781 sec): 3 clusters Score: Raw -10813577.358829 + Penalty 3667.276375 = -10809910.082453 nChanged 1235 SP:Iteration 12Q (2538.924808 sec): 3 clusters Score: Raw -10813881.799293 + Penalty 3667.276375 = -10810214.522918 nChanged 1168 SP:Iteration 13Q (2539.096024 sec): 3 clusters Score: Raw -10814171.164886 + Penalty 3667.276375 = -10810503.888511 nChanged 1139 SP:Iteration 14Q (2539.254089 sec): 3 clusters Score: Raw -10814462.888118 + Penalty 3667.276375 = -10810795.611742 nChanged 1181 SP:Iteration 15Q (2539.411227 sec): 3 clusters Score: Raw -10814775.129755 + Penalty 3667.276375 = -10811107.853379 nChanged 1221 SP:Iteration 16Q (2539.568052 sec): 3 clusters Score: Raw -10815100.564332 + Penalty 3667.276375 = -10811433.287957 nChanged 1233 SP:Iteration 17Q (2539.730655 sec): 3 clusters Score: Raw -10815441.461516 + Penalty 3667.276375 = -10811774.185140 nChanged 1232 SP:Iteration 18Q (2539.905680 sec): 3 clusters Score: Raw -10815789.407364 + Penalty 3667.276375 = -10812122.130989 nChanged 1232 SP:Iteration 19Q (2540.068241 sec): 3 clusters Score: Raw -10816143.448326 + Penalty 3667.276375 = -10812476.171950 nChanged 1292 SP:Iteration 20F (2540.234794 sec): 3 clusters Score: Raw -10816538.359904 + Penalty 3667.276375 = -10812871.083529 nChanged 1269 SP:Iteration 21Q (2540.398273 sec): 3 clusters Score: Raw -10816933.449169 + Penalty 3667.276375 = -10813266.172794 nChanged 1221 SP:Iteration 22Q (2540.560710 sec): 3 clusters Score: Raw -10817327.333775 + Penalty 3667.276375 = -10813660.057400 nChanged 1198 SP:Iteration 23Q (2540.735964 sec): 3 clusters Score: Raw -10817736.582755 + Penalty 3667.276375 = -10814069.306380 nChanged 1214 SP:Iteration 24Q (2540.898914 sec): 3 clusters Score: Raw -10818180.019753 + Penalty 3667.276375 = -10814512.743378 nChanged 1156 SP:Iteration 25Q (2541.059733 sec): 3 clusters Score: Raw -10818601.245697 + Penalty 3667.276375 = -10814933.969322 nChanged 1087 SP:Iteration 26Q (2541.218222 sec): 3 clusters Score: Raw -10819009.359752 + Penalty 3667.276375 = -10815342.083376 nChanged 1054 SP:Iteration 27Q (2541.372482 sec): 3 clusters Score: Raw -10819432.835640 + Penalty 3667.276375 = -10815765.559265 nChanged 1033 SP:Iteration 28Q (2541.521653 sec): 3 clusters Score: Raw -10819867.241856 + Penalty 3667.276375 = -10816199.965481 nChanged 915 SP:Iteration 29Q (2541.676433 sec): 3 clusters Score: Raw -10820258.856285 + Penalty 3667.276375 = -10816591.579909 nChanged 849 SP:Iteration 30Q (2541.820597 sec): 3 clusters Score: Raw -10820636.843511 + Penalty 3667.276375 = -10816969.567135 nChanged 755 SP:Iteration 31Q (2541.971396 sec): 3 clusters Score: Raw -10820978.770242 + Penalty 3667.276375 = -10817311.493867 nChanged 669 SP:Iteration 32Q (2542.122489 sec): 3 clusters Score: Raw -10821287.195989 + Penalty 3667.276375 = -10817619.919613 nChanged 608 SP:Iteration 33Q (2542.274952 sec): 3 clusters Score: Raw -10821576.365692 + Penalty 3667.276375 = -10817909.089316 nChanged 533 SP:Iteration 34Q (2542.423753 sec): 3 clusters Score: Raw -10821845.046301 + Penalty 3667.276375 = -10818177.769926 nChanged 431 SP:Iteration 35Q (2542.557228 sec): 3 clusters Score: Raw -10822058.845597 + Penalty 3667.276375 = -10818391.569222 nChanged 319 SP:Iteration 36Q (2542.705016 sec): 3 clusters Score: Raw -10822207.181422 + Penalty 3667.276375 = -10818539.905047 nChanged 253 SP:Iteration 37Q (2542.837348 sec): 3 clusters Score: Raw -10822316.230904 + Penalty 3667.276375 = -10818648.954528 nChanged 203 SP:Iteration 38Q (2542.972384 sec): 3 clusters Score: Raw -10822396.023269 + Penalty 3667.276375 = -10818728.746894 nChanged 160 SP:Iteration 39Q (2543.129759 sec): 3 clusters Score: Raw -10822457.790276 + Penalty 3667.276375 = -10818790.513900 nChanged 135 SP:Iteration 40F (2543.310930 sec): 3 clusters Score: Raw -10822502.622240 + Penalty 3667.276375 = -10818835.345864 nChanged 100 SP:Iteration 41Q (2543.468354 sec): 3 clusters Score: Raw -10822535.401171 + Penalty 3667.276375 = -10818868.124796 nChanged 72 SP:Iteration 42Q (2543.625755 sec): 3 clusters Score: Raw -10822556.630408 + Penalty 3667.276375 = -10818889.354033 nChanged 62 SP:Iteration 43Q (2543.780475 sec): 3 clusters Score: Raw -10822571.610064 + Penalty 3667.276375 = -10818904.333689 nChanged 41 SP:Iteration 44Q (2543.914989 sec): 3 clusters Score: Raw -10822582.609936 + Penalty 3667.276375 = -10818915.333561 nChanged 36 SP:Iteration 45Q (2544.059787 sec): 3 clusters Score: Raw -10822593.036566 + Penalty 3667.276375 = -10818925.760190 nChanged 36 SP:Iteration 46Q (2544.202337 sec): 3 clusters Score: Raw -10822603.898218 + Penalty 3667.276375 = -10818936.621843 nChanged 37 SP:Iteration 47Q (2544.335479 sec): 3 clusters Score: Raw -10822614.481875 + Penalty 3667.276375 = -10818947.205500 nChanged 31 SP:Iteration 48Q (2544.478095 sec): 3 clusters Score: Raw -10822622.797032 + Penalty 3667.276375 = -10818955.520656 nChanged 23 SP:Iteration 49Q (2544.623805 sec): 3 clusters Score: Raw -10822627.910714 + Penalty 3667.276375 = -10818960.634339 nChanged 21 SP:Iteration 50Q (2544.767607 sec): 3 clusters Score: Raw -10822632.235612 + Penalty 3667.276375 = -10818964.959237 nChanged 18 SP:Iteration 51Q (2544.906583 sec): 3 clusters Score: Raw -10822637.031615 + Penalty 3667.276375 = -10818969.755240 nChanged 17 SP:Iteration 52Q (2545.051306 sec): 3 clusters Score: Raw -10822639.714975 + Penalty 3667.276375 = -10818972.438599 nChanged 12 SP:Iteration 53Q (2545.196727 sec): 3 clusters Score: Raw -10822643.121070 + Penalty 3667.276375 = -10818975.844695 nChanged 17 SP:Iteration 54Q (2545.340829 sec): 3 clusters Score: Raw -10822647.351070 + Penalty 3667.276375 = -10818980.074694 nChanged 12 SP:Iteration 55Q (2545.489749 sec): 3 clusters Score: Raw -10822650.675377 + Penalty 3667.276375 = -10818983.399002 nChanged 10 SP:Iteration 56Q (2545.642746 sec): 3 clusters Score: Raw -10822653.936094 + Penalty 3667.276375 = -10818986.659719 nChanged 13 SP:Iteration 57Q (2545.779759 sec): 3 clusters Score: Raw -10822657.416690 + Penalty 3667.276375 = -10818990.140314 nChanged 12 SP:Iteration 58Q (2545.933209 sec): 3 clusters Score: Raw -10822660.208280 + Penalty 3667.276375 = -10818992.931905 nChanged 7 SP:Iteration 59Q (2546.080624 sec): 3 clusters Score: Raw -10822661.690450 + Penalty 3667.276375 = -10818994.414074 nChanged 5 SP:Iteration 60F (2546.257061 sec): 3 clusters Score: Raw -10822662.864760 + Penalty 3667.276375 = -10818995.588385 nChanged 6 SP:Iteration 61Q (2546.402382 sec): 3 clusters Score: Raw -10822664.388725 + Penalty 3667.276375 = -10818997.112350 nChanged 6 SP:Iteration 62Q (2546.543997 sec): 3 clusters Score: Raw -10822665.545194 + Penalty 3667.276375 = -10818998.268819 nChanged 6 SP:Iteration 63Q (2546.695097 sec): 3 clusters Score: Raw -10822666.527815 + Penalty 3667.276375 = -10818999.251440 nChanged 4 SP:Iteration 64Q (2546.852979 sec): 3 clusters Score: Raw -10822667.160890 + Penalty 3667.276375 = -10818999.884515 nChanged 2 SP:Iteration 65Q (2547.001885 sec): 3 clusters Score: Raw -10822667.471697 + Penalty 3667.276375 = -10819000.195322 nChanged 0 SP:Iteration 66F (2547.175461 sec): 3 clusters Score: Raw -10822667.471697 + Penalty 3667.276375 = -10819000.195322 nChanged 0 Trying to split cluster 4 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2547.203955 sec): 2 clusters Score: Raw -59459.239125 + Penalty 1014.677121 = -58444.562003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2547.245702 sec): 3 clusters Score: Raw -59484.735232 + Penalty 2029.354243 = -57455.380989 nChanged 119 SP:Iteration 1F (2547.287410 sec): 3 clusters Score: Raw -59766.172953 + Penalty 2029.354243 = -57736.818711 nChanged 55 SP:Iteration 2F (2547.329289 sec): 3 clusters Score: Raw -59886.166622 + Penalty 2029.354243 = -57856.812380 nChanged 27 SP:Iteration 3F (2547.370912 sec): 3 clusters Score: Raw -59943.448898 + Penalty 2029.354243 = -57914.094655 nChanged 14 SP:Iteration 4Q (2547.414164 sec): 3 clusters Score: Raw -59968.993841 + Penalty 2029.354243 = -57939.639598 nChanged 11 SP:Iteration 5Q (2547.458698 sec): 3 clusters Score: Raw -59985.194825 + Penalty 2029.354243 = -57955.840582 nChanged 6 SP:Iteration 6Q (2547.494779 sec): 3 clusters Score: Raw -60000.558521 + Penalty 2029.354243 = -57971.204279 nChanged 6 SP:Iteration 7Q (2547.530121 sec): 3 clusters Score: Raw -60012.609005 + Penalty 2029.354243 = -57983.254763 nChanged 2 SP:Iteration 8Q (2547.571165 sec): 3 clusters Score: Raw -60026.641314 + Penalty 2029.354243 = -57997.287072 nChanged 4 SP:Iteration 9Q (2547.612634 sec): 3 clusters Score: Raw -60036.685547 + Penalty 2029.354243 = -58007.331304 nChanged 4 SP:Iteration 10Q (2547.657066 sec): 3 clusters Score: Raw -60048.503888 + Penalty 2029.354243 = -58019.149645 nChanged 1 SP:Iteration 11Q (2547.702517 sec): 3 clusters Score: Raw -60053.609668 + Penalty 2029.354243 = -58024.255425 nChanged 3 SP:Iteration 12Q (2547.749545 sec): 3 clusters Score: Raw -60079.663564 + Penalty 2029.354243 = -58050.309321 nChanged 8 SP:Iteration 13Q (2547.788160 sec): 3 clusters Score: Raw -60106.449931 + Penalty 2029.354243 = -58077.095688 nChanged 3 SP:Iteration 14Q (2547.833260 sec): 3 clusters Score: Raw -60111.354232 + Penalty 2029.354243 = -58081.999989 nChanged 4 SP:Iteration 15Q (2547.882845 sec): 3 clusters Score: Raw -60123.846355 + Penalty 2029.354243 = -58094.492112 nChanged 5 SP:Iteration 16Q (2547.938904 sec): 3 clusters Score: Raw -60136.255568 + Penalty 2029.354243 = -58106.901325 nChanged 2 SP:Iteration 17Q (2547.979196 sec): 3 clusters Score: Raw -60144.972026 + Penalty 2029.354243 = -58115.617783 nChanged 1 SP:Iteration 18Q (2548.035548 sec): 3 clusters Score: Raw -60145.660956 + Penalty 2029.354243 = -58116.306713 nChanged 1 SP:Iteration 19Q (2548.081616 sec): 3 clusters Score: Raw -60146.011743 + Penalty 2029.354243 = -58116.657500 nChanged 0 SP:Iteration 20F (2548.127776 sec): 3 clusters Score: Raw -60146.011743 + Penalty 2029.354243 = -58116.657500 nChanged 0 Trying to split cluster 5 (11051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2548.170230 sec): 2 clusters Score: Raw -1477581.737003 + Penalty 1512.919883 = -1476068.817120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2548.227168 sec): 3 clusters Score: Raw -1471161.721924 + Penalty 3025.839765 = -1468135.882159 nChanged 4845 SP:Iteration 1F (2548.293155 sec): 3 clusters Score: Raw -1473906.742126 + Penalty 3025.839765 = -1470880.902361 nChanged 717 SP:Iteration 2F (2548.358016 sec): 3 clusters Score: Raw -1474243.354701 + Penalty 3025.839765 = -1471217.514936 nChanged 640 SP:Iteration 3F (2548.433285 sec): 3 clusters Score: Raw -1474581.298340 + Penalty 3025.839765 = -1471555.458575 nChanged 656 SP:Iteration 4F (2548.498173 sec): 3 clusters Score: Raw -1474983.875011 + Penalty 3025.839765 = -1471958.035246 nChanged 704 SP:Iteration 5F (2548.563203 sec): 3 clusters Score: Raw -1475413.936251 + Penalty 3025.839765 = -1472388.096486 nChanged 639 SP:Iteration 6F (2548.605399 sec): 3 clusters Score: Raw -1475816.067462 + Penalty 3025.839765 = -1472790.227697 nChanged 588 SP:Iteration 7F (2548.673670 sec): 3 clusters Score: Raw -1476204.478986 + Penalty 3025.839765 = -1473178.639221 nChanged 508 SP:Iteration 8Q (2548.742311 sec): 3 clusters Score: Raw -1476481.786183 + Penalty 3025.839765 = -1473455.946418 nChanged 397 SP:Iteration 9Q (2548.820118 sec): 3 clusters Score: Raw -1476676.322769 + Penalty 3025.839765 = -1473650.483004 nChanged 324 SP:Iteration 10Q (2548.878345 sec): 3 clusters Score: Raw -1476851.683537 + Penalty 3025.839765 = -1473825.843772 nChanged 266 SP:Iteration 11Q (2548.947214 sec): 3 clusters Score: Raw -1476986.617896 + Penalty 3025.839765 = -1473960.778130 nChanged 212 SP:Iteration 12Q (2549.015728 sec): 3 clusters Score: Raw -1477094.032417 + Penalty 3025.839765 = -1474068.192651 nChanged 174 SP:Iteration 13Q (2549.093624 sec): 3 clusters Score: Raw -1477194.629983 + Penalty 3025.839765 = -1474168.790218 nChanged 160 SP:Iteration 14Q (2549.161657 sec): 3 clusters Score: Raw -1477290.207264 + Penalty 3025.839765 = -1474264.367499 nChanged 164 SP:Iteration 15Q (2549.217024 sec): 3 clusters Score: Raw -1477382.208216 + Penalty 3025.839765 = -1474356.368451 nChanged 137 SP:Iteration 16Q (2549.287204 sec): 3 clusters Score: Raw -1477461.134397 + Penalty 3025.839765 = -1474435.294631 nChanged 131 SP:Iteration 17Q (2549.354260 sec): 3 clusters Score: Raw -1477531.779819 + Penalty 3025.839765 = -1474505.940054 nChanged 109 SP:Iteration 18Q (2549.430465 sec): 3 clusters Score: Raw -1477590.006231 + Penalty 3025.839765 = -1474564.166465 nChanged 101 SP:Iteration 19Q (2549.496409 sec): 3 clusters Score: Raw -1477637.628852 + Penalty 3025.839765 = -1474611.789087 nChanged 83 SP:Iteration 20F (2549.563429 sec): 3 clusters Score: Raw -1477675.515035 + Penalty 3025.839765 = -1474649.675270 nChanged 71 SP:Iteration 21Q (2549.628358 sec): 3 clusters Score: Raw -1477703.731038 + Penalty 3025.839765 = -1474677.891273 nChanged 64 SP:Iteration 22Q (2549.694956 sec): 3 clusters Score: Raw -1477727.277958 + Penalty 3025.839765 = -1474701.438193 nChanged 50 SP:Iteration 23Q (2549.751271 sec): 3 clusters Score: Raw -1477747.601619 + Penalty 3025.839765 = -1474721.761854 nChanged 46 SP:Iteration 24Q (2549.821235 sec): 3 clusters Score: Raw -1477760.548501 + Penalty 3025.839765 = -1474734.708735 nChanged 44 SP:Iteration 25Q (2549.877815 sec): 3 clusters Score: Raw -1477772.194986 + Penalty 3025.839765 = -1474746.355221 nChanged 30 SP:Iteration 26Q (2549.944462 sec): 3 clusters Score: Raw -1477779.956042 + Penalty 3025.839765 = -1474754.116277 nChanged 29 SP:Iteration 27Q (2550.019378 sec): 3 clusters Score: Raw -1477789.197318 + Penalty 3025.839765 = -1474763.357553 nChanged 17 SP:Iteration 28Q (2550.075910 sec): 3 clusters Score: Raw -1477793.885537 + Penalty 3025.839765 = -1474768.045772 nChanged 13 SP:Iteration 29Q (2550.140105 sec): 3 clusters Score: Raw -1477796.512305 + Penalty 3025.839765 = -1474770.672539 nChanged 11 SP:Iteration 30Q (2550.206561 sec): 3 clusters Score: Raw -1477799.094885 + Penalty 3025.839765 = -1474773.255120 nChanged 5 SP:Iteration 31Q (2550.268239 sec): 3 clusters Score: Raw -1477800.121922 + Penalty 3025.839765 = -1474774.282157 nChanged 8 SP:Iteration 32Q (2550.333181 sec): 3 clusters Score: Raw -1477802.062559 + Penalty 3025.839765 = -1474776.222794 nChanged 20 SP:Iteration 33Q (2550.395364 sec): 3 clusters Score: Raw -1477807.046014 + Penalty 3025.839765 = -1474781.206249 nChanged 18 SP:Iteration 34Q (2550.454020 sec): 3 clusters Score: Raw -1477811.715795 + Penalty 3025.839765 = -1474785.876030 nChanged 22 SP:Iteration 35Q (2550.503434 sec): 3 clusters Score: Raw -1477817.369603 + Penalty 3025.839765 = -1474791.529838 nChanged 22 SP:Iteration 36Q (2550.575015 sec): 3 clusters Score: Raw -1477824.800615 + Penalty 3025.839765 = -1474798.960850 nChanged 29 SP:Iteration 37Q (2550.637904 sec): 3 clusters Score: Raw -1477832.917418 + Penalty 3025.839765 = -1474807.077652 nChanged 17 SP:Iteration 38Q (2550.697795 sec): 3 clusters Score: Raw -1477838.371004 + Penalty 3025.839765 = -1474812.531239 nChanged 19 SP:Iteration 39Q (2550.761224 sec): 3 clusters Score: Raw -1477843.601090 + Penalty 3025.839765 = -1474817.761324 nChanged 14 SP:Iteration 40F (2550.814967 sec): 3 clusters Score: Raw -1477847.502185 + Penalty 3025.839765 = -1474821.662420 nChanged 13 SP:Iteration 41Q (2550.885960 sec): 3 clusters Score: Raw -1477850.008669 + Penalty 3025.839765 = -1474824.168904 nChanged 8 SP:Iteration 42Q (2550.947293 sec): 3 clusters Score: Raw -1477851.529556 + Penalty 3025.839765 = -1474825.689790 nChanged 6 SP:Iteration 43Q (2551.008100 sec): 3 clusters Score: Raw -1477853.110173 + Penalty 3025.839765 = -1474827.270408 nChanged 6 SP:Iteration 44Q (2551.083383 sec): 3 clusters Score: Raw -1477854.299131 + Penalty 3025.839765 = -1474828.459366 nChanged 5 SP:Iteration 45Q (2551.139601 sec): 3 clusters Score: Raw -1477855.317157 + Penalty 3025.839765 = -1474829.477391 nChanged 5 SP:Iteration 46Q (2551.204126 sec): 3 clusters Score: Raw -1477856.663059 + Penalty 3025.839765 = -1474830.823294 nChanged 6 SP:Iteration 47Q (2551.279466 sec): 3 clusters Score: Raw -1477858.630396 + Penalty 3025.839765 = -1474832.790630 nChanged 10 SP:Iteration 48Q (2551.345360 sec): 3 clusters Score: Raw -1477862.391599 + Penalty 3025.839765 = -1474836.551834 nChanged 14 SP:Iteration 49Q (2551.400994 sec): 3 clusters Score: Raw -1477868.561061 + Penalty 3025.839765 = -1474842.721296 nChanged 16 SP:Iteration 50Q (2551.474893 sec): 3 clusters Score: Raw -1477873.562210 + Penalty 3025.839765 = -1474847.722445 nChanged 13 SP:Iteration 51Q (2551.541027 sec): 3 clusters Score: Raw -1477877.249516 + Penalty 3025.839765 = -1474851.409751 nChanged 16 SP:Iteration 52Q (2551.595248 sec): 3 clusters Score: Raw -1477881.294582 + Penalty 3025.839765 = -1474855.454816 nChanged 13 SP:Iteration 53Q (2551.657934 sec): 3 clusters Score: Raw -1477884.956230 + Penalty 3025.839765 = -1474859.116465 nChanged 13 SP:Iteration 54Q (2551.730629 sec): 3 clusters Score: Raw -1477888.498811 + Penalty 3025.839765 = -1474862.659046 nChanged 12 SP:Iteration 55Q (2551.795729 sec): 3 clusters Score: Raw -1477891.897286 + Penalty 3025.839765 = -1474866.057521 nChanged 12 SP:Iteration 56Q (2551.861241 sec): 3 clusters Score: Raw -1477894.997288 + Penalty 3025.839765 = -1474869.157523 nChanged 9 SP:Iteration 57Q (2551.916443 sec): 3 clusters Score: Raw -1477897.533315 + Penalty 3025.839765 = -1474871.693550 nChanged 3 SP:Iteration 58Q (2551.979825 sec): 3 clusters Score: Raw -1477898.369087 + Penalty 3025.839765 = -1474872.529322 nChanged 4 SP:Iteration 59Q (2552.056105 sec): 3 clusters Score: Raw -1477899.268754 + Penalty 3025.839765 = -1474873.428989 nChanged 5 SP:Iteration 60F (2552.123672 sec): 3 clusters Score: Raw -1477900.572322 + Penalty 3025.839765 = -1474874.732557 nChanged 8 SP:Iteration 61Q (2552.189389 sec): 3 clusters Score: Raw -1477902.374083 + Penalty 3025.839765 = -1474876.534318 nChanged 2 SP:Iteration 62Q (2552.255076 sec): 3 clusters Score: Raw -1477902.533169 + Penalty 3025.839765 = -1474876.693404 nChanged 0 SP:Iteration 63F (2552.322822 sec): 3 clusters Score: Raw -1477902.533169 + Penalty 3025.839765 = -1474876.693404 nChanged 0 Trying to split cluster 6 (20462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2552.375401 sec): 2 clusters Score: Raw -2706035.881723 + Penalty 1613.027778 = -2704422.853945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2552.457914 sec): 3 clusters Score: Raw -2693554.206639 + Penalty 3226.055556 = -2690328.151083 nChanged 9374 SP:Iteration 1F (2552.542868 sec): 3 clusters Score: Raw -2699181.575476 + Penalty 3226.055556 = -2695955.519921 nChanged 1182 SP:Iteration 2F (2552.620796 sec): 3 clusters Score: Raw -2699773.774146 + Penalty 3226.055556 = -2696547.718591 nChanged 1208 SP:Iteration 3F (2552.702705 sec): 3 clusters Score: Raw -2700545.766487 + Penalty 3226.055556 = -2697319.710931 nChanged 1360 SP:Iteration 4F (2552.784615 sec): 3 clusters Score: Raw -2701614.062620 + Penalty 3226.055556 = -2698388.007065 nChanged 1462 SP:Iteration 5F (2552.863179 sec): 3 clusters Score: Raw -2702942.962027 + Penalty 3226.055556 = -2699716.906472 nChanged 1461 SP:Iteration 6F (2552.945102 sec): 3 clusters Score: Raw -2704421.072160 + Penalty 3226.055556 = -2701195.016605 nChanged 1264 SP:Iteration 7F (2553.026312 sec): 3 clusters Score: Raw -2705546.085516 + Penalty 3226.055556 = -2702320.029960 nChanged 836 SP:Iteration 8Q (2553.109554 sec): 3 clusters Score: Raw -2706090.797047 + Penalty 3226.055556 = -2702864.741491 nChanged 481 SP:Iteration 9Q (2553.191884 sec): 3 clusters Score: Raw -2706359.638985 + Penalty 3226.055556 = -2703133.583429 nChanged 357 SP:Iteration 10Q (2553.274068 sec): 3 clusters Score: Raw -2706513.066836 + Penalty 3226.055556 = -2703287.011280 nChanged 255 SP:Iteration 11Q (2553.354348 sec): 3 clusters Score: Raw -2706605.839520 + Penalty 3226.055556 = -2703379.783965 nChanged 192 SP:Iteration 12Q (2553.431128 sec): 3 clusters Score: Raw -2706663.668404 + Penalty 3226.055556 = -2703437.612848 nChanged 157 SP:Iteration 13Q (2553.508444 sec): 3 clusters Score: Raw -2706701.033033 + Penalty 3226.055556 = -2703474.977477 nChanged 110 SP:Iteration 14Q (2553.587815 sec): 3 clusters Score: Raw -2706721.777852 + Penalty 3226.055556 = -2703495.722297 nChanged 92 SP:Iteration 15Q (2553.671746 sec): 3 clusters Score: Raw -2706737.114284 + Penalty 3226.055556 = -2703511.058729 nChanged 76 SP:Iteration 16Q (2553.766180 sec): 3 clusters Score: Raw -2706748.166397 + Penalty 3226.055556 = -2703522.110842 nChanged 66 SP:Iteration 17Q (2553.838966 sec): 3 clusters Score: Raw -2706755.984127 + Penalty 3226.055556 = -2703529.928571 nChanged 53 SP:Iteration 18Q (2553.920901 sec): 3 clusters Score: Raw -2706761.784326 + Penalty 3226.055556 = -2703535.728770 nChanged 51 SP:Iteration 19Q (2554.003965 sec): 3 clusters Score: Raw -2706767.179229 + Penalty 3226.055556 = -2703541.123674 nChanged 51 SP:Iteration 20F (2554.087467 sec): 3 clusters Score: Raw -2706774.291164 + Penalty 3226.055556 = -2703548.235609 nChanged 38 SP:Iteration 21Q (2554.171713 sec): 3 clusters Score: Raw -2706778.478227 + Penalty 3226.055556 = -2703552.422671 nChanged 31 SP:Iteration 22Q (2554.237706 sec): 3 clusters Score: Raw -2706780.598280 + Penalty 3226.055556 = -2703554.542725 nChanged 18 SP:Iteration 23Q (2554.315104 sec): 3 clusters Score: Raw -2706781.966206 + Penalty 3226.055556 = -2703555.910650 nChanged 19 SP:Iteration 24Q (2554.394358 sec): 3 clusters Score: Raw -2706783.615534 + Penalty 3226.055556 = -2703557.559978 nChanged 19 SP:Iteration 25Q (2554.480425 sec): 3 clusters Score: Raw -2706785.083824 + Penalty 3226.055556 = -2703559.028269 nChanged 20 SP:Iteration 26Q (2554.552308 sec): 3 clusters Score: Raw -2706786.613241 + Penalty 3226.055556 = -2703560.557685 nChanged 15 SP:Iteration 27Q (2554.629448 sec): 3 clusters Score: Raw -2706787.589305 + Penalty 3226.055556 = -2703561.533749 nChanged 12 SP:Iteration 28Q (2554.713959 sec): 3 clusters Score: Raw -2706788.352537 + Penalty 3226.055556 = -2703562.296982 nChanged 9 SP:Iteration 29Q (2554.789501 sec): 3 clusters Score: Raw -2706788.701480 + Penalty 3226.055556 = -2703562.645924 nChanged 2 SP:Iteration 30Q (2554.874607 sec): 3 clusters Score: Raw -2706788.781917 + Penalty 3226.055556 = -2703562.726361 nChanged 0 SP:Iteration 31F (2554.955592 sec): 3 clusters Score: Raw -2706788.781917 + Penalty 3226.055556 = -2703562.726361 nChanged 0 Trying to split cluster 7 (16252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2555.001587 sec): 2 clusters Score: Raw -2255296.174297 + Penalty 1575.595329 = -2253720.578968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2555.079359 sec): 3 clusters Score: Raw -2245712.917544 + Penalty 3151.190659 = -2242561.726885 nChanged 7248 SP:Iteration 1F (2555.155506 sec): 3 clusters Score: Raw -2249843.546624 + Penalty 3151.190659 = -2246692.355965 nChanged 881 SP:Iteration 2F (2555.231278 sec): 3 clusters Score: Raw -2250249.113790 + Penalty 3151.190659 = -2247097.923132 nChanged 808 SP:Iteration 3Q (2555.292043 sec): 3 clusters Score: Raw -2250638.371465 + Penalty 3151.190659 = -2247487.180806 nChanged 761 SP:Iteration 4Q (2555.380467 sec): 3 clusters Score: Raw -2251037.647895 + Penalty 3151.190659 = -2247886.457236 nChanged 779 SP:Iteration 5Q (2555.457862 sec): 3 clusters Score: Raw -2251450.080585 + Penalty 3151.190659 = -2248298.889926 nChanged 722 SP:Iteration 6Q (2555.535362 sec): 3 clusters Score: Raw -2251827.890188 + Penalty 3151.190659 = -2248676.699529 nChanged 706 SP:Iteration 7Q (2555.598348 sec): 3 clusters Score: Raw -2252205.770962 + Penalty 3151.190659 = -2249054.580304 nChanged 694 SP:Iteration 8Q (2555.677421 sec): 3 clusters Score: Raw -2252559.089938 + Penalty 3151.190659 = -2249407.899279 nChanged 678 SP:Iteration 9Q (2555.756032 sec): 3 clusters Score: Raw -2252892.291855 + Penalty 3151.190659 = -2249741.101196 nChanged 598 SP:Iteration 10Q (2555.831746 sec): 3 clusters Score: Raw -2253135.944650 + Penalty 3151.190659 = -2249984.753992 nChanged 467 SP:Iteration 11Q (2555.908063 sec): 3 clusters Score: Raw -2253314.193798 + Penalty 3151.190659 = -2250163.003139 nChanged 386 SP:Iteration 12Q (2555.984632 sec): 3 clusters Score: Raw -2253432.906578 + Penalty 3151.190659 = -2250281.715919 nChanged 312 SP:Iteration 13Q (2556.061034 sec): 3 clusters Score: Raw -2253517.720247 + Penalty 3151.190659 = -2250366.529588 nChanged 240 SP:Iteration 14Q (2556.137108 sec): 3 clusters Score: Raw -2253578.867705 + Penalty 3151.190659 = -2250427.677046 nChanged 224 SP:Iteration 15Q (2556.214194 sec): 3 clusters Score: Raw -2253636.795606 + Penalty 3151.190659 = -2250485.604948 nChanged 206 SP:Iteration 16Q (2556.280047 sec): 3 clusters Score: Raw -2253685.415881 + Penalty 3151.190659 = -2250534.225222 nChanged 187 SP:Iteration 17Q (2556.362299 sec): 3 clusters Score: Raw -2253726.060063 + Penalty 3151.190659 = -2250574.869404 nChanged 159 SP:Iteration 18Q (2556.436320 sec): 3 clusters Score: Raw -2253758.807150 + Penalty 3151.190659 = -2250607.616491 nChanged 137 SP:Iteration 19Q (2556.511048 sec): 3 clusters Score: Raw -2253787.789400 + Penalty 3151.190659 = -2250636.598741 nChanged 134 SP:Iteration 20F (2556.585178 sec): 3 clusters Score: Raw -2253814.999861 + Penalty 3151.190659 = -2250663.809203 nChanged 130 SP:Iteration 21Q (2556.661166 sec): 3 clusters Score: Raw -2253843.163288 + Penalty 3151.190659 = -2250691.972629 nChanged 128 SP:Iteration 22Q (2556.728641 sec): 3 clusters Score: Raw -2253870.166437 + Penalty 3151.190659 = -2250718.975778 nChanged 130 SP:Iteration 23Q (2556.805305 sec): 3 clusters Score: Raw -2253897.189439 + Penalty 3151.190659 = -2250745.998780 nChanged 134 SP:Iteration 24Q (2556.879251 sec): 3 clusters Score: Raw -2253918.886207 + Penalty 3151.190659 = -2250767.695548 nChanged 110 SP:Iteration 25Q (2556.954701 sec): 3 clusters Score: Raw -2253936.226553 + Penalty 3151.190659 = -2250785.035894 nChanged 102 SP:Iteration 26Q (2557.022660 sec): 3 clusters Score: Raw -2253955.620162 + Penalty 3151.190659 = -2250804.429503 nChanged 103 SP:Iteration 27Q (2557.101760 sec): 3 clusters Score: Raw -2253972.387783 + Penalty 3151.190659 = -2250821.197124 nChanged 95 SP:Iteration 28Q (2557.168848 sec): 3 clusters Score: Raw -2253987.102868 + Penalty 3151.190659 = -2250835.912210 nChanged 80 SP:Iteration 29Q (2557.248356 sec): 3 clusters Score: Raw -2253998.001159 + Penalty 3151.190659 = -2250846.810500 nChanged 78 SP:Iteration 30Q (2557.327299 sec): 3 clusters Score: Raw -2254007.708307 + Penalty 3151.190659 = -2250856.517648 nChanged 73 SP:Iteration 31Q (2557.388022 sec): 3 clusters Score: Raw -2254016.980976 + Penalty 3151.190659 = -2250865.790318 nChanged 79 SP:Iteration 32Q (2557.465277 sec): 3 clusters Score: Raw -2254028.161827 + Penalty 3151.190659 = -2250876.971169 nChanged 76 SP:Iteration 33Q (2557.545098 sec): 3 clusters Score: Raw -2254038.997797 + Penalty 3151.190659 = -2250887.807138 nChanged 66 SP:Iteration 34Q (2557.618768 sec): 3 clusters Score: Raw -2254047.585697 + Penalty 3151.190659 = -2250896.395039 nChanged 64 SP:Iteration 35Q (2557.693946 sec): 3 clusters Score: Raw -2254055.362571 + Penalty 3151.190659 = -2250904.171912 nChanged 65 SP:Iteration 36Q (2557.769244 sec): 3 clusters Score: Raw -2254063.674519 + Penalty 3151.190659 = -2250912.483861 nChanged 73 SP:Iteration 37Q (2557.834817 sec): 3 clusters Score: Raw -2254074.330558 + Penalty 3151.190659 = -2250923.139899 nChanged 76 SP:Iteration 38Q (2557.918707 sec): 3 clusters Score: Raw -2254083.861630 + Penalty 3151.190659 = -2250932.670972 nChanged 60 SP:Iteration 39Q (2557.995840 sec): 3 clusters Score: Raw -2254091.924968 + Penalty 3151.190659 = -2250940.734310 nChanged 54 SP:Iteration 40F (2558.072848 sec): 3 clusters Score: Raw -2254098.463534 + Penalty 3151.190659 = -2250947.272876 nChanged 53 SP:Iteration 41Q (2558.140158 sec): 3 clusters Score: Raw -2254103.954778 + Penalty 3151.190659 = -2250952.764120 nChanged 51 SP:Iteration 42Q (2558.219244 sec): 3 clusters Score: Raw -2254109.836970 + Penalty 3151.190659 = -2250958.646312 nChanged 52 SP:Iteration 43Q (2558.281361 sec): 3 clusters Score: Raw -2254116.716548 + Penalty 3151.190659 = -2250965.525889 nChanged 56 SP:Iteration 44Q (2558.351126 sec): 3 clusters Score: Raw -2254123.394983 + Penalty 3151.190659 = -2250972.204324 nChanged 57 SP:Iteration 45Q (2558.433558 sec): 3 clusters Score: Raw -2254129.901482 + Penalty 3151.190659 = -2250978.710824 nChanged 53 SP:Iteration 46Q (2558.497760 sec): 3 clusters Score: Raw -2254135.144939 + Penalty 3151.190659 = -2250983.954281 nChanged 52 SP:Iteration 47Q (2558.570810 sec): 3 clusters Score: Raw -2254141.022468 + Penalty 3151.190659 = -2250989.831809 nChanged 48 SP:Iteration 48Q (2558.641328 sec): 3 clusters Score: Raw -2254147.445654 + Penalty 3151.190659 = -2250996.254996 nChanged 50 SP:Iteration 49Q (2558.719727 sec): 3 clusters Score: Raw -2254153.369612 + Penalty 3151.190659 = -2251002.178953 nChanged 38 SP:Iteration 50Q (2558.795282 sec): 3 clusters Score: Raw -2254157.700532 + Penalty 3151.190659 = -2251006.509874 nChanged 39 SP:Iteration 51Q (2558.875712 sec): 3 clusters Score: Raw -2254162.134971 + Penalty 3151.190659 = -2251010.944313 nChanged 43 SP:Iteration 52Q (2558.944519 sec): 3 clusters Score: Raw -2254167.921552 + Penalty 3151.190659 = -2251016.730893 nChanged 39 SP:Iteration 53Q (2559.029021 sec): 3 clusters Score: Raw -2254172.969963 + Penalty 3151.190659 = -2251021.779305 nChanged 45 SP:Iteration 54Q (2559.102262 sec): 3 clusters Score: Raw -2254177.073426 + Penalty 3151.190659 = -2251025.882767 nChanged 37 SP:Iteration 55Q (2559.172261 sec): 3 clusters Score: Raw -2254181.677126 + Penalty 3151.190659 = -2251030.486468 nChanged 39 SP:Iteration 56Q (2559.254375 sec): 3 clusters Score: Raw -2254185.550148 + Penalty 3151.190659 = -2251034.359489 nChanged 47 SP:Iteration 57Q (2559.324768 sec): 3 clusters Score: Raw -2254190.204874 + Penalty 3151.190659 = -2251039.014215 nChanged 35 SP:Iteration 58Q (2559.403811 sec): 3 clusters Score: Raw -2254194.119697 + Penalty 3151.190659 = -2251042.929039 nChanged 48 SP:Iteration 59Q (2559.485332 sec): 3 clusters Score: Raw -2254200.632541 + Penalty 3151.190659 = -2251049.441882 nChanged 57 SP:Iteration 60F (2559.569124 sec): 3 clusters Score: Raw -2254208.347618 + Penalty 3151.190659 = -2251057.156959 nChanged 53 SP:Iteration 61Q (2559.639024 sec): 3 clusters Score: Raw -2254215.786271 + Penalty 3151.190659 = -2251064.595612 nChanged 49 SP:Iteration 62Q (2559.716893 sec): 3 clusters Score: Raw -2254221.992162 + Penalty 3151.190659 = -2251070.801504 nChanged 39 SP:Iteration 63Q (2559.794621 sec): 3 clusters Score: Raw -2254226.603795 + Penalty 3151.190659 = -2251075.413136 nChanged 43 SP:Iteration 64Q (2559.880744 sec): 3 clusters Score: Raw -2254231.449783 + Penalty 3151.190659 = -2251080.259124 nChanged 47 SP:Iteration 65Q (2559.959043 sec): 3 clusters Score: Raw -2254236.358516 + Penalty 3151.190659 = -2251085.167857 nChanged 52 SP:Iteration 66Q (2560.036912 sec): 3 clusters Score: Raw -2254242.352909 + Penalty 3151.190659 = -2251091.162250 nChanged 45 SP:Iteration 67Q (2560.106584 sec): 3 clusters Score: Raw -2254247.098549 + Penalty 3151.190659 = -2251095.907890 nChanged 47 SP:Iteration 68Q (2560.164647 sec): 3 clusters Score: Raw -2254252.330247 + Penalty 3151.190659 = -2251101.139588 nChanged 41 SP:Iteration 69Q (2560.205823 sec): 3 clusters Score: Raw -2254257.427597 + Penalty 3151.190659 = -2251106.236938 nChanged 53 SP:Iteration 70Q (2560.246898 sec): 3 clusters Score: Raw -2254264.507930 + Penalty 3151.190659 = -2251113.317272 nChanged 61 SP:Iteration 71Q (2560.287944 sec): 3 clusters Score: Raw -2254271.613904 + Penalty 3151.190659 = -2251120.423245 nChanged 52 SP:Iteration 72Q (2560.328993 sec): 3 clusters Score: Raw -2254277.563949 + Penalty 3151.190659 = -2251126.373290 nChanged 61 SP:Iteration 73Q (2560.383348 sec): 3 clusters Score: Raw -2254284.888292 + Penalty 3151.190659 = -2251133.697633 nChanged 59 SP:Iteration 74Q (2560.434601 sec): 3 clusters Score: Raw -2254292.381379 + Penalty 3151.190659 = -2251141.190721 nChanged 66 SP:Iteration 75Q (2560.465451 sec): 3 clusters Score: Raw -2254301.190347 + Penalty 3151.190659 = -2251149.999689 nChanged 74 SP:Iteration 76Q (2560.554504 sec): 3 clusters Score: Raw -2254311.144631 + Penalty 3151.190659 = -2251159.953973 nChanged 72 SP:Iteration 77Q (2560.632892 sec): 3 clusters Score: Raw -2254320.058822 + Penalty 3151.190659 = -2251168.868163 nChanged 75 SP:Iteration 78Q (2560.711442 sec): 3 clusters Score: Raw -2254330.125873 + Penalty 3151.190659 = -2251178.935215 nChanged 79 SP:Iteration 79Q (2560.789206 sec): 3 clusters Score: Raw -2254341.777425 + Penalty 3151.190659 = -2251190.586767 nChanged 88 SP:Iteration 80F (2560.851919 sec): 3 clusters Score: Raw -2254356.230800 + Penalty 3151.190659 = -2251205.040141 nChanged 91 SP:Iteration 81Q (2560.926114 sec): 3 clusters Score: Raw -2254372.962159 + Penalty 3151.190659 = -2251221.771501 nChanged 101 SP:Iteration 82Q (2561.002243 sec): 3 clusters Score: Raw -2254392.227333 + Penalty 3151.190659 = -2251241.036674 nChanged 108 SP:Iteration 83Q (2561.077733 sec): 3 clusters Score: Raw -2254411.275132 + Penalty 3151.190659 = -2251260.084473 nChanged 98 SP:Iteration 84Q (2561.153007 sec): 3 clusters Score: Raw -2254429.003773 + Penalty 3151.190659 = -2251277.813114 nChanged 85 SP:Iteration 85Q (2561.229384 sec): 3 clusters Score: Raw -2254442.671413 + Penalty 3151.190659 = -2251291.480754 nChanged 84 SP:Iteration 86Q (2561.301889 sec): 3 clusters Score: Raw -2254455.380776 + Penalty 3151.190659 = -2251304.190117 nChanged 92 SP:Iteration 87Q (2561.372045 sec): 3 clusters Score: Raw -2254470.219391 + Penalty 3151.190659 = -2251319.028733 nChanged 80 SP:Iteration 88Q (2561.443559 sec): 3 clusters Score: Raw -2254481.846798 + Penalty 3151.190659 = -2251330.656140 nChanged 76 SP:Iteration 89Q (2561.518541 sec): 3 clusters Score: Raw -2254492.864904 + Penalty 3151.190659 = -2251341.674245 nChanged 69 SP:Iteration 90Q (2561.589279 sec): 3 clusters Score: Raw -2254503.339059 + Penalty 3151.190659 = -2251352.148400 nChanged 69 SP:Iteration 91Q (2561.658369 sec): 3 clusters Score: Raw -2254514.121987 + Penalty 3151.190659 = -2251362.931329 nChanged 68 SP:Iteration 92Q (2561.733932 sec): 3 clusters Score: Raw -2254524.179460 + Penalty 3151.190659 = -2251372.988801 nChanged 57 SP:Iteration 93Q (2561.808503 sec): 3 clusters Score: Raw -2254532.279565 + Penalty 3151.190659 = -2251381.088906 nChanged 52 SP:Iteration 94Q (2561.871530 sec): 3 clusters Score: Raw -2254538.728667 + Penalty 3151.190659 = -2251387.538008 nChanged 46 SP:Iteration 95Q (2561.941401 sec): 3 clusters Score: Raw -2254543.863850 + Penalty 3151.190659 = -2251392.673192 nChanged 43 SP:Iteration 96Q (2562.012227 sec): 3 clusters Score: Raw -2254548.749151 + Penalty 3151.190659 = -2251397.558493 nChanged 47 SP:Iteration 97Q (2562.094184 sec): 3 clusters Score: Raw -2254554.327668 + Penalty 3151.190659 = -2251403.137009 nChanged 52 SP:Iteration 98Q (2562.169014 sec): 3 clusters Score: Raw -2254560.772534 + Penalty 3151.190659 = -2251409.581876 nChanged 47 SP:Iteration 99Q (2562.232275 sec): 3 clusters Score: Raw -2254565.878136 + Penalty 3151.190659 = -2251414.687478 nChanged 45 SP:Iteration 100F (2562.298300 sec): 3 clusters Score: Raw -2254570.660233 + Penalty 3151.190659 = -2251419.469575 nChanged 46 SP:Iteration 101Q (2562.386407 sec): 3 clusters Score: Raw -2254577.287467 + Penalty 3151.190659 = -2251426.096808 nChanged 46 SP:Iteration 102Q (2562.463174 sec): 3 clusters Score: Raw -2254587.557069 + Penalty 3151.190659 = -2251436.366410 nChanged 53 SP:Iteration 103Q (2562.539840 sec): 3 clusters Score: Raw -2254598.245335 + Penalty 3151.190659 = -2251447.054676 nChanged 63 SP:Iteration 104Q (2562.616550 sec): 3 clusters Score: Raw -2254610.670079 + Penalty 3151.190659 = -2251459.479421 nChanged 65 SP:Iteration 105Q (2562.693305 sec): 3 clusters Score: Raw -2254622.449443 + Penalty 3151.190659 = -2251471.258785 nChanged 71 SP:Iteration 106Q (2562.769939 sec): 3 clusters Score: Raw -2254635.302878 + Penalty 3151.190659 = -2251484.112220 nChanged 72 SP:Iteration 107Q (2562.846058 sec): 3 clusters Score: Raw -2254648.183162 + Penalty 3151.190659 = -2251496.992504 nChanged 77 SP:Iteration 108Q (2562.922429 sec): 3 clusters Score: Raw -2254659.540489 + Penalty 3151.190659 = -2251508.349831 nChanged 74 SP:Iteration 109Q (2562.998863 sec): 3 clusters Score: Raw -2254671.655483 + Penalty 3151.190659 = -2251520.464824 nChanged 72 SP:Iteration 110Q (2563.075089 sec): 3 clusters Score: Raw -2254686.151196 + Penalty 3151.190659 = -2251534.960537 nChanged 91 SP:Iteration 111Q (2563.149877 sec): 3 clusters Score: Raw -2254709.097518 + Penalty 3151.190659 = -2251557.906859 nChanged 94 SP:Iteration 112Q (2563.217481 sec): 3 clusters Score: Raw -2254730.692566 + Penalty 3151.190659 = -2251579.501908 nChanged 90 SP:Iteration 113Q (2563.297671 sec): 3 clusters Score: Raw -2254753.126921 + Penalty 3151.190659 = -2251601.936263 nChanged 87 SP:Iteration 114Q (2563.362381 sec): 3 clusters Score: Raw -2254773.016074 + Penalty 3151.190659 = -2251621.825415 nChanged 98 SP:Iteration 115Q (2563.445259 sec): 3 clusters Score: Raw -2254794.870519 + Penalty 3151.190659 = -2251643.679860 nChanged 90 SP:Iteration 116Q (2563.519327 sec): 3 clusters Score: Raw -2254816.201701 + Penalty 3151.190659 = -2251665.011042 nChanged 90 SP:Iteration 117Q (2563.591230 sec): 3 clusters Score: Raw -2254835.081185 + Penalty 3151.190659 = -2251683.890526 nChanged 89 SP:Iteration 118Q (2563.663661 sec): 3 clusters Score: Raw -2254855.057489 + Penalty 3151.190659 = -2251703.866831 nChanged 100 SP:Iteration 119Q (2563.734510 sec): 3 clusters Score: Raw -2254879.237443 + Penalty 3151.190659 = -2251728.046784 nChanged 118 SP:Iteration 120F (2563.798372 sec): 3 clusters Score: Raw -2254906.390265 + Penalty 3151.190659 = -2251755.199607 nChanged 105 SP:Iteration 121Q (2563.877570 sec): 3 clusters Score: Raw -2254931.940039 + Penalty 3151.190659 = -2251780.749380 nChanged 109 SP:Iteration 122Q (2563.958308 sec): 3 clusters Score: Raw -2254958.197201 + Penalty 3151.190659 = -2251807.006542 nChanged 98 SP:Iteration 123Q (2564.036770 sec): 3 clusters Score: Raw -2254985.838809 + Penalty 3151.190659 = -2251834.648151 nChanged 101 SP:Iteration 124Q (2564.113561 sec): 3 clusters Score: Raw -2255015.480705 + Penalty 3151.190659 = -2251864.290047 nChanged 103 SP:Iteration 125Q (2564.188356 sec): 3 clusters Score: Raw -2255045.892113 + Penalty 3151.190659 = -2251894.701455 nChanged 104 SP:Iteration 126Q (2564.241719 sec): 3 clusters Score: Raw -2255076.875563 + Penalty 3151.190659 = -2251925.684904 nChanged 88 SP:Iteration 127Q (2564.280404 sec): 3 clusters Score: Raw -2255105.709738 + Penalty 3151.190659 = -2251954.519079 nChanged 90 SP:Iteration 128Q (2564.318935 sec): 3 clusters Score: Raw -2255134.869775 + Penalty 3151.190659 = -2251983.679116 nChanged 94 SP:Iteration 129Q (2564.357581 sec): 3 clusters Score: Raw -2255163.448667 + Penalty 3151.190659 = -2252012.258008 nChanged 82 SP:Iteration 130Q (2564.396213 sec): 3 clusters Score: Raw -2255186.375774 + Penalty 3151.190659 = -2252035.185116 nChanged 77 SP:Iteration 131Q (2564.447690 sec): 3 clusters Score: Raw -2255210.503078 + Penalty 3151.190659 = -2252059.312419 nChanged 72 SP:Iteration 132Q (2564.485902 sec): 3 clusters Score: Raw -2255233.666332 + Penalty 3151.190659 = -2252082.475674 nChanged 69 SP:Iteration 133Q (2564.524055 sec): 3 clusters Score: Raw -2255258.660221 + Penalty 3151.190659 = -2252107.469563 nChanged 81 SP:Iteration 134Q (2564.562050 sec): 3 clusters Score: Raw -2255294.218870 + Penalty 3151.190659 = -2252143.028212 nChanged 84 SP:Iteration 135Q (2564.600029 sec): 3 clusters Score: Raw -2255327.936627 + Penalty 3151.190659 = -2252176.745969 nChanged 86 SP:Iteration 136Q (2564.637358 sec): 3 clusters Score: Raw -2255359.830441 + Penalty 3151.190659 = -2252208.639782 nChanged 74 SP:Iteration 137Q (2564.675133 sec): 3 clusters Score: Raw -2255386.811780 + Penalty 3151.190659 = -2252235.621121 nChanged 75 SP:Iteration 138Q (2564.712641 sec): 3 clusters Score: Raw -2255416.986395 + Penalty 3151.190659 = -2252265.795737 nChanged 62 SP:Iteration 139Q (2564.750250 sec): 3 clusters Score: Raw -2255442.602828 + Penalty 3151.190659 = -2252291.412169 nChanged 56 SP:Iteration 140F (2564.791747 sec): 3 clusters Score: Raw -2255465.964434 + Penalty 3151.190659 = -2252314.773775 nChanged 54 SP:Iteration 141Q (2564.829287 sec): 3 clusters Score: Raw -2255486.412535 + Penalty 3151.190659 = -2252335.221876 nChanged 59 SP:Iteration 142Q (2564.866610 sec): 3 clusters Score: Raw -2255509.029344 + Penalty 3151.190659 = -2252357.838685 nChanged 48 SP:Iteration 143Q (2564.950201 sec): 3 clusters Score: Raw -2255526.162040 + Penalty 3151.190659 = -2252374.971381 nChanged 45 SP:Iteration 144Q (2565.015899 sec): 3 clusters Score: Raw -2255543.889400 + Penalty 3151.190659 = -2252392.698742 nChanged 40 SP:Iteration 145Q (2565.089593 sec): 3 clusters Score: Raw -2255560.883243 + Penalty 3151.190659 = -2252409.692584 nChanged 38 SP:Iteration 146Q (2565.163284 sec): 3 clusters Score: Raw -2255575.596037 + Penalty 3151.190659 = -2252424.405378 nChanged 27 SP:Iteration 147Q (2565.197941 sec): 3 clusters Score: Raw -2255585.273302 + Penalty 3151.190659 = -2252434.082644 nChanged 22 SP:Iteration 148Q (2565.234644 sec): 3 clusters Score: Raw -2255594.640891 + Penalty 3151.190659 = -2252443.450233 nChanged 18 SP:Iteration 149Q (2565.271340 sec): 3 clusters Score: Raw -2255600.746112 + Penalty 3151.190659 = -2252449.555453 nChanged 11 SP:Iteration 150Q (2565.307964 sec): 3 clusters Score: Raw -2255603.539937 + Penalty 3151.190659 = -2252452.349278 nChanged 14 SP:Iteration 151Q (2565.357951 sec): 3 clusters Score: Raw -2255606.678913 + Penalty 3151.190659 = -2252455.488255 nChanged 11 SP:Iteration 152Q (2565.394463 sec): 3 clusters Score: Raw -2255609.186397 + Penalty 3151.190659 = -2252457.995739 nChanged 11 SP:Iteration 153Q (2565.431067 sec): 3 clusters Score: Raw -2255612.702841 + Penalty 3151.190659 = -2252461.512183 nChanged 14 SP:Iteration 154Q (2565.467463 sec): 3 clusters Score: Raw -2255617.314740 + Penalty 3151.190659 = -2252466.124081 nChanged 19 SP:Iteration 155Q (2565.503758 sec): 3 clusters Score: Raw -2255622.457008 + Penalty 3151.190659 = -2252471.266349 nChanged 8 SP:Iteration 156Q (2565.553030 sec): 3 clusters Score: Raw -2255624.304335 + Penalty 3151.190659 = -2252473.113677 nChanged 5 SP:Iteration 157Q (2565.589106 sec): 3 clusters Score: Raw -2255625.577021 + Penalty 3151.190659 = -2252474.386363 nChanged 6 SP:Iteration 158Q (2565.672548 sec): 3 clusters Score: Raw -2255627.251359 + Penalty 3151.190659 = -2252476.060701 nChanged 8 SP:Iteration 159Q (2565.735742 sec): 3 clusters Score: Raw -2255630.057264 + Penalty 3151.190659 = -2252478.866605 nChanged 13 SP:Iteration 160F (2565.812540 sec): 3 clusters Score: Raw -2255633.939632 + Penalty 3151.190659 = -2252482.748974 nChanged 8 SP:Iteration 161Q (2565.885235 sec): 3 clusters Score: Raw -2255636.502177 + Penalty 3151.190659 = -2252485.311518 nChanged 9 SP:Iteration 162Q (2565.964033 sec): 3 clusters Score: Raw -2255639.546654 + Penalty 3151.190659 = -2252488.355995 nChanged 13 SP:Iteration 163Q (2566.039345 sec): 3 clusters Score: Raw -2255644.832549 + Penalty 3151.190659 = -2252493.641891 nChanged 16 SP:Iteration 164Q (2566.112829 sec): 3 clusters Score: Raw -2255648.654934 + Penalty 3151.190659 = -2252497.464276 nChanged 9 SP:Iteration 165Q (2566.184685 sec): 3 clusters Score: Raw -2255652.611044 + Penalty 3151.190659 = -2252501.420385 nChanged 11 SP:Iteration 166Q (2566.259718 sec): 3 clusters Score: Raw -2255655.780151 + Penalty 3151.190659 = -2252504.589492 nChanged 11 SP:Iteration 167Q (2566.324951 sec): 3 clusters Score: Raw -2255660.014922 + Penalty 3151.190659 = -2252508.824264 nChanged 13 SP:Iteration 168Q (2566.395849 sec): 3 clusters Score: Raw -2255664.376915 + Penalty 3151.190659 = -2252513.186256 nChanged 10 SP:Iteration 169Q (2566.461784 sec): 3 clusters Score: Raw -2255667.787967 + Penalty 3151.190659 = -2252516.597308 nChanged 8 SP:Iteration 170Q (2566.534648 sec): 3 clusters Score: Raw -2255670.877063 + Penalty 3151.190659 = -2252519.686404 nChanged 8 SP:Iteration 171Q (2566.596813 sec): 3 clusters Score: Raw -2255675.054463 + Penalty 3151.190659 = -2252523.863804 nChanged 11 SP:Iteration 172Q (2566.656444 sec): 3 clusters Score: Raw -2255678.485602 + Penalty 3151.190659 = -2252527.294943 nChanged 7 SP:Iteration 173Q (2566.727674 sec): 3 clusters Score: Raw -2255681.011294 + Penalty 3151.190659 = -2252529.820635 nChanged 11 SP:Iteration 174Q (2566.794523 sec): 3 clusters Score: Raw -2255685.669774 + Penalty 3151.190659 = -2252534.479116 nChanged 15 SP:Iteration 175Q (2566.857265 sec): 3 clusters Score: Raw -2255693.077604 + Penalty 3151.190659 = -2252541.886945 nChanged 15 SP:Iteration 176Q (2566.920601 sec): 3 clusters Score: Raw -2255698.988789 + Penalty 3151.190659 = -2252547.798131 nChanged 13 SP:Iteration 177Q (2566.983220 sec): 3 clusters Score: Raw -2255705.652439 + Penalty 3151.190659 = -2252554.461781 nChanged 16 SP:Iteration 178Q (2567.046429 sec): 3 clusters Score: Raw -2255713.467860 + Penalty 3151.190659 = -2252562.277201 nChanged 17 SP:Iteration 179Q (2567.117675 sec): 3 clusters Score: Raw -2255721.396998 + Penalty 3151.190659 = -2252570.206340 nChanged 13 SP:Iteration 180F (2567.184780 sec): 3 clusters Score: Raw -2255727.220674 + Penalty 3151.190659 = -2252576.030015 nChanged 12 SP:Iteration 181Q (2567.252844 sec): 3 clusters Score: Raw -2255732.918167 + Penalty 3151.190659 = -2252581.727508 nChanged 15 SP:Iteration 182Q (2567.314981 sec): 3 clusters Score: Raw -2255737.456492 + Penalty 3151.190659 = -2252586.265833 nChanged 11 SP:Iteration 183Q (2567.395757 sec): 3 clusters Score: Raw -2255741.119919 + Penalty 3151.190659 = -2252589.929261 nChanged 6 SP:Iteration 184Q (2567.450996 sec): 3 clusters Score: Raw -2255742.633997 + Penalty 3151.190659 = -2252591.443338 nChanged 5 SP:Iteration 185Q (2567.521879 sec): 3 clusters Score: Raw -2255744.803986 + Penalty 3151.190659 = -2252593.613327 nChanged 4 SP:Iteration 186Q (2567.579273 sec): 3 clusters Score: Raw -2255745.856291 + Penalty 3151.190659 = -2252594.665632 nChanged 1 SP:Iteration 187Q (2567.641950 sec): 3 clusters Score: Raw -2255746.263375 + Penalty 3151.190659 = -2252595.072717 nChanged 3 SP:Iteration 188Q (2567.713756 sec): 3 clusters Score: Raw -2255747.446074 + Penalty 3151.190659 = -2252596.255415 nChanged 4 SP:Iteration 189Q (2567.784473 sec): 3 clusters Score: Raw -2255748.626833 + Penalty 3151.190659 = -2252597.436175 nChanged 2 SP:Iteration 190Q (2567.854294 sec): 3 clusters Score: Raw -2255749.244411 + Penalty 3151.190659 = -2252598.053752 nChanged 3 SP:Iteration 191Q (2567.917119 sec): 3 clusters Score: Raw -2255750.725326 + Penalty 3151.190659 = -2252599.534668 nChanged 5 SP:Iteration 192Q (2567.979024 sec): 3 clusters Score: Raw -2255754.778257 + Penalty 3151.190659 = -2252603.587599 nChanged 8 SP:Iteration 193Q (2568.058159 sec): 3 clusters Score: Raw -2255759.310515 + Penalty 3151.190659 = -2252608.119857 nChanged 7 SP:Iteration 194Q (2568.122127 sec): 3 clusters Score: Raw -2255762.441836 + Penalty 3151.190659 = -2252611.251178 nChanged 6 SP:Iteration 195Q (2568.191368 sec): 3 clusters Score: Raw -2255765.001660 + Penalty 3151.190659 = -2252613.811001 nChanged 9 SP:Iteration 196Q (2568.267626 sec): 3 clusters Score: Raw -2255768.543214 + Penalty 3151.190659 = -2252617.352556 nChanged 5 SP:Iteration 197Q (2568.338164 sec): 3 clusters Score: Raw -2255770.313486 + Penalty 3151.190659 = -2252619.122828 nChanged 2 SP:Iteration 198Q (2568.399741 sec): 3 clusters Score: Raw -2255771.069810 + Penalty 3151.190659 = -2252619.879151 nChanged 2 SP:Iteration 199Q (2568.469289 sec): 3 clusters Score: Raw -2255771.335636 + Penalty 3151.190659 = -2252620.144977 nChanged 1 SP:Iteration 200F (2568.530861 sec): 3 clusters Score: Raw -2255771.589972 + Penalty 3151.190659 = -2252620.399314 nChanged 0 Trying to split cluster 8 (15277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2568.571557 sec): 2 clusters Score: Raw -1926079.279300 + Penalty 1565.541853 = -1924513.737448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2568.646432 sec): 3 clusters Score: Raw -1916962.924138 + Penalty 3131.083705 = -1913831.840433 nChanged 6780 SP:Iteration 1F (2568.719267 sec): 3 clusters Score: Raw -1920771.518784 + Penalty 3131.083705 = -1917640.435079 nChanged 950 SP:Iteration 2F (2568.791968 sec): 3 clusters Score: Raw -1921321.412302 + Penalty 3131.083705 = -1918190.328597 nChanged 940 SP:Iteration 3F (2568.869058 sec): 3 clusters Score: Raw -1921885.495729 + Penalty 3131.083705 = -1918754.412024 nChanged 983 SP:Iteration 4F (2568.933222 sec): 3 clusters Score: Raw -1922559.480827 + Penalty 3131.083705 = -1919428.397122 nChanged 1067 SP:Iteration 5F (2569.001558 sec): 3 clusters Score: Raw -1923326.806832 + Penalty 3131.083705 = -1920195.723126 nChanged 1057 SP:Iteration 6F (2569.072447 sec): 3 clusters Score: Raw -1924024.328073 + Penalty 3131.083705 = -1920893.244368 nChanged 969 SP:Iteration 7F (2569.105534 sec): 3 clusters Score: Raw -1924628.644417 + Penalty 3131.083705 = -1921497.560712 nChanged 840 SP:Iteration 8F (2569.179981 sec): 3 clusters Score: Raw -1925110.942506 + Penalty 3131.083705 = -1921979.858801 nChanged 639 SP:Iteration 9Q (2569.253087 sec): 3 clusters Score: Raw -1925416.340589 + Penalty 3131.083705 = -1922285.256884 nChanged 469 SP:Iteration 10Q (2569.326003 sec): 3 clusters Score: Raw -1925603.713435 + Penalty 3131.083705 = -1922472.629730 nChanged 379 SP:Iteration 11Q (2569.398955 sec): 3 clusters Score: Raw -1925749.232695 + Penalty 3131.083705 = -1922618.148989 nChanged 319 SP:Iteration 12Q (2569.470206 sec): 3 clusters Score: Raw -1925859.106245 + Penalty 3131.083705 = -1922728.022540 nChanged 275 SP:Iteration 13Q (2569.503128 sec): 3 clusters Score: Raw -1925953.539242 + Penalty 3131.083705 = -1922822.455536 nChanged 254 SP:Iteration 14Q (2569.578827 sec): 3 clusters Score: Raw -1926034.773200 + Penalty 3131.083705 = -1922903.689495 nChanged 231 SP:Iteration 15Q (2569.639940 sec): 3 clusters Score: Raw -1926111.586095 + Penalty 3131.083705 = -1922980.502389 nChanged 231 SP:Iteration 16Q (2569.715013 sec): 3 clusters Score: Raw -1926188.854206 + Penalty 3131.083705 = -1923057.770501 nChanged 233 SP:Iteration 17Q (2569.796494 sec): 3 clusters Score: Raw -1926261.806435 + Penalty 3131.083705 = -1923130.722730 nChanged 216 SP:Iteration 18Q (2569.854693 sec): 3 clusters Score: Raw -1926327.522140 + Penalty 3131.083705 = -1923196.438434 nChanged 203 SP:Iteration 19Q (2569.918845 sec): 3 clusters Score: Raw -1926395.948062 + Penalty 3131.083705 = -1923264.864357 nChanged 202 SP:Iteration 20F (2569.984358 sec): 3 clusters Score: Raw -1926472.061455 + Penalty 3131.083705 = -1923340.977750 nChanged 195 SP:Iteration 21Q (2570.049104 sec): 3 clusters Score: Raw -1926545.517281 + Penalty 3131.083705 = -1923414.433576 nChanged 193 SP:Iteration 22Q (2570.114274 sec): 3 clusters Score: Raw -1926615.683852 + Penalty 3131.083705 = -1923484.600147 nChanged 152 SP:Iteration 23Q (2570.183537 sec): 3 clusters Score: Raw -1926666.563132 + Penalty 3131.083705 = -1923535.479426 nChanged 124 SP:Iteration 24Q (2570.260845 sec): 3 clusters Score: Raw -1926704.355691 + Penalty 3131.083705 = -1923573.271986 nChanged 89 SP:Iteration 25Q (2570.331302 sec): 3 clusters Score: Raw -1926730.594501 + Penalty 3131.083705 = -1923599.510796 nChanged 87 SP:Iteration 26Q (2570.411951 sec): 3 clusters Score: Raw -1926755.804132 + Penalty 3131.083705 = -1923624.720427 nChanged 68 SP:Iteration 27Q (2570.483269 sec): 3 clusters Score: Raw -1926776.415490 + Penalty 3131.083705 = -1923645.331785 nChanged 65 SP:Iteration 28Q (2570.559586 sec): 3 clusters Score: Raw -1926794.606764 + Penalty 3131.083705 = -1923663.523059 nChanged 60 SP:Iteration 29Q (2570.633422 sec): 3 clusters Score: Raw -1926809.895817 + Penalty 3131.083705 = -1923678.812112 nChanged 51 SP:Iteration 30Q (2570.708455 sec): 3 clusters Score: Raw -1926821.724173 + Penalty 3131.083705 = -1923690.640468 nChanged 43 SP:Iteration 31Q (2570.778639 sec): 3 clusters Score: Raw -1926831.546162 + Penalty 3131.083705 = -1923700.462456 nChanged 42 SP:Iteration 32Q (2570.836780 sec): 3 clusters Score: Raw -1926841.379321 + Penalty 3131.083705 = -1923710.295616 nChanged 37 SP:Iteration 33Q (2570.901190 sec): 3 clusters Score: Raw -1926850.167467 + Penalty 3131.083705 = -1923719.083761 nChanged 36 SP:Iteration 34Q (2570.967103 sec): 3 clusters Score: Raw -1926858.324132 + Penalty 3131.083705 = -1923727.240426 nChanged 26 SP:Iteration 35Q (2571.042716 sec): 3 clusters Score: Raw -1926862.449902 + Penalty 3131.083705 = -1923731.366196 nChanged 14 SP:Iteration 36Q (2571.103654 sec): 3 clusters Score: Raw -1926866.530858 + Penalty 3131.083705 = -1923735.447152 nChanged 23 SP:Iteration 37Q (2571.174736 sec): 3 clusters Score: Raw -1926872.193666 + Penalty 3131.083705 = -1923741.109961 nChanged 19 SP:Iteration 38Q (2571.242700 sec): 3 clusters Score: Raw -1926875.889640 + Penalty 3131.083705 = -1923744.805935 nChanged 13 SP:Iteration 39Q (2571.304253 sec): 3 clusters Score: Raw -1926878.975669 + Penalty 3131.083705 = -1923747.891964 nChanged 11 SP:Iteration 40F (2571.369406 sec): 3 clusters Score: Raw -1926880.978657 + Penalty 3131.083705 = -1923749.894952 nChanged 8 SP:Iteration 41Q (2571.435246 sec): 3 clusters Score: Raw -1926882.560211 + Penalty 3131.083705 = -1923751.476506 nChanged 11 SP:Iteration 42Q (2571.506057 sec): 3 clusters Score: Raw -1926885.314459 + Penalty 3131.083705 = -1923754.230754 nChanged 13 SP:Iteration 43Q (2571.567189 sec): 3 clusters Score: Raw -1926890.013322 + Penalty 3131.083705 = -1923758.929617 nChanged 17 SP:Iteration 44Q (2571.641711 sec): 3 clusters Score: Raw -1926895.922084 + Penalty 3131.083705 = -1923764.838379 nChanged 25 SP:Iteration 45Q (2571.705107 sec): 3 clusters Score: Raw -1926905.037155 + Penalty 3131.083705 = -1923773.953449 nChanged 29 SP:Iteration 46Q (2571.765859 sec): 3 clusters Score: Raw -1926916.292515 + Penalty 3131.083705 = -1923785.208810 nChanged 24 SP:Iteration 47Q (2571.832034 sec): 3 clusters Score: Raw -1926924.893689 + Penalty 3131.083705 = -1923793.809984 nChanged 25 SP:Iteration 48Q (2571.907585 sec): 3 clusters Score: Raw -1926932.456156 + Penalty 3131.083705 = -1923801.372450 nChanged 16 SP:Iteration 49Q (2571.966036 sec): 3 clusters Score: Raw -1926943.985172 + Penalty 3131.083705 = -1923812.901466 nChanged 23 SP:Iteration 50Q (2572.047378 sec): 3 clusters Score: Raw -1926961.521940 + Penalty 3131.083705 = -1923830.438234 nChanged 31 SP:Iteration 51Q (2572.100729 sec): 3 clusters Score: Raw -1926981.615386 + Penalty 3131.083705 = -1923850.531681 nChanged 31 SP:Iteration 52Q (2572.170485 sec): 3 clusters Score: Raw -1927007.314708 + Penalty 3131.083705 = -1923876.231002 nChanged 36 SP:Iteration 53Q (2572.238326 sec): 3 clusters Score: Raw -1927042.043204 + Penalty 3131.083705 = -1923910.959498 nChanged 36 SP:Iteration 54Q (2572.302130 sec): 3 clusters Score: Raw -1927069.271943 + Penalty 3131.083705 = -1923938.188237 nChanged 36 SP:Iteration 55Q (2572.357074 sec): 3 clusters Score: Raw -1927086.006367 + Penalty 3131.083705 = -1923954.922662 nChanged 32 SP:Iteration 56Q (2572.424914 sec): 3 clusters Score: Raw -1927094.420694 + Penalty 3131.083705 = -1923963.336989 nChanged 18 SP:Iteration 57Q (2572.483651 sec): 3 clusters Score: Raw -1927099.221693 + Penalty 3131.083705 = -1923968.137988 nChanged 13 SP:Iteration 58Q (2572.536777 sec): 3 clusters Score: Raw -1927102.195306 + Penalty 3131.083705 = -1923971.111601 nChanged 10 SP:Iteration 59Q (2572.602262 sec): 3 clusters Score: Raw -1927105.179004 + Penalty 3131.083705 = -1923974.095299 nChanged 6 SP:Iteration 60F (2572.675811 sec): 3 clusters Score: Raw -1927106.507791 + Penalty 3131.083705 = -1923975.424086 nChanged 6 SP:Iteration 61Q (2572.742431 sec): 3 clusters Score: Raw -1927108.284506 + Penalty 3131.083705 = -1923977.200801 nChanged 11 SP:Iteration 62Q (2572.811041 sec): 3 clusters Score: Raw -1927110.554959 + Penalty 3131.083705 = -1923979.471254 nChanged 5 SP:Iteration 63Q (2572.876537 sec): 3 clusters Score: Raw -1927111.794721 + Penalty 3131.083705 = -1923980.711016 nChanged 4 SP:Iteration 64Q (2572.941810 sec): 3 clusters Score: Raw -1927112.589247 + Penalty 3131.083705 = -1923981.505541 nChanged 3 SP:Iteration 65Q (2573.019860 sec): 3 clusters Score: Raw -1927113.561398 + Penalty 3131.083705 = -1923982.477693 nChanged 4 SP:Iteration 66Q (2573.075979 sec): 3 clusters Score: Raw -1927114.434211 + Penalty 3131.083705 = -1923983.350506 nChanged 5 SP:Iteration 67Q (2573.141561 sec): 3 clusters Score: Raw -1927115.899459 + Penalty 3131.083705 = -1923984.815754 nChanged 5 SP:Iteration 68Q (2573.206556 sec): 3 clusters Score: Raw -1927117.350925 + Penalty 3131.083705 = -1923986.267220 nChanged 5 SP:Iteration 69Q (2573.284845 sec): 3 clusters Score: Raw -1927118.147588 + Penalty 3131.083705 = -1923987.063883 nChanged 4 SP:Iteration 70Q (2573.352749 sec): 3 clusters Score: Raw -1927118.982589 + Penalty 3131.083705 = -1923987.898883 nChanged 1 SP:Iteration 71Q (2573.400092 sec): 3 clusters Score: Raw -1927119.110034 + Penalty 3131.083705 = -1923988.026328 nChanged 1 SP:Iteration 72Q (2573.464496 sec): 3 clusters Score: Raw -1927119.420373 + Penalty 3131.083705 = -1923988.336668 nChanged 1 SP:Iteration 73Q (2573.529941 sec): 3 clusters Score: Raw -1927119.494197 + Penalty 3131.083705 = -1923988.410492 nChanged 1 SP:Iteration 74Q (2573.595530 sec): 3 clusters Score: Raw -1927119.601339 + Penalty 3131.083705 = -1923988.517634 nChanged 0 SP:Iteration 75F (2573.667775 sec): 3 clusters Score: Raw -1927119.601339 + Penalty 3131.083705 = -1923988.517634 nChanged 0 Trying to split cluster 9 (6674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2573.698102 sec): 2 clusters Score: Raw -861581.586764 + Penalty 1430.970882 = -860150.615882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2573.755398 sec): 3 clusters Score: Raw -857968.963058 + Penalty 2861.941764 = -855107.021293 nChanged 2757 SP:Iteration 1F (2573.813819 sec): 3 clusters Score: Raw -859450.586836 + Penalty 2861.941764 = -856588.645072 nChanged 375 SP:Iteration 2F (2573.872025 sec): 3 clusters Score: Raw -859621.056764 + Penalty 2861.941764 = -856759.115000 nChanged 301 SP:Iteration 3Q (2573.930562 sec): 3 clusters Score: Raw -859742.648722 + Penalty 2861.941764 = -856880.706957 nChanged 248 SP:Iteration 4Q (2573.988821 sec): 3 clusters Score: Raw -859852.981989 + Penalty 2861.941764 = -856991.040225 nChanged 224 SP:Iteration 5Q (2574.047350 sec): 3 clusters Score: Raw -859939.515517 + Penalty 2861.941764 = -857077.573753 nChanged 177 SP:Iteration 6Q (2574.106050 sec): 3 clusters Score: Raw -860012.407860 + Penalty 2861.941764 = -857150.466096 nChanged 197 SP:Iteration 7Q (2574.160656 sec): 3 clusters Score: Raw -860089.385461 + Penalty 2861.941764 = -857227.443697 nChanged 191 SP:Iteration 8Q (2574.219031 sec): 3 clusters Score: Raw -860186.509187 + Penalty 2861.941764 = -857324.567423 nChanged 230 SP:Iteration 9Q (2574.289269 sec): 3 clusters Score: Raw -860331.555749 + Penalty 2861.941764 = -857469.613985 nChanged 260 SP:Iteration 10Q (2574.334347 sec): 3 clusters Score: Raw -860538.894401 + Penalty 2861.941764 = -857676.952636 nChanged 313 SP:Iteration 11Q (2574.397241 sec): 3 clusters Score: Raw -860830.261616 + Penalty 2861.941764 = -857968.319851 nChanged 386 SP:Iteration 12F (2574.441538 sec): 3 clusters Score: Raw -861247.844142 + Penalty 2861.941764 = -858385.902378 nChanged 388 SP:Iteration 13F (2574.500663 sec): 3 clusters Score: Raw -861706.877415 + Penalty 2861.941764 = -858844.935651 nChanged 324 SP:Iteration 14Q (2574.558373 sec): 3 clusters Score: Raw -862057.894987 + Penalty 2861.941764 = -859195.953222 nChanged 211 SP:Iteration 15Q (2574.616291 sec): 3 clusters Score: Raw -862444.012362 + Penalty 2861.941764 = -859582.070598 nChanged 142 SP:Iteration 16Q (2574.673585 sec): 3 clusters Score: Raw -862859.441415 + Penalty 2861.941764 = -859997.499650 nChanged 73 SP:Iteration 17Q (2574.730257 sec): 3 clusters Score: Raw -862986.451528 + Penalty 2861.941764 = -860124.509764 nChanged 10 SP:Iteration 18Q (2574.776651 sec): 3 clusters Score: Raw -862990.258276 + Penalty 2861.941764 = -860128.316512 nChanged 0 SP:Iteration 19F (2574.825688 sec): 3 clusters Score: Raw -862990.258276 + Penalty 2861.941764 = -860128.316512 nChanged 0 Trying to split cluster 10 (9220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2574.863249 sec): 2 clusters Score: Raw -1258743.899241 + Penalty 1483.483676 = -1257260.415565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2574.919215 sec): 3 clusters Score: Raw -1253654.351637 + Penalty 2966.967353 = -1250687.384284 nChanged 3888 SP:Iteration 1F (2574.978880 sec): 3 clusters Score: Raw -1255653.783078 + Penalty 2966.967353 = -1252686.815726 nChanged 564 SP:Iteration 2F (2575.042326 sec): 3 clusters Score: Raw -1255902.547106 + Penalty 2966.967353 = -1252935.579753 nChanged 512 SP:Iteration 3F (2575.099837 sec): 3 clusters Score: Raw -1256146.606014 + Penalty 2966.967353 = -1253179.638661 nChanged 471 SP:Iteration 4F (2575.163756 sec): 3 clusters Score: Raw -1256379.704145 + Penalty 2966.967353 = -1253412.736793 nChanged 478 SP:Iteration 5F (2575.227682 sec): 3 clusters Score: Raw -1256661.406896 + Penalty 2966.967353 = -1253694.439543 nChanged 506 SP:Iteration 6F (2575.291293 sec): 3 clusters Score: Raw -1256989.429112 + Penalty 2966.967353 = -1254022.461759 nChanged 529 SP:Iteration 7F (2575.355381 sec): 3 clusters Score: Raw -1257330.174855 + Penalty 2966.967353 = -1254363.207502 nChanged 477 SP:Iteration 8F (2575.420204 sec): 3 clusters Score: Raw -1257649.090978 + Penalty 2966.967353 = -1254682.123625 nChanged 435 SP:Iteration 9Q (2575.483150 sec): 3 clusters Score: Raw -1257929.041375 + Penalty 2966.967353 = -1254962.074022 nChanged 355 SP:Iteration 10Q (2575.541069 sec): 3 clusters Score: Raw -1258183.086246 + Penalty 2966.967353 = -1255216.118893 nChanged 309 SP:Iteration 11Q (2575.605217 sec): 3 clusters Score: Raw -1258420.122427 + Penalty 2966.967353 = -1255453.155074 nChanged 276 SP:Iteration 12Q (2575.669064 sec): 3 clusters Score: Raw -1258624.284698 + Penalty 2966.967353 = -1255657.317345 nChanged 216 SP:Iteration 13Q (2575.732315 sec): 3 clusters Score: Raw -1258762.666158 + Penalty 2966.967353 = -1255795.698805 nChanged 138 SP:Iteration 14Q (2575.788265 sec): 3 clusters Score: Raw -1258834.301087 + Penalty 2966.967353 = -1255867.333734 nChanged 103 SP:Iteration 15Q (2575.844967 sec): 3 clusters Score: Raw -1258879.326339 + Penalty 2966.967353 = -1255912.358986 nChanged 85 SP:Iteration 16Q (2575.906365 sec): 3 clusters Score: Raw -1258906.865031 + Penalty 2966.967353 = -1255939.897678 nChanged 56 SP:Iteration 17Q (2575.969481 sec): 3 clusters Score: Raw -1258923.510047 + Penalty 2966.967353 = -1255956.542694 nChanged 42 SP:Iteration 18Q (2576.032276 sec): 3 clusters Score: Raw -1258934.329887 + Penalty 2966.967353 = -1255967.362534 nChanged 38 SP:Iteration 19Q (2576.095093 sec): 3 clusters Score: Raw -1258943.471323 + Penalty 2966.967353 = -1255976.503970 nChanged 26 SP:Iteration 20F (2576.159575 sec): 3 clusters Score: Raw -1258951.601495 + Penalty 2966.967353 = -1255984.634142 nChanged 24 SP:Iteration 21Q (2576.216187 sec): 3 clusters Score: Raw -1258956.972926 + Penalty 2966.967353 = -1255990.005573 nChanged 18 SP:Iteration 22Q (2576.277613 sec): 3 clusters Score: Raw -1258959.863354 + Penalty 2966.967353 = -1255992.896001 nChanged 10 SP:Iteration 23Q (2576.334242 sec): 3 clusters Score: Raw -1258961.511597 + Penalty 2966.967353 = -1255994.544244 nChanged 9 SP:Iteration 24Q (2576.396866 sec): 3 clusters Score: Raw -1258962.943558 + Penalty 2966.967353 = -1255995.976205 nChanged 9 SP:Iteration 25Q (2576.459721 sec): 3 clusters Score: Raw -1258963.859512 + Penalty 2966.967353 = -1255996.892159 nChanged 1 SP:Iteration 26Q (2576.521869 sec): 3 clusters Score: Raw -1258963.907570 + Penalty 2966.967353 = -1255996.940217 nChanged 0 SP:Iteration 27F (2576.584111 sec): 3 clusters Score: Raw -1258963.907570 + Penalty 2966.967353 = -1255996.940217 nChanged 0 Trying to split cluster 11 (14164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2576.626195 sec): 2 clusters Score: Raw -1863731.318422 + Penalty 1553.249557 = -1862178.068865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2576.702314 sec): 3 clusters Score: Raw -1855368.570940 + Penalty 3106.499114 = -1852262.071826 nChanged 6273 SP:Iteration 1F (2576.773362 sec): 3 clusters Score: Raw -1858881.212816 + Penalty 3106.499114 = -1855774.713702 nChanged 875 SP:Iteration 2F (2576.835502 sec): 3 clusters Score: Raw -1859347.050197 + Penalty 3106.499114 = -1856240.551083 nChanged 890 SP:Iteration 3F (2576.906033 sec): 3 clusters Score: Raw -1859841.121284 + Penalty 3106.499114 = -1856734.622169 nChanged 828 SP:Iteration 4F (2576.976612 sec): 3 clusters Score: Raw -1860326.552141 + Penalty 3106.499114 = -1857220.053027 nChanged 784 SP:Iteration 5F (2577.057913 sec): 3 clusters Score: Raw -1860835.692995 + Penalty 3106.499114 = -1857729.193881 nChanged 804 SP:Iteration 6F (2577.108966 sec): 3 clusters Score: Raw -1861458.958909 + Penalty 3106.499114 = -1858352.459795 nChanged 761 SP:Iteration 7F (2577.175757 sec): 3 clusters Score: Raw -1862090.578520 + Penalty 3106.499114 = -1858984.079406 nChanged 629 SP:Iteration 8Q (2577.242288 sec): 3 clusters Score: Raw -1862638.171078 + Penalty 3106.499114 = -1859531.671963 nChanged 512 SP:Iteration 9Q (2577.319663 sec): 3 clusters Score: Raw -1863075.262696 + Penalty 3106.499114 = -1859968.763582 nChanged 360 SP:Iteration 10Q (2577.372785 sec): 3 clusters Score: Raw -1863389.898505 + Penalty 3106.499114 = -1860283.399391 nChanged 238 SP:Iteration 11Q (2577.442506 sec): 3 clusters Score: Raw -1863563.484609 + Penalty 3106.499114 = -1860456.985494 nChanged 164 SP:Iteration 12Q (2577.503999 sec): 3 clusters Score: Raw -1863682.066320 + Penalty 3106.499114 = -1860575.567206 nChanged 128 SP:Iteration 13Q (2577.571242 sec): 3 clusters Score: Raw -1863770.924104 + Penalty 3106.499114 = -1860664.424990 nChanged 83 SP:Iteration 14Q (2577.639641 sec): 3 clusters Score: Raw -1863828.122964 + Penalty 3106.499114 = -1860721.623850 nChanged 69 SP:Iteration 15Q (2577.698451 sec): 3 clusters Score: Raw -1863879.472811 + Penalty 3106.499114 = -1860772.973697 nChanged 54 SP:Iteration 16Q (2577.766145 sec): 3 clusters Score: Raw -1863912.542214 + Penalty 3106.499114 = -1860806.043100 nChanged 34 SP:Iteration 17Q (2577.834132 sec): 3 clusters Score: Raw -1863932.290552 + Penalty 3106.499114 = -1860825.791438 nChanged 27 SP:Iteration 18Q (2577.901749 sec): 3 clusters Score: Raw -1863943.801756 + Penalty 3106.499114 = -1860837.302642 nChanged 14 SP:Iteration 19Q (2577.969568 sec): 3 clusters Score: Raw -1863950.573782 + Penalty 3106.499114 = -1860844.074667 nChanged 11 SP:Iteration 20F (2578.034692 sec): 3 clusters Score: Raw -1863955.808343 + Penalty 3106.499114 = -1860849.309229 nChanged 9 SP:Iteration 21Q (2578.102688 sec): 3 clusters Score: Raw -1863962.895929 + Penalty 3106.499114 = -1860856.396815 nChanged 10 SP:Iteration 22Q (2578.170974 sec): 3 clusters Score: Raw -1863966.695157 + Penalty 3106.499114 = -1860860.196042 nChanged 6 SP:Iteration 23Q (2578.239367 sec): 3 clusters Score: Raw -1863970.497551 + Penalty 3106.499114 = -1860863.998437 nChanged 10 SP:Iteration 24Q (2578.307692 sec): 3 clusters Score: Raw -1863975.435109 + Penalty 3106.499114 = -1860868.935995 nChanged 8 SP:Iteration 25Q (2578.376031 sec): 3 clusters Score: Raw -1863978.992140 + Penalty 3106.499114 = -1860872.493026 nChanged 9 SP:Iteration 26Q (2578.444375 sec): 3 clusters Score: Raw -1863984.254065 + Penalty 3106.499114 = -1860877.754950 nChanged 7 SP:Iteration 27Q (2578.512603 sec): 3 clusters Score: Raw -1863986.820795 + Penalty 3106.499114 = -1860880.321681 nChanged 3 SP:Iteration 28Q (2578.568575 sec): 3 clusters Score: Raw -1863988.080758 + Penalty 3106.499114 = -1860881.581644 nChanged 2 SP:Iteration 29Q (2578.635747 sec): 3 clusters Score: Raw -1863989.389242 + Penalty 3106.499114 = -1860882.890128 nChanged 3 SP:Iteration 30Q (2578.704041 sec): 3 clusters Score: Raw -1863991.270848 + Penalty 3106.499114 = -1860884.771734 nChanged 1 SP:Iteration 31Q (2578.769599 sec): 3 clusters Score: Raw -1863991.704509 + Penalty 3106.499114 = -1860885.205395 nChanged 0 SP:Iteration 32F (2578.847993 sec): 3 clusters Score: Raw -1863991.704509 + Penalty 3106.499114 = -1860885.205395 nChanged 0 Trying to split cluster 12 (70836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2578.964770 sec): 2 clusters Score: Raw -9536427.076431 + Penalty 1814.819927 = -9534612.256504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2579.127090 sec): 3 clusters Score: Raw -9491078.248649 + Penalty 3629.639853 = -9487448.608795 nChanged 33499 SP:Iteration 1F (2579.293223 sec): 3 clusters Score: Raw -9511141.910868 + Penalty 3629.639853 = -9507512.271015 nChanged 3578 SP:Iteration 2F (2579.441638 sec): 3 clusters Score: Raw -9512883.984909 + Penalty 3629.639853 = -9509254.345056 nChanged 3995 SP:Iteration 3F (2579.594760 sec): 3 clusters Score: Raw -9515004.777297 + Penalty 3629.639853 = -9511375.137444 nChanged 4233 SP:Iteration 4F (2579.756904 sec): 3 clusters Score: Raw -9517493.592161 + Penalty 3629.639853 = -9513863.952308 nChanged 4411 SP:Iteration 5F (2579.915096 sec): 3 clusters Score: Raw -9520128.199674 + Penalty 3629.639853 = -9516498.559821 nChanged 4147 SP:Iteration 6F (2580.087068 sec): 3 clusters Score: Raw -9522558.944296 + Penalty 3629.639853 = -9518929.304443 nChanged 3683 SP:Iteration 7F (2580.262105 sec): 3 clusters Score: Raw -9524510.825871 + Penalty 3629.639853 = -9520881.186018 nChanged 3175 SP:Iteration 8Q (2580.434102 sec): 3 clusters Score: Raw -9526050.415177 + Penalty 3629.639853 = -9522420.775323 nChanged 2645 SP:Iteration 9Q (2580.605735 sec): 3 clusters Score: Raw -9527183.218507 + Penalty 3629.639853 = -9523553.578654 nChanged 2113 SP:Iteration 10Q (2580.775020 sec): 3 clusters Score: Raw -9527979.903856 + Penalty 3629.639853 = -9524350.264003 nChanged 1720 SP:Iteration 11Q (2580.950089 sec): 3 clusters Score: Raw -9528566.138588 + Penalty 3629.639853 = -9524936.498735 nChanged 1417 SP:Iteration 12Q (2581.089790 sec): 3 clusters Score: Raw -9528976.064649 + Penalty 3629.639853 = -9525346.424796 nChanged 1153 SP:Iteration 13Q (2581.259624 sec): 3 clusters Score: Raw -9529279.270672 + Penalty 3629.639853 = -9525649.630819 nChanged 984 SP:Iteration 14Q (2581.422396 sec): 3 clusters Score: Raw -9529508.587487 + Penalty 3629.639853 = -9525878.947634 nChanged 878 SP:Iteration 15Q (2581.568694 sec): 3 clusters Score: Raw -9529707.191771 + Penalty 3629.639853 = -9526077.551918 nChanged 823 SP:Iteration 16Q (2581.730600 sec): 3 clusters Score: Raw -9529883.519982 + Penalty 3629.639853 = -9526253.880128 nChanged 748 SP:Iteration 17Q (2581.898678 sec): 3 clusters Score: Raw -9530034.677896 + Penalty 3629.639853 = -9526405.038043 nChanged 723 SP:Iteration 18Q (2582.066748 sec): 3 clusters Score: Raw -9530174.385585 + Penalty 3629.639853 = -9526544.745732 nChanged 682 SP:Iteration 19Q (2582.230904 sec): 3 clusters Score: Raw -9530294.879462 + Penalty 3629.639853 = -9526665.239609 nChanged 643 SP:Iteration 20F (2582.391339 sec): 3 clusters Score: Raw -9530406.370415 + Penalty 3629.639853 = -9526776.730562 nChanged 630 SP:Iteration 21Q (2582.569344 sec): 3 clusters Score: Raw -9530508.084707 + Penalty 3629.639853 = -9526878.444853 nChanged 559 SP:Iteration 22Q (2582.732912 sec): 3 clusters Score: Raw -9530586.415803 + Penalty 3629.639853 = -9526956.775950 nChanged 481 SP:Iteration 23Q (2582.896490 sec): 3 clusters Score: Raw -9530653.468121 + Penalty 3629.639853 = -9527023.828268 nChanged 458 SP:Iteration 24Q (2583.062271 sec): 3 clusters Score: Raw -9530713.228661 + Penalty 3629.639853 = -9527083.588807 nChanged 439 SP:Iteration 25Q (2583.234403 sec): 3 clusters Score: Raw -9530767.478332 + Penalty 3629.639853 = -9527137.838479 nChanged 429 SP:Iteration 26Q (2583.406960 sec): 3 clusters Score: Raw -9530821.713410 + Penalty 3629.639853 = -9527192.073557 nChanged 428 SP:Iteration 27Q (2583.572234 sec): 3 clusters Score: Raw -9530874.048482 + Penalty 3629.639853 = -9527244.408629 nChanged 405 SP:Iteration 28Q (2583.743219 sec): 3 clusters Score: Raw -9530922.213298 + Penalty 3629.639853 = -9527292.573445 nChanged 397 SP:Iteration 29Q (2583.884339 sec): 3 clusters Score: Raw -9530969.071410 + Penalty 3629.639853 = -9527339.431557 nChanged 371 SP:Iteration 30Q (2584.040609 sec): 3 clusters Score: Raw -9531009.931884 + Penalty 3629.639853 = -9527380.292030 nChanged 371 SP:Iteration 31Q (2584.205359 sec): 3 clusters Score: Raw -9531050.463529 + Penalty 3629.639853 = -9527420.823676 nChanged 361 SP:Iteration 32Q (2584.355079 sec): 3 clusters Score: Raw -9531089.315645 + Penalty 3629.639853 = -9527459.675792 nChanged 357 SP:Iteration 33Q (2584.518379 sec): 3 clusters Score: Raw -9531129.712776 + Penalty 3629.639853 = -9527500.072923 nChanged 380 SP:Iteration 34Q (2584.671756 sec): 3 clusters Score: Raw -9531174.496917 + Penalty 3629.639853 = -9527544.857064 nChanged 346 SP:Iteration 35Q (2584.839443 sec): 3 clusters Score: Raw -9531214.982764 + Penalty 3629.639853 = -9527585.342911 nChanged 364 SP:Iteration 36Q (2585.018734 sec): 3 clusters Score: Raw -9531259.502413 + Penalty 3629.639853 = -9527629.862560 nChanged 378 SP:Iteration 37Q (2585.153911 sec): 3 clusters Score: Raw -9531308.599447 + Penalty 3629.639853 = -9527678.959594 nChanged 404 SP:Iteration 38Q (2585.300244 sec): 3 clusters Score: Raw -9531365.275568 + Penalty 3629.639853 = -9527735.635715 nChanged 423 SP:Iteration 39Q (2585.464771 sec): 3 clusters Score: Raw -9531431.309364 + Penalty 3629.639853 = -9527801.669510 nChanged 468 SP:Iteration 40F (2585.598683 sec): 3 clusters Score: Raw -9531509.979513 + Penalty 3629.639853 = -9527880.339660 nChanged 494 SP:Iteration 41Q (2585.756699 sec): 3 clusters Score: Raw -9531596.186788 + Penalty 3629.639853 = -9527966.546935 nChanged 515 SP:Iteration 42Q (2585.925092 sec): 3 clusters Score: Raw -9531688.990994 + Penalty 3629.639853 = -9528059.351141 nChanged 555 SP:Iteration 43Q (2586.074190 sec): 3 clusters Score: Raw -9531793.794375 + Penalty 3629.639853 = -9528164.154521 nChanged 577 SP:Iteration 44Q (2586.251749 sec): 3 clusters Score: Raw -9531911.000781 + Penalty 3629.639853 = -9528281.360928 nChanged 605 SP:Iteration 45Q (2586.416372 sec): 3 clusters Score: Raw -9532041.346629 + Penalty 3629.639853 = -9528411.706776 nChanged 642 SP:Iteration 46Q (2586.581089 sec): 3 clusters Score: Raw -9532183.939584 + Penalty 3629.639853 = -9528554.299731 nChanged 720 SP:Iteration 47Q (2586.757402 sec): 3 clusters Score: Raw -9532353.131839 + Penalty 3629.639853 = -9528723.491986 nChanged 736 SP:Iteration 48Q (2586.919205 sec): 3 clusters Score: Raw -9532529.985324 + Penalty 3629.639853 = -9528900.345471 nChanged 781 SP:Iteration 49Q (2587.080386 sec): 3 clusters Score: Raw -9532726.454407 + Penalty 3629.639853 = -9529096.814554 nChanged 733 SP:Iteration 50Q (2587.233551 sec): 3 clusters Score: Raw -9532928.753631 + Penalty 3629.639853 = -9529299.113778 nChanged 804 SP:Iteration 51Q (2587.374666 sec): 3 clusters Score: Raw -9533147.422934 + Penalty 3629.639853 = -9529517.783081 nChanged 772 SP:Iteration 52Q (2587.533127 sec): 3 clusters Score: Raw -9533359.533050 + Penalty 3629.639853 = -9529729.893197 nChanged 786 SP:Iteration 53Q (2587.700645 sec): 3 clusters Score: Raw -9533581.058427 + Penalty 3629.639853 = -9529951.418574 nChanged 788 SP:Iteration 54Q (2587.845944 sec): 3 clusters Score: Raw -9533795.797417 + Penalty 3629.639853 = -9530166.157564 nChanged 730 SP:Iteration 55Q (2587.987443 sec): 3 clusters Score: Raw -9533991.123494 + Penalty 3629.639853 = -9530361.483641 nChanged 757 SP:Iteration 56Q (2588.116342 sec): 3 clusters Score: Raw -9534192.878251 + Penalty 3629.639853 = -9530563.238397 nChanged 726 SP:Iteration 57Q (2588.244649 sec): 3 clusters Score: Raw -9534397.155285 + Penalty 3629.639853 = -9530767.515432 nChanged 738 SP:Iteration 58Q (2588.406662 sec): 3 clusters Score: Raw -9534602.862131 + Penalty 3629.639853 = -9530973.222278 nChanged 722 SP:Iteration 59Q (2588.556419 sec): 3 clusters Score: Raw -9534798.971349 + Penalty 3629.639853 = -9531169.331496 nChanged 673 SP:Iteration 60F (2588.738594 sec): 3 clusters Score: Raw -9534968.770599 + Penalty 3629.639853 = -9531339.130746 nChanged 628 SP:Iteration 61Q (2588.889956 sec): 3 clusters Score: Raw -9535116.163761 + Penalty 3629.639853 = -9531486.523908 nChanged 562 SP:Iteration 62Q (2589.048573 sec): 3 clusters Score: Raw -9535241.073589 + Penalty 3629.639853 = -9531611.433736 nChanged 540 SP:Iteration 63Q (2589.210200 sec): 3 clusters Score: Raw -9535364.294021 + Penalty 3629.639853 = -9531734.654168 nChanged 553 SP:Iteration 64Q (2589.361762 sec): 3 clusters Score: Raw -9535488.756852 + Penalty 3629.639853 = -9531859.116999 nChanged 506 SP:Iteration 65Q (2589.508910 sec): 3 clusters Score: Raw -9535600.838777 + Penalty 3629.639853 = -9531971.198924 nChanged 482 SP:Iteration 66Q (2589.658625 sec): 3 clusters Score: Raw -9535705.340408 + Penalty 3629.639853 = -9532075.700555 nChanged 435 SP:Iteration 67Q (2589.813807 sec): 3 clusters Score: Raw -9535794.802433 + Penalty 3629.639853 = -9532165.162580 nChanged 418 SP:Iteration 68Q (2589.951593 sec): 3 clusters Score: Raw -9535880.727590 + Penalty 3629.639853 = -9532251.087737 nChanged 425 SP:Iteration 69Q (2590.088479 sec): 3 clusters Score: Raw -9535963.769490 + Penalty 3629.639853 = -9532334.129636 nChanged 383 SP:Iteration 70Q (2590.223420 sec): 3 clusters Score: Raw -9536041.659588 + Penalty 3629.639853 = -9532412.019735 nChanged 360 SP:Iteration 71Q (2590.345707 sec): 3 clusters Score: Raw -9536115.521549 + Penalty 3629.639853 = -9532485.881696 nChanged 371 SP:Iteration 72Q (2590.481731 sec): 3 clusters Score: Raw -9536198.083506 + Penalty 3629.639853 = -9532568.443653 nChanged 377 SP:Iteration 73Q (2590.630343 sec): 3 clusters Score: Raw -9536288.680699 + Penalty 3629.639853 = -9532659.040846 nChanged 344 SP:Iteration 74Q (2590.790723 sec): 3 clusters Score: Raw -9536366.078824 + Penalty 3629.639853 = -9532736.438971 nChanged 332 SP:Iteration 75Q (2590.944678 sec): 3 clusters Score: Raw -9536442.940471 + Penalty 3629.639853 = -9532813.300618 nChanged 304 SP:Iteration 76Q (2591.095015 sec): 3 clusters Score: Raw -9536512.858382 + Penalty 3629.639853 = -9532883.218529 nChanged 271 SP:Iteration 77Q (2591.252060 sec): 3 clusters Score: Raw -9536572.711086 + Penalty 3629.639853 = -9532943.071233 nChanged 250 SP:Iteration 78Q (2591.401819 sec): 3 clusters Score: Raw -9536628.923586 + Penalty 3629.639853 = -9532999.283733 nChanged 240 SP:Iteration 79Q (2591.551940 sec): 3 clusters Score: Raw -9536682.551660 + Penalty 3629.639853 = -9533052.911807 nChanged 214 SP:Iteration 80F (2591.716937 sec): 3 clusters Score: Raw -9536732.228346 + Penalty 3629.639853 = -9533102.588493 nChanged 202 SP:Iteration 81Q (2591.854912 sec): 3 clusters Score: Raw -9536779.771563 + Penalty 3629.639853 = -9533150.131710 nChanged 184 SP:Iteration 82Q (2591.987694 sec): 3 clusters Score: Raw -9536824.066619 + Penalty 3629.639853 = -9533194.426766 nChanged 173 SP:Iteration 83Q (2592.129042 sec): 3 clusters Score: Raw -9536867.722321 + Penalty 3629.639853 = -9533238.082468 nChanged 146 SP:Iteration 84Q (2592.279105 sec): 3 clusters Score: Raw -9536897.161462 + Penalty 3629.639853 = -9533267.521608 nChanged 128 SP:Iteration 85Q (2592.421285 sec): 3 clusters Score: Raw -9536922.850281 + Penalty 3629.639853 = -9533293.210428 nChanged 117 SP:Iteration 86Q (2592.558557 sec): 3 clusters Score: Raw -9536946.937960 + Penalty 3629.639853 = -9533317.298107 nChanged 104 SP:Iteration 87Q (2592.711205 sec): 3 clusters Score: Raw -9536969.364143 + Penalty 3629.639853 = -9533339.724289 nChanged 101 SP:Iteration 88Q (2592.855609 sec): 3 clusters Score: Raw -9536989.355387 + Penalty 3629.639853 = -9533359.715534 nChanged 95 SP:Iteration 89Q (2592.990794 sec): 3 clusters Score: Raw -9537007.021344 + Penalty 3629.639853 = -9533377.381490 nChanged 79 SP:Iteration 90Q (2593.122504 sec): 3 clusters Score: Raw -9537022.981871 + Penalty 3629.639853 = -9533393.342018 nChanged 80 SP:Iteration 91Q (2593.263980 sec): 3 clusters Score: Raw -9537036.701095 + Penalty 3629.639853 = -9533407.061242 nChanged 58 SP:Iteration 92Q (2593.404358 sec): 3 clusters Score: Raw -9537047.313380 + Penalty 3629.639853 = -9533417.673527 nChanged 51 SP:Iteration 93Q (2593.546543 sec): 3 clusters Score: Raw -9537057.575343 + Penalty 3629.639853 = -9533427.935490 nChanged 54 SP:Iteration 94Q (2593.675682 sec): 3 clusters Score: Raw -9537068.978797 + Penalty 3629.639853 = -9533439.338944 nChanged 50 SP:Iteration 95Q (2593.816543 sec): 3 clusters Score: Raw -9537078.738294 + Penalty 3629.639853 = -9533449.098441 nChanged 46 SP:Iteration 96Q (2593.958753 sec): 3 clusters Score: Raw -9537086.236688 + Penalty 3629.639853 = -9533456.596835 nChanged 39 SP:Iteration 97Q (2594.089255 sec): 3 clusters Score: Raw -9537093.108537 + Penalty 3629.639853 = -9533463.468684 nChanged 38 SP:Iteration 98Q (2594.231023 sec): 3 clusters Score: Raw -9537101.016862 + Penalty 3629.639853 = -9533471.377009 nChanged 42 SP:Iteration 99Q (2594.367616 sec): 3 clusters Score: Raw -9537109.486056 + Penalty 3629.639853 = -9533479.846203 nChanged 32 SP:Iteration 100F (2594.521326 sec): 3 clusters Score: Raw -9537114.865311 + Penalty 3629.639853 = -9533485.225458 nChanged 19 SP:Iteration 101Q (2594.662880 sec): 3 clusters Score: Raw -9537118.256710 + Penalty 3629.639853 = -9533488.616857 nChanged 24 SP:Iteration 102Q (2594.810357 sec): 3 clusters Score: Raw -9537123.480278 + Penalty 3629.639853 = -9533493.840425 nChanged 32 SP:Iteration 103Q (2594.948373 sec): 3 clusters Score: Raw -9537129.174046 + Penalty 3629.639853 = -9533499.534193 nChanged 30 SP:Iteration 104Q (2595.094685 sec): 3 clusters Score: Raw -9537134.948973 + Penalty 3629.639853 = -9533505.309120 nChanged 27 SP:Iteration 105Q (2595.231858 sec): 3 clusters Score: Raw -9537139.797248 + Penalty 3629.639853 = -9533510.157395 nChanged 26 SP:Iteration 106Q (2595.375453 sec): 3 clusters Score: Raw -9537144.849834 + Penalty 3629.639853 = -9533515.209981 nChanged 24 SP:Iteration 107Q (2595.527834 sec): 3 clusters Score: Raw -9537149.924707 + Penalty 3629.639853 = -9533520.284854 nChanged 23 SP:Iteration 108Q (2595.670772 sec): 3 clusters Score: Raw -9537154.857787 + Penalty 3629.639853 = -9533525.217934 nChanged 33 SP:Iteration 109Q (2595.818908 sec): 3 clusters Score: Raw -9537164.080684 + Penalty 3629.639853 = -9533534.440831 nChanged 42 SP:Iteration 110Q (2595.950619 sec): 3 clusters Score: Raw -9537175.497721 + Penalty 3629.639853 = -9533545.857868 nChanged 40 SP:Iteration 111Q (2596.080334 sec): 3 clusters Score: Raw -9537183.739713 + Penalty 3629.639853 = -9533554.099860 nChanged 44 SP:Iteration 112Q (2596.210571 sec): 3 clusters Score: Raw -9537195.258307 + Penalty 3629.639853 = -9533565.618454 nChanged 41 SP:Iteration 113Q (2596.348705 sec): 3 clusters Score: Raw -9537204.307584 + Penalty 3629.639853 = -9533574.667731 nChanged 34 SP:Iteration 114Q (2596.485725 sec): 3 clusters Score: Raw -9537212.067765 + Penalty 3629.639853 = -9533582.427911 nChanged 37 SP:Iteration 115Q (2596.622271 sec): 3 clusters Score: Raw -9537218.553681 + Penalty 3629.639853 = -9533588.913828 nChanged 29 SP:Iteration 116Q (2596.748620 sec): 3 clusters Score: Raw -9537226.024586 + Penalty 3629.639853 = -9533596.384733 nChanged 33 SP:Iteration 117Q (2596.875221 sec): 3 clusters Score: Raw -9537234.829864 + Penalty 3629.639853 = -9533605.190011 nChanged 46 SP:Iteration 118Q (2597.000782 sec): 3 clusters Score: Raw -9537245.018781 + Penalty 3629.639853 = -9533615.378928 nChanged 51 SP:Iteration 119Q (2597.139928 sec): 3 clusters Score: Raw -9537258.759943 + Penalty 3629.639853 = -9533629.120090 nChanged 49 SP:Iteration 120F (2597.289011 sec): 3 clusters Score: Raw -9537271.194275 + Penalty 3629.639853 = -9533641.554422 nChanged 37 SP:Iteration 121Q (2597.417405 sec): 3 clusters Score: Raw -9537279.962191 + Penalty 3629.639853 = -9533650.322338 nChanged 39 SP:Iteration 122Q (2597.554247 sec): 3 clusters Score: Raw -9537289.176493 + Penalty 3629.639853 = -9533659.536639 nChanged 40 SP:Iteration 123Q (2597.680848 sec): 3 clusters Score: Raw -9537295.817044 + Penalty 3629.639853 = -9533666.177191 nChanged 27 SP:Iteration 124Q (2597.818302 sec): 3 clusters Score: Raw -9537300.422596 + Penalty 3629.639853 = -9533670.782743 nChanged 20 SP:Iteration 125Q (2597.940807 sec): 3 clusters Score: Raw -9537303.636728 + Penalty 3629.639853 = -9533673.996875 nChanged 19 SP:Iteration 126Q (2598.077978 sec): 3 clusters Score: Raw -9537305.703617 + Penalty 3629.639853 = -9533676.063764 nChanged 10 SP:Iteration 127Q (2598.214015 sec): 3 clusters Score: Raw -9537306.753881 + Penalty 3629.639853 = -9533677.114028 nChanged 9 SP:Iteration 128Q (2598.340437 sec): 3 clusters Score: Raw -9537308.419459 + Penalty 3629.639853 = -9533678.779606 nChanged 11 SP:Iteration 129Q (2598.466287 sec): 3 clusters Score: Raw -9537311.025079 + Penalty 3629.639853 = -9533681.385226 nChanged 15 SP:Iteration 130Q (2598.592138 sec): 3 clusters Score: Raw -9537315.014121 + Penalty 3629.639853 = -9533685.374268 nChanged 16 SP:Iteration 131Q (2598.719357 sec): 3 clusters Score: Raw -9537317.403158 + Penalty 3629.639853 = -9533687.763305 nChanged 7 SP:Iteration 132Q (2598.856727 sec): 3 clusters Score: Raw -9537318.490796 + Penalty 3629.639853 = -9533688.850942 nChanged 13 SP:Iteration 133Q (2598.992805 sec): 3 clusters Score: Raw -9537320.589266 + Penalty 3629.639853 = -9533690.949413 nChanged 8 SP:Iteration 134Q (2599.117598 sec): 3 clusters Score: Raw -9537322.253995 + Penalty 3629.639853 = -9533692.614142 nChanged 10 SP:Iteration 135Q (2599.250053 sec): 3 clusters Score: Raw -9537323.943240 + Penalty 3629.639853 = -9533694.303387 nChanged 12 SP:Iteration 136Q (2599.375461 sec): 3 clusters Score: Raw -9537326.226394 + Penalty 3629.639853 = -9533696.586540 nChanged 13 SP:Iteration 137Q (2599.504932 sec): 3 clusters Score: Raw -9537328.334137 + Penalty 3629.639853 = -9533698.694284 nChanged 9 SP:Iteration 138Q (2599.641710 sec): 3 clusters Score: Raw -9537329.806459 + Penalty 3629.639853 = -9533700.166606 nChanged 10 SP:Iteration 139Q (2599.777284 sec): 3 clusters Score: Raw -9537331.472923 + Penalty 3629.639853 = -9533701.833070 nChanged 11 SP:Iteration 140F (2599.932679 sec): 3 clusters Score: Raw -9537333.633115 + Penalty 3629.639853 = -9533703.993261 nChanged 14 SP:Iteration 141Q (2600.071832 sec): 3 clusters Score: Raw -9537335.865735 + Penalty 3629.639853 = -9533706.225881 nChanged 14 SP:Iteration 142Q (2600.210417 sec): 3 clusters Score: Raw -9537338.613138 + Penalty 3629.639853 = -9533708.973285 nChanged 12 SP:Iteration 143Q (2600.337164 sec): 3 clusters Score: Raw -9537340.375787 + Penalty 3629.639853 = -9533710.735934 nChanged 12 SP:Iteration 144Q (2600.487541 sec): 3 clusters Score: Raw -9537341.814126 + Penalty 3629.639853 = -9533712.174273 nChanged 6 SP:Iteration 145Q (2600.630145 sec): 3 clusters Score: Raw -9537342.582275 + Penalty 3629.639853 = -9533712.942421 nChanged 5 SP:Iteration 146Q (2600.777255 sec): 3 clusters Score: Raw -9537343.221300 + Penalty 3629.639853 = -9533713.581447 nChanged 7 SP:Iteration 147Q (2600.914132 sec): 3 clusters Score: Raw -9537344.355910 + Penalty 3629.639853 = -9533714.716057 nChanged 8 SP:Iteration 148Q (2601.052698 sec): 3 clusters Score: Raw -9537345.445527 + Penalty 3629.639853 = -9533715.805674 nChanged 4 SP:Iteration 149Q (2601.201812 sec): 3 clusters Score: Raw -9537345.976138 + Penalty 3629.639853 = -9533716.336285 nChanged 7 SP:Iteration 150Q (2601.346927 sec): 3 clusters Score: Raw -9537346.866061 + Penalty 3629.639853 = -9533717.226208 nChanged 6 SP:Iteration 151Q (2601.498095 sec): 3 clusters Score: Raw -9537347.615700 + Penalty 3629.639853 = -9533717.975847 nChanged 5 SP:Iteration 152Q (2601.644370 sec): 3 clusters Score: Raw -9537348.514946 + Penalty 3629.639853 = -9533718.875093 nChanged 7 SP:Iteration 153Q (2601.790883 sec): 3 clusters Score: Raw -9537349.774952 + Penalty 3629.639853 = -9533720.135099 nChanged 8 SP:Iteration 154Q (2601.937122 sec): 3 clusters Score: Raw -9537350.855834 + Penalty 3629.639853 = -9533721.215981 nChanged 6 SP:Iteration 155Q (2602.080030 sec): 3 clusters Score: Raw -9537352.077322 + Penalty 3629.639853 = -9533722.437469 nChanged 6 SP:Iteration 156Q (2602.220052 sec): 3 clusters Score: Raw -9537352.885498 + Penalty 3629.639853 = -9533723.245644 nChanged 3 SP:Iteration 157Q (2602.374358 sec): 3 clusters Score: Raw -9537353.350865 + Penalty 3629.639853 = -9533723.711011 nChanged 6 SP:Iteration 158Q (2602.519125 sec): 3 clusters Score: Raw -9537354.371843 + Penalty 3629.639853 = -9533724.731989 nChanged 7 SP:Iteration 159Q (2602.656904 sec): 3 clusters Score: Raw -9537355.172158 + Penalty 3629.639853 = -9533725.532305 nChanged 4 SP:Iteration 160F (2602.826453 sec): 3 clusters Score: Raw -9537355.699927 + Penalty 3629.639853 = -9533726.060074 nChanged 4 SP:Iteration 161Q (2602.983478 sec): 3 clusters Score: Raw -9537356.097404 + Penalty 3629.639853 = -9533726.457551 nChanged 2 SP:Iteration 162Q (2603.127779 sec): 3 clusters Score: Raw -9537356.297499 + Penalty 3629.639853 = -9533726.657646 nChanged 3 SP:Iteration 163Q (2603.267944 sec): 3 clusters Score: Raw -9537356.543890 + Penalty 3629.639853 = -9533726.904036 nChanged 0 SP:Iteration 164F (2603.412559 sec): 3 clusters Score: Raw -9537356.543890 + Penalty 3629.639853 = -9533726.904036 nChanged 0 Trying to split cluster 13 (18609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2603.445631 sec): 2 clusters Score: Raw -2474321.078768 + Penalty 1597.602600 = -2472723.476168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2603.527665 sec): 3 clusters Score: Raw -2463119.165585 + Penalty 3195.205199 = -2459923.960386 nChanged 8442 SP:Iteration 1F (2603.605677 sec): 3 clusters Score: Raw -2468192.183618 + Penalty 3195.205199 = -2464996.978418 nChanged 1412 SP:Iteration 2F (2603.679535 sec): 3 clusters Score: Raw -2469237.389745 + Penalty 3195.205199 = -2466042.184545 nChanged 1429 SP:Iteration 3F (2603.755128 sec): 3 clusters Score: Raw -2470481.997340 + Penalty 3195.205199 = -2467286.792140 nChanged 1378 SP:Iteration 4F (2603.839979 sec): 3 clusters Score: Raw -2471788.523273 + Penalty 3195.205199 = -2468593.318074 nChanged 1209 SP:Iteration 5F (2603.917999 sec): 3 clusters Score: Raw -2472805.435715 + Penalty 3195.205199 = -2469610.230516 nChanged 907 SP:Iteration 6Q (2603.987334 sec): 3 clusters Score: Raw -2473447.941408 + Penalty 3195.205199 = -2470252.736209 nChanged 684 SP:Iteration 7Q (2604.065072 sec): 3 clusters Score: Raw -2473850.117597 + Penalty 3195.205199 = -2470654.912398 nChanged 487 SP:Iteration 8Q (2604.142542 sec): 3 clusters Score: Raw -2474082.353583 + Penalty 3195.205199 = -2470887.148383 nChanged 374 SP:Iteration 9Q (2604.222706 sec): 3 clusters Score: Raw -2474234.928266 + Penalty 3195.205199 = -2471039.723066 nChanged 285 SP:Iteration 10Q (2604.292952 sec): 3 clusters Score: Raw -2474354.160670 + Penalty 3195.205199 = -2471158.955471 nChanged 254 SP:Iteration 11Q (2604.368979 sec): 3 clusters Score: Raw -2474472.200454 + Penalty 3195.205199 = -2471276.995255 nChanged 232 SP:Iteration 12Q (2604.453151 sec): 3 clusters Score: Raw -2474574.593121 + Penalty 3195.205199 = -2471379.387922 nChanged 181 SP:Iteration 13Q (2604.528764 sec): 3 clusters Score: Raw -2474654.564893 + Penalty 3195.205199 = -2471459.359694 nChanged 180 SP:Iteration 14Q (2604.604259 sec): 3 clusters Score: Raw -2474730.085176 + Penalty 3195.205199 = -2471534.879977 nChanged 157 SP:Iteration 15Q (2604.679340 sec): 3 clusters Score: Raw -2474802.347080 + Penalty 3195.205199 = -2471607.141880 nChanged 158 SP:Iteration 16Q (2604.755450 sec): 3 clusters Score: Raw -2474866.116545 + Penalty 3195.205199 = -2471670.911346 nChanged 135 SP:Iteration 17Q (2604.830590 sec): 3 clusters Score: Raw -2474921.634673 + Penalty 3195.205199 = -2471726.429474 nChanged 114 SP:Iteration 18Q (2604.906312 sec): 3 clusters Score: Raw -2474962.455917 + Penalty 3195.205199 = -2471767.250718 nChanged 88 SP:Iteration 19Q (2604.982732 sec): 3 clusters Score: Raw -2474988.433086 + Penalty 3195.205199 = -2471793.227887 nChanged 72 SP:Iteration 20F (2605.062245 sec): 3 clusters Score: Raw -2475009.504084 + Penalty 3195.205199 = -2471814.298885 nChanged 65 SP:Iteration 21Q (2605.138020 sec): 3 clusters Score: Raw -2475035.717890 + Penalty 3195.205199 = -2471840.512690 nChanged 64 SP:Iteration 22Q (2605.215460 sec): 3 clusters Score: Raw -2475059.263291 + Penalty 3195.205199 = -2471864.058092 nChanged 54 SP:Iteration 23Q (2605.292790 sec): 3 clusters Score: Raw -2475076.205989 + Penalty 3195.205199 = -2471881.000789 nChanged 42 SP:Iteration 24Q (2605.370014 sec): 3 clusters Score: Raw -2475086.813678 + Penalty 3195.205199 = -2471891.608478 nChanged 33 SP:Iteration 25Q (2605.447163 sec): 3 clusters Score: Raw -2475096.779273 + Penalty 3195.205199 = -2471901.574073 nChanged 27 SP:Iteration 26Q (2605.524153 sec): 3 clusters Score: Raw -2475102.416377 + Penalty 3195.205199 = -2471907.211177 nChanged 23 SP:Iteration 27Q (2605.601216 sec): 3 clusters Score: Raw -2475108.266004 + Penalty 3195.205199 = -2471913.060805 nChanged 27 SP:Iteration 28Q (2605.678192 sec): 3 clusters Score: Raw -2475114.512847 + Penalty 3195.205199 = -2471919.307648 nChanged 18 SP:Iteration 29Q (2605.755019 sec): 3 clusters Score: Raw -2475119.151736 + Penalty 3195.205199 = -2471923.946537 nChanged 22 SP:Iteration 30Q (2605.819653 sec): 3 clusters Score: Raw -2475122.925910 + Penalty 3195.205199 = -2471927.720711 nChanged 15 SP:Iteration 31Q (2605.908838 sec): 3 clusters Score: Raw -2475125.462781 + Penalty 3195.205199 = -2471930.257582 nChanged 11 SP:Iteration 32Q (2605.985534 sec): 3 clusters Score: Raw -2475127.234693 + Penalty 3195.205199 = -2471932.029493 nChanged 9 SP:Iteration 33Q (2606.062239 sec): 3 clusters Score: Raw -2475128.819580 + Penalty 3195.205199 = -2471933.614381 nChanged 10 SP:Iteration 34Q (2606.139022 sec): 3 clusters Score: Raw -2475130.372670 + Penalty 3195.205199 = -2471935.167471 nChanged 13 SP:Iteration 35Q (2606.215760 sec): 3 clusters Score: Raw -2475132.745626 + Penalty 3195.205199 = -2471937.540427 nChanged 12 SP:Iteration 36Q (2606.288138 sec): 3 clusters Score: Raw -2475134.653581 + Penalty 3195.205199 = -2471939.448381 nChanged 10 SP:Iteration 37Q (2606.357351 sec): 3 clusters Score: Raw -2475136.919884 + Penalty 3195.205199 = -2471941.714685 nChanged 5 SP:Iteration 38Q (2606.430619 sec): 3 clusters Score: Raw -2475138.676256 + Penalty 3195.205199 = -2471943.471056 nChanged 5 SP:Iteration 39Q (2606.503708 sec): 3 clusters Score: Raw -2475139.971110 + Penalty 3195.205199 = -2471944.765910 nChanged 4 SP:Iteration 40F (2606.562597 sec): 3 clusters Score: Raw -2475141.027820 + Penalty 3195.205199 = -2471945.822621 nChanged 4 SP:Iteration 41Q (2606.644811 sec): 3 clusters Score: Raw -2475141.764639 + Penalty 3195.205199 = -2471946.559439 nChanged 4 SP:Iteration 42Q (2606.718639 sec): 3 clusters Score: Raw -2475142.397899 + Penalty 3195.205199 = -2471947.192699 nChanged 2 SP:Iteration 43Q (2606.792446 sec): 3 clusters Score: Raw -2475142.965252 + Penalty 3195.205199 = -2471947.760053 nChanged 4 SP:Iteration 44Q (2606.866236 sec): 3 clusters Score: Raw -2475143.991990 + Penalty 3195.205199 = -2471948.786790 nChanged 5 SP:Iteration 45Q (2606.939296 sec): 3 clusters Score: Raw -2475145.318308 + Penalty 3195.205199 = -2471950.113108 nChanged 5 SP:Iteration 46Q (2607.013457 sec): 3 clusters Score: Raw -2475147.001211 + Penalty 3195.205199 = -2471951.796011 nChanged 6 SP:Iteration 47Q (2607.088435 sec): 3 clusters Score: Raw -2475148.136164 + Penalty 3195.205199 = -2471952.930965 nChanged 7 SP:Iteration 48Q (2607.163116 sec): 3 clusters Score: Raw -2475150.315637 + Penalty 3195.205199 = -2471955.110438 nChanged 7 SP:Iteration 49Q (2607.243606 sec): 3 clusters Score: Raw -2475152.224345 + Penalty 3195.205199 = -2471957.019146 nChanged 5 SP:Iteration 50Q (2607.321377 sec): 3 clusters Score: Raw -2475153.043195 + Penalty 3195.205199 = -2471957.837995 nChanged 3 SP:Iteration 51Q (2607.397152 sec): 3 clusters Score: Raw -2475153.448697 + Penalty 3195.205199 = -2471958.243497 nChanged 4 SP:Iteration 52Q (2607.472193 sec): 3 clusters Score: Raw -2475153.926629 + Penalty 3195.205199 = -2471958.721430 nChanged 2 SP:Iteration 53Q (2607.548970 sec): 3 clusters Score: Raw -2475154.204589 + Penalty 3195.205199 = -2471958.999390 nChanged 5 SP:Iteration 54Q (2607.623006 sec): 3 clusters Score: Raw -2475154.647958 + Penalty 3195.205199 = -2471959.442758 nChanged 3 SP:Iteration 55Q (2607.700319 sec): 3 clusters Score: Raw -2475155.195664 + Penalty 3195.205199 = -2471959.990465 nChanged 4 SP:Iteration 56Q (2607.775808 sec): 3 clusters Score: Raw -2475156.161581 + Penalty 3195.205199 = -2471960.956381 nChanged 5 SP:Iteration 57Q (2607.851759 sec): 3 clusters Score: Raw -2475157.498883 + Penalty 3195.205199 = -2471962.293684 nChanged 5 SP:Iteration 58Q (2607.927520 sec): 3 clusters Score: Raw -2475158.259649 + Penalty 3195.205199 = -2471963.054449 nChanged 4 SP:Iteration 59Q (2607.993446 sec): 3 clusters Score: Raw -2475158.804012 + Penalty 3195.205199 = -2471963.598812 nChanged 3 SP:Iteration 60F (2608.079882 sec): 3 clusters Score: Raw -2475159.222609 + Penalty 3195.205199 = -2471964.017409 nChanged 4 SP:Iteration 61Q (2608.144898 sec): 3 clusters Score: Raw -2475159.792805 + Penalty 3195.205199 = -2471964.587606 nChanged 5 SP:Iteration 62Q (2608.220782 sec): 3 clusters Score: Raw -2475160.258511 + Penalty 3195.205199 = -2471965.053312 nChanged 4 SP:Iteration 63Q (2608.304753 sec): 3 clusters Score: Raw -2475160.558747 + Penalty 3195.205199 = -2471965.353547 nChanged 1 SP:Iteration 64Q (2608.371843 sec): 3 clusters Score: Raw -2475160.968314 + Penalty 3195.205199 = -2471965.763114 nChanged 4 SP:Iteration 65Q (2608.441420 sec): 3 clusters Score: Raw -2475162.119950 + Penalty 3195.205199 = -2471966.914751 nChanged 6 SP:Iteration 66Q (2608.503893 sec): 3 clusters Score: Raw -2475163.429397 + Penalty 3195.205199 = -2471968.224198 nChanged 7 SP:Iteration 67Q (2608.583154 sec): 3 clusters Score: Raw -2475164.442916 + Penalty 3195.205199 = -2471969.237716 nChanged 6 SP:Iteration 68Q (2608.647970 sec): 3 clusters Score: Raw -2475165.442398 + Penalty 3195.205199 = -2471970.237199 nChanged 5 SP:Iteration 69Q (2608.719607 sec): 3 clusters Score: Raw -2475166.071382 + Penalty 3195.205199 = -2471970.866182 nChanged 3 SP:Iteration 70Q (2608.800845 sec): 3 clusters Score: Raw -2475166.536647 + Penalty 3195.205199 = -2471971.331448 nChanged 3 SP:Iteration 71Q (2608.877274 sec): 3 clusters Score: Raw -2475166.815098 + Penalty 3195.205199 = -2471971.609898 nChanged 3 SP:Iteration 72Q (2608.939114 sec): 3 clusters Score: Raw -2475167.832059 + Penalty 3195.205199 = -2471972.626859 nChanged 3 SP:Iteration 73Q (2609.008099 sec): 3 clusters Score: Raw -2475168.376354 + Penalty 3195.205199 = -2471973.171155 nChanged 1 SP:Iteration 74Q (2609.089366 sec): 3 clusters Score: Raw -2475168.492458 + Penalty 3195.205199 = -2471973.287259 nChanged 2 SP:Iteration 75Q (2609.164335 sec): 3 clusters Score: Raw -2475168.844421 + Penalty 3195.205199 = -2471973.639221 nChanged 4 SP:Iteration 76Q (2609.239281 sec): 3 clusters Score: Raw -2475169.324040 + Penalty 3195.205199 = -2471974.118841 nChanged 2 SP:Iteration 77Q (2609.311913 sec): 3 clusters Score: Raw -2475169.589167 + Penalty 3195.205199 = -2471974.383968 nChanged 3 SP:Iteration 78Q (2609.385319 sec): 3 clusters Score: Raw -2475170.245916 + Penalty 3195.205199 = -2471975.040717 nChanged 4 SP:Iteration 79Q (2609.458918 sec): 3 clusters Score: Raw -2475171.073324 + Penalty 3195.205199 = -2471975.868125 nChanged 3 SP:Iteration 80F (2609.537308 sec): 3 clusters Score: Raw -2475171.566131 + Penalty 3195.205199 = -2471976.360932 nChanged 3 SP:Iteration 81Q (2609.612045 sec): 3 clusters Score: Raw -2475171.808634 + Penalty 3195.205199 = -2471976.603434 nChanged 2 SP:Iteration 82Q (2609.688148 sec): 3 clusters Score: Raw -2475172.168135 + Penalty 3195.205199 = -2471976.962936 nChanged 2 SP:Iteration 83Q (2609.764064 sec): 3 clusters Score: Raw -2475172.592271 + Penalty 3195.205199 = -2471977.387071 nChanged 4 SP:Iteration 84Q (2609.837359 sec): 3 clusters Score: Raw -2475172.923473 + Penalty 3195.205199 = -2471977.718273 nChanged 2 SP:Iteration 85Q (2609.909634 sec): 3 clusters Score: Raw -2475173.308663 + Penalty 3195.205199 = -2471978.103464 nChanged 2 SP:Iteration 86Q (2609.985945 sec): 3 clusters Score: Raw -2475173.493893 + Penalty 3195.205199 = -2471978.288693 nChanged 1 SP:Iteration 87Q (2610.062352 sec): 3 clusters Score: Raw -2475173.600990 + Penalty 3195.205199 = -2471978.395790 nChanged 1 SP:Iteration 88Q (2610.139338 sec): 3 clusters Score: Raw -2475173.676141 + Penalty 3195.205199 = -2471978.470942 nChanged 2 SP:Iteration 89Q (2610.215034 sec): 3 clusters Score: Raw -2475173.909823 + Penalty 3195.205199 = -2471978.704623 nChanged 1 SP:Iteration 90Q (2610.290538 sec): 3 clusters Score: Raw -2475173.951348 + Penalty 3195.205199 = -2471978.746148 nChanged 1 SP:Iteration 91Q (2610.358674 sec): 3 clusters Score: Raw -2475174.003943 + Penalty 3195.205199 = -2471978.798744 nChanged 0 SP:Iteration 92F (2610.439157 sec): 3 clusters Score: Raw -2475174.003943 + Penalty 3195.205199 = -2471978.798744 nChanged 0 Trying to split cluster 14 (3863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2610.464110 sec): 2 clusters Score: Raw -527368.889344 + Penalty 1342.119896 = -526026.769448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2610.517340 sec): 3 clusters Score: Raw -525468.955062 + Penalty 2684.239793 = -522784.715269 nChanged 1501 SP:Iteration 1F (2610.566982 sec): 3 clusters Score: Raw -526326.523374 + Penalty 2684.239793 = -523642.283582 nChanged 294 SP:Iteration 2F (2610.616649 sec): 3 clusters Score: Raw -526532.373697 + Penalty 2684.239793 = -523848.133904 nChanged 219 SP:Iteration 3F (2610.663115 sec): 3 clusters Score: Raw -526669.546835 + Penalty 2684.239793 = -523985.307042 nChanged 174 SP:Iteration 4Q (2610.706505 sec): 3 clusters Score: Raw -526768.697771 + Penalty 2684.239793 = -524084.457978 nChanged 142 SP:Iteration 5Q (2610.749521 sec): 3 clusters Score: Raw -526842.889986 + Penalty 2684.239793 = -524158.650193 nChanged 108 SP:Iteration 6Q (2610.800402 sec): 3 clusters Score: Raw -526897.710814 + Penalty 2684.239793 = -524213.471022 nChanged 92 SP:Iteration 7Q (2610.852848 sec): 3 clusters Score: Raw -526943.467002 + Penalty 2684.239793 = -524259.227209 nChanged 79 SP:Iteration 8Q (2610.903742 sec): 3 clusters Score: Raw -526980.686674 + Penalty 2684.239793 = -524296.446881 nChanged 71 SP:Iteration 9Q (2610.955970 sec): 3 clusters Score: Raw -527009.687121 + Penalty 2684.239793 = -524325.447328 nChanged 68 SP:Iteration 10Q (2611.008922 sec): 3 clusters Score: Raw -527042.615319 + Penalty 2684.239793 = -524358.375526 nChanged 74 SP:Iteration 11Q (2611.060314 sec): 3 clusters Score: Raw -527072.454350 + Penalty 2684.239793 = -524388.214557 nChanged 58 SP:Iteration 12Q (2611.113827 sec): 3 clusters Score: Raw -527091.186422 + Penalty 2684.239793 = -524406.946629 nChanged 39 SP:Iteration 13Q (2611.177161 sec): 3 clusters Score: Raw -527106.307702 + Penalty 2684.239793 = -524422.067909 nChanged 39 SP:Iteration 14Q (2611.228250 sec): 3 clusters Score: Raw -527123.807420 + Penalty 2684.239793 = -524439.567627 nChanged 45 SP:Iteration 15Q (2611.281832 sec): 3 clusters Score: Raw -527141.190538 + Penalty 2684.239793 = -524456.950745 nChanged 49 SP:Iteration 16Q (2611.331662 sec): 3 clusters Score: Raw -527163.391267 + Penalty 2684.239793 = -524479.151474 nChanged 47 SP:Iteration 17Q (2611.372703 sec): 3 clusters Score: Raw -527184.887214 + Penalty 2684.239793 = -524500.647421 nChanged 55 SP:Iteration 18Q (2611.421608 sec): 3 clusters Score: Raw -527205.593198 + Penalty 2684.239793 = -524521.353406 nChanged 39 SP:Iteration 19Q (2611.478303 sec): 3 clusters Score: Raw -527221.916496 + Penalty 2684.239793 = -524537.676703 nChanged 43 SP:Iteration 20F (2611.524068 sec): 3 clusters Score: Raw -527240.231395 + Penalty 2684.239793 = -524555.991602 nChanged 47 SP:Iteration 21Q (2611.578491 sec): 3 clusters Score: Raw -527258.073752 + Penalty 2684.239793 = -524573.833960 nChanged 35 SP:Iteration 22Q (2611.629516 sec): 3 clusters Score: Raw -527267.989307 + Penalty 2684.239793 = -524583.749514 nChanged 19 SP:Iteration 23Q (2611.681068 sec): 3 clusters Score: Raw -527272.989904 + Penalty 2684.239793 = -524588.750111 nChanged 13 SP:Iteration 24Q (2611.719308 sec): 3 clusters Score: Raw -527277.735825 + Penalty 2684.239793 = -524593.496032 nChanged 18 SP:Iteration 25Q (2611.777966 sec): 3 clusters Score: Raw -527283.046455 + Penalty 2684.239793 = -524598.806662 nChanged 16 SP:Iteration 26Q (2611.831918 sec): 3 clusters Score: Raw -527287.711915 + Penalty 2684.239793 = -524603.472122 nChanged 7 SP:Iteration 27Q (2611.871686 sec): 3 clusters Score: Raw -527290.759677 + Penalty 2684.239793 = -524606.519884 nChanged 9 SP:Iteration 28Q (2611.930060 sec): 3 clusters Score: Raw -527293.460260 + Penalty 2684.239793 = -524609.220468 nChanged 8 SP:Iteration 29Q (2611.978923 sec): 3 clusters Score: Raw -527295.807663 + Penalty 2684.239793 = -524611.567870 nChanged 9 SP:Iteration 30Q (2612.022674 sec): 3 clusters Score: Raw -527297.705935 + Penalty 2684.239793 = -524613.466142 nChanged 8 SP:Iteration 31Q (2612.081637 sec): 3 clusters Score: Raw -527299.436398 + Penalty 2684.239793 = -524615.196605 nChanged 9 SP:Iteration 32Q (2612.125938 sec): 3 clusters Score: Raw -527301.390807 + Penalty 2684.239793 = -524617.151015 nChanged 6 SP:Iteration 33Q (2612.190055 sec): 3 clusters Score: Raw -527302.557614 + Penalty 2684.239793 = -524618.317821 nChanged 8 SP:Iteration 34Q (2612.234395 sec): 3 clusters Score: Raw -527304.547111 + Penalty 2684.239793 = -524620.307318 nChanged 3 SP:Iteration 35Q (2612.288462 sec): 3 clusters Score: Raw -527305.402534 + Penalty 2684.239793 = -524621.162741 nChanged 6 SP:Iteration 36Q (2612.330570 sec): 3 clusters Score: Raw -527306.521294 + Penalty 2684.239793 = -524622.281502 nChanged 6 SP:Iteration 37Q (2612.385804 sec): 3 clusters Score: Raw -527307.940538 + Penalty 2684.239793 = -524623.700745 nChanged 6 SP:Iteration 38Q (2612.441260 sec): 3 clusters Score: Raw -527309.120115 + Penalty 2684.239793 = -524624.880322 nChanged 4 SP:Iteration 39Q (2612.491981 sec): 3 clusters Score: Raw -527310.272154 + Penalty 2684.239793 = -524626.032361 nChanged 4 SP:Iteration 40F (2612.535309 sec): 3 clusters Score: Raw -527311.363822 + Penalty 2684.239793 = -524627.124029 nChanged 2 SP:Iteration 41Q (2612.598125 sec): 3 clusters Score: Raw -527311.610857 + Penalty 2684.239793 = -524627.371065 nChanged 1 SP:Iteration 42Q (2612.648560 sec): 3 clusters Score: Raw -527311.862759 + Penalty 2684.239793 = -524627.622966 nChanged 0 SP:Iteration 43F (2612.701158 sec): 3 clusters Score: Raw -527311.862759 + Penalty 2684.239793 = -524627.622966 nChanged 0 Trying to split cluster 15 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2612.726486 sec): 2 clusters Score: Raw -56207.817028 + Penalty 1008.240636 = -55199.576391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2612.763452 sec): 3 clusters Score: Raw -56399.246663 + Penalty 2016.481273 = -54382.765390 nChanged 146 SP:Iteration 1F (2612.817221 sec): 3 clusters Score: Raw -56803.179485 + Penalty 2016.481273 = -54786.698212 nChanged 58 SP:Iteration 2F (2612.856416 sec): 3 clusters Score: Raw -56961.154868 + Penalty 2016.481273 = -54944.673595 nChanged 26 SP:Iteration 3F (2612.902830 sec): 3 clusters Score: Raw -57021.913890 + Penalty 2016.481273 = -55005.432617 nChanged 13 SP:Iteration 4Q (2612.945875 sec): 3 clusters Score: Raw -57055.760831 + Penalty 2016.481273 = -55039.279559 nChanged 10 SP:Iteration 5Q (2612.992373 sec): 3 clusters Score: Raw -57081.869427 + Penalty 2016.481273 = -55065.388154 nChanged 2 SP:Iteration 6Q (2613.044494 sec): 3 clusters Score: Raw -57087.098400 + Penalty 2016.481273 = -55070.617127 nChanged 0 SP:Iteration 7F (2613.082385 sec): 3 clusters Score: Raw -57087.098400 + Penalty 2016.481273 = -55070.617127 nChanged 0 Trying to split cluster 16 (12209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2613.131697 sec): 2 clusters Score: Raw -1660878.660246 + Penalty 1529.113408 = -1659349.546838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2613.191222 sec): 3 clusters Score: Raw -1653863.385546 + Penalty 3058.226816 = -1650805.158730 nChanged 5360 SP:Iteration 1F (2613.266357 sec): 3 clusters Score: Raw -1656884.004865 + Penalty 3058.226816 = -1653825.778049 nChanged 851 SP:Iteration 2F (2613.332716 sec): 3 clusters Score: Raw -1657326.127268 + Penalty 3058.226816 = -1654267.900452 nChanged 750 SP:Iteration 3F (2613.398666 sec): 3 clusters Score: Raw -1657803.796237 + Penalty 3058.226816 = -1654745.569421 nChanged 771 SP:Iteration 4F (2613.464556 sec): 3 clusters Score: Raw -1658384.381508 + Penalty 3058.226816 = -1655326.154692 nChanged 743 SP:Iteration 5F (2613.519742 sec): 3 clusters Score: Raw -1658986.666300 + Penalty 3058.226816 = -1655928.439484 nChanged 722 SP:Iteration 6F (2613.579769 sec): 3 clusters Score: Raw -1659561.824275 + Penalty 3058.226816 = -1656503.597459 nChanged 694 SP:Iteration 7F (2613.635931 sec): 3 clusters Score: Raw -1660042.025772 + Penalty 3058.226816 = -1656983.798956 nChanged 576 SP:Iteration 8Q (2613.704143 sec): 3 clusters Score: Raw -1660421.644443 + Penalty 3058.226816 = -1657363.417627 nChanged 464 SP:Iteration 9Q (2613.782719 sec): 3 clusters Score: Raw -1660649.142230 + Penalty 3058.226816 = -1657590.915414 nChanged 337 SP:Iteration 10Q (2613.842564 sec): 3 clusters Score: Raw -1660768.228029 + Penalty 3058.226816 = -1657710.001214 nChanged 204 SP:Iteration 11Q (2613.920467 sec): 3 clusters Score: Raw -1660829.091135 + Penalty 3058.226816 = -1657770.864319 nChanged 145 SP:Iteration 12Q (2613.988810 sec): 3 clusters Score: Raw -1660869.622181 + Penalty 3058.226816 = -1657811.395365 nChanged 120 SP:Iteration 13Q (2614.046671 sec): 3 clusters Score: Raw -1660901.035208 + Penalty 3058.226816 = -1657842.808392 nChanged 125 SP:Iteration 14Q (2614.115176 sec): 3 clusters Score: Raw -1660931.007406 + Penalty 3058.226816 = -1657872.780591 nChanged 103 SP:Iteration 15Q (2614.183133 sec): 3 clusters Score: Raw -1660954.248900 + Penalty 3058.226816 = -1657896.022084 nChanged 81 SP:Iteration 16Q (2614.251753 sec): 3 clusters Score: Raw -1660971.906716 + Penalty 3058.226816 = -1657913.679900 nChanged 87 SP:Iteration 17Q (2614.329724 sec): 3 clusters Score: Raw -1660990.263927 + Penalty 3058.226816 = -1657932.037112 nChanged 78 SP:Iteration 18Q (2614.398655 sec): 3 clusters Score: Raw -1661006.758112 + Penalty 3058.226816 = -1657948.531296 nChanged 72 SP:Iteration 19Q (2614.465624 sec): 3 clusters Score: Raw -1661021.093587 + Penalty 3058.226816 = -1657962.866772 nChanged 71 SP:Iteration 20F (2614.533337 sec): 3 clusters Score: Raw -1661033.978304 + Penalty 3058.226816 = -1657975.751488 nChanged 59 SP:Iteration 21Q (2614.599560 sec): 3 clusters Score: Raw -1661045.126746 + Penalty 3058.226816 = -1657986.899931 nChanged 64 SP:Iteration 22Q (2614.665137 sec): 3 clusters Score: Raw -1661055.424538 + Penalty 3058.226816 = -1657997.197722 nChanged 58 SP:Iteration 23Q (2614.721429 sec): 3 clusters Score: Raw -1661065.355740 + Penalty 3058.226816 = -1658007.128924 nChanged 58 SP:Iteration 24Q (2614.794600 sec): 3 clusters Score: Raw -1661073.595515 + Penalty 3058.226816 = -1658015.368699 nChanged 64 SP:Iteration 25Q (2614.849838 sec): 3 clusters Score: Raw -1661084.073723 + Penalty 3058.226816 = -1658025.846907 nChanged 53 SP:Iteration 26Q (2614.924340 sec): 3 clusters Score: Raw -1661095.185146 + Penalty 3058.226816 = -1658036.958331 nChanged 67 SP:Iteration 27Q (2614.990718 sec): 3 clusters Score: Raw -1661111.501620 + Penalty 3058.226816 = -1658053.274804 nChanged 75 SP:Iteration 28Q (2615.046967 sec): 3 clusters Score: Raw -1661131.404442 + Penalty 3058.226816 = -1658073.177626 nChanged 91 SP:Iteration 29Q (2615.119512 sec): 3 clusters Score: Raw -1661155.349485 + Penalty 3058.226816 = -1658097.122670 nChanged 87 SP:Iteration 30Q (2615.183825 sec): 3 clusters Score: Raw -1661176.933337 + Penalty 3058.226816 = -1658118.706521 nChanged 90 SP:Iteration 31Q (2615.249772 sec): 3 clusters Score: Raw -1661198.114356 + Penalty 3058.226816 = -1658139.887540 nChanged 84 SP:Iteration 32Q (2615.310108 sec): 3 clusters Score: Raw -1661219.899062 + Penalty 3058.226816 = -1658161.672247 nChanged 101 SP:Iteration 33Q (2615.359782 sec): 3 clusters Score: Raw -1661246.222458 + Penalty 3058.226816 = -1658187.995643 nChanged 109 SP:Iteration 34Q (2615.417169 sec): 3 clusters Score: Raw -1661276.334497 + Penalty 3058.226816 = -1658218.107681 nChanged 110 SP:Iteration 35Q (2615.482827 sec): 3 clusters Score: Raw -1661315.207536 + Penalty 3058.226816 = -1658256.980720 nChanged 138 SP:Iteration 36Q (2615.549177 sec): 3 clusters Score: Raw -1661373.564740 + Penalty 3058.226816 = -1658315.337924 nChanged 134 SP:Iteration 37Q (2615.604231 sec): 3 clusters Score: Raw -1661422.260793 + Penalty 3058.226816 = -1658364.033977 nChanged 140 SP:Iteration 38Q (2615.680171 sec): 3 clusters Score: Raw -1661474.068432 + Penalty 3058.226816 = -1658415.841617 nChanged 139 SP:Iteration 39Q (2615.731558 sec): 3 clusters Score: Raw -1661533.425101 + Penalty 3058.226816 = -1658475.198285 nChanged 126 SP:Iteration 40F (2615.802740 sec): 3 clusters Score: Raw -1661587.883461 + Penalty 3058.226816 = -1658529.656645 nChanged 139 SP:Iteration 41Q (2615.860598 sec): 3 clusters Score: Raw -1661649.534442 + Penalty 3058.226816 = -1658591.307626 nChanged 124 SP:Iteration 42Q (2615.928757 sec): 3 clusters Score: Raw -1661707.357354 + Penalty 3058.226816 = -1658649.130539 nChanged 125 SP:Iteration 43Q (2615.997891 sec): 3 clusters Score: Raw -1661756.087411 + Penalty 3058.226816 = -1658697.860595 nChanged 117 SP:Iteration 44Q (2616.076050 sec): 3 clusters Score: Raw -1661796.332468 + Penalty 3058.226816 = -1658738.105652 nChanged 113 SP:Iteration 45Q (2616.135546 sec): 3 clusters Score: Raw -1661835.498169 + Penalty 3058.226816 = -1658777.271353 nChanged 109 SP:Iteration 46Q (2616.206062 sec): 3 clusters Score: Raw -1661874.310706 + Penalty 3058.226816 = -1658816.083891 nChanged 112 SP:Iteration 47Q (2616.259307 sec): 3 clusters Score: Raw -1661917.955677 + Penalty 3058.226816 = -1658859.728861 nChanged 102 SP:Iteration 48Q (2616.326720 sec): 3 clusters Score: Raw -1661955.076408 + Penalty 3058.226816 = -1658896.849592 nChanged 100 SP:Iteration 49Q (2616.394663 sec): 3 clusters Score: Raw -1661989.951147 + Penalty 3058.226816 = -1658931.724332 nChanged 95 SP:Iteration 50Q (2616.461763 sec): 3 clusters Score: Raw -1662025.986291 + Penalty 3058.226816 = -1658967.759476 nChanged 74 SP:Iteration 51Q (2616.519295 sec): 3 clusters Score: Raw -1662052.170995 + Penalty 3058.226816 = -1658993.944179 nChanged 75 SP:Iteration 52Q (2616.588096 sec): 3 clusters Score: Raw -1662078.932317 + Penalty 3058.226816 = -1659020.705502 nChanged 79 SP:Iteration 53Q (2616.651274 sec): 3 clusters Score: Raw -1662102.452371 + Penalty 3058.226816 = -1659044.225556 nChanged 61 SP:Iteration 54Q (2616.715959 sec): 3 clusters Score: Raw -1662121.174751 + Penalty 3058.226816 = -1659062.947935 nChanged 54 SP:Iteration 55Q (2616.777566 sec): 3 clusters Score: Raw -1662136.551704 + Penalty 3058.226816 = -1659078.324888 nChanged 48 SP:Iteration 56Q (2616.840861 sec): 3 clusters Score: Raw -1662147.833804 + Penalty 3058.226816 = -1659089.606988 nChanged 35 SP:Iteration 57Q (2616.895184 sec): 3 clusters Score: Raw -1662156.690054 + Penalty 3058.226816 = -1659098.463239 nChanged 23 SP:Iteration 58Q (2616.959438 sec): 3 clusters Score: Raw -1662161.325137 + Penalty 3058.226816 = -1659103.098322 nChanged 22 SP:Iteration 59Q (2617.034756 sec): 3 clusters Score: Raw -1662165.872974 + Penalty 3058.226816 = -1659107.646159 nChanged 24 SP:Iteration 60F (2617.102383 sec): 3 clusters Score: Raw -1662171.907147 + Penalty 3058.226816 = -1659113.680331 nChanged 23 SP:Iteration 61Q (2617.156317 sec): 3 clusters Score: Raw -1662179.117732 + Penalty 3058.226816 = -1659120.890916 nChanged 23 SP:Iteration 62Q (2617.217107 sec): 3 clusters Score: Raw -1662185.788416 + Penalty 3058.226816 = -1659127.561600 nChanged 17 SP:Iteration 63Q (2617.285129 sec): 3 clusters Score: Raw -1662189.139320 + Penalty 3058.226816 = -1659130.912505 nChanged 19 SP:Iteration 64Q (2617.358329 sec): 3 clusters Score: Raw -1662193.275420 + Penalty 3058.226816 = -1659135.048604 nChanged 17 SP:Iteration 65Q (2617.419801 sec): 3 clusters Score: Raw -1662197.478703 + Penalty 3058.226816 = -1659139.251887 nChanged 19 SP:Iteration 66Q (2617.487595 sec): 3 clusters Score: Raw -1662202.843957 + Penalty 3058.226816 = -1659144.617141 nChanged 18 SP:Iteration 67Q (2617.554961 sec): 3 clusters Score: Raw -1662206.704344 + Penalty 3058.226816 = -1659148.477528 nChanged 14 SP:Iteration 68Q (2617.621604 sec): 3 clusters Score: Raw -1662208.834627 + Penalty 3058.226816 = -1659150.607811 nChanged 12 SP:Iteration 69Q (2617.678843 sec): 3 clusters Score: Raw -1662210.231569 + Penalty 3058.226816 = -1659152.004753 nChanged 7 SP:Iteration 70Q (2617.707028 sec): 3 clusters Score: Raw -1662212.082478 + Penalty 3058.226816 = -1659153.855662 nChanged 9 SP:Iteration 71Q (2617.737105 sec): 3 clusters Score: Raw -1662213.859006 + Penalty 3058.226816 = -1659155.632191 nChanged 8 SP:Iteration 72Q (2617.767135 sec): 3 clusters Score: Raw -1662215.119182 + Penalty 3058.226816 = -1659156.892366 nChanged 7 SP:Iteration 73Q (2617.797079 sec): 3 clusters Score: Raw -1662215.937832 + Penalty 3058.226816 = -1659157.711017 nChanged 2 SP:Iteration 74Q (2617.827108 sec): 3 clusters Score: Raw -1662216.056750 + Penalty 3058.226816 = -1659157.829934 nChanged 1 SP:Iteration 75Q (2617.857134 sec): 3 clusters Score: Raw -1662216.217626 + Penalty 3058.226816 = -1659157.990811 nChanged 1 SP:Iteration 76Q (2617.887077 sec): 3 clusters Score: Raw -1662216.296100 + Penalty 3058.226816 = -1659158.069284 nChanged 0 SP:Iteration 77F (2617.919670 sec): 3 clusters Score: Raw -1662216.296100 + Penalty 3058.226816 = -1659158.069284 nChanged 0 Trying to split cluster 17 (19655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2617.958757 sec): 2 clusters Score: Raw -2591490.878733 + Penalty 1606.489144 = -2589884.389590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2618.005235 sec): 3 clusters Score: Raw -2579661.385891 + Penalty 3212.978287 = -2576448.407604 nChanged 8911 SP:Iteration 1F (2618.059446 sec): 3 clusters Score: Raw -2584439.229328 + Penalty 3212.978287 = -2581226.251041 nChanged 935 SP:Iteration 2Q (2618.110820 sec): 3 clusters Score: Raw -2584755.094348 + Penalty 3212.978287 = -2581542.116061 nChanged 908 SP:Iteration 3Q (2618.169207 sec): 3 clusters Score: Raw -2585082.136577 + Penalty 3212.978287 = -2581869.158290 nChanged 836 SP:Iteration 4Q (2618.211979 sec): 3 clusters Score: Raw -2585401.982114 + Penalty 3212.978287 = -2582189.003827 nChanged 831 SP:Iteration 5Q (2618.257422 sec): 3 clusters Score: Raw -2585776.003426 + Penalty 3212.978287 = -2582563.025139 nChanged 923 SP:Iteration 6Q (2618.302838 sec): 3 clusters Score: Raw -2586268.800075 + Penalty 3212.978287 = -2583055.821788 nChanged 1027 SP:Iteration 7F (2618.347141 sec): 3 clusters Score: Raw -2586962.248859 + Penalty 3212.978287 = -2583749.270572 nChanged 1136 SP:Iteration 8F (2618.391729 sec): 3 clusters Score: Raw -2587862.259204 + Penalty 3212.978287 = -2584649.280917 nChanged 1103 SP:Iteration 9F (2618.436458 sec): 3 clusters Score: Raw -2588831.539931 + Penalty 3212.978287 = -2585618.561644 nChanged 946 SP:Iteration 10Q (2618.480485 sec): 3 clusters Score: Raw -2589646.001483 + Penalty 3212.978287 = -2586433.023195 nChanged 730 SP:Iteration 11Q (2618.523432 sec): 3 clusters Score: Raw -2590252.609096 + Penalty 3212.978287 = -2587039.630809 nChanged 547 SP:Iteration 12Q (2618.564940 sec): 3 clusters Score: Raw -2590673.507142 + Penalty 3212.978287 = -2587460.528855 nChanged 416 SP:Iteration 13Q (2618.643398 sec): 3 clusters Score: Raw -2590973.938879 + Penalty 3212.978287 = -2587760.960592 nChanged 316 SP:Iteration 14Q (2618.721293 sec): 3 clusters Score: Raw -2591200.193057 + Penalty 3212.978287 = -2587987.214770 nChanged 214 SP:Iteration 15Q (2618.798560 sec): 3 clusters Score: Raw -2591352.891168 + Penalty 3212.978287 = -2588139.912880 nChanged 163 SP:Iteration 16Q (2618.878110 sec): 3 clusters Score: Raw -2591465.556450 + Penalty 3212.978287 = -2588252.578162 nChanged 122 SP:Iteration 17Q (2618.952576 sec): 3 clusters Score: Raw -2591549.764028 + Penalty 3212.978287 = -2588336.785741 nChanged 85 SP:Iteration 18Q (2619.029941 sec): 3 clusters Score: Raw -2591609.504068 + Penalty 3212.978287 = -2588396.525781 nChanged 47 SP:Iteration 19Q (2619.105639 sec): 3 clusters Score: Raw -2591642.880494 + Penalty 3212.978287 = -2588429.902207 nChanged 41 SP:Iteration 20F (2619.187143 sec): 3 clusters Score: Raw -2591675.839309 + Penalty 3212.978287 = -2588462.861022 nChanged 32 SP:Iteration 21Q (2619.256158 sec): 3 clusters Score: Raw -2591698.504651 + Penalty 3212.978287 = -2588485.526363 nChanged 22 SP:Iteration 22Q (2619.326052 sec): 3 clusters Score: Raw -2591718.288824 + Penalty 3212.978287 = -2588505.310537 nChanged 27 SP:Iteration 23Q (2619.396790 sec): 3 clusters Score: Raw -2591741.368924 + Penalty 3212.978287 = -2588528.390637 nChanged 17 SP:Iteration 24Q (2619.471961 sec): 3 clusters Score: Raw -2591756.796564 + Penalty 3212.978287 = -2588543.818277 nChanged 12 SP:Iteration 25Q (2619.542191 sec): 3 clusters Score: Raw -2591763.461099 + Penalty 3212.978287 = -2588550.482812 nChanged 2 SP:Iteration 26Q (2619.612629 sec): 3 clusters Score: Raw -2591764.352074 + Penalty 3212.978287 = -2588551.373787 nChanged 3 SP:Iteration 27Q (2619.678282 sec): 3 clusters Score: Raw -2591766.005679 + Penalty 3212.978287 = -2588553.027391 nChanged 3 SP:Iteration 28Q (2619.750888 sec): 3 clusters Score: Raw -2591768.423890 + Penalty 3212.978287 = -2588555.445603 nChanged 2 SP:Iteration 29Q (2619.831636 sec): 3 clusters Score: Raw -2591769.170834 + Penalty 3212.978287 = -2588556.192547 nChanged 3 SP:Iteration 30Q (2619.895580 sec): 3 clusters Score: Raw -2591770.687747 + Penalty 3212.978287 = -2588557.709460 nChanged 0 SP:Iteration 31F (2619.975079 sec): 3 clusters Score: Raw -2591770.687747 + Penalty 3212.978287 = -2588557.709460 nChanged 0 Trying to split cluster 18 (2377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2620.011782 sec): 2 clusters Score: Raw -299341.904985 + Penalty 1263.209101 = -298078.695884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2620.051857 sec): 3 clusters Score: Raw -298326.960839 + Penalty 2526.418202 = -295800.542637 nChanged 840 SP:Iteration 1F (2620.100382 sec): 3 clusters Score: Raw -298950.714018 + Penalty 2526.418202 = -296424.295816 nChanged 243 SP:Iteration 2F (2620.151915 sec): 3 clusters Score: Raw -299297.508746 + Penalty 2526.418202 = -296771.090544 nChanged 196 SP:Iteration 3F (2620.203606 sec): 3 clusters Score: Raw -299577.472276 + Penalty 2526.418202 = -297051.054074 nChanged 151 SP:Iteration 4F (2620.255451 sec): 3 clusters Score: Raw -299750.166396 + Penalty 2526.418202 = -297223.748194 nChanged 107 SP:Iteration 5Q (2620.303441 sec): 3 clusters Score: Raw -299834.135985 + Penalty 2526.418202 = -297307.717783 nChanged 58 SP:Iteration 6Q (2620.355293 sec): 3 clusters Score: Raw -299871.094364 + Penalty 2526.418202 = -297344.676162 nChanged 37 SP:Iteration 7Q (2620.406969 sec): 3 clusters Score: Raw -299895.722246 + Penalty 2526.418202 = -297369.304044 nChanged 28 SP:Iteration 8Q (2620.451400 sec): 3 clusters Score: Raw -299912.975600 + Penalty 2526.418202 = -297386.557398 nChanged 21 SP:Iteration 9Q (2620.503084 sec): 3 clusters Score: Raw -299924.113088 + Penalty 2526.418202 = -297397.694886 nChanged 20 SP:Iteration 10Q (2620.562623 sec): 3 clusters Score: Raw -299934.773137 + Penalty 2526.418202 = -297408.354935 nChanged 19 SP:Iteration 11Q (2620.601891 sec): 3 clusters Score: Raw -299945.627095 + Penalty 2526.418202 = -297419.208894 nChanged 15 SP:Iteration 12Q (2620.653611 sec): 3 clusters Score: Raw -299957.508288 + Penalty 2526.418202 = -297431.090086 nChanged 14 SP:Iteration 13Q (2620.705344 sec): 3 clusters Score: Raw -299965.980181 + Penalty 2526.418202 = -297439.561979 nChanged 10 SP:Iteration 14Q (2620.755384 sec): 3 clusters Score: Raw -299970.669353 + Penalty 2526.418202 = -297444.251151 nChanged 7 SP:Iteration 15Q (2620.807047 sec): 3 clusters Score: Raw -299975.196837 + Penalty 2526.418202 = -297448.778635 nChanged 10 SP:Iteration 16Q (2620.858838 sec): 3 clusters Score: Raw -299981.700381 + Penalty 2526.418202 = -297455.282179 nChanged 8 SP:Iteration 17Q (2620.910419 sec): 3 clusters Score: Raw -299985.320391 + Penalty 2526.418202 = -297458.902189 nChanged 9 SP:Iteration 18Q (2620.962106 sec): 3 clusters Score: Raw -299990.017491 + Penalty 2526.418202 = -297463.599289 nChanged 16 SP:Iteration 19Q (2621.013801 sec): 3 clusters Score: Raw -299997.282430 + Penalty 2526.418202 = -297470.864228 nChanged 12 SP:Iteration 20F (2621.065848 sec): 3 clusters Score: Raw -300001.775745 + Penalty 2526.418202 = -297475.357543 nChanged 9 SP:Iteration 21Q (2621.116673 sec): 3 clusters Score: Raw -300006.482167 + Penalty 2526.418202 = -297480.063965 nChanged 12 SP:Iteration 22Q (2621.168434 sec): 3 clusters Score: Raw -300010.162187 + Penalty 2526.418202 = -297483.743985 nChanged 7 SP:Iteration 23Q (2621.220201 sec): 3 clusters Score: Raw -300015.295538 + Penalty 2526.418202 = -297488.877336 nChanged 11 SP:Iteration 24Q (2621.265965 sec): 3 clusters Score: Raw -300019.696449 + Penalty 2526.418202 = -297493.278247 nChanged 7 SP:Iteration 25Q (2621.317952 sec): 3 clusters Score: Raw -300022.226769 + Penalty 2526.418202 = -297495.808567 nChanged 6 SP:Iteration 26Q (2621.369721 sec): 3 clusters Score: Raw -300025.045780 + Penalty 2526.418202 = -297498.627578 nChanged 6 SP:Iteration 27Q (2621.421432 sec): 3 clusters Score: Raw -300029.203053 + Penalty 2526.418202 = -297502.784851 nChanged 10 SP:Iteration 28Q (2621.473101 sec): 3 clusters Score: Raw -300034.724600 + Penalty 2526.418202 = -297508.306399 nChanged 9 SP:Iteration 29Q (2621.515722 sec): 3 clusters Score: Raw -300039.449996 + Penalty 2526.418202 = -297513.031794 nChanged 7 SP:Iteration 30Q (2621.567367 sec): 3 clusters Score: Raw -300042.753655 + Penalty 2526.418202 = -297516.335453 nChanged 6 SP:Iteration 31Q (2621.611811 sec): 3 clusters Score: Raw -300045.277391 + Penalty 2526.418202 = -297518.859189 nChanged 7 SP:Iteration 32Q (2621.663567 sec): 3 clusters Score: Raw -300047.408861 + Penalty 2526.418202 = -297520.990660 nChanged 5 SP:Iteration 33Q (2621.711327 sec): 3 clusters Score: Raw -300050.607196 + Penalty 2526.418202 = -297524.188994 nChanged 10 SP:Iteration 34Q (2621.774985 sec): 3 clusters Score: Raw -300057.104373 + Penalty 2526.418202 = -297530.686171 nChanged 5 SP:Iteration 35Q (2621.815708 sec): 3 clusters Score: Raw -300060.139335 + Penalty 2526.418202 = -297533.721133 nChanged 6 SP:Iteration 36Q (2621.870012 sec): 3 clusters Score: Raw -300063.093888 + Penalty 2526.418202 = -297536.675686 nChanged 3 SP:Iteration 37Q (2621.910892 sec): 3 clusters Score: Raw -300064.325682 + Penalty 2526.418202 = -297537.907480 nChanged 2 SP:Iteration 38Q (2621.958723 sec): 3 clusters Score: Raw -300065.016554 + Penalty 2526.418202 = -297538.598352 nChanged 1 SP:Iteration 39Q (2622.020469 sec): 3 clusters Score: Raw -300065.428956 + Penalty 2526.418202 = -297539.010754 nChanged 0 SP:Iteration 40F (2622.073320 sec): 3 clusters Score: Raw -300065.428956 + Penalty 2526.418202 = -297539.010754 nChanged 0 Trying to split cluster 19 (1994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2622.100573 sec): 2 clusters Score: Raw -256726.784326 + Penalty 1234.658417 = -255492.125909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2622.141349 sec): 3 clusters Score: Raw -255887.190804 + Penalty 2469.316834 = -253417.873970 nChanged 694 SP:Iteration 1F (2622.193731 sec): 3 clusters Score: Raw -256336.640417 + Penalty 2469.316834 = -253867.323583 nChanged 141 SP:Iteration 2F (2622.244935 sec): 3 clusters Score: Raw -256449.949345 + Penalty 2469.316834 = -253980.632511 nChanged 100 SP:Iteration 3F (2622.296185 sec): 3 clusters Score: Raw -256519.844634 + Penalty 2469.316834 = -254050.527800 nChanged 65 SP:Iteration 4Q (2622.343814 sec): 3 clusters Score: Raw -256558.095643 + Penalty 2469.316834 = -254088.778809 nChanged 45 SP:Iteration 5Q (2622.388573 sec): 3 clusters Score: Raw -256584.174686 + Penalty 2469.316834 = -254114.857852 nChanged 40 SP:Iteration 6Q (2622.439896 sec): 3 clusters Score: Raw -256610.457639 + Penalty 2469.316834 = -254141.140805 nChanged 38 SP:Iteration 7Q (2622.491263 sec): 3 clusters Score: Raw -256632.601214 + Penalty 2469.316834 = -254163.284380 nChanged 34 SP:Iteration 8Q (2622.542621 sec): 3 clusters Score: Raw -256650.566289 + Penalty 2469.316834 = -254181.249455 nChanged 30 SP:Iteration 9Q (2622.594034 sec): 3 clusters Score: Raw -256670.056323 + Penalty 2469.316834 = -254200.739489 nChanged 28 SP:Iteration 10Q (2622.645345 sec): 3 clusters Score: Raw -256687.757208 + Penalty 2469.316834 = -254218.440374 nChanged 29 SP:Iteration 11Q (2622.708523 sec): 3 clusters Score: Raw -256710.191163 + Penalty 2469.316834 = -254240.874330 nChanged 17 SP:Iteration 12Q (2622.756819 sec): 3 clusters Score: Raw -256719.142861 + Penalty 2469.316834 = -254249.826027 nChanged 10 SP:Iteration 13Q (2622.797009 sec): 3 clusters Score: Raw -256724.614991 + Penalty 2469.316834 = -254255.298157 nChanged 11 SP:Iteration 14Q (2622.848215 sec): 3 clusters Score: Raw -256730.195651 + Penalty 2469.316834 = -254260.878817 nChanged 14 SP:Iteration 15Q (2622.890913 sec): 3 clusters Score: Raw -256736.942351 + Penalty 2469.316834 = -254267.625517 nChanged 12 SP:Iteration 16Q (2622.942446 sec): 3 clusters Score: Raw -256742.887445 + Penalty 2469.316834 = -254273.570611 nChanged 15 SP:Iteration 17Q (2622.994731 sec): 3 clusters Score: Raw -256749.931181 + Penalty 2469.316834 = -254280.614347 nChanged 7 SP:Iteration 18Q (2623.039571 sec): 3 clusters Score: Raw -256754.212156 + Penalty 2469.316834 = -254284.895322 nChanged 11 SP:Iteration 19Q (2623.090927 sec): 3 clusters Score: Raw -256760.642564 + Penalty 2469.316834 = -254291.325730 nChanged 10 SP:Iteration 20F (2623.131737 sec): 3 clusters Score: Raw -256767.131325 + Penalty 2469.316834 = -254297.814491 nChanged 6 SP:Iteration 21Q (2623.183121 sec): 3 clusters Score: Raw -256770.161402 + Penalty 2469.316834 = -254300.844569 nChanged 4 SP:Iteration 22Q (2623.227489 sec): 3 clusters Score: Raw -256771.799466 + Penalty 2469.316834 = -254302.482632 nChanged 2 SP:Iteration 23Q (2623.278422 sec): 3 clusters Score: Raw -256772.848651 + Penalty 2469.316834 = -254303.531817 nChanged 6 SP:Iteration 24Q (2623.323659 sec): 3 clusters Score: Raw -256775.381393 + Penalty 2469.316834 = -254306.064559 nChanged 2 SP:Iteration 25Q (2623.370238 sec): 3 clusters Score: Raw -256775.744506 + Penalty 2469.316834 = -254306.427672 nChanged 1 SP:Iteration 26Q (2623.418513 sec): 3 clusters Score: Raw -256776.010855 + Penalty 2469.316834 = -254306.694021 nChanged 1 SP:Iteration 27Q (2623.466852 sec): 3 clusters Score: Raw -256776.204608 + Penalty 2469.316834 = -254306.887774 nChanged 0 SP:Iteration 28F (2623.514964 sec): 3 clusters Score: Raw -256776.204608 + Penalty 2469.316834 = -254306.887774 nChanged 0 Iteration 219Q (2626.649926 sec): 20 clusters Score: Raw -57375266.329519 + Penalty 40075.650180 = -57335190.679339 nChanged 34 Iteration 220F (2632.067265 sec): 20 clusters Score: Raw -57375267.333577 + Penalty 40075.650180 = -57335191.683397 nChanged 28 Iteration 221Q (2634.750480 sec): 20 clusters Score: Raw -57375268.109757 + Penalty 40075.650180 = -57335192.459577 nChanged 29 Iteration 222Q (2637.433887 sec): 20 clusters Score: Raw -57375269.082644 + Penalty 40075.650180 = -57335193.432464 nChanged 35 Iteration 223Q (2640.181376 sec): 20 clusters Score: Raw -57375270.167823 + Penalty 40075.650180 = -57335194.517642 nChanged 41 Iteration 224Q (2642.940771 sec): 20 clusters Score: Raw -57375271.216076 + Penalty 40075.650180 = -57335195.565896 nChanged 40 Iteration 225Q (2645.775798 sec): 20 clusters Score: Raw -57375272.392864 + Penalty 40075.650180 = -57335196.742683 nChanged 40 Iteration 226Q (2648.576738 sec): 20 clusters Score: Raw -57375273.628634 + Penalty 40075.650180 = -57335197.978454 nChanged 45 Iteration 227Q (2651.336176 sec): 20 clusters Score: Raw -57375274.901932 + Penalty 40075.650180 = -57335199.251751 nChanged 47 Iteration 228Q (2654.313482 sec): 20 clusters Score: Raw -57375276.282839 + Penalty 40075.650180 = -57335200.632658 nChanged 54 Iteration 229Q (2657.473409 sec): 20 clusters Score: Raw -57375277.843203 + Penalty 40075.650180 = -57335202.193023 nChanged 49 Iteration 230Q (2660.428568 sec): 20 clusters Score: Raw -57375279.293744 + Penalty 40075.650180 = -57335203.643563 nChanged 29 Iteration 231Q (2663.387045 sec): 20 clusters Score: Raw -57375280.124359 + Penalty 40075.650180 = -57335204.474179 nChanged 34 Iteration 232Q (2666.171575 sec): 20 clusters Score: Raw -57375281.112997 + Penalty 40075.650180 = -57335205.462817 nChanged 36 Iteration 233Q (2668.945532 sec): 20 clusters Score: Raw -57375282.085235 + Penalty 40075.650180 = -57335206.435055 nChanged 34 Iteration 234Q (2671.679605 sec): 20 clusters Score: Raw -57375283.109283 + Penalty 40075.650180 = -57335207.459103 nChanged 37 Iteration 235Q (2674.539932 sec): 20 clusters Score: Raw -57375284.505582 + Penalty 40075.650180 = -57335208.855402 nChanged 41 Iteration 236Q (2677.322403 sec): 20 clusters Score: Raw -57375286.019133 + Penalty 40075.650180 = -57335210.368953 nChanged 33 Iteration 237Q (2680.097622 sec): 20 clusters Score: Raw -57375287.156465 + Penalty 40075.650180 = -57335211.506285 nChanged 23 Iteration 238Q (2682.920466 sec): 20 clusters Score: Raw -57375287.748834 + Penalty 40075.650180 = -57335212.098653 nChanged 32 Iteration 239Q (2685.785446 sec): 20 clusters Score: Raw -57375288.654250 + Penalty 40075.650180 = -57335213.004070 nChanged 28 Iteration 240F (2691.229238 sec): 20 clusters Score: Raw -57375289.216815 + Penalty 40075.650180 = -57335213.566635 nChanged 18 Iteration 241Q (2694.196456 sec): 20 clusters Score: Raw -57375289.602290 + Penalty 40075.650180 = -57335213.952109 nChanged 13 Iteration 242Q (2697.206227 sec): 20 clusters Score: Raw -57375289.778115 + Penalty 40075.650180 = -57335214.127934 nChanged 10 Iteration 243Q (2699.905993 sec): 20 clusters Score: Raw -57375289.990547 + Penalty 40075.650180 = -57335214.340367 nChanged 7 Iteration 244Q (2702.729531 sec): 20 clusters Score: Raw -57375290.131768 + Penalty 40075.650180 = -57335214.481587 nChanged 8 Iteration 245Q (2705.560606 sec): 20 clusters Score: Raw -57375290.295732 + Penalty 40075.650180 = -57335214.645552 nChanged 7 Iteration 246Q (2708.346760 sec): 20 clusters Score: Raw -57375290.537377 + Penalty 40075.650180 = -57335214.887197 nChanged 12 Iteration 247Q (2711.119997 sec): 20 clusters Score: Raw -57375291.001773 + Penalty 40075.650180 = -57335215.351592 nChanged 10 Iteration 248Q (2713.927744 sec): 20 clusters Score: Raw -57375291.326869 + Penalty 40075.650180 = -57335215.676689 nChanged 11 Iteration 249Q (2716.663441 sec): 20 clusters Score: Raw -57375291.636350 + Penalty 40075.650180 = -57335215.986170 nChanged 11 Iteration 250Q (2719.674725 sec): 20 clusters Score: Raw -57375291.937110 + Penalty 40075.650180 = -57335216.286929 nChanged 14 Iteration 251Q (2722.876502 sec): 20 clusters Score: Raw -57375292.249418 + Penalty 40075.650180 = -57335216.599238 nChanged 11 Iteration 252Q (2725.838828 sec): 20 clusters Score: Raw -57375292.565676 + Penalty 40075.650180 = -57335216.915495 nChanged 12 Iteration 253Q (2728.796269 sec): 20 clusters Score: Raw -57375293.079654 + Penalty 40075.650180 = -57335217.429474 nChanged 18 Iteration 254Q (2731.467964 sec): 20 clusters Score: Raw -57375293.605391 + Penalty 40075.650180 = -57335217.955211 nChanged 16 Iteration 255Q (2734.141804 sec): 20 clusters Score: Raw -57375294.024591 + Penalty 40075.650180 = -57335218.374411 nChanged 12 Iteration 256Q (2736.941664 sec): 20 clusters Score: Raw -57375294.340162 + Penalty 40075.650180 = -57335218.689982 nChanged 11 Iteration 257Q (2739.782285 sec): 20 clusters Score: Raw -57375294.589707 + Penalty 40075.650180 = -57335218.939527 nChanged 7 Iteration 258Q (2742.609267 sec): 20 clusters Score: Raw -57375294.758982 + Penalty 40075.650180 = -57335219.108802 nChanged 8 Writing temp clu file Because OldScore, -57335218.939527, is greater than current (better) Score,-57335219.108802 Compute initial score before splitting: Score: Raw -57375294.758982 + Penalty 40075.650180 = -57335219.108802 Trying to split cluster 1 (119300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2742.917761 sec): 2 clusters Score: Raw -16235318.560755 + Penalty 1899.526949 = -16233419.033806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2743.176015 sec): 3 clusters Score: Raw -16156997.744223 + Penalty 3799.053898 = -16153198.690325 nChanged 57325 SP:Iteration 1F (2743.418728 sec): 3 clusters Score: Raw -16190981.296603 + Penalty 3799.053898 = -16187182.242705 nChanged 4531 SP:Iteration 2Q (2743.664759 sec): 3 clusters Score: Raw -16192391.916182 + Penalty 3799.053898 = -16188592.862284 nChanged 4905 SP:Iteration 3Q (2743.920408 sec): 3 clusters Score: Raw -16194196.037323 + Penalty 3799.053898 = -16190396.983425 nChanged 5430 SP:Iteration 4Q (2744.169312 sec): 3 clusters Score: Raw -16196624.876172 + Penalty 3799.053898 = -16192825.822274 nChanged 6197 SP:Iteration 5F (2744.413809 sec): 3 clusters Score: Raw -16200055.368092 + Penalty 3799.053898 = -16196256.314195 nChanged 7157 SP:Iteration 6F (2744.651665 sec): 3 clusters Score: Raw -16204871.471762 + Penalty 3799.053898 = -16201072.417864 nChanged 7715 SP:Iteration 7F (2744.887280 sec): 3 clusters Score: Raw -16210433.942280 + Penalty 3799.053898 = -16206634.888382 nChanged 7313 SP:Iteration 8F (2745.131637 sec): 3 clusters Score: Raw -16214916.706538 + Penalty 3799.053898 = -16211117.652640 nChanged 5595 SP:Iteration 9Q (2745.383906 sec): 3 clusters Score: Raw -16217301.716245 + Penalty 3799.053898 = -16213502.662348 nChanged 3595 SP:Iteration 10Q (2745.634244 sec): 3 clusters Score: Raw -16218259.771056 + Penalty 3799.053898 = -16214460.717158 nChanged 2172 SP:Iteration 11Q (2745.877119 sec): 3 clusters Score: Raw -16218656.961533 + Penalty 3799.053898 = -16214857.907636 nChanged 1506 SP:Iteration 12Q (2746.108715 sec): 3 clusters Score: Raw -16218909.080281 + Penalty 3799.053898 = -16215110.026384 nChanged 1235 SP:Iteration 13Q (2746.343269 sec): 3 clusters Score: Raw -16219099.287658 + Penalty 3799.053898 = -16215300.233761 nChanged 1086 SP:Iteration 14Q (2746.602698 sec): 3 clusters Score: Raw -16219259.226104 + Penalty 3799.053898 = -16215460.172206 nChanged 1017 SP:Iteration 15Q (2746.839952 sec): 3 clusters Score: Raw -16219407.676310 + Penalty 3799.053898 = -16215608.622413 nChanged 964 SP:Iteration 16Q (2747.098737 sec): 3 clusters Score: Raw -16219539.709781 + Penalty 3799.053898 = -16215740.655883 nChanged 921 SP:Iteration 17Q (2747.345106 sec): 3 clusters Score: Raw -16219667.507880 + Penalty 3799.053898 = -16215868.453982 nChanged 884 SP:Iteration 18Q (2747.592604 sec): 3 clusters Score: Raw -16219796.654644 + Penalty 3799.053898 = -16215997.600746 nChanged 895 SP:Iteration 19Q (2747.808134 sec): 3 clusters Score: Raw -16219926.656433 + Penalty 3799.053898 = -16216127.602535 nChanged 896 SP:Iteration 20F (2748.035628 sec): 3 clusters Score: Raw -16220057.401904 + Penalty 3799.053898 = -16216258.348006 nChanged 916 SP:Iteration 21Q (2748.268503 sec): 3 clusters Score: Raw -16220192.088080 + Penalty 3799.053898 = -16216393.034182 nChanged 933 SP:Iteration 22Q (2748.482352 sec): 3 clusters Score: Raw -16220333.671662 + Penalty 3799.053898 = -16216534.617764 nChanged 935 SP:Iteration 23Q (2748.715274 sec): 3 clusters Score: Raw -16220481.534759 + Penalty 3799.053898 = -16216682.480862 nChanged 916 SP:Iteration 24Q (2748.948023 sec): 3 clusters Score: Raw -16220617.942328 + Penalty 3799.053898 = -16216818.888430 nChanged 889 SP:Iteration 25Q (2749.164270 sec): 3 clusters Score: Raw -16220760.128528 + Penalty 3799.053898 = -16216961.074630 nChanged 958 SP:Iteration 26Q (2749.408126 sec): 3 clusters Score: Raw -16220923.889416 + Penalty 3799.053898 = -16217124.835518 nChanged 1066 SP:Iteration 27Q (2749.649927 sec): 3 clusters Score: Raw -16221115.058328 + Penalty 3799.053898 = -16217316.004430 nChanged 1066 SP:Iteration 28Q (2749.872346 sec): 3 clusters Score: Raw -16221297.210252 + Penalty 3799.053898 = -16217498.156354 nChanged 1022 SP:Iteration 29Q (2750.121536 sec): 3 clusters Score: Raw -16221470.433313 + Penalty 3799.053898 = -16217671.379416 nChanged 1038 SP:Iteration 30Q (2750.369578 sec): 3 clusters Score: Raw -16221652.294917 + Penalty 3799.053898 = -16217853.241020 nChanged 1069 SP:Iteration 31Q (2750.598803 sec): 3 clusters Score: Raw -16221831.690052 + Penalty 3799.053898 = -16218032.636154 nChanged 1040 SP:Iteration 32Q (2750.828621 sec): 3 clusters Score: Raw -16221988.862802 + Penalty 3799.053898 = -16218189.808904 nChanged 996 SP:Iteration 33Q (2751.057269 sec): 3 clusters Score: Raw -16222145.448945 + Penalty 3799.053898 = -16218346.395047 nChanged 959 SP:Iteration 34Q (2751.273664 sec): 3 clusters Score: Raw -16222291.560278 + Penalty 3799.053898 = -16218492.506380 nChanged 914 SP:Iteration 35Q (2751.501800 sec): 3 clusters Score: Raw -16222421.894475 + Penalty 3799.053898 = -16218622.840577 nChanged 873 SP:Iteration 36Q (2751.722820 sec): 3 clusters Score: Raw -16222545.150297 + Penalty 3799.053898 = -16218746.096400 nChanged 811 SP:Iteration 37Q (2751.949382 sec): 3 clusters Score: Raw -16222661.214383 + Penalty 3799.053898 = -16218862.160486 nChanged 868 SP:Iteration 38Q (2752.179284 sec): 3 clusters Score: Raw -16222785.594505 + Penalty 3799.053898 = -16218986.540607 nChanged 810 SP:Iteration 39Q (2752.406531 sec): 3 clusters Score: Raw -16222901.530254 + Penalty 3799.053898 = -16219102.476357 nChanged 780 SP:Iteration 40F (2752.618761 sec): 3 clusters Score: Raw -16223009.532565 + Penalty 3799.053898 = -16219210.478667 nChanged 751 SP:Iteration 41Q (2752.848097 sec): 3 clusters Score: Raw -16223107.635850 + Penalty 3799.053898 = -16219308.581952 nChanged 739 SP:Iteration 42Q (2753.076697 sec): 3 clusters Score: Raw -16223203.029130 + Penalty 3799.053898 = -16219403.975233 nChanged 705 SP:Iteration 43Q (2753.293958 sec): 3 clusters Score: Raw -16223287.600515 + Penalty 3799.053898 = -16219488.546617 nChanged 738 SP:Iteration 44Q (2753.506970 sec): 3 clusters Score: Raw -16223371.405421 + Penalty 3799.053898 = -16219572.351523 nChanged 651 SP:Iteration 45Q (2753.735387 sec): 3 clusters Score: Raw -16223447.798422 + Penalty 3799.053898 = -16219648.744525 nChanged 659 SP:Iteration 46Q (2753.962581 sec): 3 clusters Score: Raw -16223526.699823 + Penalty 3799.053898 = -16219727.645925 nChanged 634 SP:Iteration 47Q (2754.191173 sec): 3 clusters Score: Raw -16223594.767112 + Penalty 3799.053898 = -16219795.713215 nChanged 593 SP:Iteration 48Q (2754.422478 sec): 3 clusters Score: Raw -16223657.300664 + Penalty 3799.053898 = -16219858.246766 nChanged 589 SP:Iteration 49Q (2754.654121 sec): 3 clusters Score: Raw -16223719.785710 + Penalty 3799.053898 = -16219920.731812 nChanged 574 SP:Iteration 50Q (2754.887413 sec): 3 clusters Score: Raw -16223781.747629 + Penalty 3799.053898 = -16219982.693731 nChanged 603 SP:Iteration 51Q (2755.126909 sec): 3 clusters Score: Raw -16223843.055401 + Penalty 3799.053898 = -16220044.001503 nChanged 577 SP:Iteration 52Q (2755.361216 sec): 3 clusters Score: Raw -16223900.342552 + Penalty 3799.053898 = -16220101.288654 nChanged 536 SP:Iteration 53Q (2755.617140 sec): 3 clusters Score: Raw -16223952.356702 + Penalty 3799.053898 = -16220153.302804 nChanged 506 SP:Iteration 54Q (2755.860505 sec): 3 clusters Score: Raw -16224002.409440 + Penalty 3799.053898 = -16220203.355542 nChanged 535 SP:Iteration 55Q (2756.102490 sec): 3 clusters Score: Raw -16224052.374798 + Penalty 3799.053898 = -16220253.320900 nChanged 508 SP:Iteration 56Q (2756.337350 sec): 3 clusters Score: Raw -16224100.943995 + Penalty 3799.053898 = -16220301.890097 nChanged 481 SP:Iteration 57Q (2756.573798 sec): 3 clusters Score: Raw -16224144.912891 + Penalty 3799.053898 = -16220345.858993 nChanged 467 SP:Iteration 58Q (2756.823671 sec): 3 clusters Score: Raw -16224186.516776 + Penalty 3799.053898 = -16220387.462878 nChanged 460 SP:Iteration 59Q (2757.065054 sec): 3 clusters Score: Raw -16224227.627547 + Penalty 3799.053898 = -16220428.573649 nChanged 494 SP:Iteration 60F (2757.294981 sec): 3 clusters Score: Raw -16224274.527129 + Penalty 3799.053898 = -16220475.473231 nChanged 520 SP:Iteration 61Q (2757.538564 sec): 3 clusters Score: Raw -16224326.189345 + Penalty 3799.053898 = -16220527.135447 nChanged 494 SP:Iteration 62Q (2757.781803 sec): 3 clusters Score: Raw -16224375.938987 + Penalty 3799.053898 = -16220576.885089 nChanged 526 SP:Iteration 63Q (2758.021981 sec): 3 clusters Score: Raw -16224428.473365 + Penalty 3799.053898 = -16220629.419467 nChanged 513 SP:Iteration 64Q (2758.261703 sec): 3 clusters Score: Raw -16224474.403781 + Penalty 3799.053898 = -16220675.349883 nChanged 500 SP:Iteration 65Q (2758.495044 sec): 3 clusters Score: Raw -16224520.820765 + Penalty 3799.053898 = -16220721.766867 nChanged 525 SP:Iteration 66Q (2758.736002 sec): 3 clusters Score: Raw -16224573.469932 + Penalty 3799.053898 = -16220774.416035 nChanged 509 SP:Iteration 67Q (2758.968726 sec): 3 clusters Score: Raw -16224620.812150 + Penalty 3799.053898 = -16220821.758253 nChanged 513 SP:Iteration 68Q (2759.211813 sec): 3 clusters Score: Raw -16224668.743453 + Penalty 3799.053898 = -16220869.689555 nChanged 537 SP:Iteration 69Q (2759.452599 sec): 3 clusters Score: Raw -16224719.578856 + Penalty 3799.053898 = -16220920.524959 nChanged 564 SP:Iteration 70Q (2759.691929 sec): 3 clusters Score: Raw -16224775.006239 + Penalty 3799.053898 = -16220975.952341 nChanged 573 SP:Iteration 71Q (2759.940805 sec): 3 clusters Score: Raw -16224830.639194 + Penalty 3799.053898 = -16221031.585296 nChanged 594 SP:Iteration 72Q (2760.177982 sec): 3 clusters Score: Raw -16224892.820875 + Penalty 3799.053898 = -16221093.766978 nChanged 665 SP:Iteration 73Q (2760.413296 sec): 3 clusters Score: Raw -16224963.149531 + Penalty 3799.053898 = -16221164.095634 nChanged 658 SP:Iteration 74Q (2760.655737 sec): 3 clusters Score: Raw -16225031.912987 + Penalty 3799.053898 = -16221232.859090 nChanged 668 SP:Iteration 75Q (2760.890547 sec): 3 clusters Score: Raw -16225100.962357 + Penalty 3799.053898 = -16221301.908459 nChanged 662 SP:Iteration 76Q (2761.131017 sec): 3 clusters Score: Raw -16225170.912094 + Penalty 3799.053898 = -16221371.858196 nChanged 709 SP:Iteration 77Q (2761.365563 sec): 3 clusters Score: Raw -16225255.437380 + Penalty 3799.053898 = -16221456.383482 nChanged 802 SP:Iteration 78Q (2761.600622 sec): 3 clusters Score: Raw -16225360.094683 + Penalty 3799.053898 = -16221561.040786 nChanged 887 SP:Iteration 79Q (2761.831077 sec): 3 clusters Score: Raw -16225486.431401 + Penalty 3799.053898 = -16221687.377503 nChanged 959 SP:Iteration 80F (2762.070631 sec): 3 clusters Score: Raw -16225630.229876 + Penalty 3799.053898 = -16221831.175979 nChanged 994 SP:Iteration 81Q (2762.308691 sec): 3 clusters Score: Raw -16225783.842925 + Penalty 3799.053898 = -16221984.789028 nChanged 1060 SP:Iteration 82Q (2762.546039 sec): 3 clusters Score: Raw -16225955.081139 + Penalty 3799.053898 = -16222156.027241 nChanged 1101 SP:Iteration 83Q (2762.779983 sec): 3 clusters Score: Raw -16226149.904664 + Penalty 3799.053898 = -16222350.850767 nChanged 1167 SP:Iteration 84Q (2763.015717 sec): 3 clusters Score: Raw -16226368.071101 + Penalty 3799.053898 = -16222569.017203 nChanged 1191 SP:Iteration 85Q (2763.249333 sec): 3 clusters Score: Raw -16226605.278878 + Penalty 3799.053898 = -16222806.224980 nChanged 1221 SP:Iteration 86Q (2763.480440 sec): 3 clusters Score: Raw -16226861.304438 + Penalty 3799.053898 = -16223062.250541 nChanged 1261 SP:Iteration 87Q (2763.707987 sec): 3 clusters Score: Raw -16227123.763715 + Penalty 3799.053898 = -16223324.709817 nChanged 1331 SP:Iteration 88Q (2763.934979 sec): 3 clusters Score: Raw -16227427.313347 + Penalty 3799.053898 = -16223628.259449 nChanged 1435 SP:Iteration 89Q (2764.167691 sec): 3 clusters Score: Raw -16227785.168774 + Penalty 3799.053898 = -16223986.114876 nChanged 1521 SP:Iteration 90Q (2764.394284 sec): 3 clusters Score: Raw -16228191.050680 + Penalty 3799.053898 = -16224391.996782 nChanged 1573 SP:Iteration 91Q (2764.615896 sec): 3 clusters Score: Raw -16228655.933061 + Penalty 3799.053898 = -16224856.879163 nChanged 1632 SP:Iteration 92Q (2764.845522 sec): 3 clusters Score: Raw -16229186.794388 + Penalty 3799.053898 = -16225387.740491 nChanged 1642 SP:Iteration 93Q (2765.068507 sec): 3 clusters Score: Raw -16229760.366384 + Penalty 3799.053898 = -16225961.312486 nChanged 1613 SP:Iteration 94Q (2765.290935 sec): 3 clusters Score: Raw -16230372.822992 + Penalty 3799.053898 = -16226573.769094 nChanged 1620 SP:Iteration 95Q (2765.508962 sec): 3 clusters Score: Raw -16231025.432629 + Penalty 3799.053898 = -16227226.378732 nChanged 1584 SP:Iteration 96Q (2765.726198 sec): 3 clusters Score: Raw -16231714.255994 + Penalty 3799.053898 = -16227915.202096 nChanged 1491 SP:Iteration 97Q (2765.945399 sec): 3 clusters Score: Raw -16232375.519443 + Penalty 3799.053898 = -16228576.465546 nChanged 1416 SP:Iteration 98Q (2766.169389 sec): 3 clusters Score: Raw -16232991.247922 + Penalty 3799.053898 = -16229192.194025 nChanged 1274 SP:Iteration 99Q (2766.383110 sec): 3 clusters Score: Raw -16233555.741589 + Penalty 3799.053898 = -16229756.687692 nChanged 1149 SP:Iteration 100F (2766.616660 sec): 3 clusters Score: Raw -16234074.480824 + Penalty 3799.053898 = -16230275.426926 nChanged 1059 SP:Iteration 101Q (2766.838780 sec): 3 clusters Score: Raw -16234519.369502 + Penalty 3799.053898 = -16230720.315605 nChanged 925 SP:Iteration 102Q (2767.047007 sec): 3 clusters Score: Raw -16234870.648970 + Penalty 3799.053898 = -16231071.595072 nChanged 768 SP:Iteration 103Q (2767.248637 sec): 3 clusters Score: Raw -16235131.401123 + Penalty 3799.053898 = -16231332.347226 nChanged 634 SP:Iteration 104Q (2767.436885 sec): 3 clusters Score: Raw -16235323.675961 + Penalty 3799.053898 = -16231524.622063 nChanged 552 SP:Iteration 105Q (2767.635938 sec): 3 clusters Score: Raw -16235485.149437 + Penalty 3799.053898 = -16231686.095539 nChanged 509 SP:Iteration 106Q (2767.837289 sec): 3 clusters Score: Raw -16235618.906313 + Penalty 3799.053898 = -16231819.852416 nChanged 438 SP:Iteration 107Q (2768.036681 sec): 3 clusters Score: Raw -16235723.955951 + Penalty 3799.053898 = -16231924.902054 nChanged 414 SP:Iteration 108Q (2768.235255 sec): 3 clusters Score: Raw -16235819.618147 + Penalty 3799.053898 = -16232020.564249 nChanged 357 SP:Iteration 109Q (2768.433259 sec): 3 clusters Score: Raw -16235900.633670 + Penalty 3799.053898 = -16232101.579772 nChanged 351 SP:Iteration 110Q (2768.639138 sec): 3 clusters Score: Raw -16235974.587384 + Penalty 3799.053898 = -16232175.533487 nChanged 300 SP:Iteration 111Q (2768.842311 sec): 3 clusters Score: Raw -16236035.062644 + Penalty 3799.053898 = -16232236.008746 nChanged 273 SP:Iteration 112Q (2769.040157 sec): 3 clusters Score: Raw -16236087.705639 + Penalty 3799.053898 = -16232288.651741 nChanged 251 SP:Iteration 113Q (2769.234144 sec): 3 clusters Score: Raw -16236139.656335 + Penalty 3799.053898 = -16232340.602438 nChanged 232 SP:Iteration 114Q (2769.428040 sec): 3 clusters Score: Raw -16236188.277760 + Penalty 3799.053898 = -16232389.223863 nChanged 212 SP:Iteration 115Q (2769.621225 sec): 3 clusters Score: Raw -16236230.003217 + Penalty 3799.053898 = -16232430.949319 nChanged 182 SP:Iteration 116Q (2769.815199 sec): 3 clusters Score: Raw -16236260.729213 + Penalty 3799.053898 = -16232461.675315 nChanged 164 SP:Iteration 117Q (2770.008403 sec): 3 clusters Score: Raw -16236287.177909 + Penalty 3799.053898 = -16232488.124011 nChanged 146 SP:Iteration 118Q (2770.211582 sec): 3 clusters Score: Raw -16236309.844741 + Penalty 3799.053898 = -16232510.790844 nChanged 121 SP:Iteration 119Q (2770.402463 sec): 3 clusters Score: Raw -16236325.660582 + Penalty 3799.053898 = -16232526.606685 nChanged 110 SP:Iteration 120F (2770.639789 sec): 3 clusters Score: Raw -16236337.610318 + Penalty 3799.053898 = -16232538.556420 nChanged 85 SP:Iteration 121Q (2770.844490 sec): 3 clusters Score: Raw -16236346.967823 + Penalty 3799.053898 = -16232547.913925 nChanged 69 SP:Iteration 122Q (2771.039094 sec): 3 clusters Score: Raw -16236355.446690 + Penalty 3799.053898 = -16232556.392792 nChanged 80 SP:Iteration 123Q (2771.221753 sec): 3 clusters Score: Raw -16236367.787366 + Penalty 3799.053898 = -16232568.733469 nChanged 94 SP:Iteration 124Q (2771.409674 sec): 3 clusters Score: Raw -16236382.497298 + Penalty 3799.053898 = -16232583.443400 nChanged 83 SP:Iteration 125Q (2771.602967 sec): 3 clusters Score: Raw -16236395.442753 + Penalty 3799.053898 = -16232596.388856 nChanged 74 SP:Iteration 126Q (2771.797442 sec): 3 clusters Score: Raw -16236408.033077 + Penalty 3799.053898 = -16232608.979179 nChanged 75 SP:Iteration 127Q (2771.990246 sec): 3 clusters Score: Raw -16236419.519857 + Penalty 3799.053898 = -16232620.465960 nChanged 65 SP:Iteration 128Q (2772.183969 sec): 3 clusters Score: Raw -16236428.736370 + Penalty 3799.053898 = -16232629.682472 nChanged 63 SP:Iteration 129Q (2772.376871 sec): 3 clusters Score: Raw -16236437.190621 + Penalty 3799.053898 = -16232638.136724 nChanged 52 SP:Iteration 130Q (2772.572168 sec): 3 clusters Score: Raw -16236442.930534 + Penalty 3799.053898 = -16232643.876636 nChanged 40 SP:Iteration 131Q (2772.766438 sec): 3 clusters Score: Raw -16236447.250690 + Penalty 3799.053898 = -16232648.196793 nChanged 38 SP:Iteration 132Q (2772.958790 sec): 3 clusters Score: Raw -16236450.879096 + Penalty 3799.053898 = -16232651.825198 nChanged 23 SP:Iteration 133Q (2773.145355 sec): 3 clusters Score: Raw -16236452.903269 + Penalty 3799.053898 = -16232653.849372 nChanged 14 SP:Iteration 134Q (2773.333066 sec): 3 clusters Score: Raw -16236454.288514 + Penalty 3799.053898 = -16232655.234616 nChanged 21 SP:Iteration 135Q (2773.525722 sec): 3 clusters Score: Raw -16236456.399014 + Penalty 3799.053898 = -16232657.345116 nChanged 21 SP:Iteration 136Q (2773.718461 sec): 3 clusters Score: Raw -16236458.472858 + Penalty 3799.053898 = -16232659.418960 nChanged 28 SP:Iteration 137Q (2773.910709 sec): 3 clusters Score: Raw -16236461.011627 + Penalty 3799.053898 = -16232661.957729 nChanged 28 SP:Iteration 138Q (2774.103794 sec): 3 clusters Score: Raw -16236464.735290 + Penalty 3799.053898 = -16232665.681393 nChanged 30 SP:Iteration 139Q (2774.295214 sec): 3 clusters Score: Raw -16236467.469148 + Penalty 3799.053898 = -16232668.415251 nChanged 30 SP:Iteration 140F (2774.521693 sec): 3 clusters Score: Raw -16236470.711509 + Penalty 3799.053898 = -16232671.657611 nChanged 28 SP:Iteration 141Q (2774.715132 sec): 3 clusters Score: Raw -16236474.376160 + Penalty 3799.053898 = -16232675.322262 nChanged 35 SP:Iteration 142Q (2774.885871 sec): 3 clusters Score: Raw -16236478.502018 + Penalty 3799.053898 = -16232679.448121 nChanged 36 SP:Iteration 143Q (2775.075531 sec): 3 clusters Score: Raw -16236482.568058 + Penalty 3799.053898 = -16232683.514160 nChanged 33 SP:Iteration 144Q (2775.274649 sec): 3 clusters Score: Raw -16236486.017318 + Penalty 3799.053898 = -16232686.963420 nChanged 20 SP:Iteration 145Q (2775.482897 sec): 3 clusters Score: Raw -16236488.197308 + Penalty 3799.053898 = -16232689.143411 nChanged 25 SP:Iteration 146Q (2775.688899 sec): 3 clusters Score: Raw -16236491.021347 + Penalty 3799.053898 = -16232691.967450 nChanged 22 SP:Iteration 147Q (2775.895079 sec): 3 clusters Score: Raw -16236494.020646 + Penalty 3799.053898 = -16232694.966748 nChanged 24 SP:Iteration 148Q (2776.078599 sec): 3 clusters Score: Raw -16236496.841677 + Penalty 3799.053898 = -16232697.787780 nChanged 25 SP:Iteration 149Q (2776.290194 sec): 3 clusters Score: Raw -16236499.280050 + Penalty 3799.053898 = -16232700.226152 nChanged 21 SP:Iteration 150Q (2776.496624 sec): 3 clusters Score: Raw -16236501.444366 + Penalty 3799.053898 = -16232702.390469 nChanged 13 SP:Iteration 151Q (2776.693568 sec): 3 clusters Score: Raw -16236502.385236 + Penalty 3799.053898 = -16232703.331338 nChanged 10 SP:Iteration 152Q (2776.902517 sec): 3 clusters Score: Raw -16236503.268320 + Penalty 3799.053898 = -16232704.214423 nChanged 9 SP:Iteration 153Q (2777.099742 sec): 3 clusters Score: Raw -16236504.181404 + Penalty 3799.053898 = -16232705.127506 nChanged 12 SP:Iteration 154Q (2777.308965 sec): 3 clusters Score: Raw -16236505.647065 + Penalty 3799.053898 = -16232706.593168 nChanged 10 SP:Iteration 155Q (2777.518529 sec): 3 clusters Score: Raw -16236506.646836 + Penalty 3799.053898 = -16232707.592939 nChanged 9 SP:Iteration 156Q (2777.722538 sec): 3 clusters Score: Raw -16236507.579733 + Penalty 3799.053898 = -16232708.525835 nChanged 10 SP:Iteration 157Q (2777.901464 sec): 3 clusters Score: Raw -16236508.572579 + Penalty 3799.053898 = -16232709.518682 nChanged 10 SP:Iteration 158Q (2778.103437 sec): 3 clusters Score: Raw -16236509.235753 + Penalty 3799.053898 = -16232710.181855 nChanged 11 SP:Iteration 159Q (2778.305832 sec): 3 clusters Score: Raw -16236510.162437 + Penalty 3799.053898 = -16232711.108539 nChanged 9 SP:Iteration 160F (2778.555879 sec): 3 clusters Score: Raw -16236510.917901 + Penalty 3799.053898 = -16232711.864003 nChanged 4 SP:Iteration 161Q (2778.764954 sec): 3 clusters Score: Raw -16236511.239011 + Penalty 3799.053898 = -16232712.185113 nChanged 3 SP:Iteration 162Q (2778.973892 sec): 3 clusters Score: Raw -16236511.512297 + Penalty 3799.053898 = -16232712.458399 nChanged 2 SP:Iteration 163Q (2779.170231 sec): 3 clusters Score: Raw -16236511.667025 + Penalty 3799.053898 = -16232712.613127 nChanged 5 SP:Iteration 164Q (2779.368419 sec): 3 clusters Score: Raw -16236512.102542 + Penalty 3799.053898 = -16232713.048644 nChanged 7 SP:Iteration 165Q (2779.575965 sec): 3 clusters Score: Raw -16236512.667947 + Penalty 3799.053898 = -16232713.614050 nChanged 5 SP:Iteration 166Q (2779.774840 sec): 3 clusters Score: Raw -16236513.116930 + Penalty 3799.053898 = -16232714.063032 nChanged 4 SP:Iteration 167Q (2779.976847 sec): 3 clusters Score: Raw -16236513.289157 + Penalty 3799.053898 = -16232714.235259 nChanged 0 SP:Iteration 168F (2780.232902 sec): 3 clusters Score: Raw -16236513.289157 + Penalty 3799.053898 = -16232714.235259 nChanged 0 Trying to split cluster 2 (11127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2780.278498 sec): 2 clusters Score: Raw -1502035.659537 + Penalty 1514.033603 = -1500521.625934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2780.345797 sec): 3 clusters Score: Raw -1495660.565447 + Penalty 3028.067207 = -1492632.498240 nChanged 4821 SP:Iteration 1F (2780.411614 sec): 3 clusters Score: Raw -1498395.581995 + Penalty 3028.067207 = -1495367.514788 nChanged 704 SP:Iteration 2F (2780.467591 sec): 3 clusters Score: Raw -1498730.449394 + Penalty 3028.067207 = -1495702.382187 nChanged 600 SP:Iteration 3F (2780.539045 sec): 3 clusters Score: Raw -1498998.056563 + Penalty 3028.067207 = -1495969.989357 nChanged 538 SP:Iteration 4Q (2780.606457 sec): 3 clusters Score: Raw -1499249.009362 + Penalty 3028.067207 = -1496220.942155 nChanged 566 SP:Iteration 5F (2780.661257 sec): 3 clusters Score: Raw -1499566.070524 + Penalty 3028.067207 = -1496538.003317 nChanged 627 SP:Iteration 6F (2780.720229 sec): 3 clusters Score: Raw -1499981.327563 + Penalty 3028.067207 = -1496953.260357 nChanged 626 SP:Iteration 7F (2780.793958 sec): 3 clusters Score: Raw -1500406.968956 + Penalty 3028.067207 = -1497378.901750 nChanged 597 SP:Iteration 8F (2780.858808 sec): 3 clusters Score: Raw -1500817.754888 + Penalty 3028.067207 = -1497789.687682 nChanged 537 SP:Iteration 9Q (2780.925600 sec): 3 clusters Score: Raw -1501143.493483 + Penalty 3028.067207 = -1498115.426277 nChanged 433 SP:Iteration 10Q (2780.981563 sec): 3 clusters Score: Raw -1501387.209899 + Penalty 3028.067207 = -1498359.142693 nChanged 325 SP:Iteration 11Q (2781.056627 sec): 3 clusters Score: Raw -1501554.194173 + Penalty 3028.067207 = -1498526.126966 nChanged 271 SP:Iteration 12Q (2781.113625 sec): 3 clusters Score: Raw -1501688.755034 + Penalty 3028.067207 = -1498660.687827 nChanged 212 SP:Iteration 13Q (2781.191049 sec): 3 clusters Score: Raw -1501782.523954 + Penalty 3028.067207 = -1498754.456748 nChanged 163 SP:Iteration 14Q (2781.258360 sec): 3 clusters Score: Raw -1501855.667090 + Penalty 3028.067207 = -1498827.599883 nChanged 141 SP:Iteration 15Q (2781.316530 sec): 3 clusters Score: Raw -1501911.359865 + Penalty 3028.067207 = -1498883.292659 nChanged 123 SP:Iteration 16Q (2781.384296 sec): 3 clusters Score: Raw -1501954.448684 + Penalty 3028.067207 = -1498926.381478 nChanged 102 SP:Iteration 17Q (2781.451994 sec): 3 clusters Score: Raw -1501989.044169 + Penalty 3028.067207 = -1498960.976962 nChanged 88 SP:Iteration 18Q (2781.519213 sec): 3 clusters Score: Raw -1502021.206614 + Penalty 3028.067207 = -1498993.139408 nChanged 81 SP:Iteration 19Q (2781.593502 sec): 3 clusters Score: Raw -1502049.240914 + Penalty 3028.067207 = -1499021.173708 nChanged 76 SP:Iteration 20F (2781.651152 sec): 3 clusters Score: Raw -1502075.612425 + Penalty 3028.067207 = -1499047.545219 nChanged 80 SP:Iteration 21Q (2781.717143 sec): 3 clusters Score: Raw -1502097.217625 + Penalty 3028.067207 = -1499069.150418 nChanged 63 SP:Iteration 22Q (2781.783239 sec): 3 clusters Score: Raw -1502115.691467 + Penalty 3028.067207 = -1499087.624261 nChanged 52 SP:Iteration 23Q (2781.858475 sec): 3 clusters Score: Raw -1502128.812811 + Penalty 3028.067207 = -1499100.745605 nChanged 46 SP:Iteration 24Q (2781.914487 sec): 3 clusters Score: Raw -1502142.274733 + Penalty 3028.067207 = -1499114.207526 nChanged 54 SP:Iteration 25Q (2781.942226 sec): 3 clusters Score: Raw -1502155.809239 + Penalty 3028.067207 = -1499127.742032 nChanged 48 SP:Iteration 26Q (2781.971537 sec): 3 clusters Score: Raw -1502171.627696 + Penalty 3028.067207 = -1499143.560489 nChanged 63 SP:Iteration 27Q (2782.000716 sec): 3 clusters Score: Raw -1502196.250367 + Penalty 3028.067207 = -1499168.183161 nChanged 62 SP:Iteration 28Q (2782.029685 sec): 3 clusters Score: Raw -1502215.660555 + Penalty 3028.067207 = -1499187.593349 nChanged 61 SP:Iteration 29Q (2782.104412 sec): 3 clusters Score: Raw -1502236.015809 + Penalty 3028.067207 = -1499207.948603 nChanged 59 SP:Iteration 30Q (2782.158866 sec): 3 clusters Score: Raw -1502253.679652 + Penalty 3028.067207 = -1499225.612445 nChanged 38 SP:Iteration 31Q (2782.231227 sec): 3 clusters Score: Raw -1502263.975569 + Penalty 3028.067207 = -1499235.908363 nChanged 29 SP:Iteration 32Q (2782.285829 sec): 3 clusters Score: Raw -1502273.763018 + Penalty 3028.067207 = -1499245.695811 nChanged 27 SP:Iteration 33Q (2782.361606 sec): 3 clusters Score: Raw -1502280.141137 + Penalty 3028.067207 = -1499252.073931 nChanged 25 SP:Iteration 34Q (2782.416138 sec): 3 clusters Score: Raw -1502287.215276 + Penalty 3028.067207 = -1499259.148069 nChanged 26 SP:Iteration 35Q (2782.481124 sec): 3 clusters Score: Raw -1502294.803302 + Penalty 3028.067207 = -1499266.736096 nChanged 23 SP:Iteration 36Q (2782.549598 sec): 3 clusters Score: Raw -1502302.597246 + Penalty 3028.067207 = -1499274.530040 nChanged 26 SP:Iteration 37Q (2782.603498 sec): 3 clusters Score: Raw -1502311.826619 + Penalty 3028.067207 = -1499283.759413 nChanged 25 SP:Iteration 38Q (2782.677718 sec): 3 clusters Score: Raw -1502319.117419 + Penalty 3028.067207 = -1499291.050213 nChanged 25 SP:Iteration 39Q (2782.740645 sec): 3 clusters Score: Raw -1502324.995377 + Penalty 3028.067207 = -1499296.928170 nChanged 26 SP:Iteration 40F (2782.796104 sec): 3 clusters Score: Raw -1502332.100946 + Penalty 3028.067207 = -1499304.033739 nChanged 14 SP:Iteration 41Q (2782.870529 sec): 3 clusters Score: Raw -1502336.212499 + Penalty 3028.067207 = -1499308.145292 nChanged 16 SP:Iteration 42Q (2782.928952 sec): 3 clusters Score: Raw -1502338.995208 + Penalty 3028.067207 = -1499310.928002 nChanged 7 SP:Iteration 43Q (2782.983897 sec): 3 clusters Score: Raw -1502340.317326 + Penalty 3028.067207 = -1499312.250119 nChanged 7 SP:Iteration 44Q (2783.048089 sec): 3 clusters Score: Raw -1502342.288968 + Penalty 3028.067207 = -1499314.221761 nChanged 8 SP:Iteration 45Q (2783.112011 sec): 3 clusters Score: Raw -1502343.760496 + Penalty 3028.067207 = -1499315.693290 nChanged 6 SP:Iteration 46Q (2783.187349 sec): 3 clusters Score: Raw -1502344.641559 + Penalty 3028.067207 = -1499316.574352 nChanged 5 SP:Iteration 47Q (2783.243556 sec): 3 clusters Score: Raw -1502345.940157 + Penalty 3028.067207 = -1499317.872951 nChanged 4 SP:Iteration 48Q (2783.318520 sec): 3 clusters Score: Raw -1502346.746661 + Penalty 3028.067207 = -1499318.679454 nChanged 5 SP:Iteration 49Q (2783.372042 sec): 3 clusters Score: Raw -1502347.722920 + Penalty 3028.067207 = -1499319.655713 nChanged 4 SP:Iteration 50Q (2783.437362 sec): 3 clusters Score: Raw -1502349.017171 + Penalty 3028.067207 = -1499320.949964 nChanged 6 SP:Iteration 51Q (2783.504725 sec): 3 clusters Score: Raw -1502350.248534 + Penalty 3028.067207 = -1499322.181328 nChanged 1 SP:Iteration 52Q (2783.567659 sec): 3 clusters Score: Raw -1502350.363579 + Penalty 3028.067207 = -1499322.296373 nChanged 1 SP:Iteration 53Q (2783.620381 sec): 3 clusters Score: Raw -1502350.582244 + Penalty 3028.067207 = -1499322.515037 nChanged 1 SP:Iteration 54Q (2783.691891 sec): 3 clusters Score: Raw -1502350.623294 + Penalty 3028.067207 = -1499322.556088 nChanged 1 SP:Iteration 55Q (2783.746085 sec): 3 clusters Score: Raw -1502350.775426 + Penalty 3028.067207 = -1499322.708220 nChanged 2 SP:Iteration 56Q (2783.797303 sec): 3 clusters Score: Raw -1502351.097949 + Penalty 3028.067207 = -1499323.030742 nChanged 1 SP:Iteration 57Q (2783.865720 sec): 3 clusters Score: Raw -1502351.333130 + Penalty 3028.067207 = -1499323.265924 nChanged 1 SP:Iteration 58Q (2783.922261 sec): 3 clusters Score: Raw -1502351.528522 + Penalty 3028.067207 = -1499323.461315 nChanged 1 SP:Iteration 59Q (2783.988355 sec): 3 clusters Score: Raw -1502351.676604 + Penalty 3028.067207 = -1499323.609398 nChanged 1 SP:Iteration 60F (2784.054893 sec): 3 clusters Score: Raw -1502351.795114 + Penalty 3028.067207 = -1499323.727908 nChanged 1 SP:Iteration 61Q (2784.118944 sec): 3 clusters Score: Raw -1502351.919751 + Penalty 3028.067207 = -1499323.852544 nChanged 0 SP:Iteration 62F (2784.185770 sec): 3 clusters Score: Raw -1502351.919751 + Penalty 3028.067207 = -1499323.852544 nChanged 0 Trying to split cluster 3 (79532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2784.312984 sec): 2 clusters Score: Raw -10821995.635359 + Penalty 1833.636144 = -10820161.999215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2784.507614 sec): 3 clusters Score: Raw -10770636.341391 + Penalty 3667.272289 = -10766969.069102 nChanged 38015 SP:Iteration 1F (2784.679753 sec): 3 clusters Score: Raw -10792933.186749 + Penalty 3667.272289 = -10789265.914460 nChanged 3347 SP:Iteration 2Q (2784.860280 sec): 3 clusters Score: Raw -10794017.546073 + Penalty 3667.272289 = -10790350.273784 nChanged 3622 SP:Iteration 3Q (2785.050519 sec): 3 clusters Score: Raw -10795538.071736 + Penalty 3667.272289 = -10791870.799447 nChanged 4195 SP:Iteration 4F (2785.226977 sec): 3 clusters Score: Raw -10797806.800592 + Penalty 3667.272289 = -10794139.528303 nChanged 4858 SP:Iteration 5F (2785.402350 sec): 3 clusters Score: Raw -10800874.448376 + Penalty 3667.272289 = -10797207.176087 nChanged 5256 SP:Iteration 6F (2785.576718 sec): 3 clusters Score: Raw -10804363.215700 + Penalty 3667.272289 = -10800695.943411 nChanged 5019 SP:Iteration 7F (2785.748650 sec): 3 clusters Score: Raw -10807834.535079 + Penalty 3667.272289 = -10804167.262790 nChanged 4402 SP:Iteration 8F (2785.931545 sec): 3 clusters Score: Raw -10810853.458954 + Penalty 3667.272289 = -10807186.186665 nChanged 3582 SP:Iteration 9Q (2786.097838 sec): 3 clusters Score: Raw -10813054.043566 + Penalty 3667.272289 = -10809386.771277 nChanged 2764 SP:Iteration 10Q (2786.275108 sec): 3 clusters Score: Raw -10814465.314883 + Penalty 3667.272289 = -10810798.042594 nChanged 2074 SP:Iteration 11Q (2786.464213 sec): 3 clusters Score: Raw -10815368.483716 + Penalty 3667.272289 = -10811701.211427 nChanged 1598 SP:Iteration 12Q (2786.634248 sec): 3 clusters Score: Raw -10816034.500117 + Penalty 3667.272289 = -10812367.227828 nChanged 1507 SP:Iteration 13Q (2786.810104 sec): 3 clusters Score: Raw -10816640.173505 + Penalty 3667.272289 = -10812972.901216 nChanged 1422 SP:Iteration 14Q (2786.981862 sec): 3 clusters Score: Raw -10817212.186305 + Penalty 3667.272289 = -10813544.914016 nChanged 1397 SP:Iteration 15Q (2787.149534 sec): 3 clusters Score: Raw -10817779.053536 + Penalty 3667.272289 = -10814111.781247 nChanged 1350 SP:Iteration 16Q (2787.325737 sec): 3 clusters Score: Raw -10818332.618025 + Penalty 3667.272289 = -10814665.345736 nChanged 1267 SP:Iteration 17Q (2787.491140 sec): 3 clusters Score: Raw -10818864.473570 + Penalty 3667.272289 = -10815197.201281 nChanged 1198 SP:Iteration 18Q (2787.646998 sec): 3 clusters Score: Raw -10819376.676829 + Penalty 3667.272289 = -10815709.404540 nChanged 1169 SP:Iteration 19Q (2787.826013 sec): 3 clusters Score: Raw -10819886.513500 + Penalty 3667.272289 = -10816219.241211 nChanged 1073 SP:Iteration 20F (2787.996376 sec): 3 clusters Score: Raw -10820345.793907 + Penalty 3667.272289 = -10816678.521618 nChanged 963 SP:Iteration 21Q (2788.165080 sec): 3 clusters Score: Raw -10820740.803546 + Penalty 3667.272289 = -10817073.531257 nChanged 857 SP:Iteration 22Q (2788.327951 sec): 3 clusters Score: Raw -10821086.982691 + Penalty 3667.272289 = -10817419.710402 nChanged 762 SP:Iteration 23Q (2788.484236 sec): 3 clusters Score: Raw -10821406.073101 + Penalty 3667.272289 = -10817738.800812 nChanged 677 SP:Iteration 24Q (2788.646499 sec): 3 clusters Score: Raw -10821700.744187 + Penalty 3667.272289 = -10818033.471898 nChanged 603 SP:Iteration 25Q (2788.806600 sec): 3 clusters Score: Raw -10821967.581452 + Penalty 3667.272289 = -10818300.309163 nChanged 567 SP:Iteration 26Q (2788.973956 sec): 3 clusters Score: Raw -10822235.459220 + Penalty 3667.272289 = -10818568.186931 nChanged 481 SP:Iteration 27Q (2789.128674 sec): 3 clusters Score: Raw -10822448.165270 + Penalty 3667.272289 = -10818780.892981 nChanged 398 SP:Iteration 28Q (2789.290506 sec): 3 clusters Score: Raw -10822610.253916 + Penalty 3667.272289 = -10818942.981627 nChanged 312 SP:Iteration 29Q (2789.455029 sec): 3 clusters Score: Raw -10822730.275618 + Penalty 3667.272289 = -10819063.003329 nChanged 252 SP:Iteration 30Q (2789.617724 sec): 3 clusters Score: Raw -10822828.919702 + Penalty 3667.272289 = -10819161.647413 nChanged 201 SP:Iteration 31Q (2789.766917 sec): 3 clusters Score: Raw -10822893.869675 + Penalty 3667.272289 = -10819226.597386 nChanged 157 SP:Iteration 32Q (2789.929129 sec): 3 clusters Score: Raw -10822939.935204 + Penalty 3667.272289 = -10819272.662915 nChanged 128 SP:Iteration 33Q (2790.067424 sec): 3 clusters Score: Raw -10822976.320127 + Penalty 3667.272289 = -10819309.047838 nChanged 114 SP:Iteration 34Q (2790.213317 sec): 3 clusters Score: Raw -10823004.182577 + Penalty 3667.272289 = -10819336.910288 nChanged 96 SP:Iteration 35Q (2790.360858 sec): 3 clusters Score: Raw -10823028.723491 + Penalty 3667.272289 = -10819361.451202 nChanged 88 SP:Iteration 36Q (2790.506808 sec): 3 clusters Score: Raw -10823053.755735 + Penalty 3667.272289 = -10819386.483446 nChanged 81 SP:Iteration 37Q (2790.653498 sec): 3 clusters Score: Raw -10823077.256886 + Penalty 3667.272289 = -10819409.984597 nChanged 70 SP:Iteration 38Q (2790.799601 sec): 3 clusters Score: Raw -10823094.660035 + Penalty 3667.272289 = -10819427.387746 nChanged 62 SP:Iteration 39Q (2790.945943 sec): 3 clusters Score: Raw -10823110.171009 + Penalty 3667.272289 = -10819442.898720 nChanged 44 SP:Iteration 40F (2791.114082 sec): 3 clusters Score: Raw -10823119.869567 + Penalty 3667.272289 = -10819452.597278 nChanged 42 SP:Iteration 41Q (2791.255099 sec): 3 clusters Score: Raw -10823130.775735 + Penalty 3667.272289 = -10819463.503446 nChanged 38 SP:Iteration 42Q (2791.390518 sec): 3 clusters Score: Raw -10823137.960213 + Penalty 3667.272289 = -10819470.687924 nChanged 20 SP:Iteration 43Q (2791.537464 sec): 3 clusters Score: Raw -10823143.143749 + Penalty 3667.272289 = -10819475.871460 nChanged 22 SP:Iteration 44Q (2791.686897 sec): 3 clusters Score: Raw -10823147.569051 + Penalty 3667.272289 = -10819480.296762 nChanged 20 SP:Iteration 45Q (2791.828704 sec): 3 clusters Score: Raw -10823150.618684 + Penalty 3667.272289 = -10819483.346395 nChanged 16 SP:Iteration 46Q (2791.976912 sec): 3 clusters Score: Raw -10823153.801435 + Penalty 3667.272289 = -10819486.529146 nChanged 11 SP:Iteration 47Q (2792.121958 sec): 3 clusters Score: Raw -10823155.824275 + Penalty 3667.272289 = -10819488.551986 nChanged 9 SP:Iteration 48Q (2792.267884 sec): 3 clusters Score: Raw -10823157.228433 + Penalty 3667.272289 = -10819489.956144 nChanged 6 SP:Iteration 49Q (2792.424372 sec): 3 clusters Score: Raw -10823158.246775 + Penalty 3667.272289 = -10819490.974486 nChanged 6 SP:Iteration 50Q (2792.583141 sec): 3 clusters Score: Raw -10823159.015765 + Penalty 3667.272289 = -10819491.743476 nChanged 4 SP:Iteration 51Q (2792.738987 sec): 3 clusters Score: Raw -10823160.050162 + Penalty 3667.272289 = -10819492.777873 nChanged 6 SP:Iteration 52Q (2792.886522 sec): 3 clusters Score: Raw -10823161.253971 + Penalty 3667.272289 = -10819493.981682 nChanged 8 SP:Iteration 53Q (2793.029487 sec): 3 clusters Score: Raw -10823162.440924 + Penalty 3667.272289 = -10819495.168635 nChanged 6 SP:Iteration 54Q (2793.174224 sec): 3 clusters Score: Raw -10823163.052391 + Penalty 3667.272289 = -10819495.780102 nChanged 4 SP:Iteration 55Q (2793.319397 sec): 3 clusters Score: Raw -10823163.477375 + Penalty 3667.272289 = -10819496.205086 nChanged 2 SP:Iteration 56Q (2793.463457 sec): 3 clusters Score: Raw -10823163.716889 + Penalty 3667.272289 = -10819496.444600 nChanged 1 SP:Iteration 57Q (2793.607207 sec): 3 clusters Score: Raw -10823163.762297 + Penalty 3667.272289 = -10819496.490008 nChanged 0 SP:Iteration 58F (2793.761298 sec): 3 clusters Score: Raw -10823163.762297 + Penalty 3667.272289 = -10819496.490008 nChanged 0 Trying to split cluster 4 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2793.780950 sec): 2 clusters Score: Raw -59577.970637 + Penalty 1014.992349 = -58562.978288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2793.828085 sec): 3 clusters Score: Raw -59541.809061 + Penalty 2029.984699 = -57511.824362 nChanged 128 SP:Iteration 1F (2793.877620 sec): 3 clusters Score: Raw -59737.717827 + Penalty 2029.984699 = -57707.733128 nChanged 38 SP:Iteration 2F (2793.927035 sec): 3 clusters Score: Raw -59874.534038 + Penalty 2029.984699 = -57844.549340 nChanged 40 SP:Iteration 3F (2793.970677 sec): 3 clusters Score: Raw -60035.952458 + Penalty 2029.984699 = -58005.967759 nChanged 29 SP:Iteration 4F (2794.019971 sec): 3 clusters Score: Raw -60140.311929 + Penalty 2029.984699 = -58110.327230 nChanged 25 SP:Iteration 5Q (2794.069095 sec): 3 clusters Score: Raw -60196.816840 + Penalty 2029.984699 = -58166.832141 nChanged 19 SP:Iteration 6Q (2794.118267 sec): 3 clusters Score: Raw -60243.210467 + Penalty 2029.984699 = -58213.225768 nChanged 9 SP:Iteration 7Q (2794.162684 sec): 3 clusters Score: Raw -60270.459695 + Penalty 2029.984699 = -58240.474996 nChanged 7 SP:Iteration 8Q (2794.211792 sec): 3 clusters Score: Raw -60284.513018 + Penalty 2029.984699 = -58254.528319 nChanged 5 SP:Iteration 9Q (2794.260983 sec): 3 clusters Score: Raw -60297.415643 + Penalty 2029.984699 = -58267.430945 nChanged 4 SP:Iteration 10Q (2794.305859 sec): 3 clusters Score: Raw -60302.190282 + Penalty 2029.984699 = -58272.205583 nChanged 2 SP:Iteration 11Q (2794.354920 sec): 3 clusters Score: Raw -60305.356424 + Penalty 2029.984699 = -58275.371725 nChanged 0 SP:Iteration 12F (2794.401844 sec): 3 clusters Score: Raw -60305.356424 + Penalty 2029.984699 = -58275.371725 nChanged 0 Trying to split cluster 5 (11062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2794.439285 sec): 2 clusters Score: Raw -1479034.146677 + Penalty 1513.081552 = -1477521.065125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2794.507496 sec): 3 clusters Score: Raw -1472721.702525 + Penalty 3026.163104 = -1469695.539421 nChanged 4763 SP:Iteration 1F (2794.573144 sec): 3 clusters Score: Raw -1475435.941057 + Penalty 3026.163104 = -1472409.777952 nChanged 733 SP:Iteration 2F (2794.638977 sec): 3 clusters Score: Raw -1475814.425780 + Penalty 3026.163104 = -1472788.262676 nChanged 661 SP:Iteration 3F (2794.704755 sec): 3 clusters Score: Raw -1476183.288047 + Penalty 3026.163104 = -1473157.124943 nChanged 625 SP:Iteration 4F (2794.770606 sec): 3 clusters Score: Raw -1476596.354369 + Penalty 3026.163104 = -1473570.191265 nChanged 688 SP:Iteration 5F (2794.827891 sec): 3 clusters Score: Raw -1477102.687526 + Penalty 3026.163104 = -1474076.524422 nChanged 649 SP:Iteration 6F (2794.894103 sec): 3 clusters Score: Raw -1477605.993799 + Penalty 3026.163104 = -1474579.830694 nChanged 608 SP:Iteration 7F (2794.956526 sec): 3 clusters Score: Raw -1478046.221712 + Penalty 3026.163104 = -1475020.058607 nChanged 540 SP:Iteration 8Q (2795.017089 sec): 3 clusters Score: Raw -1478382.582196 + Penalty 3026.163104 = -1475356.419091 nChanged 404 SP:Iteration 9Q (2795.082880 sec): 3 clusters Score: Raw -1478569.406301 + Penalty 3026.163104 = -1475543.243197 nChanged 287 SP:Iteration 10Q (2795.143454 sec): 3 clusters Score: Raw -1478676.672505 + Penalty 3026.163104 = -1475650.509401 nChanged 224 SP:Iteration 11Q (2795.209676 sec): 3 clusters Score: Raw -1478748.768021 + Penalty 3026.163104 = -1475722.604916 nChanged 165 SP:Iteration 12Q (2795.275232 sec): 3 clusters Score: Raw -1478793.429399 + Penalty 3026.163104 = -1475767.266295 nChanged 114 SP:Iteration 13Q (2795.351540 sec): 3 clusters Score: Raw -1478820.799030 + Penalty 3026.163104 = -1475794.635926 nChanged 96 SP:Iteration 14Q (2795.404746 sec): 3 clusters Score: Raw -1478842.440647 + Penalty 3026.163104 = -1475816.277542 nChanged 86 SP:Iteration 15Q (2795.481108 sec): 3 clusters Score: Raw -1478859.693297 + Penalty 3026.163104 = -1475833.530192 nChanged 57 SP:Iteration 16Q (2795.532507 sec): 3 clusters Score: Raw -1478868.079690 + Penalty 3026.163104 = -1475841.916586 nChanged 45 SP:Iteration 17Q (2795.598439 sec): 3 clusters Score: Raw -1478873.172958 + Penalty 3026.163104 = -1475847.009854 nChanged 34 SP:Iteration 18Q (2795.663138 sec): 3 clusters Score: Raw -1478877.792846 + Penalty 3026.163104 = -1475851.629742 nChanged 26 SP:Iteration 19Q (2795.728872 sec): 3 clusters Score: Raw -1478881.216117 + Penalty 3026.163104 = -1475855.053013 nChanged 19 SP:Iteration 20F (2795.799373 sec): 3 clusters Score: Raw -1478882.991965 + Penalty 3026.163104 = -1475856.828860 nChanged 13 SP:Iteration 21Q (2795.863166 sec): 3 clusters Score: Raw -1478884.373372 + Penalty 3026.163104 = -1475858.210267 nChanged 15 SP:Iteration 22Q (2795.916960 sec): 3 clusters Score: Raw -1478885.777703 + Penalty 3026.163104 = -1475859.614598 nChanged 12 SP:Iteration 23Q (2795.993150 sec): 3 clusters Score: Raw -1478887.007001 + Penalty 3026.163104 = -1475860.843896 nChanged 10 SP:Iteration 24Q (2796.040447 sec): 3 clusters Score: Raw -1478887.868163 + Penalty 3026.163104 = -1475861.705059 nChanged 9 SP:Iteration 25Q (2796.106448 sec): 3 clusters Score: Raw -1478888.447831 + Penalty 3026.163104 = -1475862.284727 nChanged 6 SP:Iteration 26Q (2796.166375 sec): 3 clusters Score: Raw -1478889.245836 + Penalty 3026.163104 = -1475863.082731 nChanged 10 SP:Iteration 27Q (2796.232297 sec): 3 clusters Score: Raw -1478890.332882 + Penalty 3026.163104 = -1475864.169778 nChanged 6 SP:Iteration 28Q (2796.308973 sec): 3 clusters Score: Raw -1478891.043205 + Penalty 3026.163104 = -1475864.880101 nChanged 7 SP:Iteration 29Q (2796.364146 sec): 3 clusters Score: Raw -1478891.515221 + Penalty 3026.163104 = -1475865.352117 nChanged 6 SP:Iteration 30Q (2796.429864 sec): 3 clusters Score: Raw -1478892.432830 + Penalty 3026.163104 = -1475866.269725 nChanged 6 SP:Iteration 31Q (2796.495764 sec): 3 clusters Score: Raw -1478893.147998 + Penalty 3026.163104 = -1475866.984894 nChanged 7 SP:Iteration 32Q (2796.572140 sec): 3 clusters Score: Raw -1478893.578151 + Penalty 3026.163104 = -1475867.415047 nChanged 2 SP:Iteration 33Q (2796.627135 sec): 3 clusters Score: Raw -1478893.776425 + Penalty 3026.163104 = -1475867.613321 nChanged 2 SP:Iteration 34Q (2796.681256 sec): 3 clusters Score: Raw -1478893.886857 + Penalty 3026.163104 = -1475867.723753 nChanged 1 SP:Iteration 35Q (2796.757334 sec): 3 clusters Score: Raw -1478893.941882 + Penalty 3026.163104 = -1475867.778778 nChanged 5 SP:Iteration 36Q (2796.801337 sec): 3 clusters Score: Raw -1478894.265808 + Penalty 3026.163104 = -1475868.102703 nChanged 4 SP:Iteration 37Q (2796.861498 sec): 3 clusters Score: Raw -1478894.798111 + Penalty 3026.163104 = -1475868.635007 nChanged 3 SP:Iteration 38Q (2796.927499 sec): 3 clusters Score: Raw -1478895.159212 + Penalty 3026.163104 = -1475868.996108 nChanged 6 SP:Iteration 39Q (2796.986937 sec): 3 clusters Score: Raw -1478895.624124 + Penalty 3026.163104 = -1475869.461020 nChanged 7 SP:Iteration 40F (2797.052641 sec): 3 clusters Score: Raw -1478896.127472 + Penalty 3026.163104 = -1475869.964368 nChanged 2 SP:Iteration 41Q (2797.117876 sec): 3 clusters Score: Raw -1478896.212562 + Penalty 3026.163104 = -1475870.049458 nChanged 2 SP:Iteration 42Q (2797.184266 sec): 3 clusters Score: Raw -1478896.303389 + Penalty 3026.163104 = -1475870.140284 nChanged 0 SP:Iteration 43F (2797.250579 sec): 3 clusters Score: Raw -1478896.303389 + Penalty 3026.163104 = -1475870.140284 nChanged 0 Trying to split cluster 6 (20632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2797.298810 sec): 2 clusters Score: Raw -2728090.773751 + Penalty 1614.372264 = -2726476.401487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2797.382071 sec): 3 clusters Score: Raw -2715732.813454 + Penalty 3228.744528 = -2712504.068926 nChanged 9223 SP:Iteration 1F (2797.462428 sec): 3 clusters Score: Raw -2720871.006827 + Penalty 3228.744528 = -2717642.262299 nChanged 1158 SP:Iteration 2F (2797.531521 sec): 3 clusters Score: Raw -2721350.710950 + Penalty 3228.744528 = -2718121.966422 nChanged 1082 SP:Iteration 3F (2797.605133 sec): 3 clusters Score: Raw -2721828.459585 + Penalty 3228.744528 = -2718599.715057 nChanged 1058 SP:Iteration 4F (2797.693283 sec): 3 clusters Score: Raw -2722372.695578 + Penalty 3228.744528 = -2719143.951050 nChanged 1073 SP:Iteration 5F (2797.764835 sec): 3 clusters Score: Raw -2723042.078253 + Penalty 3228.744528 = -2719813.333725 nChanged 1161 SP:Iteration 6F (2797.844708 sec): 3 clusters Score: Raw -2723829.504078 + Penalty 3228.744528 = -2720600.759550 nChanged 1174 SP:Iteration 7F (2797.921865 sec): 3 clusters Score: Raw -2724676.661843 + Penalty 3228.744528 = -2721447.917315 nChanged 1102 SP:Iteration 8F (2798.001581 sec): 3 clusters Score: Raw -2725398.241812 + Penalty 3228.744528 = -2722169.497284 nChanged 986 SP:Iteration 9Q (2798.082380 sec): 3 clusters Score: Raw -2725964.507944 + Penalty 3228.744528 = -2722735.763416 nChanged 768 SP:Iteration 10Q (2798.161873 sec): 3 clusters Score: Raw -2726339.622377 + Penalty 3228.744528 = -2723110.877849 nChanged 611 SP:Iteration 11Q (2798.233396 sec): 3 clusters Score: Raw -2726609.160879 + Penalty 3228.744528 = -2723380.416351 nChanged 491 SP:Iteration 12Q (2798.312590 sec): 3 clusters Score: Raw -2726804.566136 + Penalty 3228.744528 = -2723575.821608 nChanged 394 SP:Iteration 13Q (2798.390930 sec): 3 clusters Score: Raw -2726935.524547 + Penalty 3228.744528 = -2723706.780019 nChanged 327 SP:Iteration 14Q (2798.469153 sec): 3 clusters Score: Raw -2727042.033854 + Penalty 3228.744528 = -2723813.289326 nChanged 284 SP:Iteration 15Q (2798.548993 sec): 3 clusters Score: Raw -2727133.332076 + Penalty 3228.744528 = -2723904.587548 nChanged 272 SP:Iteration 16Q (2798.615387 sec): 3 clusters Score: Raw -2727211.567346 + Penalty 3228.744528 = -2723982.822818 nChanged 239 SP:Iteration 17Q (2798.691954 sec): 3 clusters Score: Raw -2727279.015816 + Penalty 3228.744528 = -2724050.271288 nChanged 243 SP:Iteration 18Q (2798.769123 sec): 3 clusters Score: Raw -2727358.799093 + Penalty 3228.744528 = -2724130.054565 nChanged 244 SP:Iteration 19Q (2798.836603 sec): 3 clusters Score: Raw -2727446.848564 + Penalty 3228.744528 = -2724218.104036 nChanged 247 SP:Iteration 20F (2798.916760 sec): 3 clusters Score: Raw -2727531.436485 + Penalty 3228.744528 = -2724302.691957 nChanged 233 SP:Iteration 21Q (2799.003056 sec): 3 clusters Score: Raw -2727614.069206 + Penalty 3228.744528 = -2724385.324678 nChanged 238 SP:Iteration 22Q (2799.081226 sec): 3 clusters Score: Raw -2727702.801651 + Penalty 3228.744528 = -2724474.057123 nChanged 224 SP:Iteration 23Q (2799.152815 sec): 3 clusters Score: Raw -2727783.773933 + Penalty 3228.744528 = -2724555.029405 nChanged 221 SP:Iteration 24Q (2799.231016 sec): 3 clusters Score: Raw -2727855.315000 + Penalty 3228.744528 = -2724626.570472 nChanged 212 SP:Iteration 25Q (2799.303404 sec): 3 clusters Score: Raw -2727921.963452 + Penalty 3228.744528 = -2724693.218924 nChanged 203 SP:Iteration 26Q (2799.378201 sec): 3 clusters Score: Raw -2727975.021604 + Penalty 3228.744528 = -2724746.277076 nChanged 178 SP:Iteration 27Q (2799.448548 sec): 3 clusters Score: Raw -2728018.092400 + Penalty 3228.744528 = -2724789.347872 nChanged 146 SP:Iteration 28Q (2799.520111 sec): 3 clusters Score: Raw -2728053.139793 + Penalty 3228.744528 = -2724824.395265 nChanged 154 SP:Iteration 29Q (2799.598812 sec): 3 clusters Score: Raw -2728088.472453 + Penalty 3228.744528 = -2724859.727925 nChanged 149 SP:Iteration 30Q (2799.677268 sec): 3 clusters Score: Raw -2728122.533219 + Penalty 3228.744528 = -2724893.788691 nChanged 137 SP:Iteration 31Q (2799.753033 sec): 3 clusters Score: Raw -2728154.871830 + Penalty 3228.744528 = -2724926.127302 nChanged 134 SP:Iteration 32Q (2799.838137 sec): 3 clusters Score: Raw -2728184.559299 + Penalty 3228.744528 = -2724955.814771 nChanged 135 SP:Iteration 33Q (2799.901886 sec): 3 clusters Score: Raw -2728213.145535 + Penalty 3228.744528 = -2724984.401007 nChanged 118 SP:Iteration 34Q (2799.988636 sec): 3 clusters Score: Raw -2728236.860027 + Penalty 3228.744528 = -2725008.115499 nChanged 116 SP:Iteration 35Q (2800.068297 sec): 3 clusters Score: Raw -2728260.660515 + Penalty 3228.744528 = -2725031.915987 nChanged 118 SP:Iteration 36Q (2800.149516 sec): 3 clusters Score: Raw -2728282.745210 + Penalty 3228.744528 = -2725054.000682 nChanged 101 SP:Iteration 37Q (2800.230642 sec): 3 clusters Score: Raw -2728301.644980 + Penalty 3228.744528 = -2725072.900452 nChanged 100 SP:Iteration 38Q (2800.311654 sec): 3 clusters Score: Raw -2728319.478391 + Penalty 3228.744528 = -2725090.733863 nChanged 99 SP:Iteration 39Q (2800.392262 sec): 3 clusters Score: Raw -2728337.111136 + Penalty 3228.744528 = -2725108.366608 nChanged 104 SP:Iteration 40F (2800.473389 sec): 3 clusters Score: Raw -2728358.623502 + Penalty 3228.744528 = -2725129.878974 nChanged 111 SP:Iteration 41Q (2800.556486 sec): 3 clusters Score: Raw -2728380.889280 + Penalty 3228.744528 = -2725152.144752 nChanged 88 SP:Iteration 42Q (2800.635548 sec): 3 clusters Score: Raw -2728396.315580 + Penalty 3228.744528 = -2725167.571052 nChanged 86 SP:Iteration 43Q (2800.712670 sec): 3 clusters Score: Raw -2728411.926479 + Penalty 3228.744528 = -2725183.181951 nChanged 89 SP:Iteration 44Q (2800.792516 sec): 3 clusters Score: Raw -2728426.791001 + Penalty 3228.744528 = -2725198.046473 nChanged 74 SP:Iteration 45Q (2800.872639 sec): 3 clusters Score: Raw -2728441.583941 + Penalty 3228.744528 = -2725212.839413 nChanged 82 SP:Iteration 46Q (2800.930798 sec): 3 clusters Score: Raw -2728457.629898 + Penalty 3228.744528 = -2725228.885370 nChanged 76 SP:Iteration 47Q (2800.999180 sec): 3 clusters Score: Raw -2728471.671501 + Penalty 3228.744528 = -2725242.926973 nChanged 71 SP:Iteration 48Q (2801.068069 sec): 3 clusters Score: Raw -2728484.356730 + Penalty 3228.744528 = -2725255.612202 nChanged 70 SP:Iteration 49Q (2801.150344 sec): 3 clusters Score: Raw -2728495.628595 + Penalty 3228.744528 = -2725266.884067 nChanged 66 SP:Iteration 50Q (2801.231927 sec): 3 clusters Score: Raw -2728508.331188 + Penalty 3228.744528 = -2725279.586660 nChanged 65 SP:Iteration 51Q (2801.311469 sec): 3 clusters Score: Raw -2728519.226517 + Penalty 3228.744528 = -2725290.481989 nChanged 51 SP:Iteration 52Q (2801.391116 sec): 3 clusters Score: Raw -2728527.545154 + Penalty 3228.744528 = -2725298.800626 nChanged 43 SP:Iteration 53Q (2801.470539 sec): 3 clusters Score: Raw -2728535.095830 + Penalty 3228.744528 = -2725306.351302 nChanged 47 SP:Iteration 54Q (2801.549813 sec): 3 clusters Score: Raw -2728543.433081 + Penalty 3228.744528 = -2725314.688553 nChanged 48 SP:Iteration 55Q (2801.628017 sec): 3 clusters Score: Raw -2728552.048731 + Penalty 3228.744528 = -2725323.304203 nChanged 44 SP:Iteration 56Q (2801.693677 sec): 3 clusters Score: Raw -2728561.456322 + Penalty 3228.744528 = -2725332.711794 nChanged 44 SP:Iteration 57Q (2801.775218 sec): 3 clusters Score: Raw -2728569.423566 + Penalty 3228.744528 = -2725340.679038 nChanged 42 SP:Iteration 58Q (2801.851111 sec): 3 clusters Score: Raw -2728576.027043 + Penalty 3228.744528 = -2725347.282516 nChanged 34 SP:Iteration 59Q (2801.906907 sec): 3 clusters Score: Raw -2728582.561980 + Penalty 3228.744528 = -2725353.817452 nChanged 29 SP:Iteration 60F (2801.982287 sec): 3 clusters Score: Raw -2728588.401145 + Penalty 3228.744528 = -2725359.656617 nChanged 33 SP:Iteration 61Q (2802.062553 sec): 3 clusters Score: Raw -2728594.517820 + Penalty 3228.744528 = -2725365.773292 nChanged 33 SP:Iteration 62Q (2802.137971 sec): 3 clusters Score: Raw -2728599.577974 + Penalty 3228.744528 = -2725370.833446 nChanged 34 SP:Iteration 63Q (2802.215958 sec): 3 clusters Score: Raw -2728605.941851 + Penalty 3228.744528 = -2725377.197323 nChanged 36 SP:Iteration 64Q (2802.294367 sec): 3 clusters Score: Raw -2728612.536446 + Penalty 3228.744528 = -2725383.791918 nChanged 30 SP:Iteration 65Q (2802.382322 sec): 3 clusters Score: Raw -2728617.923653 + Penalty 3228.744528 = -2725389.179125 nChanged 30 SP:Iteration 66Q (2802.438337 sec): 3 clusters Score: Raw -2728622.138697 + Penalty 3228.744528 = -2725393.394169 nChanged 16 SP:Iteration 67Q (2802.516479 sec): 3 clusters Score: Raw -2728624.582109 + Penalty 3228.744528 = -2725395.837582 nChanged 15 SP:Iteration 68Q (2802.605658 sec): 3 clusters Score: Raw -2728626.660414 + Penalty 3228.744528 = -2725397.915886 nChanged 16 SP:Iteration 69Q (2802.676120 sec): 3 clusters Score: Raw -2728629.052782 + Penalty 3228.744528 = -2725400.308254 nChanged 16 SP:Iteration 70Q (2802.763724 sec): 3 clusters Score: Raw -2728631.452420 + Penalty 3228.744528 = -2725402.707893 nChanged 14 SP:Iteration 71Q (2802.831895 sec): 3 clusters Score: Raw -2728633.165175 + Penalty 3228.744528 = -2725404.420647 nChanged 14 SP:Iteration 72Q (2802.920816 sec): 3 clusters Score: Raw -2728635.312950 + Penalty 3228.744528 = -2725406.568422 nChanged 17 SP:Iteration 73Q (2802.985378 sec): 3 clusters Score: Raw -2728637.848246 + Penalty 3228.744528 = -2725409.103718 nChanged 13 SP:Iteration 74Q (2803.070814 sec): 3 clusters Score: Raw -2728639.353807 + Penalty 3228.744528 = -2725410.609279 nChanged 8 SP:Iteration 75Q (2803.136601 sec): 3 clusters Score: Raw -2728640.195596 + Penalty 3228.744528 = -2725411.451069 nChanged 10 SP:Iteration 76Q (2803.218110 sec): 3 clusters Score: Raw -2728641.378688 + Penalty 3228.744528 = -2725412.634160 nChanged 4 SP:Iteration 77Q (2803.295978 sec): 3 clusters Score: Raw -2728641.855006 + Penalty 3228.744528 = -2725413.110478 nChanged 6 SP:Iteration 78Q (2803.374687 sec): 3 clusters Score: Raw -2728642.401736 + Penalty 3228.744528 = -2725413.657208 nChanged 6 SP:Iteration 79Q (2803.453326 sec): 3 clusters Score: Raw -2728643.178703 + Penalty 3228.744528 = -2725414.434175 nChanged 7 SP:Iteration 80F (2803.516094 sec): 3 clusters Score: Raw -2728643.713909 + Penalty 3228.744528 = -2725414.969381 nChanged 3 SP:Iteration 81Q (2803.603889 sec): 3 clusters Score: Raw -2728644.057080 + Penalty 3228.744528 = -2725415.312552 nChanged 1 SP:Iteration 82Q (2803.662137 sec): 3 clusters Score: Raw -2728644.132911 + Penalty 3228.744528 = -2725415.388383 nChanged 0 SP:Iteration 83F (2803.757743 sec): 3 clusters Score: Raw -2728644.132911 + Penalty 3228.744528 = -2725415.388383 nChanged 0 Trying to split cluster 7 (16256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2803.804630 sec): 2 clusters Score: Raw -2255834.023766 + Penalty 1575.635319 = -2254258.388447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2803.884447 sec): 3 clusters Score: Raw -2246250.537384 + Penalty 3151.270639 = -2243099.266745 nChanged 7280 SP:Iteration 1F (2803.962048 sec): 3 clusters Score: Raw -2250217.045558 + Penalty 3151.270639 = -2247065.774919 nChanged 853 SP:Iteration 2F (2804.040020 sec): 3 clusters Score: Raw -2250551.180646 + Penalty 3151.270639 = -2247399.910007 nChanged 757 SP:Iteration 3Q (2804.118904 sec): 3 clusters Score: Raw -2250840.829834 + Penalty 3151.270639 = -2247689.559196 nChanged 681 SP:Iteration 4Q (2804.197462 sec): 3 clusters Score: Raw -2251117.297336 + Penalty 3151.270639 = -2247966.026698 nChanged 657 SP:Iteration 5Q (2804.265768 sec): 3 clusters Score: Raw -2251409.788063 + Penalty 3151.270639 = -2248258.517425 nChanged 682 SP:Iteration 6Q (2804.345997 sec): 3 clusters Score: Raw -2251740.888436 + Penalty 3151.270639 = -2248589.617797 nChanged 689 SP:Iteration 7Q (2804.426779 sec): 3 clusters Score: Raw -2252084.160862 + Penalty 3151.270639 = -2248932.890223 nChanged 668 SP:Iteration 8Q (2804.510754 sec): 3 clusters Score: Raw -2252455.619297 + Penalty 3151.270639 = -2249304.348659 nChanged 728 SP:Iteration 9Q (2804.579306 sec): 3 clusters Score: Raw -2252884.186324 + Penalty 3151.270639 = -2249732.915685 nChanged 713 SP:Iteration 10Q (2804.659518 sec): 3 clusters Score: Raw -2253337.872920 + Penalty 3151.270639 = -2250186.602281 nChanged 696 SP:Iteration 11Q (2804.738275 sec): 3 clusters Score: Raw -2253761.130088 + Penalty 3151.270639 = -2250609.859449 nChanged 592 SP:Iteration 12Q (2804.798495 sec): 3 clusters Score: Raw -2254107.307304 + Penalty 3151.270639 = -2250956.036666 nChanged 496 SP:Iteration 13Q (2804.871608 sec): 3 clusters Score: Raw -2254382.561117 + Penalty 3151.270639 = -2251231.290478 nChanged 422 SP:Iteration 14Q (2804.944248 sec): 3 clusters Score: Raw -2254577.853436 + Penalty 3151.270639 = -2251426.582797 nChanged 369 SP:Iteration 15Q (2805.017371 sec): 3 clusters Score: Raw -2254744.993547 + Penalty 3151.270639 = -2251593.722908 nChanged 295 SP:Iteration 16Q (2805.080697 sec): 3 clusters Score: Raw -2254872.504276 + Penalty 3151.270639 = -2251721.233637 nChanged 257 SP:Iteration 17Q (2805.149219 sec): 3 clusters Score: Raw -2254984.779227 + Penalty 3151.270639 = -2251833.508588 nChanged 239 SP:Iteration 18Q (2805.214697 sec): 3 clusters Score: Raw -2255101.175139 + Penalty 3151.270639 = -2251949.904500 nChanged 243 SP:Iteration 19Q (2805.299410 sec): 3 clusters Score: Raw -2255229.301242 + Penalty 3151.270639 = -2252078.030603 nChanged 221 SP:Iteration 20F (2805.366186 sec): 3 clusters Score: Raw -2255349.139615 + Penalty 3151.270639 = -2252197.868976 nChanged 225 SP:Iteration 21Q (2805.438841 sec): 3 clusters Score: Raw -2255467.018051 + Penalty 3151.270639 = -2252315.747412 nChanged 201 SP:Iteration 22Q (2805.519092 sec): 3 clusters Score: Raw -2255586.157179 + Penalty 3151.270639 = -2252434.886540 nChanged 185 SP:Iteration 23Q (2805.593759 sec): 3 clusters Score: Raw -2255699.815696 + Penalty 3151.270639 = -2252548.545057 nChanged 169 SP:Iteration 24Q (2805.666894 sec): 3 clusters Score: Raw -2255800.358080 + Penalty 3151.270639 = -2252649.087441 nChanged 123 SP:Iteration 25Q (2805.726102 sec): 3 clusters Score: Raw -2255857.336855 + Penalty 3151.270639 = -2252706.066216 nChanged 89 SP:Iteration 26Q (2805.794069 sec): 3 clusters Score: Raw -2255889.081173 + Penalty 3151.270639 = -2252737.810535 nChanged 68 SP:Iteration 27Q (2805.861925 sec): 3 clusters Score: Raw -2255914.644192 + Penalty 3151.270639 = -2252763.373553 nChanged 55 SP:Iteration 28Q (2805.932548 sec): 3 clusters Score: Raw -2255937.817404 + Penalty 3151.270639 = -2252786.546765 nChanged 50 SP:Iteration 29Q (2806.012756 sec): 3 clusters Score: Raw -2255955.860751 + Penalty 3151.270639 = -2252804.590113 nChanged 42 SP:Iteration 30Q (2806.078961 sec): 3 clusters Score: Raw -2255974.568520 + Penalty 3151.270639 = -2252823.297881 nChanged 42 SP:Iteration 31Q (2806.138241 sec): 3 clusters Score: Raw -2255991.178659 + Penalty 3151.270639 = -2252839.908020 nChanged 39 SP:Iteration 32Q (2806.218301 sec): 3 clusters Score: Raw -2256007.674883 + Penalty 3151.270639 = -2252856.404244 nChanged 36 SP:Iteration 33Q (2806.284191 sec): 3 clusters Score: Raw -2256021.657409 + Penalty 3151.270639 = -2252870.386770 nChanged 29 SP:Iteration 34Q (2806.353782 sec): 3 clusters Score: Raw -2256033.140434 + Penalty 3151.270639 = -2252881.869795 nChanged 26 SP:Iteration 35Q (2806.424546 sec): 3 clusters Score: Raw -2256041.556901 + Penalty 3151.270639 = -2252890.286262 nChanged 21 SP:Iteration 36Q (2806.496877 sec): 3 clusters Score: Raw -2256049.094595 + Penalty 3151.270639 = -2252897.823956 nChanged 17 SP:Iteration 37Q (2806.568352 sec): 3 clusters Score: Raw -2256055.403774 + Penalty 3151.270639 = -2252904.133135 nChanged 12 SP:Iteration 38Q (2806.636196 sec): 3 clusters Score: Raw -2256059.726489 + Penalty 3151.270639 = -2252908.455850 nChanged 20 SP:Iteration 39Q (2806.702453 sec): 3 clusters Score: Raw -2256068.056089 + Penalty 3151.270639 = -2252916.785450 nChanged 14 SP:Iteration 40F (2806.778584 sec): 3 clusters Score: Raw -2256074.439404 + Penalty 3151.270639 = -2252923.168765 nChanged 18 SP:Iteration 41Q (2806.845534 sec): 3 clusters Score: Raw -2256081.233143 + Penalty 3151.270639 = -2252929.962504 nChanged 16 SP:Iteration 42Q (2806.920623 sec): 3 clusters Score: Raw -2256086.949616 + Penalty 3151.270639 = -2252935.678977 nChanged 12 SP:Iteration 43Q (2806.989102 sec): 3 clusters Score: Raw -2256091.844085 + Penalty 3151.270639 = -2252940.573446 nChanged 13 SP:Iteration 44Q (2807.052115 sec): 3 clusters Score: Raw -2256096.507659 + Penalty 3151.270639 = -2252945.237020 nChanged 11 SP:Iteration 45Q (2807.124351 sec): 3 clusters Score: Raw -2256099.819147 + Penalty 3151.270639 = -2252948.548508 nChanged 12 SP:Iteration 46Q (2807.196209 sec): 3 clusters Score: Raw -2256103.902513 + Penalty 3151.270639 = -2252952.631874 nChanged 7 SP:Iteration 47Q (2807.278123 sec): 3 clusters Score: Raw -2256106.699722 + Penalty 3151.270639 = -2252955.429083 nChanged 10 SP:Iteration 48Q (2807.348079 sec): 3 clusters Score: Raw -2256111.811796 + Penalty 3151.270639 = -2252960.541157 nChanged 11 SP:Iteration 49Q (2807.409850 sec): 3 clusters Score: Raw -2256117.644489 + Penalty 3151.270639 = -2252966.373850 nChanged 9 SP:Iteration 50Q (2807.477258 sec): 3 clusters Score: Raw -2256121.272839 + Penalty 3151.270639 = -2252970.002200 nChanged 9 SP:Iteration 51Q (2807.549401 sec): 3 clusters Score: Raw -2256125.350200 + Penalty 3151.270639 = -2252974.079561 nChanged 10 SP:Iteration 52Q (2807.614885 sec): 3 clusters Score: Raw -2256128.818301 + Penalty 3151.270639 = -2252977.547663 nChanged 7 SP:Iteration 53Q (2807.681673 sec): 3 clusters Score: Raw -2256131.138497 + Penalty 3151.270639 = -2252979.867858 nChanged 0 SP:Iteration 54F (2807.760784 sec): 3 clusters Score: Raw -2256131.138497 + Penalty 3151.270639 = -2252979.867858 nChanged 0 Trying to split cluster 8 (15294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2807.816243 sec): 2 clusters Score: Raw -1928298.287272 + Penalty 1565.722579 = -1926732.564693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2807.890780 sec): 3 clusters Score: Raw -1919301.533516 + Penalty 3131.445159 = -1916170.088357 nChanged 6778 SP:Iteration 1F (2807.954064 sec): 3 clusters Score: Raw -1923162.841645 + Penalty 3131.445159 = -1920031.396486 nChanged 1034 SP:Iteration 2F (2808.020808 sec): 3 clusters Score: Raw -1923855.096102 + Penalty 3131.445159 = -1920723.650943 nChanged 1177 SP:Iteration 3F (2808.085484 sec): 3 clusters Score: Raw -1924855.797968 + Penalty 3131.445159 = -1921724.352809 nChanged 1330 SP:Iteration 4F (2808.160119 sec): 3 clusters Score: Raw -1926003.522941 + Penalty 3131.445159 = -1922872.077782 nChanged 1267 SP:Iteration 5F (2808.244251 sec): 3 clusters Score: Raw -1926968.872716 + Penalty 3131.445159 = -1923837.427557 nChanged 1019 SP:Iteration 6F (2808.318442 sec): 3 clusters Score: Raw -1927626.885281 + Penalty 3131.445159 = -1924495.440122 nChanged 711 SP:Iteration 7Q (2808.389979 sec): 3 clusters Score: Raw -1927961.600512 + Penalty 3131.445159 = -1924830.155353 nChanged 461 SP:Iteration 8Q (2808.455536 sec): 3 clusters Score: Raw -1928141.781834 + Penalty 3131.445159 = -1925010.336675 nChanged 329 SP:Iteration 9Q (2808.539410 sec): 3 clusters Score: Raw -1928247.077687 + Penalty 3131.445159 = -1925115.632528 nChanged 243 SP:Iteration 10Q (2808.614705 sec): 3 clusters Score: Raw -1928319.331665 + Penalty 3131.445159 = -1925187.886506 nChanged 233 SP:Iteration 11Q (2808.686993 sec): 3 clusters Score: Raw -1928382.788271 + Penalty 3131.445159 = -1925251.343112 nChanged 227 SP:Iteration 12Q (2808.762214 sec): 3 clusters Score: Raw -1928451.477588 + Penalty 3131.445159 = -1925320.032429 nChanged 220 SP:Iteration 13Q (2808.840033 sec): 3 clusters Score: Raw -1928526.631009 + Penalty 3131.445159 = -1925395.185850 nChanged 228 SP:Iteration 14Q (2808.914228 sec): 3 clusters Score: Raw -1928611.176902 + Penalty 3131.445159 = -1925479.731743 nChanged 233 SP:Iteration 15Q (2808.990413 sec): 3 clusters Score: Raw -1928703.027261 + Penalty 3131.445159 = -1925571.582102 nChanged 207 SP:Iteration 16Q (2809.055687 sec): 3 clusters Score: Raw -1928778.939551 + Penalty 3131.445159 = -1925647.494392 nChanged 192 SP:Iteration 17Q (2809.142558 sec): 3 clusters Score: Raw -1928840.710075 + Penalty 3131.445159 = -1925709.264916 nChanged 151 SP:Iteration 18Q (2809.214490 sec): 3 clusters Score: Raw -1928883.910701 + Penalty 3131.445159 = -1925752.465543 nChanged 124 SP:Iteration 19Q (2809.289630 sec): 3 clusters Score: Raw -1928918.351095 + Penalty 3131.445159 = -1925786.905937 nChanged 104 SP:Iteration 20F (2809.354370 sec): 3 clusters Score: Raw -1928950.184588 + Penalty 3131.445159 = -1925818.739429 nChanged 94 SP:Iteration 21Q (2809.429511 sec): 3 clusters Score: Raw -1928975.483876 + Penalty 3131.445159 = -1925844.038717 nChanged 83 SP:Iteration 22Q (2809.513449 sec): 3 clusters Score: Raw -1928997.122434 + Penalty 3131.445159 = -1925865.677275 nChanged 64 SP:Iteration 23Q (2809.588401 sec): 3 clusters Score: Raw -1929013.523664 + Penalty 3131.445159 = -1925882.078505 nChanged 58 SP:Iteration 24Q (2809.651139 sec): 3 clusters Score: Raw -1929028.310810 + Penalty 3131.445159 = -1925896.865651 nChanged 53 SP:Iteration 25Q (2809.722954 sec): 3 clusters Score: Raw -1929040.042529 + Penalty 3131.445159 = -1925908.597370 nChanged 51 SP:Iteration 26Q (2809.803458 sec): 3 clusters Score: Raw -1929050.568396 + Penalty 3131.445159 = -1925919.123237 nChanged 43 SP:Iteration 27Q (2809.879072 sec): 3 clusters Score: Raw -1929058.987054 + Penalty 3131.445159 = -1925927.541895 nChanged 31 SP:Iteration 28Q (2809.943636 sec): 3 clusters Score: Raw -1929067.092608 + Penalty 3131.445159 = -1925935.647449 nChanged 25 SP:Iteration 29Q (2810.023589 sec): 3 clusters Score: Raw -1929071.554788 + Penalty 3131.445159 = -1925940.109629 nChanged 24 SP:Iteration 30Q (2810.082761 sec): 3 clusters Score: Raw -1929077.056616 + Penalty 3131.445159 = -1925945.611457 nChanged 22 SP:Iteration 31Q (2810.151945 sec): 3 clusters Score: Raw -1929082.154997 + Penalty 3131.445159 = -1925950.709838 nChanged 23 SP:Iteration 32Q (2810.234614 sec): 3 clusters Score: Raw -1929086.937016 + Penalty 3131.445159 = -1925955.491857 nChanged 23 SP:Iteration 33Q (2810.298575 sec): 3 clusters Score: Raw -1929091.522465 + Penalty 3131.445159 = -1925960.077306 nChanged 15 SP:Iteration 34Q (2810.372517 sec): 3 clusters Score: Raw -1929095.185878 + Penalty 3131.445159 = -1925963.740720 nChanged 11 SP:Iteration 35Q (2810.456625 sec): 3 clusters Score: Raw -1929099.180740 + Penalty 3131.445159 = -1925967.735581 nChanged 14 SP:Iteration 36Q (2810.531013 sec): 3 clusters Score: Raw -1929105.641259 + Penalty 3131.445159 = -1925974.196100 nChanged 23 SP:Iteration 37Q (2810.604627 sec): 3 clusters Score: Raw -1929115.530216 + Penalty 3131.445159 = -1925984.085057 nChanged 21 SP:Iteration 38Q (2810.666788 sec): 3 clusters Score: Raw -1929122.004786 + Penalty 3131.445159 = -1925990.559627 nChanged 19 SP:Iteration 39Q (2810.753022 sec): 3 clusters Score: Raw -1929130.098695 + Penalty 3131.445159 = -1925998.653537 nChanged 25 SP:Iteration 40F (2810.817873 sec): 3 clusters Score: Raw -1929141.145949 + Penalty 3131.445159 = -1926009.700790 nChanged 34 SP:Iteration 41Q (2810.897230 sec): 3 clusters Score: Raw -1929159.839249 + Penalty 3131.445159 = -1926028.394090 nChanged 33 SP:Iteration 42Q (2810.956700 sec): 3 clusters Score: Raw -1929180.807918 + Penalty 3131.445159 = -1926049.362759 nChanged 31 SP:Iteration 43Q (2811.022199 sec): 3 clusters Score: Raw -1929201.256293 + Penalty 3131.445159 = -1926069.811134 nChanged 28 SP:Iteration 44Q (2811.096504 sec): 3 clusters Score: Raw -1929231.472055 + Penalty 3131.445159 = -1926100.026896 nChanged 35 SP:Iteration 45Q (2811.172799 sec): 3 clusters Score: Raw -1929262.886719 + Penalty 3131.445159 = -1926131.441560 nChanged 34 SP:Iteration 46Q (2811.240838 sec): 3 clusters Score: Raw -1929289.681002 + Penalty 3131.445159 = -1926158.235843 nChanged 32 SP:Iteration 47Q (2811.314382 sec): 3 clusters Score: Raw -1929304.280874 + Penalty 3131.445159 = -1926172.835715 nChanged 25 SP:Iteration 48Q (2811.386036 sec): 3 clusters Score: Raw -1929309.914817 + Penalty 3131.445159 = -1926178.469658 nChanged 15 SP:Iteration 49Q (2811.457547 sec): 3 clusters Score: Raw -1929314.602509 + Penalty 3131.445159 = -1926183.157350 nChanged 9 SP:Iteration 50Q (2811.518070 sec): 3 clusters Score: Raw -1929316.678824 + Penalty 3131.445159 = -1926185.233665 nChanged 6 SP:Iteration 51Q (2811.600282 sec): 3 clusters Score: Raw -1929318.168997 + Penalty 3131.445159 = -1926186.723838 nChanged 4 SP:Iteration 52Q (2811.671581 sec): 3 clusters Score: Raw -1929319.525437 + Penalty 3131.445159 = -1926188.080278 nChanged 8 SP:Iteration 53Q (2811.729919 sec): 3 clusters Score: Raw -1929321.651573 + Penalty 3131.445159 = -1926190.206414 nChanged 10 SP:Iteration 54Q (2811.801222 sec): 3 clusters Score: Raw -1929323.564520 + Penalty 3131.445159 = -1926192.119361 nChanged 8 SP:Iteration 55Q (2811.880875 sec): 3 clusters Score: Raw -1929325.385525 + Penalty 3131.445159 = -1926193.940366 nChanged 4 SP:Iteration 56Q (2811.944590 sec): 3 clusters Score: Raw -1929326.789816 + Penalty 3131.445159 = -1926195.344657 nChanged 5 SP:Iteration 57Q (2812.005292 sec): 3 clusters Score: Raw -1929327.983329 + Penalty 3131.445159 = -1926196.538171 nChanged 7 SP:Iteration 58Q (2812.072178 sec): 3 clusters Score: Raw -1929329.832606 + Penalty 3131.445159 = -1926198.387447 nChanged 7 SP:Iteration 59Q (2812.141844 sec): 3 clusters Score: Raw -1929331.322475 + Penalty 3131.445159 = -1926199.877316 nChanged 7 SP:Iteration 60F (2812.176448 sec): 3 clusters Score: Raw -1929332.772471 + Penalty 3131.445159 = -1926201.327313 nChanged 4 SP:Iteration 61Q (2812.209624 sec): 3 clusters Score: Raw -1929333.907343 + Penalty 3131.445159 = -1926202.462184 nChanged 4 SP:Iteration 62Q (2812.242818 sec): 3 clusters Score: Raw -1929334.621923 + Penalty 3131.445159 = -1926203.176764 nChanged 1 SP:Iteration 63Q (2812.287127 sec): 3 clusters Score: Raw -1929334.907143 + Penalty 3131.445159 = -1926203.461984 nChanged 1 SP:Iteration 64Q (2812.309702 sec): 3 clusters Score: Raw -1929334.980078 + Penalty 3131.445159 = -1926203.534919 nChanged 0 SP:Iteration 65F (2812.346505 sec): 3 clusters Score: Raw -1929334.980078 + Penalty 3131.445159 = -1926203.534919 nChanged 0 Trying to split cluster 9 (6658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2812.367465 sec): 2 clusters Score: Raw -859458.956447 + Penalty 1430.580843 = -858028.375604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2812.391127 sec): 3 clusters Score: Raw -855896.767500 + Penalty 2861.161686 = -853035.605814 nChanged 2780 SP:Iteration 1F (2812.414106 sec): 3 clusters Score: Raw -857398.268183 + Penalty 2861.161686 = -854537.106497 nChanged 473 SP:Iteration 2F (2812.437287 sec): 3 clusters Score: Raw -857660.810987 + Penalty 2861.161686 = -854799.649301 nChanged 392 SP:Iteration 3F (2812.460169 sec): 3 clusters Score: Raw -857878.003417 + Penalty 2861.161686 = -855016.841732 nChanged 370 SP:Iteration 4F (2812.482954 sec): 3 clusters Score: Raw -858092.725549 + Penalty 2861.161686 = -855231.563863 nChanged 353 SP:Iteration 5F (2812.506032 sec): 3 clusters Score: Raw -858287.669750 + Penalty 2861.161686 = -855426.508064 nChanged 316 SP:Iteration 6Q (2812.529159 sec): 3 clusters Score: Raw -858475.908407 + Penalty 2861.161686 = -855614.746721 nChanged 300 SP:Iteration 7Q (2812.552147 sec): 3 clusters Score: Raw -858635.887951 + Penalty 2861.161686 = -855774.726265 nChanged 283 SP:Iteration 8Q (2812.575433 sec): 3 clusters Score: Raw -858798.149599 + Penalty 2861.161686 = -855936.987913 nChanged 272 SP:Iteration 9Q (2812.598401 sec): 3 clusters Score: Raw -858958.839244 + Penalty 2861.161686 = -856097.677558 nChanged 235 SP:Iteration 10Q (2812.621519 sec): 3 clusters Score: Raw -859107.860540 + Penalty 2861.161686 = -856246.698854 nChanged 232 SP:Iteration 11Q (2812.644781 sec): 3 clusters Score: Raw -859267.967246 + Penalty 2861.161686 = -856406.805560 nChanged 200 SP:Iteration 12Q (2812.667971 sec): 3 clusters Score: Raw -859396.364052 + Penalty 2861.161686 = -856535.202366 nChanged 158 SP:Iteration 13Q (2812.690909 sec): 3 clusters Score: Raw -859485.112650 + Penalty 2861.161686 = -856623.950964 nChanged 129 SP:Iteration 14Q (2812.762599 sec): 3 clusters Score: Raw -859562.243864 + Penalty 2861.161686 = -856701.082178 nChanged 116 SP:Iteration 15Q (2812.817767 sec): 3 clusters Score: Raw -859626.694933 + Penalty 2861.161686 = -856765.533248 nChanged 81 SP:Iteration 16Q (2812.866615 sec): 3 clusters Score: Raw -859673.218987 + Penalty 2861.161686 = -856812.057301 nChanged 61 SP:Iteration 17Q (2812.937711 sec): 3 clusters Score: Raw -859705.517331 + Penalty 2861.161686 = -856844.355645 nChanged 46 SP:Iteration 18Q (2812.997603 sec): 3 clusters Score: Raw -859727.091959 + Penalty 2861.161686 = -856865.930273 nChanged 30 SP:Iteration 19Q (2813.057410 sec): 3 clusters Score: Raw -859742.629162 + Penalty 2861.161686 = -856881.467476 nChanged 30 SP:Iteration 20F (2813.117615 sec): 3 clusters Score: Raw -859756.147770 + Penalty 2861.161686 = -856894.986084 nChanged 21 SP:Iteration 21Q (2813.177486 sec): 3 clusters Score: Raw -859763.771396 + Penalty 2861.161686 = -856902.609710 nChanged 10 SP:Iteration 22Q (2813.230012 sec): 3 clusters Score: Raw -859767.333955 + Penalty 2861.161686 = -856906.172269 nChanged 8 SP:Iteration 23Q (2813.288072 sec): 3 clusters Score: Raw -859770.638844 + Penalty 2861.161686 = -856909.477158 nChanged 11 SP:Iteration 24Q (2813.338287 sec): 3 clusters Score: Raw -859774.471784 + Penalty 2861.161686 = -856913.310098 nChanged 9 SP:Iteration 25Q (2813.401651 sec): 3 clusters Score: Raw -859778.700730 + Penalty 2861.161686 = -856917.539044 nChanged 9 SP:Iteration 26Q (2813.457178 sec): 3 clusters Score: Raw -859781.853712 + Penalty 2861.161686 = -856920.692026 nChanged 9 SP:Iteration 27Q (2813.508326 sec): 3 clusters Score: Raw -859785.451817 + Penalty 2861.161686 = -856924.290131 nChanged 8 SP:Iteration 28Q (2813.579291 sec): 3 clusters Score: Raw -859789.067366 + Penalty 2861.161686 = -856927.905680 nChanged 7 SP:Iteration 29Q (2813.636755 sec): 3 clusters Score: Raw -859791.499521 + Penalty 2861.161686 = -856930.337835 nChanged 3 SP:Iteration 30Q (2813.690114 sec): 3 clusters Score: Raw -859792.624483 + Penalty 2861.161686 = -856931.462797 nChanged 1 SP:Iteration 31Q (2813.736565 sec): 3 clusters Score: Raw -859792.809404 + Penalty 2861.161686 = -856931.647718 nChanged 0 SP:Iteration 32F (2813.787113 sec): 3 clusters Score: Raw -859792.809404 + Penalty 2861.161686 = -856931.647718 nChanged 0 Trying to split cluster 10 (9220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2813.837351 sec): 2 clusters Score: Raw -1258743.899241 + Penalty 1483.483676 = -1257260.415565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2813.891241 sec): 3 clusters Score: Raw -1253600.221954 + Penalty 2966.967353 = -1250633.254601 nChanged 3997 SP:Iteration 1F (2813.967779 sec): 3 clusters Score: Raw -1255903.063360 + Penalty 2966.967353 = -1252936.096007 nChanged 566 SP:Iteration 2F (2814.032507 sec): 3 clusters Score: Raw -1256190.573065 + Penalty 2966.967353 = -1253223.605713 nChanged 493 SP:Iteration 3F (2814.087104 sec): 3 clusters Score: Raw -1256480.653913 + Penalty 2966.967353 = -1253513.686560 nChanged 498 SP:Iteration 4F (2814.152629 sec): 3 clusters Score: Raw -1256809.130385 + Penalty 2966.967353 = -1253842.163032 nChanged 516 SP:Iteration 5F (2814.226033 sec): 3 clusters Score: Raw -1257148.909504 + Penalty 2966.967353 = -1254181.942151 nChanged 521 SP:Iteration 6F (2814.277298 sec): 3 clusters Score: Raw -1257519.057204 + Penalty 2966.967353 = -1254552.089852 nChanged 483 SP:Iteration 7F (2814.336069 sec): 3 clusters Score: Raw -1257826.635102 + Penalty 2966.967353 = -1254859.667750 nChanged 393 SP:Iteration 8Q (2814.397946 sec): 3 clusters Score: Raw -1258042.497241 + Penalty 2966.967353 = -1255075.529888 nChanged 298 SP:Iteration 9Q (2814.455149 sec): 3 clusters Score: Raw -1258172.972213 + Penalty 2966.967353 = -1255206.004860 nChanged 219 SP:Iteration 10Q (2814.527764 sec): 3 clusters Score: Raw -1258249.316016 + Penalty 2966.967353 = -1255282.348664 nChanged 171 SP:Iteration 11Q (2814.592939 sec): 3 clusters Score: Raw -1258306.445080 + Penalty 2966.967353 = -1255339.477727 nChanged 125 SP:Iteration 12Q (2814.656533 sec): 3 clusters Score: Raw -1258345.956809 + Penalty 2966.967353 = -1255378.989456 nChanged 93 SP:Iteration 13Q (2814.719129 sec): 3 clusters Score: Raw -1258374.898108 + Penalty 2966.967353 = -1255407.930755 nChanged 74 SP:Iteration 14Q (2814.777334 sec): 3 clusters Score: Raw -1258391.974274 + Penalty 2966.967353 = -1255425.006921 nChanged 56 SP:Iteration 15Q (2814.854029 sec): 3 clusters Score: Raw -1258401.437022 + Penalty 2966.967353 = -1255434.469669 nChanged 34 SP:Iteration 16Q (2814.916097 sec): 3 clusters Score: Raw -1258407.409113 + Penalty 2966.967353 = -1255440.441760 nChanged 39 SP:Iteration 17Q (2814.983299 sec): 3 clusters Score: Raw -1258415.087668 + Penalty 2966.967353 = -1255448.120315 nChanged 31 SP:Iteration 18Q (2815.046292 sec): 3 clusters Score: Raw -1258420.183924 + Penalty 2966.967353 = -1255453.216571 nChanged 28 SP:Iteration 19Q (2815.114162 sec): 3 clusters Score: Raw -1258424.530226 + Penalty 2966.967353 = -1255457.562873 nChanged 29 SP:Iteration 20F (2815.176249 sec): 3 clusters Score: Raw -1258430.659483 + Penalty 2966.967353 = -1255463.692130 nChanged 26 SP:Iteration 21Q (2815.244550 sec): 3 clusters Score: Raw -1258434.012743 + Penalty 2966.967353 = -1255467.045391 nChanged 17 SP:Iteration 22Q (2815.309696 sec): 3 clusters Score: Raw -1258435.938470 + Penalty 2966.967353 = -1255468.971117 nChanged 14 SP:Iteration 23Q (2815.356257 sec): 3 clusters Score: Raw -1258437.483250 + Penalty 2966.967353 = -1255470.515897 nChanged 6 SP:Iteration 24Q (2815.411330 sec): 3 clusters Score: Raw -1258438.307049 + Penalty 2966.967353 = -1255471.339697 nChanged 8 SP:Iteration 25Q (2815.489347 sec): 3 clusters Score: Raw -1258439.319031 + Penalty 2966.967353 = -1255472.351678 nChanged 9 SP:Iteration 26Q (2815.553378 sec): 3 clusters Score: Raw -1258440.772871 + Penalty 2966.967353 = -1255473.805518 nChanged 12 SP:Iteration 27Q (2815.610311 sec): 3 clusters Score: Raw -1258442.761115 + Penalty 2966.967353 = -1255475.793762 nChanged 10 SP:Iteration 28Q (2815.676424 sec): 3 clusters Score: Raw -1258443.847146 + Penalty 2966.967353 = -1255476.879794 nChanged 9 SP:Iteration 29Q (2815.753932 sec): 3 clusters Score: Raw -1258444.651546 + Penalty 2966.967353 = -1255477.684193 nChanged 8 SP:Iteration 30Q (2815.819971 sec): 3 clusters Score: Raw -1258445.342297 + Penalty 2966.967353 = -1255478.374944 nChanged 8 SP:Iteration 31Q (2815.875069 sec): 3 clusters Score: Raw -1258446.320910 + Penalty 2966.967353 = -1255479.353557 nChanged 12 SP:Iteration 32Q (2815.938840 sec): 3 clusters Score: Raw -1258447.627479 + Penalty 2966.967353 = -1255480.660126 nChanged 12 SP:Iteration 33Q (2816.004706 sec): 3 clusters Score: Raw -1258448.921875 + Penalty 2966.967353 = -1255481.954522 nChanged 13 SP:Iteration 34Q (2816.082208 sec): 3 clusters Score: Raw -1258450.706696 + Penalty 2966.967353 = -1255483.739343 nChanged 11 SP:Iteration 35Q (2816.145869 sec): 3 clusters Score: Raw -1258452.070227 + Penalty 2966.967353 = -1255485.102874 nChanged 16 SP:Iteration 36Q (2816.207471 sec): 3 clusters Score: Raw -1258454.062392 + Penalty 2966.967353 = -1255487.095039 nChanged 15 SP:Iteration 37Q (2816.272169 sec): 3 clusters Score: Raw -1258455.654543 + Penalty 2966.967353 = -1255488.687190 nChanged 13 SP:Iteration 38Q (2816.328365 sec): 3 clusters Score: Raw -1258457.149030 + Penalty 2966.967353 = -1255490.181678 nChanged 11 SP:Iteration 39Q (2816.396357 sec): 3 clusters Score: Raw -1258458.688070 + Penalty 2966.967353 = -1255491.720717 nChanged 12 SP:Iteration 40F (2816.451716 sec): 3 clusters Score: Raw -1258459.912351 + Penalty 2966.967353 = -1255492.944998 nChanged 8 SP:Iteration 41Q (2816.517043 sec): 3 clusters Score: Raw -1258460.874991 + Penalty 2966.967353 = -1255493.907638 nChanged 7 SP:Iteration 42Q (2816.581752 sec): 3 clusters Score: Raw -1258461.617952 + Penalty 2966.967353 = -1255494.650599 nChanged 5 SP:Iteration 43Q (2816.647467 sec): 3 clusters Score: Raw -1258462.330038 + Penalty 2966.967353 = -1255495.362685 nChanged 6 SP:Iteration 44Q (2816.723865 sec): 3 clusters Score: Raw -1258462.954425 + Penalty 2966.967353 = -1255495.987072 nChanged 6 SP:Iteration 45Q (2816.777030 sec): 3 clusters Score: Raw -1258463.582145 + Penalty 2966.967353 = -1255496.614793 nChanged 4 SP:Iteration 46Q (2816.850667 sec): 3 clusters Score: Raw -1258463.981876 + Penalty 2966.967353 = -1255497.014523 nChanged 8 SP:Iteration 47Q (2816.916265 sec): 3 clusters Score: Raw -1258464.618150 + Penalty 2966.967353 = -1255497.650797 nChanged 3 SP:Iteration 48Q (2816.982713 sec): 3 clusters Score: Raw -1258464.847081 + Penalty 2966.967353 = -1255497.879728 nChanged 3 SP:Iteration 49Q (2817.047011 sec): 3 clusters Score: Raw -1258465.286915 + Penalty 2966.967353 = -1255498.319562 nChanged 10 SP:Iteration 50Q (2817.097062 sec): 3 clusters Score: Raw -1258466.637167 + Penalty 2966.967353 = -1255499.669814 nChanged 8 SP:Iteration 51Q (2817.159465 sec): 3 clusters Score: Raw -1258467.354086 + Penalty 2966.967353 = -1255500.386733 nChanged 9 SP:Iteration 52Q (2817.220072 sec): 3 clusters Score: Raw -1258468.528375 + Penalty 2966.967353 = -1255501.561022 nChanged 7 SP:Iteration 53Q (2817.286585 sec): 3 clusters Score: Raw -1258469.385389 + Penalty 2966.967353 = -1255502.418036 nChanged 7 SP:Iteration 54Q (2817.343512 sec): 3 clusters Score: Raw -1258470.191764 + Penalty 2966.967353 = -1255503.224411 nChanged 8 SP:Iteration 55Q (2817.400547 sec): 3 clusters Score: Raw -1258471.843766 + Penalty 2966.967353 = -1255504.876413 nChanged 13 SP:Iteration 56Q (2817.450607 sec): 3 clusters Score: Raw -1258473.447177 + Penalty 2966.967353 = -1255506.479824 nChanged 6 SP:Iteration 57Q (2817.510879 sec): 3 clusters Score: Raw -1258474.247108 + Penalty 2966.967353 = -1255507.279755 nChanged 9 SP:Iteration 58Q (2817.575965 sec): 3 clusters Score: Raw -1258475.800783 + Penalty 2966.967353 = -1255508.833430 nChanged 13 SP:Iteration 59Q (2817.641108 sec): 3 clusters Score: Raw -1258477.488002 + Penalty 2966.967353 = -1255510.520650 nChanged 8 SP:Iteration 60F (2817.704569 sec): 3 clusters Score: Raw -1258478.647536 + Penalty 2966.967353 = -1255511.680184 nChanged 10 SP:Iteration 61Q (2817.768991 sec): 3 clusters Score: Raw -1258480.110158 + Penalty 2966.967353 = -1255513.142805 nChanged 14 SP:Iteration 62Q (2817.840899 sec): 3 clusters Score: Raw -1258481.901640 + Penalty 2966.967353 = -1255514.934288 nChanged 15 SP:Iteration 63Q (2817.908350 sec): 3 clusters Score: Raw -1258483.608872 + Penalty 2966.967353 = -1255516.641519 nChanged 13 SP:Iteration 64Q (2817.976111 sec): 3 clusters Score: Raw -1258485.695036 + Penalty 2966.967353 = -1255518.727683 nChanged 15 SP:Iteration 65Q (2818.037979 sec): 3 clusters Score: Raw -1258488.207116 + Penalty 2966.967353 = -1255521.239763 nChanged 17 SP:Iteration 66Q (2818.083664 sec): 3 clusters Score: Raw -1258490.983388 + Penalty 2966.967353 = -1255524.016035 nChanged 15 SP:Iteration 67Q (2818.157916 sec): 3 clusters Score: Raw -1258493.456637 + Penalty 2966.967353 = -1255526.489284 nChanged 19 SP:Iteration 68Q (2818.223088 sec): 3 clusters Score: Raw -1258496.363528 + Penalty 2966.967353 = -1255529.396176 nChanged 13 SP:Iteration 69Q (2818.288218 sec): 3 clusters Score: Raw -1258498.902161 + Penalty 2966.967353 = -1255531.934808 nChanged 15 SP:Iteration 70Q (2818.352411 sec): 3 clusters Score: Raw -1258501.221451 + Penalty 2966.967353 = -1255534.254098 nChanged 17 SP:Iteration 71Q (2818.414126 sec): 3 clusters Score: Raw -1258503.811673 + Penalty 2966.967353 = -1255536.844320 nChanged 14 SP:Iteration 72Q (2818.467593 sec): 3 clusters Score: Raw -1258505.268023 + Penalty 2966.967353 = -1255538.300670 nChanged 8 SP:Iteration 73Q (2818.538755 sec): 3 clusters Score: Raw -1258506.371960 + Penalty 2966.967353 = -1255539.404607 nChanged 11 SP:Iteration 74Q (2818.605216 sec): 3 clusters Score: Raw -1258507.704284 + Penalty 2966.967353 = -1255540.736931 nChanged 10 SP:Iteration 75Q (2818.670053 sec): 3 clusters Score: Raw -1258508.657019 + Penalty 2966.967353 = -1255541.689666 nChanged 3 SP:Iteration 76Q (2818.736057 sec): 3 clusters Score: Raw -1258508.916699 + Penalty 2966.967353 = -1255541.949346 nChanged 4 SP:Iteration 77Q (2818.802128 sec): 3 clusters Score: Raw -1258509.442645 + Penalty 2966.967353 = -1255542.475292 nChanged 5 SP:Iteration 78Q (2818.865228 sec): 3 clusters Score: Raw -1258509.860023 + Penalty 2966.967353 = -1255542.892670 nChanged 3 SP:Iteration 79Q (2818.918968 sec): 3 clusters Score: Raw -1258510.115484 + Penalty 2966.967353 = -1255543.148131 nChanged 2 SP:Iteration 80F (2818.990946 sec): 3 clusters Score: Raw -1258510.354092 + Penalty 2966.967353 = -1255543.386739 nChanged 9 SP:Iteration 81Q (2819.058919 sec): 3 clusters Score: Raw -1258511.360621 + Penalty 2966.967353 = -1255544.393268 nChanged 9 SP:Iteration 82Q (2819.117579 sec): 3 clusters Score: Raw -1258512.219459 + Penalty 2966.967353 = -1255545.252106 nChanged 6 SP:Iteration 83Q (2819.173113 sec): 3 clusters Score: Raw -1258513.212008 + Penalty 2966.967353 = -1255546.244655 nChanged 7 SP:Iteration 84Q (2819.237191 sec): 3 clusters Score: Raw -1258514.374662 + Penalty 2966.967353 = -1255547.407309 nChanged 8 SP:Iteration 85Q (2819.312047 sec): 3 clusters Score: Raw -1258515.168481 + Penalty 2966.967353 = -1255548.201129 nChanged 8 SP:Iteration 86Q (2819.376682 sec): 3 clusters Score: Raw -1258515.892627 + Penalty 2966.967353 = -1255548.925274 nChanged 8 SP:Iteration 87Q (2819.430499 sec): 3 clusters Score: Raw -1258516.507382 + Penalty 2966.967353 = -1255549.540029 nChanged 10 SP:Iteration 88Q (2819.493076 sec): 3 clusters Score: Raw -1258517.662080 + Penalty 2966.967353 = -1255550.694727 nChanged 8 SP:Iteration 89Q (2819.568499 sec): 3 clusters Score: Raw -1258518.288313 + Penalty 2966.967353 = -1255551.320960 nChanged 7 SP:Iteration 90Q (2819.623147 sec): 3 clusters Score: Raw -1258519.363881 + Penalty 2966.967353 = -1255552.396529 nChanged 11 SP:Iteration 91Q (2819.688319 sec): 3 clusters Score: Raw -1258521.427889 + Penalty 2966.967353 = -1255554.460536 nChanged 12 SP:Iteration 92Q (2819.751991 sec): 3 clusters Score: Raw -1258523.644964 + Penalty 2966.967353 = -1255556.677611 nChanged 12 SP:Iteration 93Q (2819.821507 sec): 3 clusters Score: Raw -1258524.826073 + Penalty 2966.967353 = -1255557.858720 nChanged 7 SP:Iteration 94Q (2819.886961 sec): 3 clusters Score: Raw -1258527.000130 + Penalty 2966.967353 = -1255560.032777 nChanged 18 SP:Iteration 95Q (2819.941176 sec): 3 clusters Score: Raw -1258529.553520 + Penalty 2966.967353 = -1255562.586167 nChanged 20 SP:Iteration 96Q (2820.002341 sec): 3 clusters Score: Raw -1258532.653009 + Penalty 2966.967353 = -1255565.685656 nChanged 18 SP:Iteration 97Q (2820.074178 sec): 3 clusters Score: Raw -1258535.848293 + Penalty 2966.967353 = -1255568.880940 nChanged 18 SP:Iteration 98Q (2820.126317 sec): 3 clusters Score: Raw -1258538.047755 + Penalty 2966.967353 = -1255571.080402 nChanged 16 SP:Iteration 99Q (2820.193661 sec): 3 clusters Score: Raw -1258539.909206 + Penalty 2966.967353 = -1255572.941854 nChanged 10 SP:Iteration 100F (2820.246360 sec): 3 clusters Score: Raw -1258541.013502 + Penalty 2966.967353 = -1255574.046149 nChanged 6 SP:Iteration 101Q (2820.313802 sec): 3 clusters Score: Raw -1258541.467105 + Penalty 2966.967353 = -1255574.499752 nChanged 2 SP:Iteration 102Q (2820.367602 sec): 3 clusters Score: Raw -1258541.750084 + Penalty 2966.967353 = -1255574.782732 nChanged 2 SP:Iteration 103Q (2820.395483 sec): 3 clusters Score: Raw -1258542.003327 + Penalty 2966.967353 = -1255575.035974 nChanged 0 SP:Iteration 104F (2820.423780 sec): 3 clusters Score: Raw -1258542.003327 + Penalty 2966.967353 = -1255575.035974 nChanged 0 Trying to split cluster 11 (13816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2820.455716 sec): 2 clusters Score: Raw -1818204.317811 + Penalty 1549.207176 = -1816655.110635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2820.491905 sec): 3 clusters Score: Raw -1810177.959483 + Penalty 3098.414351 = -1807079.545132 nChanged 6083 SP:Iteration 1F (2820.528473 sec): 3 clusters Score: Raw -1813704.459861 + Penalty 3098.414351 = -1810606.045509 nChanged 817 SP:Iteration 2F (2820.565411 sec): 3 clusters Score: Raw -1814050.874584 + Penalty 3098.414351 = -1810952.460233 nChanged 671 SP:Iteration 3Q (2820.616725 sec): 3 clusters Score: Raw -1814333.051860 + Penalty 3098.414351 = -1811234.637508 nChanged 632 SP:Iteration 4Q (2820.649792 sec): 3 clusters Score: Raw -1814614.227872 + Penalty 3098.414351 = -1811515.813520 nChanged 593 SP:Iteration 5Q (2820.686134 sec): 3 clusters Score: Raw -1814912.123482 + Penalty 3098.414351 = -1811813.709131 nChanged 603 SP:Iteration 6Q (2820.721821 sec): 3 clusters Score: Raw -1815277.861758 + Penalty 3098.414351 = -1812179.447406 nChanged 642 SP:Iteration 7Q (2820.757163 sec): 3 clusters Score: Raw -1815674.659178 + Penalty 3098.414351 = -1812576.244827 nChanged 630 SP:Iteration 8Q (2820.792468 sec): 3 clusters Score: Raw -1816086.453813 + Penalty 3098.414351 = -1812988.039462 nChanged 573 SP:Iteration 9Q (2820.827779 sec): 3 clusters Score: Raw -1816455.936943 + Penalty 3098.414351 = -1813357.522591 nChanged 497 SP:Iteration 10Q (2820.878015 sec): 3 clusters Score: Raw -1816749.072463 + Penalty 3098.414351 = -1813650.658112 nChanged 427 SP:Iteration 11Q (2820.910133 sec): 3 clusters Score: Raw -1817009.701038 + Penalty 3098.414351 = -1813911.286686 nChanged 350 SP:Iteration 12Q (2820.944352 sec): 3 clusters Score: Raw -1817197.104021 + Penalty 3098.414351 = -1814098.689669 nChanged 270 SP:Iteration 13Q (2820.991505 sec): 3 clusters Score: Raw -1817332.410882 + Penalty 3098.414351 = -1814233.996531 nChanged 242 SP:Iteration 14Q (2821.024841 sec): 3 clusters Score: Raw -1817445.655339 + Penalty 3098.414351 = -1814347.240988 nChanged 210 SP:Iteration 15Q (2821.058290 sec): 3 clusters Score: Raw -1817534.675393 + Penalty 3098.414351 = -1814436.261041 nChanged 166 SP:Iteration 16Q (2821.091781 sec): 3 clusters Score: Raw -1817592.183947 + Penalty 3098.414351 = -1814493.769596 nChanged 119 SP:Iteration 17Q (2821.124654 sec): 3 clusters Score: Raw -1817637.013642 + Penalty 3098.414351 = -1814538.599290 nChanged 124 SP:Iteration 18Q (2821.157442 sec): 3 clusters Score: Raw -1817680.468430 + Penalty 3098.414351 = -1814582.054079 nChanged 102 SP:Iteration 19Q (2821.190171 sec): 3 clusters Score: Raw -1817711.044063 + Penalty 3098.414351 = -1814612.629711 nChanged 81 SP:Iteration 20F (2821.225005 sec): 3 clusters Score: Raw -1817740.200248 + Penalty 3098.414351 = -1814641.785897 nChanged 98 SP:Iteration 21Q (2821.257732 sec): 3 clusters Score: Raw -1817782.154818 + Penalty 3098.414351 = -1814683.740467 nChanged 92 SP:Iteration 22Q (2821.290264 sec): 3 clusters Score: Raw -1817821.571066 + Penalty 3098.414351 = -1814723.156715 nChanged 86 SP:Iteration 23Q (2821.322625 sec): 3 clusters Score: Raw -1817854.381213 + Penalty 3098.414351 = -1814755.966861 nChanged 80 SP:Iteration 24Q (2821.354954 sec): 3 clusters Score: Raw -1817883.248116 + Penalty 3098.414351 = -1814784.833764 nChanged 79 SP:Iteration 25Q (2821.387217 sec): 3 clusters Score: Raw -1817909.952455 + Penalty 3098.414351 = -1814811.538104 nChanged 77 SP:Iteration 26Q (2821.430116 sec): 3 clusters Score: Raw -1817941.182616 + Penalty 3098.414351 = -1814842.768265 nChanged 97 SP:Iteration 27Q (2821.451561 sec): 3 clusters Score: Raw -1817981.570584 + Penalty 3098.414351 = -1814883.156232 nChanged 94 SP:Iteration 28Q (2821.483507 sec): 3 clusters Score: Raw -1818021.469516 + Penalty 3098.414351 = -1814923.055165 nChanged 86 SP:Iteration 29Q (2821.530537 sec): 3 clusters Score: Raw -1818065.774773 + Penalty 3098.414351 = -1814967.360421 nChanged 89 SP:Iteration 30Q (2821.559626 sec): 3 clusters Score: Raw -1818113.545117 + Penalty 3098.414351 = -1815015.130765 nChanged 93 SP:Iteration 31Q (2821.591108 sec): 3 clusters Score: Raw -1818158.333494 + Penalty 3098.414351 = -1815059.919143 nChanged 74 SP:Iteration 32Q (2821.670128 sec): 3 clusters Score: Raw -1818193.652347 + Penalty 3098.414351 = -1815095.237996 nChanged 63 SP:Iteration 33Q (2821.739371 sec): 3 clusters Score: Raw -1818232.720452 + Penalty 3098.414351 = -1815134.306101 nChanged 51 SP:Iteration 34Q (2821.803483 sec): 3 clusters Score: Raw -1818255.124322 + Penalty 3098.414351 = -1815156.709970 nChanged 32 SP:Iteration 35Q (2821.866427 sec): 3 clusters Score: Raw -1818268.258997 + Penalty 3098.414351 = -1815169.844645 nChanged 32 SP:Iteration 36Q (2821.936485 sec): 3 clusters Score: Raw -1818281.734367 + Penalty 3098.414351 = -1815183.320015 nChanged 25 SP:Iteration 37Q (2822.005161 sec): 3 clusters Score: Raw -1818289.999420 + Penalty 3098.414351 = -1815191.585069 nChanged 19 SP:Iteration 38Q (2822.063496 sec): 3 clusters Score: Raw -1818296.558740 + Penalty 3098.414351 = -1815198.144389 nChanged 17 SP:Iteration 39Q (2822.131933 sec): 3 clusters Score: Raw -1818303.395093 + Penalty 3098.414351 = -1815204.980741 nChanged 19 SP:Iteration 40F (2822.211315 sec): 3 clusters Score: Raw -1818309.934380 + Penalty 3098.414351 = -1815211.520028 nChanged 16 SP:Iteration 41Q (2822.266471 sec): 3 clusters Score: Raw -1818316.067124 + Penalty 3098.414351 = -1815217.652773 nChanged 13 SP:Iteration 42Q (2822.330754 sec): 3 clusters Score: Raw -1818320.273984 + Penalty 3098.414351 = -1815221.859633 nChanged 13 SP:Iteration 43Q (2822.397760 sec): 3 clusters Score: Raw -1818325.272003 + Penalty 3098.414351 = -1815226.857651 nChanged 13 SP:Iteration 44Q (2822.470953 sec): 3 clusters Score: Raw -1818331.181815 + Penalty 3098.414351 = -1815232.767464 nChanged 12 SP:Iteration 45Q (2822.523239 sec): 3 clusters Score: Raw -1818335.605451 + Penalty 3098.414351 = -1815237.191099 nChanged 13 SP:Iteration 46Q (2822.597172 sec): 3 clusters Score: Raw -1818339.410154 + Penalty 3098.414351 = -1815240.995802 nChanged 10 SP:Iteration 47Q (2822.649716 sec): 3 clusters Score: Raw -1818342.839737 + Penalty 3098.414351 = -1815244.425386 nChanged 13 SP:Iteration 48Q (2822.722884 sec): 3 clusters Score: Raw -1818348.027340 + Penalty 3098.414351 = -1815249.612989 nChanged 13 SP:Iteration 49Q (2822.773876 sec): 3 clusters Score: Raw -1818353.719453 + Penalty 3098.414351 = -1815255.305101 nChanged 19 SP:Iteration 50Q (2822.845530 sec): 3 clusters Score: Raw -1818359.787672 + Penalty 3098.414351 = -1815261.373321 nChanged 8 SP:Iteration 51Q (2822.897288 sec): 3 clusters Score: Raw -1818362.712010 + Penalty 3098.414351 = -1815264.297659 nChanged 5 SP:Iteration 52Q (2822.959766 sec): 3 clusters Score: Raw -1818364.346669 + Penalty 3098.414351 = -1815265.932318 nChanged 6 SP:Iteration 53Q (2823.037675 sec): 3 clusters Score: Raw -1818366.956602 + Penalty 3098.414351 = -1815268.542251 nChanged 7 SP:Iteration 54Q (2823.103875 sec): 3 clusters Score: Raw -1818370.194409 + Penalty 3098.414351 = -1815271.780058 nChanged 11 SP:Iteration 55Q (2823.172742 sec): 3 clusters Score: Raw -1818373.913538 + Penalty 3098.414351 = -1815275.499186 nChanged 8 SP:Iteration 56Q (2823.239410 sec): 3 clusters Score: Raw -1818376.610480 + Penalty 3098.414351 = -1815278.196129 nChanged 6 SP:Iteration 57Q (2823.295594 sec): 3 clusters Score: Raw -1818378.709106 + Penalty 3098.414351 = -1815280.294754 nChanged 5 SP:Iteration 58Q (2823.363314 sec): 3 clusters Score: Raw -1818379.952736 + Penalty 3098.414351 = -1815281.538385 nChanged 2 SP:Iteration 59Q (2823.443252 sec): 3 clusters Score: Raw -1818381.737452 + Penalty 3098.414351 = -1815283.323101 nChanged 9 SP:Iteration 60F (2823.516190 sec): 3 clusters Score: Raw -1818386.888693 + Penalty 3098.414351 = -1815288.474341 nChanged 11 SP:Iteration 61Q (2823.574738 sec): 3 clusters Score: Raw -1818393.334720 + Penalty 3098.414351 = -1815294.920369 nChanged 12 SP:Iteration 62Q (2823.632218 sec): 3 clusters Score: Raw -1818398.072248 + Penalty 3098.414351 = -1815299.657897 nChanged 12 SP:Iteration 63Q (2823.694751 sec): 3 clusters Score: Raw -1818402.158925 + Penalty 3098.414351 = -1815303.744573 nChanged 8 SP:Iteration 64Q (2823.771148 sec): 3 clusters Score: Raw -1818406.643245 + Penalty 3098.414351 = -1815308.228894 nChanged 8 SP:Iteration 65Q (2823.828205 sec): 3 clusters Score: Raw -1818411.513775 + Penalty 3098.414351 = -1815313.099424 nChanged 10 SP:Iteration 66Q (2823.906821 sec): 3 clusters Score: Raw -1818415.274480 + Penalty 3098.414351 = -1815316.860128 nChanged 8 SP:Iteration 67Q (2823.963603 sec): 3 clusters Score: Raw -1818420.461827 + Penalty 3098.414351 = -1815322.047476 nChanged 6 SP:Iteration 68Q (2824.029800 sec): 3 clusters Score: Raw -1818423.244429 + Penalty 3098.414351 = -1815324.830077 nChanged 5 SP:Iteration 69Q (2824.096422 sec): 3 clusters Score: Raw -1818425.118971 + Penalty 3098.414351 = -1815326.704620 nChanged 4 SP:Iteration 70Q (2824.165906 sec): 3 clusters Score: Raw -1818427.439786 + Penalty 3098.414351 = -1815329.025435 nChanged 8 SP:Iteration 71Q (2824.235541 sec): 3 clusters Score: Raw -1818432.199621 + Penalty 3098.414351 = -1815333.785270 nChanged 5 SP:Iteration 72Q (2824.303863 sec): 3 clusters Score: Raw -1818433.738394 + Penalty 3098.414351 = -1815335.324043 nChanged 5 SP:Iteration 73Q (2824.361655 sec): 3 clusters Score: Raw -1818435.155179 + Penalty 3098.414351 = -1815336.740827 nChanged 6 SP:Iteration 74Q (2824.429886 sec): 3 clusters Score: Raw -1818437.605351 + Penalty 3098.414351 = -1815339.191000 nChanged 7 SP:Iteration 75Q (2824.508259 sec): 3 clusters Score: Raw -1818441.205234 + Penalty 3098.414351 = -1815342.790883 nChanged 8 SP:Iteration 76Q (2824.566032 sec): 3 clusters Score: Raw -1818446.249240 + Penalty 3098.414351 = -1815347.834888 nChanged 9 SP:Iteration 77Q (2824.644479 sec): 3 clusters Score: Raw -1818449.028750 + Penalty 3098.414351 = -1815350.614399 nChanged 6 SP:Iteration 78Q (2824.699527 sec): 3 clusters Score: Raw -1818451.033543 + Penalty 3098.414351 = -1815352.619191 nChanged 4 SP:Iteration 79Q (2824.777459 sec): 3 clusters Score: Raw -1818452.062610 + Penalty 3098.414351 = -1815353.648258 nChanged 4 SP:Iteration 80F (2824.849057 sec): 3 clusters Score: Raw -1818453.706344 + Penalty 3098.414351 = -1815355.291993 nChanged 3 SP:Iteration 81Q (2824.906177 sec): 3 clusters Score: Raw -1818455.756207 + Penalty 3098.414351 = -1815357.341856 nChanged 6 SP:Iteration 82Q (2824.973570 sec): 3 clusters Score: Raw -1818458.085004 + Penalty 3098.414351 = -1815359.670652 nChanged 4 SP:Iteration 83Q (2825.051488 sec): 3 clusters Score: Raw -1818460.732629 + Penalty 3098.414351 = -1815362.318277 nChanged 7 SP:Iteration 84Q (2825.119009 sec): 3 clusters Score: Raw -1818463.308585 + Penalty 3098.414351 = -1815364.894233 nChanged 6 SP:Iteration 85Q (2825.176138 sec): 3 clusters Score: Raw -1818465.024646 + Penalty 3098.414351 = -1815366.610295 nChanged 3 SP:Iteration 86Q (2825.234069 sec): 3 clusters Score: Raw -1818466.251017 + Penalty 3098.414351 = -1815367.836666 nChanged 4 SP:Iteration 87Q (2825.300646 sec): 3 clusters Score: Raw -1818469.054338 + Penalty 3098.414351 = -1815370.639986 nChanged 5 SP:Iteration 88Q (2825.367469 sec): 3 clusters Score: Raw -1818470.878706 + Penalty 3098.414351 = -1815372.464354 nChanged 3 SP:Iteration 89Q (2825.436380 sec): 3 clusters Score: Raw -1818472.285317 + Penalty 3098.414351 = -1815373.870966 nChanged 2 SP:Iteration 90Q (2825.502755 sec): 3 clusters Score: Raw -1818473.276006 + Penalty 3098.414351 = -1815374.861655 nChanged 3 SP:Iteration 91Q (2825.558579 sec): 3 clusters Score: Raw -1818474.379494 + Penalty 3098.414351 = -1815375.965142 nChanged 1 SP:Iteration 92Q (2825.624410 sec): 3 clusters Score: Raw -1818475.456668 + Penalty 3098.414351 = -1815377.042317 nChanged 2 SP:Iteration 93Q (2825.691650 sec): 3 clusters Score: Raw -1818475.955148 + Penalty 3098.414351 = -1815377.540796 nChanged 2 SP:Iteration 94Q (2825.768832 sec): 3 clusters Score: Raw -1818476.494202 + Penalty 3098.414351 = -1815378.079851 nChanged 2 SP:Iteration 95Q (2825.836369 sec): 3 clusters Score: Raw -1818477.485937 + Penalty 3098.414351 = -1815379.071586 nChanged 1 SP:Iteration 96Q (2825.896578 sec): 3 clusters Score: Raw -1818477.661873 + Penalty 3098.414351 = -1815379.247522 nChanged 0 SP:Iteration 97F (2825.969989 sec): 3 clusters Score: Raw -1818477.661873 + Penalty 3098.414351 = -1815379.247522 nChanged 0 Trying to split cluster 12 (70778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2826.084851 sec): 2 clusters Score: Raw -9528273.236167 + Penalty 1814.686818 = -9526458.549349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2826.236479 sec): 3 clusters Score: Raw -9482668.072631 + Penalty 3629.373637 = -9479038.698994 nChanged 33525 SP:Iteration 1F (2826.408449 sec): 3 clusters Score: Raw -9502183.419047 + Penalty 3629.373637 = -9498554.045410 nChanged 3127 SP:Iteration 2Q (2826.577687 sec): 3 clusters Score: Raw -9503321.570580 + Penalty 3629.373637 = -9499692.196943 nChanged 3544 SP:Iteration 3F (2826.751797 sec): 3 clusters Score: Raw -9505003.514133 + Penalty 3629.373637 = -9501374.140496 nChanged 4256 SP:Iteration 4F (2826.916406 sec): 3 clusters Score: Raw -9507774.112575 + Penalty 3629.373637 = -9504144.738938 nChanged 5082 SP:Iteration 5F (2827.074274 sec): 3 clusters Score: Raw -9511959.754391 + Penalty 3629.373637 = -9508330.380755 nChanged 5251 SP:Iteration 6F (2827.248163 sec): 3 clusters Score: Raw -9517002.308107 + Penalty 3629.373637 = -9513372.934471 nChanged 4325 SP:Iteration 7F (2827.409036 sec): 3 clusters Score: Raw -9521343.763713 + Penalty 3629.373637 = -9517714.390076 nChanged 3001 SP:Iteration 8Q (2827.575169 sec): 3 clusters Score: Raw -9523943.048933 + Penalty 3629.373637 = -9520313.675296 nChanged 1986 SP:Iteration 9Q (2827.740887 sec): 3 clusters Score: Raw -9525381.144922 + Penalty 3629.373637 = -9521751.771286 nChanged 1368 SP:Iteration 10Q (2827.892737 sec): 3 clusters Score: Raw -9526229.474609 + Penalty 3629.373637 = -9522600.100972 nChanged 984 SP:Iteration 11Q (2828.038819 sec): 3 clusters Score: Raw -9526791.049810 + Penalty 3629.373637 = -9523161.676174 nChanged 784 SP:Iteration 12Q (2828.192300 sec): 3 clusters Score: Raw -9527214.832942 + Penalty 3629.373637 = -9523585.459306 nChanged 663 SP:Iteration 13Q (2828.332448 sec): 3 clusters Score: Raw -9527559.035234 + Penalty 3629.373637 = -9523929.661598 nChanged 551 SP:Iteration 14Q (2828.491005 sec): 3 clusters Score: Raw -9527824.777066 + Penalty 3629.373637 = -9524195.403430 nChanged 436 SP:Iteration 15Q (2828.637364 sec): 3 clusters Score: Raw -9528029.243613 + Penalty 3629.373637 = -9524399.869977 nChanged 353 SP:Iteration 16Q (2828.788286 sec): 3 clusters Score: Raw -9528175.707990 + Penalty 3629.373637 = -9524546.334353 nChanged 263 SP:Iteration 17Q (2828.922420 sec): 3 clusters Score: Raw -9528289.318243 + Penalty 3629.373637 = -9524659.944606 nChanged 239 SP:Iteration 18Q (2829.067247 sec): 3 clusters Score: Raw -9528396.449937 + Penalty 3629.373637 = -9524767.076300 nChanged 187 SP:Iteration 19Q (2829.207302 sec): 3 clusters Score: Raw -9528471.686707 + Penalty 3629.373637 = -9524842.313070 nChanged 165 SP:Iteration 20F (2829.372510 sec): 3 clusters Score: Raw -9528527.210701 + Penalty 3629.373637 = -9524897.837064 nChanged 117 SP:Iteration 21Q (2829.496624 sec): 3 clusters Score: Raw -9528565.629333 + Penalty 3629.373637 = -9524936.255697 nChanged 95 SP:Iteration 22Q (2829.643884 sec): 3 clusters Score: Raw -9528596.554704 + Penalty 3629.373637 = -9524967.181068 nChanged 79 SP:Iteration 23Q (2829.782579 sec): 3 clusters Score: Raw -9528623.235366 + Penalty 3629.373637 = -9524993.861730 nChanged 74 SP:Iteration 24Q (2829.922415 sec): 3 clusters Score: Raw -9528645.819070 + Penalty 3629.373637 = -9525016.445433 nChanged 54 SP:Iteration 25Q (2830.046068 sec): 3 clusters Score: Raw -9528660.740897 + Penalty 3629.373637 = -9525031.367260 nChanged 43 SP:Iteration 26Q (2830.198699 sec): 3 clusters Score: Raw -9528672.710377 + Penalty 3629.373637 = -9525043.336741 nChanged 33 SP:Iteration 27Q (2830.337445 sec): 3 clusters Score: Raw -9528680.832511 + Penalty 3629.373637 = -9525051.458874 nChanged 21 SP:Iteration 28Q (2830.472491 sec): 3 clusters Score: Raw -9528685.510836 + Penalty 3629.373637 = -9525056.137199 nChanged 19 SP:Iteration 29Q (2830.611647 sec): 3 clusters Score: Raw -9528691.297897 + Penalty 3629.373637 = -9525061.924260 nChanged 22 SP:Iteration 30Q (2830.745563 sec): 3 clusters Score: Raw -9528697.357612 + Penalty 3629.373637 = -9525067.983976 nChanged 21 SP:Iteration 31Q (2830.888476 sec): 3 clusters Score: Raw -9528703.330089 + Penalty 3629.373637 = -9525073.956453 nChanged 31 SP:Iteration 32Q (2831.018847 sec): 3 clusters Score: Raw -9528712.314727 + Penalty 3629.373637 = -9525082.941090 nChanged 25 SP:Iteration 33Q (2831.160887 sec): 3 clusters Score: Raw -9528718.633386 + Penalty 3629.373637 = -9525089.259749 nChanged 21 SP:Iteration 34Q (2831.301543 sec): 3 clusters Score: Raw -9528723.651052 + Penalty 3629.373637 = -9525094.277415 nChanged 14 SP:Iteration 35Q (2831.436623 sec): 3 clusters Score: Raw -9528726.854981 + Penalty 3629.373637 = -9525097.481345 nChanged 16 SP:Iteration 36Q (2831.584312 sec): 3 clusters Score: Raw -9528730.583731 + Penalty 3629.373637 = -9525101.210094 nChanged 11 SP:Iteration 37Q (2831.722512 sec): 3 clusters Score: Raw -9528732.911307 + Penalty 3629.373637 = -9525103.537670 nChanged 13 SP:Iteration 38Q (2831.865662 sec): 3 clusters Score: Raw -9528735.959667 + Penalty 3629.373637 = -9525106.586031 nChanged 15 SP:Iteration 39Q (2832.001354 sec): 3 clusters Score: Raw -9528739.253069 + Penalty 3629.373637 = -9525109.879433 nChanged 15 SP:Iteration 40F (2832.180173 sec): 3 clusters Score: Raw -9528742.878019 + Penalty 3629.373637 = -9525113.504382 nChanged 10 SP:Iteration 41Q (2832.322122 sec): 3 clusters Score: Raw -9528744.685637 + Penalty 3629.373637 = -9525115.312000 nChanged 8 SP:Iteration 42Q (2832.468000 sec): 3 clusters Score: Raw -9528746.329315 + Penalty 3629.373637 = -9525116.955679 nChanged 6 SP:Iteration 43Q (2832.611628 sec): 3 clusters Score: Raw -9528747.513852 + Penalty 3629.373637 = -9525118.140215 nChanged 7 SP:Iteration 44Q (2832.755314 sec): 3 clusters Score: Raw -9528748.727718 + Penalty 3629.373637 = -9525119.354082 nChanged 7 SP:Iteration 45Q (2832.899209 sec): 3 clusters Score: Raw -9528750.939135 + Penalty 3629.373637 = -9525121.565499 nChanged 14 SP:Iteration 46Q (2833.043022 sec): 3 clusters Score: Raw -9528754.592509 + Penalty 3629.373637 = -9525125.218872 nChanged 10 SP:Iteration 47Q (2833.174135 sec): 3 clusters Score: Raw -9528756.524391 + Penalty 3629.373637 = -9525127.150754 nChanged 9 SP:Iteration 48Q (2833.324216 sec): 3 clusters Score: Raw -9528758.390188 + Penalty 3629.373637 = -9525129.016552 nChanged 7 SP:Iteration 49Q (2833.464626 sec): 3 clusters Score: Raw -9528759.851782 + Penalty 3629.373637 = -9525130.478146 nChanged 4 SP:Iteration 50Q (2833.599596 sec): 3 clusters Score: Raw -9528760.791859 + Penalty 3629.373637 = -9525131.418222 nChanged 6 SP:Iteration 51Q (2833.744960 sec): 3 clusters Score: Raw -9528762.140538 + Penalty 3629.373637 = -9525132.766902 nChanged 10 SP:Iteration 52Q (2833.874799 sec): 3 clusters Score: Raw -9528765.342659 + Penalty 3629.373637 = -9525135.969023 nChanged 12 SP:Iteration 53Q (2834.013928 sec): 3 clusters Score: Raw -9528768.753615 + Penalty 3629.373637 = -9525139.379979 nChanged 6 SP:Iteration 54Q (2834.155572 sec): 3 clusters Score: Raw -9528770.321378 + Penalty 3629.373637 = -9525140.947742 nChanged 4 SP:Iteration 55Q (2834.292721 sec): 3 clusters Score: Raw -9528771.082152 + Penalty 3629.373637 = -9525141.708515 nChanged 3 SP:Iteration 56Q (2834.435147 sec): 3 clusters Score: Raw -9528772.018904 + Penalty 3629.373637 = -9525142.645268 nChanged 5 SP:Iteration 57Q (2834.577746 sec): 3 clusters Score: Raw -9528773.565906 + Penalty 3629.373637 = -9525144.192269 nChanged 4 SP:Iteration 58Q (2834.720285 sec): 3 clusters Score: Raw -9528774.609067 + Penalty 3629.373637 = -9525145.235430 nChanged 3 SP:Iteration 59Q (2834.847957 sec): 3 clusters Score: Raw -9528775.754819 + Penalty 3629.373637 = -9525146.381183 nChanged 4 SP:Iteration 60F (2834.989774 sec): 3 clusters Score: Raw -9528776.941903 + Penalty 3629.373637 = -9525147.568266 nChanged 6 SP:Iteration 61Q (2835.096948 sec): 3 clusters Score: Raw -9528778.414366 + Penalty 3629.373637 = -9525149.040729 nChanged 5 SP:Iteration 62Q (2835.216150 sec): 3 clusters Score: Raw -9528779.656131 + Penalty 3629.373637 = -9525150.282495 nChanged 2 SP:Iteration 63Q (2835.323091 sec): 3 clusters Score: Raw -9528780.093318 + Penalty 3629.373637 = -9525150.719681 nChanged 0 SP:Iteration 64F (2835.452555 sec): 3 clusters Score: Raw -9528780.093318 + Penalty 3629.373637 = -9525150.719681 nChanged 0 Trying to split cluster 13 (18609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2835.484350 sec): 2 clusters Score: Raw -2474322.913467 + Penalty 1597.602600 = -2472725.310867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2835.567215 sec): 3 clusters Score: Raw -2463089.956022 + Penalty 3195.205199 = -2459894.750823 nChanged 8428 SP:Iteration 1F (2835.646824 sec): 3 clusters Score: Raw -2468067.838510 + Penalty 3195.205199 = -2464872.633310 nChanged 1348 SP:Iteration 2F (2835.724297 sec): 3 clusters Score: Raw -2468945.340967 + Penalty 3195.205199 = -2465750.135767 nChanged 1440 SP:Iteration 3F (2835.817115 sec): 3 clusters Score: Raw -2470093.044986 + Penalty 3195.205199 = -2466897.839786 nChanged 1505 SP:Iteration 4F (2835.883120 sec): 3 clusters Score: Raw -2471391.056899 + Penalty 3195.205199 = -2468195.851700 nChanged 1448 SP:Iteration 5F (2835.973052 sec): 3 clusters Score: Raw -2472598.733328 + Penalty 3195.205199 = -2469403.528129 nChanged 1202 SP:Iteration 6F (2836.039308 sec): 3 clusters Score: Raw -2473461.236486 + Penalty 3195.205199 = -2470266.031286 nChanged 799 SP:Iteration 7Q (2836.117870 sec): 3 clusters Score: Raw -2473958.251319 + Penalty 3195.205199 = -2470763.046120 nChanged 541 SP:Iteration 8Q (2836.209129 sec): 3 clusters Score: Raw -2474263.856102 + Penalty 3195.205199 = -2471068.650903 nChanged 388 SP:Iteration 9Q (2836.278758 sec): 3 clusters Score: Raw -2474480.505182 + Penalty 3195.205199 = -2471285.299983 nChanged 287 SP:Iteration 10Q (2836.359664 sec): 3 clusters Score: Raw -2474620.325567 + Penalty 3195.205199 = -2471425.120367 nChanged 210 SP:Iteration 11Q (2836.446543 sec): 3 clusters Score: Raw -2474725.048124 + Penalty 3195.205199 = -2471529.842925 nChanged 216 SP:Iteration 12Q (2836.528562 sec): 3 clusters Score: Raw -2474833.657231 + Penalty 3195.205199 = -2471638.452032 nChanged 206 SP:Iteration 13Q (2836.608446 sec): 3 clusters Score: Raw -2474943.393399 + Penalty 3195.205199 = -2471748.188199 nChanged 181 SP:Iteration 14Q (2836.679859 sec): 3 clusters Score: Raw -2475044.170590 + Penalty 3195.205199 = -2471848.965391 nChanged 165 SP:Iteration 15Q (2836.765243 sec): 3 clusters Score: Raw -2475155.836826 + Penalty 3195.205199 = -2471960.631626 nChanged 157 SP:Iteration 16Q (2836.841648 sec): 3 clusters Score: Raw -2475265.180383 + Penalty 3195.205199 = -2472069.975184 nChanged 146 SP:Iteration 17Q (2836.908036 sec): 3 clusters Score: Raw -2475351.169451 + Penalty 3195.205199 = -2472155.964252 nChanged 129 SP:Iteration 18Q (2836.995354 sec): 3 clusters Score: Raw -2475421.112994 + Penalty 3195.205199 = -2472225.907795 nChanged 100 SP:Iteration 19Q (2837.062525 sec): 3 clusters Score: Raw -2475455.068739 + Penalty 3195.205199 = -2472259.863540 nChanged 79 SP:Iteration 20F (2837.105253 sec): 3 clusters Score: Raw -2475474.634191 + Penalty 3195.205199 = -2472279.428992 nChanged 56 SP:Iteration 21Q (2837.159131 sec): 3 clusters Score: Raw -2475485.244643 + Penalty 3195.205199 = -2472290.039444 nChanged 45 SP:Iteration 22Q (2837.213887 sec): 3 clusters Score: Raw -2475493.598928 + Penalty 3195.205199 = -2472298.393728 nChanged 34 SP:Iteration 23Q (2837.249713 sec): 3 clusters Score: Raw -2475499.263771 + Penalty 3195.205199 = -2472304.058572 nChanged 25 SP:Iteration 24Q (2837.289448 sec): 3 clusters Score: Raw -2475503.090717 + Penalty 3195.205199 = -2472307.885517 nChanged 27 SP:Iteration 25Q (2837.343350 sec): 3 clusters Score: Raw -2475507.988869 + Penalty 3195.205199 = -2472312.783670 nChanged 30 SP:Iteration 26Q (2837.397802 sec): 3 clusters Score: Raw -2475512.213214 + Penalty 3195.205199 = -2472317.008015 nChanged 24 SP:Iteration 27Q (2837.433697 sec): 3 clusters Score: Raw -2475514.521271 + Penalty 3195.205199 = -2472319.316072 nChanged 17 SP:Iteration 28Q (2837.473035 sec): 3 clusters Score: Raw -2475516.110024 + Penalty 3195.205199 = -2472320.904825 nChanged 15 SP:Iteration 29Q (2837.512390 sec): 3 clusters Score: Raw -2475517.693316 + Penalty 3195.205199 = -2472322.488117 nChanged 13 SP:Iteration 30Q (2837.551615 sec): 3 clusters Score: Raw -2475519.525544 + Penalty 3195.205199 = -2472324.320345 nChanged 17 SP:Iteration 31Q (2837.590664 sec): 3 clusters Score: Raw -2475521.806790 + Penalty 3195.205199 = -2472326.601591 nChanged 20 SP:Iteration 32Q (2837.629757 sec): 3 clusters Score: Raw -2475525.266916 + Penalty 3195.205199 = -2472330.061716 nChanged 21 SP:Iteration 33Q (2837.715568 sec): 3 clusters Score: Raw -2475528.989572 + Penalty 3195.205199 = -2472333.784373 nChanged 26 SP:Iteration 34Q (2837.781536 sec): 3 clusters Score: Raw -2475532.425127 + Penalty 3195.205199 = -2472337.219928 nChanged 14 SP:Iteration 35Q (2837.854978 sec): 3 clusters Score: Raw -2475534.238995 + Penalty 3195.205199 = -2472339.033796 nChanged 14 SP:Iteration 36Q (2837.928827 sec): 3 clusters Score: Raw -2475535.977045 + Penalty 3195.205199 = -2472340.771846 nChanged 14 SP:Iteration 37Q (2837.989787 sec): 3 clusters Score: Raw -2475537.675169 + Penalty 3195.205199 = -2472342.469970 nChanged 15 SP:Iteration 38Q (2838.060418 sec): 3 clusters Score: Raw -2475539.386853 + Penalty 3195.205199 = -2472344.181654 nChanged 16 SP:Iteration 39Q (2838.131605 sec): 3 clusters Score: Raw -2475541.768259 + Penalty 3195.205199 = -2472346.563060 nChanged 9 SP:Iteration 40F (2838.206982 sec): 3 clusters Score: Raw -2475542.603481 + Penalty 3195.205199 = -2472347.398282 nChanged 9 SP:Iteration 41Q (2838.286490 sec): 3 clusters Score: Raw -2475543.678630 + Penalty 3195.205199 = -2472348.473430 nChanged 6 SP:Iteration 42Q (2838.360209 sec): 3 clusters Score: Raw -2475544.448132 + Penalty 3195.205199 = -2472349.242933 nChanged 5 SP:Iteration 43Q (2838.430194 sec): 3 clusters Score: Raw -2475545.008559 + Penalty 3195.205199 = -2472349.803360 nChanged 6 SP:Iteration 44Q (2838.515484 sec): 3 clusters Score: Raw -2475545.619078 + Penalty 3195.205199 = -2472350.413878 nChanged 5 SP:Iteration 45Q (2838.590651 sec): 3 clusters Score: Raw -2475546.166174 + Penalty 3195.205199 = -2472350.960975 nChanged 4 SP:Iteration 46Q (2838.667549 sec): 3 clusters Score: Raw -2475546.390504 + Penalty 3195.205199 = -2472351.185305 nChanged 0 SP:Iteration 47F (2838.750177 sec): 3 clusters Score: Raw -2475546.390504 + Penalty 3195.205199 = -2472351.185305 nChanged 0 Trying to split cluster 14 (3863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2838.781859 sec): 2 clusters Score: Raw -527368.889344 + Penalty 1342.119896 = -526026.769448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2838.833939 sec): 3 clusters Score: Raw -525442.571649 + Penalty 2684.239793 = -522758.331856 nChanged 1484 SP:Iteration 1F (2838.880166 sec): 3 clusters Score: Raw -526240.897044 + Penalty 2684.239793 = -523556.657251 nChanged 272 SP:Iteration 2F (2838.936633 sec): 3 clusters Score: Raw -526409.332331 + Penalty 2684.239793 = -523725.092538 nChanged 217 SP:Iteration 3F (2838.994905 sec): 3 clusters Score: Raw -526541.471373 + Penalty 2684.239793 = -523857.231580 nChanged 180 SP:Iteration 4Q (2839.054678 sec): 3 clusters Score: Raw -526644.033448 + Penalty 2684.239793 = -523959.793655 nChanged 155 SP:Iteration 5Q (2839.109520 sec): 3 clusters Score: Raw -526730.886123 + Penalty 2684.239793 = -524046.646330 nChanged 130 SP:Iteration 6Q (2839.162670 sec): 3 clusters Score: Raw -526794.681655 + Penalty 2684.239793 = -524110.441862 nChanged 121 SP:Iteration 7Q (2839.223368 sec): 3 clusters Score: Raw -526852.239564 + Penalty 2684.239793 = -524167.999771 nChanged 104 SP:Iteration 8Q (2839.270997 sec): 3 clusters Score: Raw -526902.060392 + Penalty 2684.239793 = -524217.820600 nChanged 87 SP:Iteration 9Q (2839.323828 sec): 3 clusters Score: Raw -526939.160191 + Penalty 2684.239793 = -524254.920399 nChanged 79 SP:Iteration 10Q (2839.384211 sec): 3 clusters Score: Raw -526973.699309 + Penalty 2684.239793 = -524289.459516 nChanged 67 SP:Iteration 11Q (2839.429115 sec): 3 clusters Score: Raw -527004.706117 + Penalty 2684.239793 = -524320.466324 nChanged 81 SP:Iteration 12Q (2839.489867 sec): 3 clusters Score: Raw -527049.776099 + Penalty 2684.239793 = -524365.536306 nChanged 77 SP:Iteration 13Q (2839.540937 sec): 3 clusters Score: Raw -527095.552419 + Penalty 2684.239793 = -524411.312626 nChanged 68 SP:Iteration 14Q (2839.597031 sec): 3 clusters Score: Raw -527128.351309 + Penalty 2684.239793 = -524444.111516 nChanged 63 SP:Iteration 15Q (2839.641002 sec): 3 clusters Score: Raw -527161.030176 + Penalty 2684.239793 = -524476.790383 nChanged 69 SP:Iteration 16Q (2839.657816 sec): 3 clusters Score: Raw -527201.098904 + Penalty 2684.239793 = -524516.859111 nChanged 58 SP:Iteration 17Q (2839.675047 sec): 3 clusters Score: Raw -527232.144675 + Penalty 2684.239793 = -524547.904883 nChanged 54 SP:Iteration 18Q (2839.693172 sec): 3 clusters Score: Raw -527256.786944 + Penalty 2684.239793 = -524572.547151 nChanged 44 SP:Iteration 19Q (2839.754608 sec): 3 clusters Score: Raw -527282.853020 + Penalty 2684.239793 = -524598.613227 nChanged 58 SP:Iteration 20F (2839.800218 sec): 3 clusters Score: Raw -527321.498771 + Penalty 2684.239793 = -524637.258978 nChanged 60 SP:Iteration 21Q (2839.861244 sec): 3 clusters Score: Raw -527360.114301 + Penalty 2684.239793 = -524675.874509 nChanged 55 SP:Iteration 22Q (2839.917627 sec): 3 clusters Score: Raw -527394.228643 + Penalty 2684.239793 = -524709.988850 nChanged 44 SP:Iteration 23Q (2839.968635 sec): 3 clusters Score: Raw -527421.271203 + Penalty 2684.239793 = -524737.031410 nChanged 41 SP:Iteration 24Q (2840.014743 sec): 3 clusters Score: Raw -527442.494780 + Penalty 2684.239793 = -524758.254987 nChanged 28 SP:Iteration 25Q (2840.065180 sec): 3 clusters Score: Raw -527454.745498 + Penalty 2684.239793 = -524770.505705 nChanged 23 SP:Iteration 26Q (2840.127496 sec): 3 clusters Score: Raw -527463.722873 + Penalty 2684.239793 = -524779.483080 nChanged 18 SP:Iteration 27Q (2840.176630 sec): 3 clusters Score: Raw -527471.370397 + Penalty 2684.239793 = -524787.130605 nChanged 12 SP:Iteration 28Q (2840.238660 sec): 3 clusters Score: Raw -527476.389047 + Penalty 2684.239793 = -524792.149254 nChanged 17 SP:Iteration 29Q (2840.293775 sec): 3 clusters Score: Raw -527482.864485 + Penalty 2684.239793 = -524798.624692 nChanged 18 SP:Iteration 30Q (2840.337181 sec): 3 clusters Score: Raw -527490.883106 + Penalty 2684.239793 = -524806.643313 nChanged 9 SP:Iteration 31Q (2840.403531 sec): 3 clusters Score: Raw -527494.546159 + Penalty 2684.239793 = -524810.306366 nChanged 11 SP:Iteration 32Q (2840.458771 sec): 3 clusters Score: Raw -527499.699404 + Penalty 2684.239793 = -524815.459611 nChanged 11 SP:Iteration 33Q (2840.513900 sec): 3 clusters Score: Raw -527504.636614 + Penalty 2684.239793 = -524820.396821 nChanged 8 SP:Iteration 34Q (2840.569094 sec): 3 clusters Score: Raw -527511.195829 + Penalty 2684.239793 = -524826.956036 nChanged 13 SP:Iteration 35Q (2840.611913 sec): 3 clusters Score: Raw -527517.801658 + Penalty 2684.239793 = -524833.561865 nChanged 15 SP:Iteration 36Q (2840.666289 sec): 3 clusters Score: Raw -527522.773089 + Penalty 2684.239793 = -524838.533296 nChanged 10 SP:Iteration 37Q (2840.721771 sec): 3 clusters Score: Raw -527526.328689 + Penalty 2684.239793 = -524842.088897 nChanged 10 SP:Iteration 38Q (2840.777215 sec): 3 clusters Score: Raw -527529.513649 + Penalty 2684.239793 = -524845.273856 nChanged 4 SP:Iteration 39Q (2840.840952 sec): 3 clusters Score: Raw -527531.057099 + Penalty 2684.239793 = -524846.817306 nChanged 3 SP:Iteration 40F (2840.885764 sec): 3 clusters Score: Raw -527531.967012 + Penalty 2684.239793 = -524847.727219 nChanged 2 SP:Iteration 41Q (2840.948098 sec): 3 clusters Score: Raw -527532.308604 + Penalty 2684.239793 = -524848.068811 nChanged 2 SP:Iteration 42Q (2840.987492 sec): 3 clusters Score: Raw -527532.801673 + Penalty 2684.239793 = -524848.561880 nChanged 0 SP:Iteration 43F (2841.048054 sec): 3 clusters Score: Raw -527532.801673 + Penalty 2684.239793 = -524848.561880 nChanged 0 Trying to split cluster 15 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.073124 sec): 2 clusters Score: Raw -56207.817028 + Penalty 1008.240636 = -55199.576391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.126305 sec): 3 clusters Score: Raw -56269.128210 + Penalty 2016.481273 = -54252.646937 nChanged 144 SP:Iteration 1F (2841.170449 sec): 3 clusters Score: Raw -56549.981238 + Penalty 2016.481273 = -54533.499965 nChanged 58 SP:Iteration 2F (2841.225069 sec): 3 clusters Score: Raw -56777.928075 + Penalty 2016.481273 = -54761.446802 nChanged 41 SP:Iteration 3F (2841.263460 sec): 3 clusters Score: Raw -56965.321091 + Penalty 2016.481273 = -54948.839818 nChanged 26 SP:Iteration 4F (2841.323933 sec): 3 clusters Score: Raw -57021.779208 + Penalty 2016.481273 = -55005.297936 nChanged 7 SP:Iteration 5Q (2841.362405 sec): 3 clusters Score: Raw -57036.850725 + Penalty 2016.481273 = -55020.369453 nChanged 1 SP:Iteration 6Q (2841.424469 sec): 3 clusters Score: Raw -57039.491075 + Penalty 2016.481273 = -55023.009802 nChanged 2 SP:Iteration 7Q (2841.462482 sec): 3 clusters Score: Raw -57043.205875 + Penalty 2016.481273 = -55026.724603 nChanged 2 SP:Iteration 8Q (2841.524568 sec): 3 clusters Score: Raw -57045.911726 + Penalty 2016.481273 = -55029.430453 nChanged 1 SP:Iteration 9Q (2841.554608 sec): 3 clusters Score: Raw -57052.716447 + Penalty 2016.481273 = -55036.235174 nChanged 2 SP:Iteration 10Q (2841.604120 sec): 3 clusters Score: Raw -57054.828342 + Penalty 2016.481273 = -55038.347069 nChanged 1 SP:Iteration 11Q (2841.666400 sec): 3 clusters Score: Raw -57057.061988 + Penalty 2016.481273 = -55040.580715 nChanged 0 SP:Iteration 12F (2841.704661 sec): 3 clusters Score: Raw -57057.061988 + Penalty 2016.481273 = -55040.580715 nChanged 0 Trying to split cluster 16 (12299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.748700 sec): 2 clusters Score: Raw -1673145.330458 + Penalty 1530.306901 = -1671615.023557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.828660 sec): 3 clusters Score: Raw -1666076.822902 + Penalty 3060.613802 = -1663016.209100 nChanged 5334 SP:Iteration 1F (2841.887802 sec): 3 clusters Score: Raw -1668960.837726 + Penalty 3060.613802 = -1665900.223924 nChanged 698 SP:Iteration 2F (2841.956463 sec): 3 clusters Score: Raw -1669224.247604 + Penalty 3060.613802 = -1666163.633802 nChanged 547 SP:Iteration 3Q (2841.989139 sec): 3 clusters Score: Raw -1669431.389828 + Penalty 3060.613802 = -1666370.776026 nChanged 494 SP:Iteration 4Q (2842.021889 sec): 3 clusters Score: Raw -1669605.959925 + Penalty 3060.613802 = -1666545.346123 nChanged 467 SP:Iteration 5Q (2842.054620 sec): 3 clusters Score: Raw -1669776.776370 + Penalty 3060.613802 = -1666716.162568 nChanged 449 SP:Iteration 6Q (2842.100674 sec): 3 clusters Score: Raw -1669947.454461 + Penalty 3060.613802 = -1666886.840659 nChanged 396 SP:Iteration 7Q (2842.133088 sec): 3 clusters Score: Raw -1670100.311662 + Penalty 3060.613802 = -1667039.697860 nChanged 408 SP:Iteration 8Q (2842.165857 sec): 3 clusters Score: Raw -1670292.993232 + Penalty 3060.613802 = -1667232.379430 nChanged 466 SP:Iteration 9Q (2842.209110 sec): 3 clusters Score: Raw -1670518.994444 + Penalty 3060.613802 = -1667458.380642 nChanged 485 SP:Iteration 10Q (2842.231223 sec): 3 clusters Score: Raw -1670762.237577 + Penalty 3060.613802 = -1667701.623775 nChanged 480 SP:Iteration 11Q (2842.263880 sec): 3 clusters Score: Raw -1671036.400207 + Penalty 3060.613802 = -1667975.786405 nChanged 513 SP:Iteration 12Q (2842.296530 sec): 3 clusters Score: Raw -1671339.785552 + Penalty 3060.613802 = -1668279.171750 nChanged 490 SP:Iteration 13Q (2842.329129 sec): 3 clusters Score: Raw -1671613.862230 + Penalty 3060.613802 = -1668553.248428 nChanged 497 SP:Iteration 14Q (2842.375062 sec): 3 clusters Score: Raw -1671894.559590 + Penalty 3060.613802 = -1668833.945788 nChanged 457 SP:Iteration 15Q (2842.406889 sec): 3 clusters Score: Raw -1672185.545631 + Penalty 3060.613802 = -1669124.931829 nChanged 459 SP:Iteration 16Q (2842.487713 sec): 3 clusters Score: Raw -1672448.925388 + Penalty 3060.613802 = -1669388.311586 nChanged 431 SP:Iteration 17Q (2842.542722 sec): 3 clusters Score: Raw -1672678.887434 + Penalty 3060.613802 = -1669618.273632 nChanged 355 SP:Iteration 18Q (2842.622109 sec): 3 clusters Score: Raw -1672863.763834 + Penalty 3060.613802 = -1669803.150032 nChanged 293 SP:Iteration 19Q (2842.689541 sec): 3 clusters Score: Raw -1672983.921935 + Penalty 3060.613802 = -1669923.308132 nChanged 224 SP:Iteration 20F (2842.748089 sec): 3 clusters Score: Raw -1673067.357593 + Penalty 3060.613802 = -1670006.743791 nChanged 193 SP:Iteration 21Q (2842.828098 sec): 3 clusters Score: Raw -1673142.103698 + Penalty 3060.613802 = -1670081.489896 nChanged 172 SP:Iteration 22Q (2842.896724 sec): 3 clusters Score: Raw -1673205.055275 + Penalty 3060.613802 = -1670144.441473 nChanged 158 SP:Iteration 23Q (2842.955281 sec): 3 clusters Score: Raw -1673262.596486 + Penalty 3060.613802 = -1670201.982684 nChanged 150 SP:Iteration 24Q (2843.023532 sec): 3 clusters Score: Raw -1673307.992526 + Penalty 3060.613802 = -1670247.378724 nChanged 125 SP:Iteration 25Q (2843.091564 sec): 3 clusters Score: Raw -1673344.764336 + Penalty 3060.613802 = -1670284.150534 nChanged 107 SP:Iteration 26Q (2843.159814 sec): 3 clusters Score: Raw -1673377.496283 + Penalty 3060.613802 = -1670316.882481 nChanged 123 SP:Iteration 27Q (2843.228080 sec): 3 clusters Score: Raw -1673413.643608 + Penalty 3060.613802 = -1670353.029806 nChanged 98 SP:Iteration 28Q (2843.307374 sec): 3 clusters Score: Raw -1673439.283403 + Penalty 3060.613802 = -1670378.669601 nChanged 88 SP:Iteration 29Q (2843.366358 sec): 3 clusters Score: Raw -1673460.406293 + Penalty 3060.613802 = -1670399.792491 nChanged 84 SP:Iteration 30Q (2843.434167 sec): 3 clusters Score: Raw -1673479.029533 + Penalty 3060.613802 = -1670418.415730 nChanged 82 SP:Iteration 31Q (2843.502866 sec): 3 clusters Score: Raw -1673497.240426 + Penalty 3060.613802 = -1670436.626624 nChanged 82 SP:Iteration 32Q (2843.570864 sec): 3 clusters Score: Raw -1673515.259995 + Penalty 3060.613802 = -1670454.646193 nChanged 74 SP:Iteration 33Q (2843.634424 sec): 3 clusters Score: Raw -1673532.625269 + Penalty 3060.613802 = -1670472.011467 nChanged 78 SP:Iteration 34Q (2843.696842 sec): 3 clusters Score: Raw -1673548.360803 + Penalty 3060.613802 = -1670487.747001 nChanged 68 SP:Iteration 35Q (2843.765241 sec): 3 clusters Score: Raw -1673561.510716 + Penalty 3060.613802 = -1670500.896914 nChanged 59 SP:Iteration 36Q (2843.833413 sec): 3 clusters Score: Raw -1673572.778752 + Penalty 3060.613802 = -1670512.164950 nChanged 54 SP:Iteration 37Q (2843.899384 sec): 3 clusters Score: Raw -1673584.997277 + Penalty 3060.613802 = -1670524.383475 nChanged 58 SP:Iteration 38Q (2843.970778 sec): 3 clusters Score: Raw -1673598.161520 + Penalty 3060.613802 = -1670537.547718 nChanged 68 SP:Iteration 39Q (2844.029897 sec): 3 clusters Score: Raw -1673613.856121 + Penalty 3060.613802 = -1670553.242319 nChanged 76 SP:Iteration 40F (2844.108248 sec): 3 clusters Score: Raw -1673632.958162 + Penalty 3060.613802 = -1670572.344360 nChanged 89 SP:Iteration 41Q (2844.166195 sec): 3 clusters Score: Raw -1673654.379696 + Penalty 3060.613802 = -1670593.765894 nChanged 94 SP:Iteration 42Q (2844.234605 sec): 3 clusters Score: Raw -1673680.240230 + Penalty 3060.613802 = -1670619.626428 nChanged 93 SP:Iteration 43Q (2844.313471 sec): 3 clusters Score: Raw -1673703.141192 + Penalty 3060.613802 = -1670642.527390 nChanged 95 SP:Iteration 44Q (2844.371182 sec): 3 clusters Score: Raw -1673728.559905 + Penalty 3060.613802 = -1670667.946103 nChanged 81 SP:Iteration 45Q (2844.439816 sec): 3 clusters Score: Raw -1673749.855016 + Penalty 3060.613802 = -1670689.241214 nChanged 88 SP:Iteration 46Q (2844.519050 sec): 3 clusters Score: Raw -1673774.503606 + Penalty 3060.613802 = -1670713.889804 nChanged 91 SP:Iteration 47Q (2844.575984 sec): 3 clusters Score: Raw -1673801.493610 + Penalty 3060.613802 = -1670740.879808 nChanged 96 SP:Iteration 48Q (2844.654378 sec): 3 clusters Score: Raw -1673831.541524 + Penalty 3060.613802 = -1670770.927722 nChanged 103 SP:Iteration 49Q (2844.711945 sec): 3 clusters Score: Raw -1673861.771262 + Penalty 3060.613802 = -1670801.157460 nChanged 100 SP:Iteration 50Q (2844.782023 sec): 3 clusters Score: Raw -1673896.838392 + Penalty 3060.613802 = -1670836.224590 nChanged 107 SP:Iteration 51Q (2844.810431 sec): 3 clusters Score: Raw -1673936.700935 + Penalty 3060.613802 = -1670876.087133 nChanged 116 SP:Iteration 52Q (2844.841127 sec): 3 clusters Score: Raw -1673974.810187 + Penalty 3060.613802 = -1670914.196385 nChanged 99 SP:Iteration 53Q (2844.871574 sec): 3 clusters Score: Raw -1674006.427748 + Penalty 3060.613802 = -1670945.813946 nChanged 93 SP:Iteration 54Q (2844.915720 sec): 3 clusters Score: Raw -1674040.346325 + Penalty 3060.613802 = -1670979.732523 nChanged 96 SP:Iteration 55Q (2844.945565 sec): 3 clusters Score: Raw -1674071.938412 + Penalty 3060.613802 = -1671011.324610 nChanged 82 SP:Iteration 56Q (2844.975937 sec): 3 clusters Score: Raw -1674102.942337 + Penalty 3060.613802 = -1671042.328535 nChanged 91 SP:Iteration 57Q (2845.006195 sec): 3 clusters Score: Raw -1674147.946505 + Penalty 3060.613802 = -1671087.332703 nChanged 100 SP:Iteration 58Q (2845.036491 sec): 3 clusters Score: Raw -1674200.579080 + Penalty 3060.613802 = -1671139.965278 nChanged 101 SP:Iteration 59Q (2845.080591 sec): 3 clusters Score: Raw -1674249.091379 + Penalty 3060.613802 = -1671188.477577 nChanged 96 SP:Iteration 60F (2845.112236 sec): 3 clusters Score: Raw -1674289.387627 + Penalty 3060.613802 = -1671228.773825 nChanged 89 SP:Iteration 61Q (2845.142588 sec): 3 clusters Score: Raw -1674324.870956 + Penalty 3060.613802 = -1671264.257154 nChanged 82 SP:Iteration 62Q (2845.172735 sec): 3 clusters Score: Raw -1674351.949534 + Penalty 3060.613802 = -1671291.335732 nChanged 71 SP:Iteration 63Q (2845.202919 sec): 3 clusters Score: Raw -1674378.933623 + Penalty 3060.613802 = -1671318.319821 nChanged 67 SP:Iteration 64Q (2845.281171 sec): 3 clusters Score: Raw -1674399.545241 + Penalty 3060.613802 = -1671338.931438 nChanged 65 SP:Iteration 65Q (2845.348019 sec): 3 clusters Score: Raw -1674421.169190 + Penalty 3060.613802 = -1671360.555388 nChanged 54 SP:Iteration 66Q (2845.405929 sec): 3 clusters Score: Raw -1674435.454086 + Penalty 3060.613802 = -1671374.840284 nChanged 53 SP:Iteration 67Q (2845.433868 sec): 3 clusters Score: Raw -1674449.150503 + Penalty 3060.613802 = -1671388.536701 nChanged 49 SP:Iteration 68Q (2845.463624 sec): 3 clusters Score: Raw -1674459.702183 + Penalty 3060.613802 = -1671399.088381 nChanged 24 SP:Iteration 69Q (2845.493339 sec): 3 clusters Score: Raw -1674464.007772 + Penalty 3060.613802 = -1671403.393970 nChanged 17 SP:Iteration 70Q (2845.523067 sec): 3 clusters Score: Raw -1674467.843002 + Penalty 3060.613802 = -1671407.229200 nChanged 15 SP:Iteration 71Q (2845.567804 sec): 3 clusters Score: Raw -1674470.536088 + Penalty 3060.613802 = -1671409.922286 nChanged 12 SP:Iteration 72Q (2845.595097 sec): 3 clusters Score: Raw -1674472.950577 + Penalty 3060.613802 = -1671412.336775 nChanged 9 SP:Iteration 73Q (2845.624809 sec): 3 clusters Score: Raw -1674474.873664 + Penalty 3060.613802 = -1671414.259862 nChanged 10 SP:Iteration 74Q (2845.654550 sec): 3 clusters Score: Raw -1674476.693973 + Penalty 3060.613802 = -1671416.080171 nChanged 12 SP:Iteration 75Q (2845.684222 sec): 3 clusters Score: Raw -1674479.252116 + Penalty 3060.613802 = -1671418.638314 nChanged 12 SP:Iteration 76Q (2845.762419 sec): 3 clusters Score: Raw -1674481.352004 + Penalty 3060.613802 = -1671420.738202 nChanged 8 SP:Iteration 77Q (2845.829016 sec): 3 clusters Score: Raw -1674482.831408 + Penalty 3060.613802 = -1671422.217606 nChanged 5 SP:Iteration 78Q (2845.883444 sec): 3 clusters Score: Raw -1674483.304082 + Penalty 3060.613802 = -1671422.690280 nChanged 3 SP:Iteration 79Q (2845.950413 sec): 3 clusters Score: Raw -1674483.574839 + Penalty 3060.613802 = -1671422.961037 nChanged 3 SP:Iteration 80F (2846.009743 sec): 3 clusters Score: Raw -1674483.917407 + Penalty 3060.613802 = -1671423.303605 nChanged 1 SP:Iteration 81Q (2846.083121 sec): 3 clusters Score: Raw -1674483.977477 + Penalty 3060.613802 = -1671423.363675 nChanged 3 SP:Iteration 82Q (2846.146319 sec): 3 clusters Score: Raw -1674484.346424 + Penalty 3060.613802 = -1671423.732622 nChanged 2 SP:Iteration 83Q (2846.203424 sec): 3 clusters Score: Raw -1674484.609566 + Penalty 3060.613802 = -1671423.995764 nChanged 2 SP:Iteration 84Q (2846.281857 sec): 3 clusters Score: Raw -1674484.868914 + Penalty 3060.613802 = -1671424.255111 nChanged 2 SP:Iteration 85Q (2846.345644 sec): 3 clusters Score: Raw -1674485.117670 + Penalty 3060.613802 = -1671424.503868 nChanged 1 SP:Iteration 86Q (2846.408819 sec): 3 clusters Score: Raw -1674485.296014 + Penalty 3060.613802 = -1671424.682212 nChanged 0 SP:Iteration 87F (2846.469988 sec): 3 clusters Score: Raw -1674485.296014 + Penalty 3060.613802 = -1671424.682212 nChanged 0 Trying to split cluster 17 (19730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2846.532091 sec): 2 clusters Score: Raw -2601270.135554 + Penalty 1607.108035 = -2599663.027519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2846.615018 sec): 3 clusters Score: Raw -2589501.472240 + Penalty 3214.216070 = -2586287.256170 nChanged 8792 SP:Iteration 1F (2846.695037 sec): 3 clusters Score: Raw -2594424.980745 + Penalty 3214.216070 = -2591210.764675 nChanged 1052 SP:Iteration 2F (2846.779457 sec): 3 clusters Score: Raw -2594835.413421 + Penalty 3214.216070 = -2591621.197352 nChanged 939 SP:Iteration 3Q (2846.841959 sec): 3 clusters Score: Raw -2595222.103630 + Penalty 3214.216070 = -2592007.887560 nChanged 889 SP:Iteration 4Q (2846.929601 sec): 3 clusters Score: Raw -2595621.387873 + Penalty 3214.216070 = -2592407.171803 nChanged 890 SP:Iteration 5Q (2847.004609 sec): 3 clusters Score: Raw -2596091.880922 + Penalty 3214.216070 = -2592877.664852 nChanged 905 SP:Iteration 6Q (2847.088630 sec): 3 clusters Score: Raw -2596649.217071 + Penalty 3214.216070 = -2593435.001001 nChanged 959 SP:Iteration 7Q (2847.181688 sec): 3 clusters Score: Raw -2597292.450301 + Penalty 3214.216070 = -2594078.234232 nChanged 999 SP:Iteration 8F (2847.262474 sec): 3 clusters Score: Raw -2597960.522042 + Penalty 3214.216070 = -2594746.305972 nChanged 957 SP:Iteration 9Q (2847.339991 sec): 3 clusters Score: Raw -2598584.236762 + Penalty 3214.216070 = -2595370.020692 nChanged 886 SP:Iteration 10Q (2847.422202 sec): 3 clusters Score: Raw -2599054.170795 + Penalty 3214.216070 = -2595839.954726 nChanged 667 SP:Iteration 11Q (2847.495759 sec): 3 clusters Score: Raw -2599313.809587 + Penalty 3214.216070 = -2596099.593517 nChanged 463 SP:Iteration 12Q (2847.575820 sec): 3 clusters Score: Raw -2599455.991988 + Penalty 3214.216070 = -2596241.775919 nChanged 341 SP:Iteration 13Q (2847.654433 sec): 3 clusters Score: Raw -2599536.346222 + Penalty 3214.216070 = -2596322.130152 nChanged 243 SP:Iteration 14Q (2847.733157 sec): 3 clusters Score: Raw -2599583.638591 + Penalty 3214.216070 = -2596369.422521 nChanged 179 SP:Iteration 15Q (2847.811630 sec): 3 clusters Score: Raw -2599617.050533 + Penalty 3214.216070 = -2596402.834464 nChanged 162 SP:Iteration 16Q (2847.891113 sec): 3 clusters Score: Raw -2599645.340574 + Penalty 3214.216070 = -2596431.124505 nChanged 140 SP:Iteration 17Q (2847.968574 sec): 3 clusters Score: Raw -2599669.315872 + Penalty 3214.216070 = -2596455.099803 nChanged 133 SP:Iteration 18Q (2848.026517 sec): 3 clusters Score: Raw -2599690.103371 + Penalty 3214.216070 = -2596475.887301 nChanged 111 SP:Iteration 19Q (2848.104907 sec): 3 clusters Score: Raw -2599706.126972 + Penalty 3214.216070 = -2596491.910902 nChanged 99 SP:Iteration 20F (2848.183802 sec): 3 clusters Score: Raw -2599720.809481 + Penalty 3214.216070 = -2596506.593411 nChanged 104 SP:Iteration 21Q (2848.262957 sec): 3 clusters Score: Raw -2599734.728901 + Penalty 3214.216070 = -2596520.512832 nChanged 90 SP:Iteration 22Q (2848.341101 sec): 3 clusters Score: Raw -2599746.914603 + Penalty 3214.216070 = -2596532.698534 nChanged 84 SP:Iteration 23Q (2848.417040 sec): 3 clusters Score: Raw -2599758.027147 + Penalty 3214.216070 = -2596543.811077 nChanged 77 SP:Iteration 24Q (2848.495722 sec): 3 clusters Score: Raw -2599767.223706 + Penalty 3214.216070 = -2596553.007636 nChanged 60 SP:Iteration 25Q (2848.571044 sec): 3 clusters Score: Raw -2599773.432156 + Penalty 3214.216070 = -2596559.216086 nChanged 58 SP:Iteration 26Q (2848.656186 sec): 3 clusters Score: Raw -2599779.154339 + Penalty 3214.216070 = -2596564.938270 nChanged 60 SP:Iteration 27Q (2848.726307 sec): 3 clusters Score: Raw -2599785.072021 + Penalty 3214.216070 = -2596570.855951 nChanged 51 SP:Iteration 28Q (2848.805139 sec): 3 clusters Score: Raw -2599790.401234 + Penalty 3214.216070 = -2596576.185164 nChanged 40 SP:Iteration 29Q (2848.882904 sec): 3 clusters Score: Raw -2599794.283438 + Penalty 3214.216070 = -2596580.067368 nChanged 49 SP:Iteration 30Q (2848.956181 sec): 3 clusters Score: Raw -2599799.359554 + Penalty 3214.216070 = -2596585.143485 nChanged 56 SP:Iteration 31Q (2849.024758 sec): 3 clusters Score: Raw -2599804.790070 + Penalty 3214.216070 = -2596590.574001 nChanged 52 SP:Iteration 32Q (2849.103568 sec): 3 clusters Score: Raw -2599809.111061 + Penalty 3214.216070 = -2596594.894991 nChanged 42 SP:Iteration 33Q (2849.182026 sec): 3 clusters Score: Raw -2599812.552863 + Penalty 3214.216070 = -2596598.336793 nChanged 36 SP:Iteration 34Q (2849.250474 sec): 3 clusters Score: Raw -2599816.033801 + Penalty 3214.216070 = -2596601.817731 nChanged 49 SP:Iteration 35Q (2849.328216 sec): 3 clusters Score: Raw -2599821.485036 + Penalty 3214.216070 = -2596607.268966 nChanged 48 SP:Iteration 36Q (2849.402613 sec): 3 clusters Score: Raw -2599826.346988 + Penalty 3214.216070 = -2596612.130918 nChanged 43 SP:Iteration 37Q (2849.479085 sec): 3 clusters Score: Raw -2599831.039024 + Penalty 3214.216070 = -2596616.822954 nChanged 44 SP:Iteration 38Q (2849.557587 sec): 3 clusters Score: Raw -2599836.295308 + Penalty 3214.216070 = -2596622.079238 nChanged 59 SP:Iteration 39Q (2849.636021 sec): 3 clusters Score: Raw -2599843.563089 + Penalty 3214.216070 = -2596629.347019 nChanged 69 SP:Iteration 40F (2849.715048 sec): 3 clusters Score: Raw -2599852.590929 + Penalty 3214.216070 = -2596638.374860 nChanged 80 SP:Iteration 41Q (2849.787161 sec): 3 clusters Score: Raw -2599862.954761 + Penalty 3214.216070 = -2596648.738691 nChanged 84 SP:Iteration 42Q (2849.865687 sec): 3 clusters Score: Raw -2599874.699651 + Penalty 3214.216070 = -2596660.483582 nChanged 87 SP:Iteration 43Q (2849.940707 sec): 3 clusters Score: Raw -2599887.659748 + Penalty 3214.216070 = -2596673.443679 nChanged 97 SP:Iteration 44Q (2850.021534 sec): 3 clusters Score: Raw -2599902.226853 + Penalty 3214.216070 = -2596688.010783 nChanged 110 SP:Iteration 45Q (2850.098832 sec): 3 clusters Score: Raw -2599921.544189 + Penalty 3214.216070 = -2596707.328119 nChanged 97 SP:Iteration 46Q (2850.176357 sec): 3 clusters Score: Raw -2599936.344909 + Penalty 3214.216070 = -2596722.128840 nChanged 101 SP:Iteration 47Q (2850.251708 sec): 3 clusters Score: Raw -2599953.623956 + Penalty 3214.216070 = -2596739.407886 nChanged 118 SP:Iteration 48Q (2850.329976 sec): 3 clusters Score: Raw -2599978.805992 + Penalty 3214.216070 = -2596764.589923 nChanged 128 SP:Iteration 49Q (2850.407182 sec): 3 clusters Score: Raw -2600005.629871 + Penalty 3214.216070 = -2596791.413801 nChanged 125 SP:Iteration 50Q (2850.476125 sec): 3 clusters Score: Raw -2600034.395193 + Penalty 3214.216070 = -2596820.179124 nChanged 132 SP:Iteration 51Q (2850.553183 sec): 3 clusters Score: Raw -2600062.113082 + Penalty 3214.216070 = -2596847.897012 nChanged 127 SP:Iteration 52Q (2850.628316 sec): 3 clusters Score: Raw -2600086.764326 + Penalty 3214.216070 = -2596872.548257 nChanged 119 SP:Iteration 53Q (2850.707662 sec): 3 clusters Score: Raw -2600110.273783 + Penalty 3214.216070 = -2596896.057713 nChanged 124 SP:Iteration 54Q (2850.782274 sec): 3 clusters Score: Raw -2600139.784336 + Penalty 3214.216070 = -2596925.568266 nChanged 143 SP:Iteration 55Q (2850.859514 sec): 3 clusters Score: Raw -2600175.979063 + Penalty 3214.216070 = -2596961.762993 nChanged 129 SP:Iteration 56Q (2850.935706 sec): 3 clusters Score: Raw -2600205.345459 + Penalty 3214.216070 = -2596991.129390 nChanged 126 SP:Iteration 57Q (2851.020650 sec): 3 clusters Score: Raw -2600231.242933 + Penalty 3214.216070 = -2597017.026863 nChanged 135 SP:Iteration 58Q (2851.094634 sec): 3 clusters Score: Raw -2600261.721549 + Penalty 3214.216070 = -2597047.505480 nChanged 137 SP:Iteration 59Q (2851.168898 sec): 3 clusters Score: Raw -2600294.833771 + Penalty 3214.216070 = -2597080.617701 nChanged 144 SP:Iteration 60F (2851.250397 sec): 3 clusters Score: Raw -2600334.642989 + Penalty 3214.216070 = -2597120.426919 nChanged 152 SP:Iteration 61Q (2851.327516 sec): 3 clusters Score: Raw -2600381.294889 + Penalty 3214.216070 = -2597167.078819 nChanged 167 SP:Iteration 62Q (2851.410559 sec): 3 clusters Score: Raw -2600438.866086 + Penalty 3214.216070 = -2597224.650016 nChanged 155 SP:Iteration 63Q (2851.487947 sec): 3 clusters Score: Raw -2600490.969529 + Penalty 3214.216070 = -2597276.753459 nChanged 176 SP:Iteration 64Q (2851.557100 sec): 3 clusters Score: Raw -2600549.386372 + Penalty 3214.216070 = -2597335.170302 nChanged 185 SP:Iteration 65Q (2851.637353 sec): 3 clusters Score: Raw -2600624.179290 + Penalty 3214.216070 = -2597409.963221 nChanged 213 SP:Iteration 66Q (2851.717840 sec): 3 clusters Score: Raw -2600711.723032 + Penalty 3214.216070 = -2597497.506963 nChanged 208 SP:Iteration 67Q (2851.786267 sec): 3 clusters Score: Raw -2600800.107578 + Penalty 3214.216070 = -2597585.891509 nChanged 176 SP:Iteration 68Q (2851.860772 sec): 3 clusters Score: Raw -2600871.957620 + Penalty 3214.216070 = -2597657.741550 nChanged 165 SP:Iteration 69Q (2851.922971 sec): 3 clusters Score: Raw -2600940.157834 + Penalty 3214.216070 = -2597725.941765 nChanged 156 SP:Iteration 70Q (2851.993295 sec): 3 clusters Score: Raw -2601002.605163 + Penalty 3214.216070 = -2597788.389093 nChanged 140 SP:Iteration 71Q (2852.067560 sec): 3 clusters Score: Raw -2601055.312816 + Penalty 3214.216070 = -2597841.096746 nChanged 126 SP:Iteration 72Q (2852.135334 sec): 3 clusters Score: Raw -2601104.794634 + Penalty 3214.216070 = -2597890.578565 nChanged 115 SP:Iteration 73Q (2852.209282 sec): 3 clusters Score: Raw -2601155.168980 + Penalty 3214.216070 = -2597940.952910 nChanged 118 SP:Iteration 74Q (2852.278050 sec): 3 clusters Score: Raw -2601215.933873 + Penalty 3214.216070 = -2598001.717803 nChanged 113 SP:Iteration 75Q (2852.345071 sec): 3 clusters Score: Raw -2601270.771222 + Penalty 3214.216070 = -2598056.555153 nChanged 96 SP:Iteration 76Q (2852.417540 sec): 3 clusters Score: Raw -2601316.112687 + Penalty 3214.216070 = -2598101.896618 nChanged 74 SP:Iteration 77Q (2852.490741 sec): 3 clusters Score: Raw -2601350.011531 + Penalty 3214.216070 = -2598135.795461 nChanged 55 SP:Iteration 78Q (2852.563364 sec): 3 clusters Score: Raw -2601370.211607 + Penalty 3214.216070 = -2598155.995538 nChanged 33 SP:Iteration 79Q (2852.623148 sec): 3 clusters Score: Raw -2601385.043790 + Penalty 3214.216070 = -2598170.827720 nChanged 25 SP:Iteration 80F (2852.702398 sec): 3 clusters Score: Raw -2601395.165089 + Penalty 3214.216070 = -2598180.949019 nChanged 17 SP:Iteration 81Q (2852.774284 sec): 3 clusters Score: Raw -2601403.030603 + Penalty 3214.216070 = -2598188.814533 nChanged 18 SP:Iteration 82Q (2852.846571 sec): 3 clusters Score: Raw -2601413.473369 + Penalty 3214.216070 = -2598199.257299 nChanged 21 SP:Iteration 83Q (2852.918325 sec): 3 clusters Score: Raw -2601423.210622 + Penalty 3214.216070 = -2598208.994553 nChanged 23 SP:Iteration 84Q (2852.993623 sec): 3 clusters Score: Raw -2601436.584366 + Penalty 3214.216070 = -2598222.368296 nChanged 22 SP:Iteration 85Q (2853.063394 sec): 3 clusters Score: Raw -2601447.288841 + Penalty 3214.216070 = -2598233.072771 nChanged 22 SP:Iteration 86Q (2853.127691 sec): 3 clusters Score: Raw -2601456.936767 + Penalty 3214.216070 = -2598242.720697 nChanged 18 SP:Iteration 87Q (2853.204515 sec): 3 clusters Score: Raw -2601466.451846 + Penalty 3214.216070 = -2598252.235776 nChanged 15 SP:Iteration 88Q (2853.268246 sec): 3 clusters Score: Raw -2601474.989347 + Penalty 3214.216070 = -2598260.773277 nChanged 15 SP:Iteration 89Q (2853.319159 sec): 3 clusters Score: Raw -2601483.931484 + Penalty 3214.216070 = -2598269.715415 nChanged 13 SP:Iteration 90Q (2853.390546 sec): 3 clusters Score: Raw -2601490.403453 + Penalty 3214.216070 = -2598276.187383 nChanged 14 SP:Iteration 91Q (2853.453186 sec): 3 clusters Score: Raw -2601500.269424 + Penalty 3214.216070 = -2598286.053354 nChanged 12 SP:Iteration 92Q (2853.525318 sec): 3 clusters Score: Raw -2601507.805586 + Penalty 3214.216070 = -2598293.589516 nChanged 13 SP:Iteration 93Q (2853.593527 sec): 3 clusters Score: Raw -2601515.562980 + Penalty 3214.216070 = -2598301.346910 nChanged 5 SP:Iteration 94Q (2853.673193 sec): 3 clusters Score: Raw -2601518.641995 + Penalty 3214.216070 = -2598304.425926 nChanged 3 SP:Iteration 95Q (2853.740577 sec): 3 clusters Score: Raw -2601520.047628 + Penalty 3214.216070 = -2598305.831558 nChanged 3 SP:Iteration 96Q (2853.815859 sec): 3 clusters Score: Raw -2601520.981591 + Penalty 3214.216070 = -2598306.765521 nChanged 3 SP:Iteration 97Q (2853.883342 sec): 3 clusters Score: Raw -2601521.722820 + Penalty 3214.216070 = -2598307.506751 nChanged 5 SP:Iteration 98Q (2853.950165 sec): 3 clusters Score: Raw -2601523.281639 + Penalty 3214.216070 = -2598309.065569 nChanged 3 SP:Iteration 99Q (2854.020713 sec): 3 clusters Score: Raw -2601524.633211 + Penalty 3214.216070 = -2598310.417141 nChanged 9 SP:Iteration 100F (2854.099180 sec): 3 clusters Score: Raw -2601528.037944 + Penalty 3214.216070 = -2598313.821874 nChanged 4 SP:Iteration 101Q (2854.170340 sec): 3 clusters Score: Raw -2601529.475342 + Penalty 3214.216070 = -2598315.259272 nChanged 1 SP:Iteration 102Q (2854.233312 sec): 3 clusters Score: Raw -2601529.607213 + Penalty 3214.216070 = -2598315.391143 nChanged 0 SP:Iteration 103F (2854.312245 sec): 3 clusters Score: Raw -2601529.607213 + Penalty 3214.216070 = -2598315.391143 nChanged 0 Trying to split cluster 18 (2379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2854.349673 sec): 2 clusters Score: Raw -299592.774115 + Penalty 1263.345770 = -298329.428344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2854.390381 sec): 3 clusters Score: Raw -298539.333456 + Penalty 2526.691541 = -296012.641915 nChanged 864 SP:Iteration 1F (2854.440240 sec): 3 clusters Score: Raw -299148.095358 + Penalty 2526.691541 = -296621.403817 nChanged 225 SP:Iteration 2F (2854.491906 sec): 3 clusters Score: Raw -299339.677563 + Penalty 2526.691541 = -296812.986022 nChanged 137 SP:Iteration 3F (2854.543223 sec): 3 clusters Score: Raw -299453.836320 + Penalty 2526.691541 = -296927.144779 nChanged 100 SP:Iteration 4Q (2854.594625 sec): 3 clusters Score: Raw -299529.756527 + Penalty 2526.691541 = -297003.064986 nChanged 79 SP:Iteration 5Q (2854.646269 sec): 3 clusters Score: Raw -299583.430760 + Penalty 2526.691541 = -297056.739219 nChanged 64 SP:Iteration 6Q (2854.691479 sec): 3 clusters Score: Raw -299634.234248 + Penalty 2526.691541 = -297107.542707 nChanged 67 SP:Iteration 7Q (2854.742870 sec): 3 clusters Score: Raw -299706.788154 + Penalty 2526.691541 = -297180.096613 nChanged 81 SP:Iteration 8Q (2854.794366 sec): 3 clusters Score: Raw -299771.932102 + Penalty 2526.691541 = -297245.240561 nChanged 60 SP:Iteration 9Q (2854.845741 sec): 3 clusters Score: Raw -299826.539983 + Penalty 2526.691541 = -297299.848442 nChanged 68 SP:Iteration 10Q (2854.897218 sec): 3 clusters Score: Raw -299885.424034 + Penalty 2526.691541 = -297358.732493 nChanged 72 SP:Iteration 11Q (2854.942908 sec): 3 clusters Score: Raw -299935.431554 + Penalty 2526.691541 = -297408.740013 nChanged 60 SP:Iteration 12Q (2854.994098 sec): 3 clusters Score: Raw -299984.355263 + Penalty 2526.691541 = -297457.663722 nChanged 58 SP:Iteration 13Q (2855.040250 sec): 3 clusters Score: Raw -300026.671928 + Penalty 2526.691541 = -297499.980387 nChanged 49 SP:Iteration 14Q (2855.091489 sec): 3 clusters Score: Raw -300065.527642 + Penalty 2526.691541 = -297538.836101 nChanged 38 SP:Iteration 15Q (2855.154612 sec): 3 clusters Score: Raw -300094.072026 + Penalty 2526.691541 = -297567.380485 nChanged 34 SP:Iteration 16Q (2855.189801 sec): 3 clusters Score: Raw -300123.437131 + Penalty 2526.691541 = -297596.745590 nChanged 31 SP:Iteration 17Q (2855.241044 sec): 3 clusters Score: Raw -300138.298928 + Penalty 2526.691541 = -297611.607387 nChanged 13 SP:Iteration 18Q (2855.298992 sec): 3 clusters Score: Raw -300146.512524 + Penalty 2526.691541 = -297619.820983 nChanged 13 SP:Iteration 19Q (2855.339222 sec): 3 clusters Score: Raw -300152.242220 + Penalty 2526.691541 = -297625.550680 nChanged 8 SP:Iteration 20F (2855.391170 sec): 3 clusters Score: Raw -300155.696128 + Penalty 2526.691541 = -297629.004587 nChanged 6 SP:Iteration 21Q (2855.442465 sec): 3 clusters Score: Raw -300159.637510 + Penalty 2526.691541 = -297632.945969 nChanged 4 SP:Iteration 22Q (2855.493651 sec): 3 clusters Score: Raw -300163.424377 + Penalty 2526.691541 = -297636.732837 nChanged 9 SP:Iteration 23Q (2855.544795 sec): 3 clusters Score: Raw -300169.383807 + Penalty 2526.691541 = -297642.692266 nChanged 15 SP:Iteration 24Q (2855.596034 sec): 3 clusters Score: Raw -300177.015753 + Penalty 2526.691541 = -297650.324212 nChanged 16 SP:Iteration 25Q (2855.659266 sec): 3 clusters Score: Raw -300185.038239 + Penalty 2526.691541 = -297658.346698 nChanged 9 SP:Iteration 26Q (2855.695484 sec): 3 clusters Score: Raw -300189.444554 + Penalty 2526.691541 = -297662.753013 nChanged 9 SP:Iteration 27Q (2855.747052 sec): 3 clusters Score: Raw -300193.234924 + Penalty 2526.691541 = -297666.543383 nChanged 4 SP:Iteration 28Q (2855.799713 sec): 3 clusters Score: Raw -300196.526886 + Penalty 2526.691541 = -297669.835346 nChanged 6 SP:Iteration 29Q (2855.837083 sec): 3 clusters Score: Raw -300200.988259 + Penalty 2526.691541 = -297674.296718 nChanged 8 SP:Iteration 30Q (2855.888069 sec): 3 clusters Score: Raw -300204.935810 + Penalty 2526.691541 = -297678.244269 nChanged 5 SP:Iteration 31Q (2855.939252 sec): 3 clusters Score: Raw -300206.673930 + Penalty 2526.691541 = -297679.982389 nChanged 5 SP:Iteration 32Q (2855.990438 sec): 3 clusters Score: Raw -300209.227849 + Penalty 2526.691541 = -297682.536308 nChanged 7 SP:Iteration 33Q (2856.029694 sec): 3 clusters Score: Raw -300211.303233 + Penalty 2526.691541 = -297684.611693 nChanged 3 SP:Iteration 34Q (2856.080873 sec): 3 clusters Score: Raw -300212.045547 + Penalty 2526.691541 = -297685.354006 nChanged 3 SP:Iteration 35Q (2856.140005 sec): 3 clusters Score: Raw -300213.045871 + Penalty 2526.691541 = -297686.354330 nChanged 3 SP:Iteration 36Q (2856.180321 sec): 3 clusters Score: Raw -300214.601028 + Penalty 2526.691541 = -297687.909487 nChanged 4 SP:Iteration 37Q (2856.231543 sec): 3 clusters Score: Raw -300215.855752 + Penalty 2526.691541 = -297689.164211 nChanged 3 SP:Iteration 38Q (2856.276181 sec): 3 clusters Score: Raw -300216.353281 + Penalty 2526.691541 = -297689.661740 nChanged 2 SP:Iteration 39Q (2856.327398 sec): 3 clusters Score: Raw -300216.641100 + Penalty 2526.691541 = -297689.949559 nChanged 0 SP:Iteration 40F (2856.378968 sec): 3 clusters Score: Raw -300216.641100 + Penalty 2526.691541 = -297689.949559 nChanged 0 Trying to split cluster 19 (2000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2856.417163 sec): 2 clusters Score: Raw -257505.875936 + Penalty 1235.146650 = -256270.729287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2856.457268 sec): 3 clusters Score: Raw -256642.574902 + Penalty 2470.293299 = -254172.281603 nChanged 746 SP:Iteration 1F (2856.508577 sec): 3 clusters Score: Raw -257142.906133 + Penalty 2470.293299 = -254672.612833 nChanged 146 SP:Iteration 2F (2856.548988 sec): 3 clusters Score: Raw -257241.748283 + Penalty 2470.293299 = -254771.454984 nChanged 87 SP:Iteration 3Q (2856.600609 sec): 3 clusters Score: Raw -257300.707230 + Penalty 2470.293299 = -254830.413931 nChanged 56 SP:Iteration 4Q (2856.648617 sec): 3 clusters Score: Raw -257331.033803 + Penalty 2470.293299 = -254860.740504 nChanged 39 SP:Iteration 5Q (2856.688927 sec): 3 clusters Score: Raw -257352.203917 + Penalty 2470.293299 = -254881.910617 nChanged 38 SP:Iteration 6Q (2856.732966 sec): 3 clusters Score: Raw -257369.800569 + Penalty 2470.293299 = -254899.507270 nChanged 29 SP:Iteration 7Q (2856.778327 sec): 3 clusters Score: Raw -257384.825666 + Penalty 2470.293299 = -254914.532367 nChanged 17 SP:Iteration 8Q (2856.829760 sec): 3 clusters Score: Raw -257394.068773 + Penalty 2470.293299 = -254923.775473 nChanged 17 SP:Iteration 9Q (2856.881383 sec): 3 clusters Score: Raw -257403.583213 + Penalty 2470.293299 = -254933.289914 nChanged 12 SP:Iteration 10Q (2856.920660 sec): 3 clusters Score: Raw -257410.365155 + Penalty 2470.293299 = -254940.071855 nChanged 7 SP:Iteration 11Q (2856.951112 sec): 3 clusters Score: Raw -257413.127829 + Penalty 2470.293299 = -254942.834529 nChanged 8 SP:Iteration 12Q (2856.961152 sec): 3 clusters Score: Raw -257416.549517 + Penalty 2470.293299 = -254946.256217 nChanged 8 SP:Iteration 13Q (2856.971048 sec): 3 clusters Score: Raw -257418.866679 + Penalty 2470.293299 = -254948.573380 nChanged 4 SP:Iteration 14Q (2856.980919 sec): 3 clusters Score: Raw -257420.741252 + Penalty 2470.293299 = -254950.447953 nChanged 3 SP:Iteration 15Q (2857.026637 sec): 3 clusters Score: Raw -257422.449722 + Penalty 2470.293299 = -254952.156423 nChanged 5 SP:Iteration 16Q (2857.078077 sec): 3 clusters Score: Raw -257424.960707 + Penalty 2470.293299 = -254954.667408 nChanged 5 SP:Iteration 17Q (2857.128953 sec): 3 clusters Score: Raw -257426.417189 + Penalty 2470.293299 = -254956.123890 nChanged 1 SP:Iteration 18Q (2857.179645 sec): 3 clusters Score: Raw -257426.729382 + Penalty 2470.293299 = -254956.436083 nChanged 2 SP:Iteration 19Q (2857.223083 sec): 3 clusters Score: Raw -257427.540696 + Penalty 2470.293299 = -254957.247396 nChanged 4 SP:Iteration 20F (2857.274244 sec): 3 clusters Score: Raw -257429.115964 + Penalty 2470.293299 = -254958.822664 nChanged 4 SP:Iteration 21Q (2857.320057 sec): 3 clusters Score: Raw -257431.931945 + Penalty 2470.293299 = -254961.638646 nChanged 4 SP:Iteration 22Q (2857.371062 sec): 3 clusters Score: Raw -257434.614077 + Penalty 2470.293299 = -254964.320777 nChanged 6 SP:Iteration 23Q (2857.416050 sec): 3 clusters Score: Raw -257440.023751 + Penalty 2470.293299 = -254969.730452 nChanged 6 SP:Iteration 24Q (2857.457261 sec): 3 clusters Score: Raw -257443.046435 + Penalty 2470.293299 = -254972.753135 nChanged 8 SP:Iteration 25Q (2857.497740 sec): 3 clusters Score: Raw -257447.051385 + Penalty 2470.293299 = -254976.758085 nChanged 8 SP:Iteration 26Q (2857.548756 sec): 3 clusters Score: Raw -257449.745754 + Penalty 2470.293299 = -254979.452455 nChanged 6 SP:Iteration 27Q (2857.594978 sec): 3 clusters Score: Raw -257452.580959 + Penalty 2470.293299 = -254982.287660 nChanged 8 SP:Iteration 28Q (2857.658080 sec): 3 clusters Score: Raw -257456.852824 + Penalty 2470.293299 = -254986.559525 nChanged 7 SP:Iteration 29Q (2857.698084 sec): 3 clusters Score: Raw -257459.727526 + Penalty 2470.293299 = -254989.434227 nChanged 6 SP:Iteration 30Q (2857.749229 sec): 3 clusters Score: Raw -257463.098881 + Penalty 2470.293299 = -254992.805582 nChanged 2 SP:Iteration 31Q (2857.800171 sec): 3 clusters Score: Raw -257463.666367 + Penalty 2470.293299 = -254993.373067 nChanged 1 SP:Iteration 32Q (2857.851771 sec): 3 clusters Score: Raw -257464.258988 + Penalty 2470.293299 = -254993.965689 nChanged 1 SP:Iteration 33Q (2857.900114 sec): 3 clusters Score: Raw -257464.748589 + Penalty 2470.293299 = -254994.455289 nChanged 3 SP:Iteration 34Q (2857.950948 sec): 3 clusters Score: Raw -257466.618426 + Penalty 2470.293299 = -254996.325127 nChanged 4 SP:Iteration 35Q (2858.001841 sec): 3 clusters Score: Raw -257467.968783 + Penalty 2470.293299 = -254997.675484 nChanged 2 SP:Iteration 36Q (2858.052686 sec): 3 clusters Score: Raw -257468.895310 + Penalty 2470.293299 = -254998.602011 nChanged 3 SP:Iteration 37Q (2858.103463 sec): 3 clusters Score: Raw -257470.740558 + Penalty 2470.293299 = -255000.447259 nChanged 3 SP:Iteration 38Q (2858.154603 sec): 3 clusters Score: Raw -257472.196292 + Penalty 2470.293299 = -255001.902993 nChanged 1 SP:Iteration 39Q (2858.205485 sec): 3 clusters Score: Raw -257473.661666 + Penalty 2470.293299 = -255003.368367 nChanged 1 SP:Iteration 40F (2858.247461 sec): 3 clusters Score: Raw -257474.208433 + Penalty 2470.293299 = -255003.915134 nChanged 3 SP:Iteration 41Q (2858.298605 sec): 3 clusters Score: Raw -257475.187797 + Penalty 2470.293299 = -255004.894498 nChanged 0 SP:Iteration 42F (2858.349597 sec): 3 clusters Score: Raw -257475.187797 + Penalty 2470.293299 = -255004.894498 nChanged 0 Iteration 259Q (2861.214971 sec): 20 clusters Score: Raw -57375294.959287 + Penalty 40075.650180 = -57335219.309107 nChanged 6 Iteration 260F (2866.577464 sec): 20 clusters Score: Raw -57375295.048070 + Penalty 40075.650180 = -57335219.397890 nChanged 6 Iteration 261Q (2869.336293 sec): 20 clusters Score: Raw -57375295.136338 + Penalty 40075.650180 = -57335219.486158 nChanged 4 Iteration 262Q (2872.074269 sec): 20 clusters Score: Raw -57375295.186398 + Penalty 40075.650180 = -57335219.536218 nChanged 7 Iteration 263Q (2874.848895 sec): 20 clusters Score: Raw -57375295.272426 + Penalty 40075.650180 = -57335219.622246 nChanged 4 Iteration 264Q (2877.600194 sec): 20 clusters Score: Raw -57375295.386578 + Penalty 40075.650180 = -57335219.736398 nChanged 1 Iteration 265Q (2880.489950 sec): 20 clusters Score: Raw -57375295.419160 + Penalty 40075.650180 = -57335219.768980 nChanged 1 Iteration 266Q (2883.557395 sec): 20 clusters Score: Raw -57375295.459059 + Penalty 40075.650180 = -57335219.808879 nChanged 1 Iteration 267Q (2886.539473 sec): 20 clusters Score: Raw -57375295.485039 + Penalty 40075.650180 = -57335219.834859 nChanged 2 Iteration 268Q (2889.541713 sec): 20 clusters Score: Raw -57375295.515971 + Penalty 40075.650180 = -57335219.865791 nChanged 0 Iteration 269F (2894.791140 sec): 20 clusters Score: Raw -57375295.515971 + Penalty 40075.650180 = -57335219.865791 nChanged 0 Compute initial score before splitting: Score: Raw -57375295.515971 + Penalty 40075.650180 = -57335219.865791 Trying to split cluster 1 (119303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2895.038252 sec): 2 clusters Score: Raw -16235719.303272 + Penalty 1899.531035 = -16233819.772237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2895.279834 sec): 3 clusters Score: Raw -16157739.600399 + Penalty 3799.062070 = -16153940.538329 nChanged 57392 SP:Iteration 1F (2895.508791 sec): 3 clusters Score: Raw -16192194.402141 + Penalty 3799.062070 = -16188395.340070 nChanged 4859 SP:Iteration 2Q (2895.762395 sec): 3 clusters Score: Raw -16194028.955575 + Penalty 3799.062070 = -16190229.893505 nChanged 5725 SP:Iteration 3Q (2896.011247 sec): 3 clusters Score: Raw -16196729.364711 + Penalty 3799.062070 = -16192930.302641 nChanged 6902 SP:Iteration 4F (2896.248503 sec): 3 clusters Score: Raw -16200645.703858 + Penalty 3799.062070 = -16196846.641788 nChanged 7915 SP:Iteration 5F (2896.488947 sec): 3 clusters Score: Raw -16205328.649604 + Penalty 3799.062070 = -16201529.587534 nChanged 7845 SP:Iteration 6F (2896.735469 sec): 3 clusters Score: Raw -16210027.121279 + Penalty 3799.062070 = -16206228.059209 nChanged 7032 SP:Iteration 7F (2896.967591 sec): 3 clusters Score: Raw -16214172.938049 + Penalty 3799.062070 = -16210373.875979 nChanged 6108 SP:Iteration 8F (2897.211603 sec): 3 clusters Score: Raw -16217812.518831 + Penalty 3799.062070 = -16214013.456760 nChanged 5054 SP:Iteration 9Q (2897.452408 sec): 3 clusters Score: Raw -16220859.103739 + Penalty 3799.062070 = -16217060.041669 nChanged 4052 SP:Iteration 10Q (2897.698150 sec): 3 clusters Score: Raw -16223188.111484 + Penalty 3799.062070 = -16219389.049414 nChanged 3175 SP:Iteration 11Q (2897.952534 sec): 3 clusters Score: Raw -16224786.172059 + Penalty 3799.062070 = -16220987.109989 nChanged 2525 SP:Iteration 12Q (2898.185127 sec): 3 clusters Score: Raw -16225843.728527 + Penalty 3799.062070 = -16222044.666457 nChanged 2105 SP:Iteration 13Q (2898.427025 sec): 3 clusters Score: Raw -16226669.536215 + Penalty 3799.062070 = -16222870.474145 nChanged 2040 SP:Iteration 14Q (2898.671463 sec): 3 clusters Score: Raw -16227446.796189 + Penalty 3799.062070 = -16223647.734119 nChanged 2013 SP:Iteration 15Q (2898.910671 sec): 3 clusters Score: Raw -16228208.296042 + Penalty 3799.062070 = -16224409.233972 nChanged 1965 SP:Iteration 16Q (2899.143439 sec): 3 clusters Score: Raw -16228952.178743 + Penalty 3799.062070 = -16225153.116673 nChanged 1954 SP:Iteration 17Q (2899.376649 sec): 3 clusters Score: Raw -16229713.145334 + Penalty 3799.062070 = -16225914.083264 nChanged 1906 SP:Iteration 18Q (2899.600410 sec): 3 clusters Score: Raw -16230467.082786 + Penalty 3799.062070 = -16226668.020716 nChanged 1813 SP:Iteration 19Q (2899.835411 sec): 3 clusters Score: Raw -16231203.497599 + Penalty 3799.062070 = -16227404.435529 nChanged 1719 SP:Iteration 20F (2900.060541 sec): 3 clusters Score: Raw -16231901.462787 + Penalty 3799.062070 = -16228102.400717 nChanged 1597 SP:Iteration 21Q (2900.275813 sec): 3 clusters Score: Raw -16232570.556109 + Penalty 3799.062070 = -16228771.494038 nChanged 1493 SP:Iteration 22Q (2900.503233 sec): 3 clusters Score: Raw -16233183.035528 + Penalty 3799.062070 = -16229383.973458 nChanged 1313 SP:Iteration 23Q (2900.722727 sec): 3 clusters Score: Raw -16233726.108274 + Penalty 3799.062070 = -16229927.046204 nChanged 1125 SP:Iteration 24Q (2900.938160 sec): 3 clusters Score: Raw -16234190.721602 + Penalty 3799.062070 = -16230391.659532 nChanged 972 SP:Iteration 25Q (2901.148336 sec): 3 clusters Score: Raw -16234590.646291 + Penalty 3799.062070 = -16230791.584221 nChanged 894 SP:Iteration 26Q (2901.365808 sec): 3 clusters Score: Raw -16234955.867149 + Penalty 3799.062070 = -16231156.805079 nChanged 807 SP:Iteration 27Q (2901.587940 sec): 3 clusters Score: Raw -16235305.503559 + Penalty 3799.062070 = -16231506.441489 nChanged 718 SP:Iteration 28Q (2901.799803 sec): 3 clusters Score: Raw -16235622.036745 + Penalty 3799.062070 = -16231822.974675 nChanged 615 SP:Iteration 29Q (2902.012899 sec): 3 clusters Score: Raw -16235887.336927 + Penalty 3799.062070 = -16232088.274857 nChanged 534 SP:Iteration 30Q (2902.225184 sec): 3 clusters Score: Raw -16236116.694006 + Penalty 3799.062070 = -16232317.631936 nChanged 452 SP:Iteration 31Q (2902.417295 sec): 3 clusters Score: Raw -16236293.749837 + Penalty 3799.062070 = -16232494.687767 nChanged 371 SP:Iteration 32Q (2902.622309 sec): 3 clusters Score: Raw -16236422.471859 + Penalty 3799.062070 = -16232623.409789 nChanged 315 SP:Iteration 33Q (2902.823403 sec): 3 clusters Score: Raw -16236513.206297 + Penalty 3799.062070 = -16232714.144226 nChanged 282 SP:Iteration 34Q (2903.028230 sec): 3 clusters Score: Raw -16236592.450597 + Penalty 3799.062070 = -16232793.388527 nChanged 239 SP:Iteration 35Q (2903.231928 sec): 3 clusters Score: Raw -16236654.786485 + Penalty 3799.062070 = -16232855.724415 nChanged 187 SP:Iteration 36Q (2903.414381 sec): 3 clusters Score: Raw -16236695.459585 + Penalty 3799.062070 = -16232896.397515 nChanged 149 SP:Iteration 37Q (2903.597849 sec): 3 clusters Score: Raw -16236727.273152 + Penalty 3799.062070 = -16232928.211082 nChanged 128 SP:Iteration 38Q (2903.780734 sec): 3 clusters Score: Raw -16236754.389368 + Penalty 3799.062070 = -16232955.327298 nChanged 119 SP:Iteration 39Q (2903.997916 sec): 3 clusters Score: Raw -16236777.676417 + Penalty 3799.062070 = -16232978.614346 nChanged 109 SP:Iteration 40F (2904.240410 sec): 3 clusters Score: Raw -16236794.241260 + Penalty 3799.062070 = -16232995.179190 nChanged 81 SP:Iteration 41Q (2904.443109 sec): 3 clusters Score: Raw -16236804.961988 + Penalty 3799.062070 = -16233005.899917 nChanged 67 SP:Iteration 42Q (2904.646759 sec): 3 clusters Score: Raw -16236813.359657 + Penalty 3799.062070 = -16233014.297587 nChanged 68 SP:Iteration 43Q (2904.852515 sec): 3 clusters Score: Raw -16236821.172080 + Penalty 3799.062070 = -16233022.110010 nChanged 60 SP:Iteration 44Q (2905.049578 sec): 3 clusters Score: Raw -16236829.217915 + Penalty 3799.062070 = -16233030.155845 nChanged 54 SP:Iteration 45Q (2905.245217 sec): 3 clusters Score: Raw -16236835.174816 + Penalty 3799.062070 = -16233036.112746 nChanged 45 SP:Iteration 46Q (2905.439834 sec): 3 clusters Score: Raw -16236840.339982 + Penalty 3799.062070 = -16233041.277912 nChanged 38 SP:Iteration 47Q (2905.641576 sec): 3 clusters Score: Raw -16236845.308660 + Penalty 3799.062070 = -16233046.246590 nChanged 38 SP:Iteration 48Q (2905.840346 sec): 3 clusters Score: Raw -16236850.032333 + Penalty 3799.062070 = -16233050.970262 nChanged 40 SP:Iteration 49Q (2906.054994 sec): 3 clusters Score: Raw -16236854.791544 + Penalty 3799.062070 = -16233055.729474 nChanged 30 SP:Iteration 50Q (2906.241797 sec): 3 clusters Score: Raw -16236857.442430 + Penalty 3799.062070 = -16233058.380360 nChanged 26 SP:Iteration 51Q (2906.424967 sec): 3 clusters Score: Raw -16236860.304861 + Penalty 3799.062070 = -16233061.242790 nChanged 19 SP:Iteration 52Q (2906.617162 sec): 3 clusters Score: Raw -16236862.596739 + Penalty 3799.062070 = -16233063.534669 nChanged 26 SP:Iteration 53Q (2906.809190 sec): 3 clusters Score: Raw -16236866.242923 + Penalty 3799.062070 = -16233067.180853 nChanged 23 SP:Iteration 54Q (2907.001562 sec): 3 clusters Score: Raw -16236869.053105 + Penalty 3799.062070 = -16233069.991035 nChanged 29 SP:Iteration 55Q (2907.180850 sec): 3 clusters Score: Raw -16236872.774271 + Penalty 3799.062070 = -16233073.712201 nChanged 28 SP:Iteration 56Q (2907.372124 sec): 3 clusters Score: Raw -16236876.455995 + Penalty 3799.062070 = -16233077.393925 nChanged 34 SP:Iteration 57Q (2907.557676 sec): 3 clusters Score: Raw -16236880.729186 + Penalty 3799.062070 = -16233081.667115 nChanged 33 SP:Iteration 58Q (2907.748793 sec): 3 clusters Score: Raw -16236885.084629 + Penalty 3799.062070 = -16233086.022559 nChanged 23 SP:Iteration 59Q (2907.949330 sec): 3 clusters Score: Raw -16236887.317920 + Penalty 3799.062070 = -16233088.255849 nChanged 18 SP:Iteration 60F (2908.180583 sec): 3 clusters Score: Raw -16236889.368464 + Penalty 3799.062070 = -16233090.306394 nChanged 20 SP:Iteration 61Q (2908.394150 sec): 3 clusters Score: Raw -16236891.815755 + Penalty 3799.062070 = -16233092.753685 nChanged 24 SP:Iteration 62Q (2908.615861 sec): 3 clusters Score: Raw -16236895.618971 + Penalty 3799.062070 = -16233096.556900 nChanged 26 SP:Iteration 63Q (2908.844083 sec): 3 clusters Score: Raw -16236899.658336 + Penalty 3799.062070 = -16233100.596265 nChanged 31 SP:Iteration 64Q (2909.051705 sec): 3 clusters Score: Raw -16236903.241760 + Penalty 3799.062070 = -16233104.179690 nChanged 25 SP:Iteration 65Q (2909.254550 sec): 3 clusters Score: Raw -16236905.540822 + Penalty 3799.062070 = -16233106.478752 nChanged 17 SP:Iteration 66Q (2909.451737 sec): 3 clusters Score: Raw -16236907.478906 + Penalty 3799.062070 = -16233108.416836 nChanged 11 SP:Iteration 67Q (2909.654592 sec): 3 clusters Score: Raw -16236908.511882 + Penalty 3799.062070 = -16233109.449812 nChanged 12 SP:Iteration 68Q (2909.851340 sec): 3 clusters Score: Raw -16236909.444389 + Penalty 3799.062070 = -16233110.382318 nChanged 7 SP:Iteration 69Q (2910.061725 sec): 3 clusters Score: Raw -16236910.058842 + Penalty 3799.062070 = -16233110.996772 nChanged 4 SP:Iteration 70Q (2910.271908 sec): 3 clusters Score: Raw -16236910.300099 + Penalty 3799.062070 = -16233111.238029 nChanged 4 SP:Iteration 71Q (2910.479842 sec): 3 clusters Score: Raw -16236910.611044 + Penalty 3799.062070 = -16233111.548974 nChanged 3 SP:Iteration 72Q (2910.687420 sec): 3 clusters Score: Raw -16236910.860013 + Penalty 3799.062070 = -16233111.797943 nChanged 4 SP:Iteration 73Q (2910.895720 sec): 3 clusters Score: Raw -16236911.091112 + Penalty 3799.062070 = -16233112.029042 nChanged 2 SP:Iteration 74Q (2911.103842 sec): 3 clusters Score: Raw -16236911.203213 + Penalty 3799.062070 = -16233112.141142 nChanged 0 SP:Iteration 75F (2911.347128 sec): 3 clusters Score: Raw -16236911.203213 + Penalty 3799.062070 = -16233112.141142 nChanged 0 Trying to split cluster 2 (11127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2911.382841 sec): 2 clusters Score: Raw -1502035.659537 + Penalty 1514.033603 = -1500521.625934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2911.452482 sec): 3 clusters Score: Raw -1495612.556776 + Penalty 3028.067207 = -1492584.489570 nChanged 4875 SP:Iteration 1F (2911.516947 sec): 3 clusters Score: Raw -1498446.866915 + Penalty 3028.067207 = -1495418.799709 nChanged 783 SP:Iteration 2F (2911.581367 sec): 3 clusters Score: Raw -1498897.650761 + Penalty 3028.067207 = -1495869.583554 nChanged 696 SP:Iteration 3F (2911.645177 sec): 3 clusters Score: Raw -1499332.023161 + Penalty 3028.067207 = -1496303.955955 nChanged 665 SP:Iteration 4F (2911.708408 sec): 3 clusters Score: Raw -1499757.594384 + Penalty 3028.067207 = -1496729.527177 nChanged 590 SP:Iteration 5F (2911.773478 sec): 3 clusters Score: Raw -1500113.160549 + Penalty 3028.067207 = -1497085.093343 nChanged 569 SP:Iteration 6F (2911.838588 sec): 3 clusters Score: Raw -1500461.036854 + Penalty 3028.067207 = -1497432.969648 nChanged 525 SP:Iteration 7Q (2911.903320 sec): 3 clusters Score: Raw -1500770.741936 + Penalty 3028.067207 = -1497742.674729 nChanged 467 SP:Iteration 8Q (2911.969213 sec): 3 clusters Score: Raw -1501017.664429 + Penalty 3028.067207 = -1497989.597223 nChanged 374 SP:Iteration 9Q (2912.033136 sec): 3 clusters Score: Raw -1501212.310820 + Penalty 3028.067207 = -1498184.243613 nChanged 333 SP:Iteration 10Q (2912.097261 sec): 3 clusters Score: Raw -1501383.056800 + Penalty 3028.067207 = -1498354.989593 nChanged 282 SP:Iteration 11Q (2912.160671 sec): 3 clusters Score: Raw -1501507.427702 + Penalty 3028.067207 = -1498479.360495 nChanged 204 SP:Iteration 12Q (2912.224392 sec): 3 clusters Score: Raw -1501608.083624 + Penalty 3028.067207 = -1498580.016417 nChanged 190 SP:Iteration 13Q (2912.288214 sec): 3 clusters Score: Raw -1501676.044309 + Penalty 3028.067207 = -1498647.977102 nChanged 154 SP:Iteration 14Q (2912.352171 sec): 3 clusters Score: Raw -1501730.995130 + Penalty 3028.067207 = -1498702.927923 nChanged 143 SP:Iteration 15Q (2912.415522 sec): 3 clusters Score: Raw -1501780.879846 + Penalty 3028.067207 = -1498752.812640 nChanged 133 SP:Iteration 16Q (2912.479106 sec): 3 clusters Score: Raw -1501827.186112 + Penalty 3028.067207 = -1498799.118906 nChanged 128 SP:Iteration 17Q (2912.542830 sec): 3 clusters Score: Raw -1501868.473540 + Penalty 3028.067207 = -1498840.406333 nChanged 104 SP:Iteration 18Q (2912.606528 sec): 3 clusters Score: Raw -1501895.931921 + Penalty 3028.067207 = -1498867.864714 nChanged 87 SP:Iteration 19Q (2912.670287 sec): 3 clusters Score: Raw -1501915.776622 + Penalty 3028.067207 = -1498887.709415 nChanged 71 SP:Iteration 20F (2912.734713 sec): 3 clusters Score: Raw -1501933.075308 + Penalty 3028.067207 = -1498905.008102 nChanged 58 SP:Iteration 21Q (2912.798418 sec): 3 clusters Score: Raw -1501949.212988 + Penalty 3028.067207 = -1498921.145781 nChanged 65 SP:Iteration 22Q (2912.862469 sec): 3 clusters Score: Raw -1501963.640755 + Penalty 3028.067207 = -1498935.573549 nChanged 49 SP:Iteration 23Q (2912.925907 sec): 3 clusters Score: Raw -1501972.568851 + Penalty 3028.067207 = -1498944.501645 nChanged 40 SP:Iteration 24Q (2912.989685 sec): 3 clusters Score: Raw -1501979.803003 + Penalty 3028.067207 = -1498951.735797 nChanged 42 SP:Iteration 25Q (2913.056249 sec): 3 clusters Score: Raw -1501988.696492 + Penalty 3028.067207 = -1498960.629286 nChanged 53 SP:Iteration 26Q (2913.123944 sec): 3 clusters Score: Raw -1502000.192350 + Penalty 3028.067207 = -1498972.125143 nChanged 57 SP:Iteration 27Q (2913.191713 sec): 3 clusters Score: Raw -1502013.670582 + Penalty 3028.067207 = -1498985.603376 nChanged 56 SP:Iteration 28Q (2913.258619 sec): 3 clusters Score: Raw -1502025.647675 + Penalty 3028.067207 = -1498997.580469 nChanged 54 SP:Iteration 29Q (2913.322260 sec): 3 clusters Score: Raw -1502038.814442 + Penalty 3028.067207 = -1499010.747236 nChanged 53 SP:Iteration 30Q (2913.389823 sec): 3 clusters Score: Raw -1502050.133859 + Penalty 3028.067207 = -1499022.066652 nChanged 48 SP:Iteration 31Q (2913.450227 sec): 3 clusters Score: Raw -1502060.692481 + Penalty 3028.067207 = -1499032.625274 nChanged 46 SP:Iteration 32Q (2913.517488 sec): 3 clusters Score: Raw -1502070.090993 + Penalty 3028.067207 = -1499042.023787 nChanged 49 SP:Iteration 33Q (2913.576859 sec): 3 clusters Score: Raw -1502080.277961 + Penalty 3028.067207 = -1499052.210754 nChanged 46 SP:Iteration 34Q (2913.644354 sec): 3 clusters Score: Raw -1502089.272012 + Penalty 3028.067207 = -1499061.204806 nChanged 47 SP:Iteration 35Q (2913.704406 sec): 3 clusters Score: Raw -1502098.197306 + Penalty 3028.067207 = -1499070.130099 nChanged 51 SP:Iteration 36Q (2913.771711 sec): 3 clusters Score: Raw -1502110.717291 + Penalty 3028.067207 = -1499082.650085 nChanged 42 SP:Iteration 37Q (2913.839323 sec): 3 clusters Score: Raw -1502118.889603 + Penalty 3028.067207 = -1499090.822396 nChanged 38 SP:Iteration 38Q (2913.907043 sec): 3 clusters Score: Raw -1502126.151465 + Penalty 3028.067207 = -1499098.084259 nChanged 33 SP:Iteration 39Q (2913.971873 sec): 3 clusters Score: Raw -1502133.110301 + Penalty 3028.067207 = -1499105.043095 nChanged 34 SP:Iteration 40F (2914.040498 sec): 3 clusters Score: Raw -1502141.542469 + Penalty 3028.067207 = -1499113.475262 nChanged 40 SP:Iteration 41Q (2914.099672 sec): 3 clusters Score: Raw -1502151.880401 + Penalty 3028.067207 = -1499123.813195 nChanged 42 SP:Iteration 42Q (2914.163102 sec): 3 clusters Score: Raw -1502162.248643 + Penalty 3028.067207 = -1499134.181437 nChanged 40 SP:Iteration 43Q (2914.226924 sec): 3 clusters Score: Raw -1502173.245468 + Penalty 3028.067207 = -1499145.178262 nChanged 40 SP:Iteration 44Q (2914.291499 sec): 3 clusters Score: Raw -1502185.740122 + Penalty 3028.067207 = -1499157.672915 nChanged 34 SP:Iteration 45Q (2914.354543 sec): 3 clusters Score: Raw -1502196.408950 + Penalty 3028.067207 = -1499168.341744 nChanged 35 SP:Iteration 46Q (2914.422184 sec): 3 clusters Score: Raw -1502205.165649 + Penalty 3028.067207 = -1499177.098443 nChanged 34 SP:Iteration 47Q (2914.479434 sec): 3 clusters Score: Raw -1502213.865343 + Penalty 3028.067207 = -1499185.798136 nChanged 39 SP:Iteration 48Q (2914.541786 sec): 3 clusters Score: Raw -1502223.229031 + Penalty 3028.067207 = -1499195.161824 nChanged 31 SP:Iteration 49Q (2914.604287 sec): 3 clusters Score: Raw -1502231.960895 + Penalty 3028.067207 = -1499203.893689 nChanged 30 SP:Iteration 50Q (2914.667039 sec): 3 clusters Score: Raw -1502239.602518 + Penalty 3028.067207 = -1499211.535311 nChanged 24 SP:Iteration 51Q (2914.734652 sec): 3 clusters Score: Raw -1502245.642909 + Penalty 3028.067207 = -1499217.575703 nChanged 21 SP:Iteration 52Q (2914.792614 sec): 3 clusters Score: Raw -1502249.524196 + Penalty 3028.067207 = -1499221.456989 nChanged 14 SP:Iteration 53Q (2914.859940 sec): 3 clusters Score: Raw -1502252.456046 + Penalty 3028.067207 = -1499224.388840 nChanged 17 SP:Iteration 54Q (2914.916427 sec): 3 clusters Score: Raw -1502255.259425 + Penalty 3028.067207 = -1499227.192218 nChanged 18 SP:Iteration 55Q (2914.978158 sec): 3 clusters Score: Raw -1502259.504786 + Penalty 3028.067207 = -1499231.437579 nChanged 16 SP:Iteration 56Q (2915.039587 sec): 3 clusters Score: Raw -1502263.056925 + Penalty 3028.067207 = -1499234.989719 nChanged 16 SP:Iteration 57Q (2915.102179 sec): 3 clusters Score: Raw -1502265.552747 + Penalty 3028.067207 = -1499237.485540 nChanged 14 SP:Iteration 58Q (2915.159791 sec): 3 clusters Score: Raw -1502268.137632 + Penalty 3028.067207 = -1499240.070425 nChanged 12 SP:Iteration 59Q (2915.233216 sec): 3 clusters Score: Raw -1502270.534403 + Penalty 3028.067207 = -1499242.467197 nChanged 15 SP:Iteration 60F (2915.299380 sec): 3 clusters Score: Raw -1502274.372701 + Penalty 3028.067207 = -1499246.305494 nChanged 23 SP:Iteration 61Q (2915.364084 sec): 3 clusters Score: Raw -1502279.841121 + Penalty 3028.067207 = -1499251.773914 nChanged 24 SP:Iteration 62Q (2915.426348 sec): 3 clusters Score: Raw -1502285.461970 + Penalty 3028.067207 = -1499257.394763 nChanged 20 SP:Iteration 63Q (2915.490988 sec): 3 clusters Score: Raw -1502290.196061 + Penalty 3028.067207 = -1499262.128854 nChanged 27 SP:Iteration 64Q (2915.555552 sec): 3 clusters Score: Raw -1502295.734505 + Penalty 3028.067207 = -1499267.667298 nChanged 20 SP:Iteration 65Q (2915.611567 sec): 3 clusters Score: Raw -1502300.178897 + Penalty 3028.067207 = -1499272.111691 nChanged 20 SP:Iteration 66Q (2915.675014 sec): 3 clusters Score: Raw -1502304.871612 + Penalty 3028.067207 = -1499276.804405 nChanged 18 SP:Iteration 67Q (2915.751128 sec): 3 clusters Score: Raw -1502307.755914 + Penalty 3028.067207 = -1499279.688707 nChanged 17 SP:Iteration 68Q (2915.817090 sec): 3 clusters Score: Raw -1502310.846023 + Penalty 3028.067207 = -1499282.778816 nChanged 13 SP:Iteration 69Q (2915.883987 sec): 3 clusters Score: Raw -1502313.902869 + Penalty 3028.067207 = -1499285.835662 nChanged 10 SP:Iteration 70Q (2915.939601 sec): 3 clusters Score: Raw -1502317.510170 + Penalty 3028.067207 = -1499289.442963 nChanged 13 SP:Iteration 71Q (2916.001680 sec): 3 clusters Score: Raw -1502321.478713 + Penalty 3028.067207 = -1499293.411507 nChanged 11 SP:Iteration 72Q (2916.075694 sec): 3 clusters Score: Raw -1502324.475938 + Penalty 3028.067207 = -1499296.408732 nChanged 16 SP:Iteration 73Q (2916.132703 sec): 3 clusters Score: Raw -1502327.563092 + Penalty 3028.067207 = -1499299.495885 nChanged 10 SP:Iteration 74Q (2916.204857 sec): 3 clusters Score: Raw -1502330.185335 + Penalty 3028.067207 = -1499302.118128 nChanged 9 SP:Iteration 75Q (2916.266517 sec): 3 clusters Score: Raw -1502332.030004 + Penalty 3028.067207 = -1499303.962798 nChanged 7 SP:Iteration 76Q (2916.322700 sec): 3 clusters Score: Raw -1502334.309317 + Penalty 3028.067207 = -1499306.242111 nChanged 8 SP:Iteration 77Q (2916.396855 sec): 3 clusters Score: Raw -1502336.020836 + Penalty 3028.067207 = -1499307.953630 nChanged 9 SP:Iteration 78Q (2916.461445 sec): 3 clusters Score: Raw -1502337.613901 + Penalty 3028.067207 = -1499309.546695 nChanged 7 SP:Iteration 79Q (2916.523959 sec): 3 clusters Score: Raw -1502339.017832 + Penalty 3028.067207 = -1499310.950626 nChanged 8 SP:Iteration 80F (2916.592627 sec): 3 clusters Score: Raw -1502340.764534 + Penalty 3028.067207 = -1499312.697328 nChanged 6 SP:Iteration 81Q (2916.658256 sec): 3 clusters Score: Raw -1502341.730913 + Penalty 3028.067207 = -1499313.663707 nChanged 4 SP:Iteration 82Q (2916.723784 sec): 3 clusters Score: Raw -1502342.349431 + Penalty 3028.067207 = -1499314.282225 nChanged 2 SP:Iteration 83Q (2916.779956 sec): 3 clusters Score: Raw -1502342.673525 + Penalty 3028.067207 = -1499314.606319 nChanged 4 SP:Iteration 84Q (2916.845616 sec): 3 clusters Score: Raw -1502343.872895 + Penalty 3028.067207 = -1499315.805689 nChanged 6 SP:Iteration 85Q (2916.909378 sec): 3 clusters Score: Raw -1502345.008706 + Penalty 3028.067207 = -1499316.941500 nChanged 3 SP:Iteration 86Q (2916.980532 sec): 3 clusters Score: Raw -1502345.877903 + Penalty 3028.067207 = -1499317.810697 nChanged 6 SP:Iteration 87Q (2917.044415 sec): 3 clusters Score: Raw -1502347.669390 + Penalty 3028.067207 = -1499319.602184 nChanged 3 SP:Iteration 88Q (2917.098305 sec): 3 clusters Score: Raw -1502348.194095 + Penalty 3028.067207 = -1499320.126889 nChanged 2 SP:Iteration 89Q (2917.161999 sec): 3 clusters Score: Raw -1502349.247093 + Penalty 3028.067207 = -1499321.179887 nChanged 4 SP:Iteration 90Q (2917.236509 sec): 3 clusters Score: Raw -1502350.299651 + Penalty 3028.067207 = -1499322.232444 nChanged 4 SP:Iteration 91Q (2917.293482 sec): 3 clusters Score: Raw -1502351.401551 + Penalty 3028.067207 = -1499323.334344 nChanged 4 SP:Iteration 92Q (2917.354528 sec): 3 clusters Score: Raw -1502352.196517 + Penalty 3028.067207 = -1499324.129310 nChanged 8 SP:Iteration 93Q (2917.418871 sec): 3 clusters Score: Raw -1502354.365337 + Penalty 3028.067207 = -1499326.298131 nChanged 9 SP:Iteration 94Q (2917.494228 sec): 3 clusters Score: Raw -1502357.371012 + Penalty 3028.067207 = -1499329.303806 nChanged 16 SP:Iteration 95Q (2917.549814 sec): 3 clusters Score: Raw -1502363.584103 + Penalty 3028.067207 = -1499335.516897 nChanged 22 SP:Iteration 96Q (2917.608758 sec): 3 clusters Score: Raw -1502372.243668 + Penalty 3028.067207 = -1499344.176461 nChanged 26 SP:Iteration 97Q (2917.673471 sec): 3 clusters Score: Raw -1502379.898679 + Penalty 3028.067207 = -1499351.831472 nChanged 27 SP:Iteration 98Q (2917.728111 sec): 3 clusters Score: Raw -1502386.686676 + Penalty 3028.067207 = -1499358.619469 nChanged 23 SP:Iteration 99Q (2917.782352 sec): 3 clusters Score: Raw -1502392.485971 + Penalty 3028.067207 = -1499364.418764 nChanged 25 SP:Iteration 100F (2917.836776 sec): 3 clusters Score: Raw -1502400.705660 + Penalty 3028.067207 = -1499372.638453 nChanged 23 SP:Iteration 101Q (2917.891189 sec): 3 clusters Score: Raw -1502407.053277 + Penalty 3028.067207 = -1499378.986070 nChanged 19 SP:Iteration 102Q (2917.945672 sec): 3 clusters Score: Raw -1502412.439124 + Penalty 3028.067207 = -1499384.371918 nChanged 20 SP:Iteration 103Q (2917.990512 sec): 3 clusters Score: Raw -1502417.829534 + Penalty 3028.067207 = -1499389.762327 nChanged 23 SP:Iteration 104Q (2918.054211 sec): 3 clusters Score: Raw -1502423.775662 + Penalty 3028.067207 = -1499395.708456 nChanged 12 SP:Iteration 105Q (2918.112626 sec): 3 clusters Score: Raw -1502426.829143 + Penalty 3028.067207 = -1499398.761936 nChanged 12 SP:Iteration 106Q (2918.180565 sec): 3 clusters Score: Raw -1502428.872440 + Penalty 3028.067207 = -1499400.805233 nChanged 9 SP:Iteration 107Q (2918.247307 sec): 3 clusters Score: Raw -1502431.083651 + Penalty 3028.067207 = -1499403.016445 nChanged 8 SP:Iteration 108Q (2918.302308 sec): 3 clusters Score: Raw -1502433.546341 + Penalty 3028.067207 = -1499405.479134 nChanged 11 SP:Iteration 109Q (2918.378165 sec): 3 clusters Score: Raw -1502435.891302 + Penalty 3028.067207 = -1499407.824096 nChanged 7 SP:Iteration 110Q (2918.443849 sec): 3 clusters Score: Raw -1502437.209766 + Penalty 3028.067207 = -1499409.142560 nChanged 8 SP:Iteration 111Q (2918.507064 sec): 3 clusters Score: Raw -1502439.211807 + Penalty 3028.067207 = -1499411.144600 nChanged 11 SP:Iteration 112Q (2918.576000 sec): 3 clusters Score: Raw -1502440.905612 + Penalty 3028.067207 = -1499412.838406 nChanged 9 SP:Iteration 113Q (2918.630943 sec): 3 clusters Score: Raw -1502443.399762 + Penalty 3028.067207 = -1499415.332555 nChanged 15 SP:Iteration 114Q (2918.673404 sec): 3 clusters Score: Raw -1502447.715436 + Penalty 3028.067207 = -1499419.648229 nChanged 15 SP:Iteration 115Q (2918.702790 sec): 3 clusters Score: Raw -1502453.049740 + Penalty 3028.067207 = -1499424.982533 nChanged 13 SP:Iteration 116Q (2918.732528 sec): 3 clusters Score: Raw -1502457.039169 + Penalty 3028.067207 = -1499428.971963 nChanged 10 SP:Iteration 117Q (2918.761886 sec): 3 clusters Score: Raw -1502459.155603 + Penalty 3028.067207 = -1499431.088396 nChanged 5 SP:Iteration 118Q (2918.791297 sec): 3 clusters Score: Raw -1502460.589500 + Penalty 3028.067207 = -1499432.522293 nChanged 7 SP:Iteration 119Q (2918.820972 sec): 3 clusters Score: Raw -1502463.703532 + Penalty 3028.067207 = -1499435.636326 nChanged 12 SP:Iteration 120F (2918.853193 sec): 3 clusters Score: Raw -1502465.798652 + Penalty 3028.067207 = -1499437.731446 nChanged 5 SP:Iteration 121Q (2918.882608 sec): 3 clusters Score: Raw -1502466.829951 + Penalty 3028.067207 = -1499438.762745 nChanged 10 SP:Iteration 122Q (2918.912365 sec): 3 clusters Score: Raw -1502468.827501 + Penalty 3028.067207 = -1499440.760294 nChanged 7 SP:Iteration 123Q (2918.978630 sec): 3 clusters Score: Raw -1502470.086978 + Penalty 3028.067207 = -1499442.019771 nChanged 2 SP:Iteration 124Q (2919.045410 sec): 3 clusters Score: Raw -1502470.375556 + Penalty 3028.067207 = -1499442.308350 nChanged 1 SP:Iteration 125Q (2919.121982 sec): 3 clusters Score: Raw -1502470.784450 + Penalty 3028.067207 = -1499442.717243 nChanged 1 SP:Iteration 126Q (2919.188426 sec): 3 clusters Score: Raw -1502470.939647 + Penalty 3028.067207 = -1499442.872441 nChanged 2 SP:Iteration 127Q (2919.255012 sec): 3 clusters Score: Raw -1502471.177503 + Penalty 3028.067207 = -1499443.110296 nChanged 2 SP:Iteration 128Q (2919.311198 sec): 3 clusters Score: Raw -1502471.396592 + Penalty 3028.067207 = -1499443.329386 nChanged 2 SP:Iteration 129Q (2919.386861 sec): 3 clusters Score: Raw -1502471.773759 + Penalty 3028.067207 = -1499443.706553 nChanged 1 SP:Iteration 130Q (2919.453328 sec): 3 clusters Score: Raw -1502472.008302 + Penalty 3028.067207 = -1499443.941096 nChanged 2 SP:Iteration 131Q (2919.508844 sec): 3 clusters Score: Raw -1502472.490980 + Penalty 3028.067207 = -1499444.423774 nChanged 4 SP:Iteration 132Q (2919.574096 sec): 3 clusters Score: Raw -1502473.300084 + Penalty 3028.067207 = -1499445.232878 nChanged 6 SP:Iteration 133Q (2919.639312 sec): 3 clusters Score: Raw -1502474.546318 + Penalty 3028.067207 = -1499446.479112 nChanged 4 SP:Iteration 134Q (2919.704213 sec): 3 clusters Score: Raw -1502474.962935 + Penalty 3028.067207 = -1499446.895728 nChanged 5 SP:Iteration 135Q (2919.779133 sec): 3 clusters Score: Raw -1502475.655199 + Penalty 3028.067207 = -1499447.587992 nChanged 3 SP:Iteration 136Q (2919.834802 sec): 3 clusters Score: Raw -1502476.197046 + Penalty 3028.067207 = -1499448.129839 nChanged 4 SP:Iteration 137Q (2919.910019 sec): 3 clusters Score: Raw -1502477.240040 + Penalty 3028.067207 = -1499449.172833 nChanged 2 SP:Iteration 138Q (2919.965264 sec): 3 clusters Score: Raw -1502477.860830 + Penalty 3028.067207 = -1499449.793624 nChanged 3 SP:Iteration 139Q (2920.038106 sec): 3 clusters Score: Raw -1502478.490240 + Penalty 3028.067207 = -1499450.423034 nChanged 4 SP:Iteration 140F (2920.104489 sec): 3 clusters Score: Raw -1502479.354551 + Penalty 3028.067207 = -1499451.287345 nChanged 7 SP:Iteration 141Q (2920.159163 sec): 3 clusters Score: Raw -1502481.652500 + Penalty 3028.067207 = -1499453.585294 nChanged 4 SP:Iteration 142Q (2920.223721 sec): 3 clusters Score: Raw -1502482.563908 + Penalty 3028.067207 = -1499454.496702 nChanged 3 SP:Iteration 143Q (2920.287908 sec): 3 clusters Score: Raw -1502483.085083 + Penalty 3028.067207 = -1499455.017876 nChanged 3 SP:Iteration 144Q (2920.347942 sec): 3 clusters Score: Raw -1502483.532381 + Penalty 3028.067207 = -1499455.465174 nChanged 2 SP:Iteration 145Q (2920.412097 sec): 3 clusters Score: Raw -1502483.890679 + Penalty 3028.067207 = -1499455.823473 nChanged 2 SP:Iteration 146Q (2920.484188 sec): 3 clusters Score: Raw -1502484.306791 + Penalty 3028.067207 = -1499456.239584 nChanged 0 SP:Iteration 147F (2920.553007 sec): 3 clusters Score: Raw -1502484.306791 + Penalty 3028.067207 = -1499456.239584 nChanged 0 Trying to split cluster 3 (79532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2920.684087 sec): 2 clusters Score: Raw -10821995.635359 + Penalty 1833.636144 = -10820161.999215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2920.857454 sec): 3 clusters Score: Raw -10770836.174713 + Penalty 3667.272289 = -10767168.902424 nChanged 37879 SP:Iteration 1F (2921.039295 sec): 3 clusters Score: Raw -10793547.374580 + Penalty 3667.272289 = -10789880.102291 nChanged 4144 SP:Iteration 2F (2921.213609 sec): 3 clusters Score: Raw -10795443.408860 + Penalty 3667.272289 = -10791776.136571 nChanged 4837 SP:Iteration 3F (2921.388254 sec): 3 clusters Score: Raw -10798307.505604 + Penalty 3667.272289 = -10794640.233315 nChanged 5540 SP:Iteration 4F (2921.541419 sec): 3 clusters Score: Raw -10802319.801301 + Penalty 3667.272289 = -10798652.529012 nChanged 5927 SP:Iteration 5F (2921.723390 sec): 3 clusters Score: Raw -10807056.234084 + Penalty 3667.272289 = -10803388.961795 nChanged 5587 SP:Iteration 6F (2921.897765 sec): 3 clusters Score: Raw -10811738.026225 + Penalty 3667.272289 = -10808070.753936 nChanged 4632 SP:Iteration 7F (2922.069324 sec): 3 clusters Score: Raw -10815690.970442 + Penalty 3667.272289 = -10812023.698153 nChanged 3448 SP:Iteration 8Q (2922.251732 sec): 3 clusters Score: Raw -10818575.202124 + Penalty 3667.272289 = -10814907.929835 nChanged 2211 SP:Iteration 9Q (2922.421179 sec): 3 clusters Score: Raw -10820341.033845 + Penalty 3667.272289 = -10816673.761556 nChanged 1361 SP:Iteration 10Q (2922.587501 sec): 3 clusters Score: Raw -10821497.093509 + Penalty 3667.272289 = -10817829.821220 nChanged 770 SP:Iteration 11Q (2922.755055 sec): 3 clusters Score: Raw -10822398.446825 + Penalty 3667.272289 = -10818731.174536 nChanged 440 SP:Iteration 12Q (2922.919731 sec): 3 clusters Score: Raw -10822883.713237 + Penalty 3667.272289 = -10819216.440948 nChanged 285 SP:Iteration 13Q (2923.075992 sec): 3 clusters Score: Raw -10823046.964828 + Penalty 3667.272289 = -10819379.692539 nChanged 190 SP:Iteration 14Q (2923.222373 sec): 3 clusters Score: Raw -10823116.400412 + Penalty 3667.272289 = -10819449.128123 nChanged 113 SP:Iteration 15Q (2923.389401 sec): 3 clusters Score: Raw -10823148.193100 + Penalty 3667.272289 = -10819480.920811 nChanged 79 SP:Iteration 16Q (2923.536215 sec): 3 clusters Score: Raw -10823168.012469 + Penalty 3667.272289 = -10819500.740180 nChanged 68 SP:Iteration 17Q (2923.701369 sec): 3 clusters Score: Raw -10823181.718018 + Penalty 3667.272289 = -10819514.445729 nChanged 46 SP:Iteration 18Q (2923.860546 sec): 3 clusters Score: Raw -10823188.685087 + Penalty 3667.272289 = -10819521.412798 nChanged 34 SP:Iteration 19Q (2924.014951 sec): 3 clusters Score: Raw -10823194.652256 + Penalty 3667.272289 = -10819527.379967 nChanged 31 SP:Iteration 20F (2924.196883 sec): 3 clusters Score: Raw -10823197.988089 + Penalty 3667.272289 = -10819530.715800 nChanged 19 SP:Iteration 21Q (2924.356421 sec): 3 clusters Score: Raw -10823201.118795 + Penalty 3667.272289 = -10819533.846506 nChanged 17 SP:Iteration 22Q (2924.503755 sec): 3 clusters Score: Raw -10823203.241094 + Penalty 3667.272289 = -10819535.968805 nChanged 12 SP:Iteration 23Q (2924.663794 sec): 3 clusters Score: Raw -10823204.972757 + Penalty 3667.272289 = -10819537.700468 nChanged 12 SP:Iteration 24Q (2924.818539 sec): 3 clusters Score: Raw -10823207.071248 + Penalty 3667.272289 = -10819539.798959 nChanged 13 SP:Iteration 25Q (2924.981914 sec): 3 clusters Score: Raw -10823209.408533 + Penalty 3667.272289 = -10819542.136244 nChanged 15 SP:Iteration 26Q (2925.146031 sec): 3 clusters Score: Raw -10823212.084644 + Penalty 3667.272289 = -10819544.812355 nChanged 10 SP:Iteration 27Q (2925.300746 sec): 3 clusters Score: Raw -10823213.366902 + Penalty 3667.272289 = -10819546.094613 nChanged 7 SP:Iteration 28Q (2925.473295 sec): 3 clusters Score: Raw -10823214.110997 + Penalty 3667.272289 = -10819546.838708 nChanged 5 SP:Iteration 29Q (2925.629745 sec): 3 clusters Score: Raw -10823214.636829 + Penalty 3667.272289 = -10819547.364540 nChanged 3 SP:Iteration 30Q (2925.784544 sec): 3 clusters Score: Raw -10823215.116236 + Penalty 3667.272289 = -10819547.843947 nChanged 7 SP:Iteration 31Q (2925.946294 sec): 3 clusters Score: Raw -10823215.722990 + Penalty 3667.272289 = -10819548.450701 nChanged 0 SP:Iteration 32F (2926.118921 sec): 3 clusters Score: Raw -10823215.722990 + Penalty 3667.272289 = -10819548.450701 nChanged 0 Trying to split cluster 4 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2926.163131 sec): 2 clusters Score: Raw -59577.970637 + Penalty 1014.992349 = -58562.978288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2926.210198 sec): 3 clusters Score: Raw -59585.580382 + Penalty 2029.984699 = -57555.595684 nChanged 134 SP:Iteration 1F (2926.258206 sec): 3 clusters Score: Raw -59856.997418 + Penalty 2029.984699 = -57827.012719 nChanged 47 SP:Iteration 2F (2926.306270 sec): 3 clusters Score: Raw -60027.736151 + Penalty 2029.984699 = -57997.751452 nChanged 40 SP:Iteration 3F (2926.341053 sec): 3 clusters Score: Raw -60173.960263 + Penalty 2029.984699 = -58143.975564 nChanged 23 SP:Iteration 4Q (2926.388586 sec): 3 clusters Score: Raw -60256.557550 + Penalty 2029.984699 = -58226.572851 nChanged 21 SP:Iteration 5Q (2926.448165 sec): 3 clusters Score: Raw -60352.061324 + Penalty 2029.984699 = -58322.076626 nChanged 7 SP:Iteration 6Q (2926.495148 sec): 3 clusters Score: Raw -60387.450043 + Penalty 2029.984699 = -58357.465344 nChanged 7 SP:Iteration 7Q (2926.532819 sec): 3 clusters Score: Raw -60418.262074 + Penalty 2029.984699 = -58388.277375 nChanged 8 SP:Iteration 8Q (2926.588457 sec): 3 clusters Score: Raw -60427.979944 + Penalty 2029.984699 = -58397.995245 nChanged 1 SP:Iteration 9Q (2926.637516 sec): 3 clusters Score: Raw -60428.780189 + Penalty 2029.984699 = -58398.795490 nChanged 0 SP:Iteration 10F (2926.685124 sec): 3 clusters Score: Raw -60428.780189 + Penalty 2029.984699 = -58398.795490 nChanged 0 Trying to split cluster 5 (11062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2926.725003 sec): 2 clusters Score: Raw -1479023.344371 + Penalty 1513.081552 = -1477510.262819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2926.791911 sec): 3 clusters Score: Raw -1472837.048441 + Penalty 3026.163104 = -1469810.885336 nChanged 4731 SP:Iteration 1F (2926.858641 sec): 3 clusters Score: Raw -1475376.562587 + Penalty 3026.163104 = -1472350.399482 nChanged 704 SP:Iteration 2F (2926.925399 sec): 3 clusters Score: Raw -1475722.633758 + Penalty 3026.163104 = -1472696.470654 nChanged 600 SP:Iteration 3F (2926.992104 sec): 3 clusters Score: Raw -1476011.799171 + Penalty 3026.163104 = -1472985.636067 nChanged 539 SP:Iteration 4Q (2927.049957 sec): 3 clusters Score: Raw -1476297.501601 + Penalty 3026.163104 = -1473271.338496 nChanged 544 SP:Iteration 5Q (2927.114902 sec): 3 clusters Score: Raw -1476600.589845 + Penalty 3026.163104 = -1473574.426741 nChanged 511 SP:Iteration 6Q (2927.174123 sec): 3 clusters Score: Raw -1476877.396676 + Penalty 3026.163104 = -1473851.233571 nChanged 476 SP:Iteration 7Q (2927.240841 sec): 3 clusters Score: Raw -1477113.159937 + Penalty 3026.163104 = -1474086.996833 nChanged 467 SP:Iteration 8Q (2927.305270 sec): 3 clusters Score: Raw -1477337.997562 + Penalty 3026.163104 = -1474311.834458 nChanged 451 SP:Iteration 9Q (2927.370508 sec): 3 clusters Score: Raw -1477581.995097 + Penalty 3026.163104 = -1474555.831993 nChanged 480 SP:Iteration 10Q (2927.427611 sec): 3 clusters Score: Raw -1477844.175641 + Penalty 3026.163104 = -1474818.012537 nChanged 452 SP:Iteration 11Q (2927.492395 sec): 3 clusters Score: Raw -1478101.521268 + Penalty 3026.163104 = -1475075.358164 nChanged 408 SP:Iteration 12Q (2927.567105 sec): 3 clusters Score: Raw -1478309.707478 + Penalty 3026.163104 = -1475283.544373 nChanged 336 SP:Iteration 13Q (2927.634746 sec): 3 clusters Score: Raw -1478462.425106 + Penalty 3026.163104 = -1475436.262001 nChanged 309 SP:Iteration 14Q (2927.699237 sec): 3 clusters Score: Raw -1478590.982929 + Penalty 3026.163104 = -1475564.819825 nChanged 251 SP:Iteration 15Q (2927.762613 sec): 3 clusters Score: Raw -1478680.048902 + Penalty 3026.163104 = -1475653.885798 nChanged 179 SP:Iteration 16Q (2927.830794 sec): 3 clusters Score: Raw -1478731.303976 + Penalty 3026.163104 = -1475705.140872 nChanged 141 SP:Iteration 17Q (2927.896701 sec): 3 clusters Score: Raw -1478774.314221 + Penalty 3026.163104 = -1475748.151116 nChanged 148 SP:Iteration 18Q (2927.954329 sec): 3 clusters Score: Raw -1478811.240831 + Penalty 3026.163104 = -1475785.077727 nChanged 115 SP:Iteration 19Q (2928.030826 sec): 3 clusters Score: Raw -1478833.847279 + Penalty 3026.163104 = -1475807.684175 nChanged 89 SP:Iteration 20F (2928.088127 sec): 3 clusters Score: Raw -1478852.764974 + Penalty 3026.163104 = -1475826.601870 nChanged 84 SP:Iteration 21Q (2928.150624 sec): 3 clusters Score: Raw -1478869.562423 + Penalty 3026.163104 = -1475843.399319 nChanged 68 SP:Iteration 22Q (2928.224512 sec): 3 clusters Score: Raw -1478881.072372 + Penalty 3026.163104 = -1475854.909268 nChanged 61 SP:Iteration 23Q (2928.280536 sec): 3 clusters Score: Raw -1478890.398368 + Penalty 3026.163104 = -1475864.235263 nChanged 49 SP:Iteration 24Q (2928.342422 sec): 3 clusters Score: Raw -1478898.460874 + Penalty 3026.163104 = -1475872.297770 nChanged 54 SP:Iteration 25Q (2928.405678 sec): 3 clusters Score: Raw -1478906.989210 + Penalty 3026.163104 = -1475880.826106 nChanged 50 SP:Iteration 26Q (2928.469681 sec): 3 clusters Score: Raw -1478913.646993 + Penalty 3026.163104 = -1475887.483888 nChanged 50 SP:Iteration 27Q (2928.542077 sec): 3 clusters Score: Raw -1478920.107947 + Penalty 3026.163104 = -1475893.944843 nChanged 46 SP:Iteration 28Q (2928.604337 sec): 3 clusters Score: Raw -1478926.580186 + Penalty 3026.163104 = -1475900.417082 nChanged 37 SP:Iteration 29Q (2928.660642 sec): 3 clusters Score: Raw -1478933.152694 + Penalty 3026.163104 = -1475906.989590 nChanged 38 SP:Iteration 30Q (2928.728388 sec): 3 clusters Score: Raw -1478938.033652 + Penalty 3026.163104 = -1475911.870547 nChanged 35 SP:Iteration 31Q (2928.805076 sec): 3 clusters Score: Raw -1478942.709357 + Penalty 3026.163104 = -1475916.546253 nChanged 41 SP:Iteration 32Q (2928.863567 sec): 3 clusters Score: Raw -1478947.979957 + Penalty 3026.163104 = -1475921.816853 nChanged 35 SP:Iteration 33Q (2928.906767 sec): 3 clusters Score: Raw -1478952.093028 + Penalty 3026.163104 = -1475925.929924 nChanged 30 SP:Iteration 34Q (2928.937935 sec): 3 clusters Score: Raw -1478955.530260 + Penalty 3026.163104 = -1475929.367156 nChanged 24 SP:Iteration 35Q (2928.969398 sec): 3 clusters Score: Raw -1478958.652584 + Penalty 3026.163104 = -1475932.489479 nChanged 27 SP:Iteration 36Q (2929.000788 sec): 3 clusters Score: Raw -1478961.224268 + Penalty 3026.163104 = -1475935.061163 nChanged 19 SP:Iteration 37Q (2929.032179 sec): 3 clusters Score: Raw -1478962.946465 + Penalty 3026.163104 = -1475936.783361 nChanged 17 SP:Iteration 38Q (2929.077650 sec): 3 clusters Score: Raw -1478964.255378 + Penalty 3026.163104 = -1475938.092274 nChanged 14 SP:Iteration 39Q (2929.107286 sec): 3 clusters Score: Raw -1478965.259365 + Penalty 3026.163104 = -1475939.096261 nChanged 14 SP:Iteration 40F (2929.139257 sec): 3 clusters Score: Raw -1478966.217323 + Penalty 3026.163104 = -1475940.054219 nChanged 15 SP:Iteration 41Q (2929.170674 sec): 3 clusters Score: Raw -1478967.524889 + Penalty 3026.163104 = -1475941.361785 nChanged 15 SP:Iteration 42Q (2929.202009 sec): 3 clusters Score: Raw -1478968.799841 + Penalty 3026.163104 = -1475942.636737 nChanged 11 SP:Iteration 43Q (2929.233398 sec): 3 clusters Score: Raw -1478969.873354 + Penalty 3026.163104 = -1475943.710250 nChanged 11 SP:Iteration 44Q (2929.264927 sec): 3 clusters Score: Raw -1478970.846948 + Penalty 3026.163104 = -1475944.683843 nChanged 6 SP:Iteration 45Q (2929.296579 sec): 3 clusters Score: Raw -1478971.235553 + Penalty 3026.163104 = -1475945.072449 nChanged 4 SP:Iteration 46Q (2929.327947 sec): 3 clusters Score: Raw -1478971.485924 + Penalty 3026.163104 = -1475945.322819 nChanged 5 SP:Iteration 47Q (2929.407159 sec): 3 clusters Score: Raw -1478971.812712 + Penalty 3026.163104 = -1475945.649608 nChanged 6 SP:Iteration 48Q (2929.473019 sec): 3 clusters Score: Raw -1478972.082927 + Penalty 3026.163104 = -1475945.919823 nChanged 7 SP:Iteration 49Q (2929.519737 sec): 3 clusters Score: Raw -1478972.509012 + Penalty 3026.163104 = -1475946.345907 nChanged 5 SP:Iteration 50Q (2929.550213 sec): 3 clusters Score: Raw -1478972.751867 + Penalty 3026.163104 = -1475946.588763 nChanged 3 SP:Iteration 51Q (2929.581649 sec): 3 clusters Score: Raw -1478972.920493 + Penalty 3026.163104 = -1475946.757389 nChanged 5 SP:Iteration 52Q (2929.627050 sec): 3 clusters Score: Raw -1478973.208373 + Penalty 3026.163104 = -1475947.045268 nChanged 6 SP:Iteration 53Q (2929.656838 sec): 3 clusters Score: Raw -1478973.562721 + Penalty 3026.163104 = -1475947.399616 nChanged 6 SP:Iteration 54Q (2929.688319 sec): 3 clusters Score: Raw -1478974.030612 + Penalty 3026.163104 = -1475947.867507 nChanged 6 SP:Iteration 55Q (2929.719712 sec): 3 clusters Score: Raw -1478974.566595 + Penalty 3026.163104 = -1475948.403490 nChanged 6 SP:Iteration 56Q (2929.751119 sec): 3 clusters Score: Raw -1478974.993241 + Penalty 3026.163104 = -1475948.830136 nChanged 3 SP:Iteration 57Q (2929.782367 sec): 3 clusters Score: Raw -1478975.213733 + Penalty 3026.163104 = -1475949.050629 nChanged 2 SP:Iteration 58Q (2929.850752 sec): 3 clusters Score: Raw -1478975.331844 + Penalty 3026.163104 = -1475949.168739 nChanged 3 SP:Iteration 59Q (2929.917538 sec): 3 clusters Score: Raw -1478975.646595 + Penalty 3026.163104 = -1475949.483490 nChanged 5 SP:Iteration 60F (2929.985361 sec): 3 clusters Score: Raw -1478975.960458 + Penalty 3026.163104 = -1475949.797354 nChanged 5 SP:Iteration 61Q (2930.053962 sec): 3 clusters Score: Raw -1478976.240316 + Penalty 3026.163104 = -1475950.077212 nChanged 3 SP:Iteration 62Q (2930.118170 sec): 3 clusters Score: Raw -1478976.426281 + Penalty 3026.163104 = -1475950.263176 nChanged 4 SP:Iteration 63Q (2930.181712 sec): 3 clusters Score: Raw -1478976.699894 + Penalty 3026.163104 = -1475950.536790 nChanged 1 SP:Iteration 64Q (2930.245490 sec): 3 clusters Score: Raw -1478976.750267 + Penalty 3026.163104 = -1475950.587162 nChanged 1 SP:Iteration 65Q (2930.304047 sec): 3 clusters Score: Raw -1478976.853955 + Penalty 3026.163104 = -1475950.690850 nChanged 5 SP:Iteration 66Q (2930.380500 sec): 3 clusters Score: Raw -1478977.403003 + Penalty 3026.163104 = -1475951.239899 nChanged 8 SP:Iteration 67Q (2930.433306 sec): 3 clusters Score: Raw -1478978.160316 + Penalty 3026.163104 = -1475951.997212 nChanged 8 SP:Iteration 68Q (2930.500985 sec): 3 clusters Score: Raw -1478978.834536 + Penalty 3026.163104 = -1475952.671432 nChanged 8 SP:Iteration 69Q (2930.568778 sec): 3 clusters Score: Raw -1478979.399328 + Penalty 3026.163104 = -1475953.236223 nChanged 4 SP:Iteration 70Q (2930.624045 sec): 3 clusters Score: Raw -1478979.742400 + Penalty 3026.163104 = -1475953.579295 nChanged 2 SP:Iteration 71Q (2930.682722 sec): 3 clusters Score: Raw -1478979.818322 + Penalty 3026.163104 = -1475953.655217 nChanged 2 SP:Iteration 72Q (2930.758381 sec): 3 clusters Score: Raw -1478979.947689 + Penalty 3026.163104 = -1475953.784585 nChanged 3 SP:Iteration 73Q (2930.817926 sec): 3 clusters Score: Raw -1478980.169975 + Penalty 3026.163104 = -1475954.006871 nChanged 3 SP:Iteration 74Q (2930.895961 sec): 3 clusters Score: Raw -1478980.328393 + Penalty 3026.163104 = -1475954.165288 nChanged 2 SP:Iteration 75Q (2930.963411 sec): 3 clusters Score: Raw -1478980.444516 + Penalty 3026.163104 = -1475954.281411 nChanged 3 SP:Iteration 76Q (2931.021685 sec): 3 clusters Score: Raw -1478980.827658 + Penalty 3026.163104 = -1475954.664553 nChanged 4 SP:Iteration 77Q (2931.088978 sec): 3 clusters Score: Raw -1478981.073069 + Penalty 3026.163104 = -1475954.909965 nChanged 3 SP:Iteration 78Q (2931.156023 sec): 3 clusters Score: Raw -1478981.189634 + Penalty 3026.163104 = -1475955.026530 nChanged 0 SP:Iteration 79F (2931.225126 sec): 3 clusters Score: Raw -1478981.189634 + Penalty 3026.163104 = -1475955.026530 nChanged 0 Trying to split cluster 6 (20639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2931.263130 sec): 2 clusters Score: Raw -2728999.548319 + Penalty 1614.427387 = -2727385.120931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2931.345654 sec): 3 clusters Score: Raw -2716582.787684 + Penalty 3228.854775 = -2713353.932909 nChanged 9259 SP:Iteration 1F (2931.438809 sec): 3 clusters Score: Raw -2721590.384621 + Penalty 3228.854775 = -2718361.529846 nChanged 1060 SP:Iteration 2F (2931.517397 sec): 3 clusters Score: Raw -2722003.515409 + Penalty 3228.854775 = -2718774.660634 nChanged 1082 SP:Iteration 3F (2931.595675 sec): 3 clusters Score: Raw -2722496.399402 + Penalty 3228.854775 = -2719267.544627 nChanged 1120 SP:Iteration 4F (2931.668499 sec): 3 clusters Score: Raw -2723108.747181 + Penalty 3228.854775 = -2719879.892406 nChanged 1176 SP:Iteration 5F (2931.746724 sec): 3 clusters Score: Raw -2723859.433314 + Penalty 3228.854775 = -2720630.578539 nChanged 1243 SP:Iteration 6F (2931.824741 sec): 3 clusters Score: Raw -2724796.843125 + Penalty 3228.854775 = -2721567.988350 nChanged 1251 SP:Iteration 7F (2931.902963 sec): 3 clusters Score: Raw -2725830.508851 + Penalty 3228.854775 = -2722601.654076 nChanged 1111 SP:Iteration 8F (2931.946162 sec): 3 clusters Score: Raw -2726714.765707 + Penalty 3228.854775 = -2723485.910932 nChanged 889 SP:Iteration 9Q (2932.030160 sec): 3 clusters Score: Raw -2727383.593826 + Penalty 3228.854775 = -2724154.739051 nChanged 658 SP:Iteration 10Q (2932.118537 sec): 3 clusters Score: Raw -2727825.452405 + Penalty 3228.854775 = -2724596.597630 nChanged 500 SP:Iteration 11Q (2932.198146 sec): 3 clusters Score: Raw -2728148.491723 + Penalty 3228.854775 = -2724919.636948 nChanged 396 SP:Iteration 12Q (2932.276319 sec): 3 clusters Score: Raw -2728400.872140 + Penalty 3228.854775 = -2725172.017366 nChanged 322 SP:Iteration 13Q (2932.355646 sec): 3 clusters Score: Raw -2728602.966832 + Penalty 3228.854775 = -2725374.112057 nChanged 243 SP:Iteration 14Q (2932.424051 sec): 3 clusters Score: Raw -2728749.571310 + Penalty 3228.854775 = -2725520.716535 nChanged 198 SP:Iteration 15Q (2932.504586 sec): 3 clusters Score: Raw -2728880.630331 + Penalty 3228.854775 = -2725651.775556 nChanged 171 SP:Iteration 16Q (2932.593836 sec): 3 clusters Score: Raw -2728986.960172 + Penalty 3228.854775 = -2725758.105398 nChanged 129 SP:Iteration 17Q (2932.672727 sec): 3 clusters Score: Raw -2729060.742627 + Penalty 3228.854775 = -2725831.887853 nChanged 110 SP:Iteration 18Q (2932.751024 sec): 3 clusters Score: Raw -2729120.692526 + Penalty 3228.854775 = -2725891.837751 nChanged 99 SP:Iteration 19Q (2932.829234 sec): 3 clusters Score: Raw -2729187.583869 + Penalty 3228.854775 = -2725958.729094 nChanged 89 SP:Iteration 20F (2932.899937 sec): 3 clusters Score: Raw -2729247.494244 + Penalty 3228.854775 = -2726018.639470 nChanged 77 SP:Iteration 21Q (2932.989588 sec): 3 clusters Score: Raw -2729292.682090 + Penalty 3228.854775 = -2726063.827315 nChanged 73 SP:Iteration 22Q (2933.067123 sec): 3 clusters Score: Raw -2729324.089407 + Penalty 3228.854775 = -2726095.234632 nChanged 49 SP:Iteration 23Q (2933.144369 sec): 3 clusters Score: Raw -2729349.893287 + Penalty 3228.854775 = -2726121.038512 nChanged 50 SP:Iteration 24Q (2933.221754 sec): 3 clusters Score: Raw -2729374.083454 + Penalty 3228.854775 = -2726145.228679 nChanged 44 SP:Iteration 25Q (2933.298934 sec): 3 clusters Score: Raw -2729392.699248 + Penalty 3228.854775 = -2726163.844474 nChanged 38 SP:Iteration 26Q (2933.376071 sec): 3 clusters Score: Raw -2729406.619751 + Penalty 3228.854775 = -2726177.764976 nChanged 34 SP:Iteration 27Q (2933.453282 sec): 3 clusters Score: Raw -2729419.915271 + Penalty 3228.854775 = -2726191.060496 nChanged 29 SP:Iteration 28Q (2933.530304 sec): 3 clusters Score: Raw -2729431.369267 + Penalty 3228.854775 = -2726202.514492 nChanged 35 SP:Iteration 29Q (2933.607224 sec): 3 clusters Score: Raw -2729445.159580 + Penalty 3228.854775 = -2726216.304805 nChanged 33 SP:Iteration 30Q (2933.684447 sec): 3 clusters Score: Raw -2729457.588484 + Penalty 3228.854775 = -2726228.733709 nChanged 31 SP:Iteration 31Q (2933.761359 sec): 3 clusters Score: Raw -2729468.473283 + Penalty 3228.854775 = -2726239.618509 nChanged 29 SP:Iteration 32Q (2933.838474 sec): 3 clusters Score: Raw -2729478.580645 + Penalty 3228.854775 = -2726249.725870 nChanged 23 SP:Iteration 33Q (2933.904589 sec): 3 clusters Score: Raw -2729486.198645 + Penalty 3228.854775 = -2726257.343870 nChanged 26 SP:Iteration 34Q (2933.985490 sec): 3 clusters Score: Raw -2729494.062056 + Penalty 3228.854775 = -2726265.207281 nChanged 23 SP:Iteration 35Q (2934.062819 sec): 3 clusters Score: Raw -2729500.293255 + Penalty 3228.854775 = -2726271.438480 nChanged 16 SP:Iteration 36Q (2934.138010 sec): 3 clusters Score: Raw -2729504.482634 + Penalty 3228.854775 = -2726275.627859 nChanged 17 SP:Iteration 37Q (2934.213076 sec): 3 clusters Score: Raw -2729510.205132 + Penalty 3228.854775 = -2726281.350357 nChanged 17 SP:Iteration 38Q (2934.288311 sec): 3 clusters Score: Raw -2729515.951750 + Penalty 3228.854775 = -2726287.096975 nChanged 11 SP:Iteration 39Q (2934.363528 sec): 3 clusters Score: Raw -2729519.085188 + Penalty 3228.854775 = -2726290.230414 nChanged 15 SP:Iteration 40F (2934.444515 sec): 3 clusters Score: Raw -2729523.595665 + Penalty 3228.854775 = -2726294.740890 nChanged 19 SP:Iteration 41Q (2934.519699 sec): 3 clusters Score: Raw -2729528.802104 + Penalty 3228.854775 = -2726299.947330 nChanged 15 SP:Iteration 42Q (2934.594934 sec): 3 clusters Score: Raw -2729533.588295 + Penalty 3228.854775 = -2726304.733520 nChanged 17 SP:Iteration 43Q (2934.670355 sec): 3 clusters Score: Raw -2729539.756939 + Penalty 3228.854775 = -2726310.902164 nChanged 13 SP:Iteration 44Q (2934.745601 sec): 3 clusters Score: Raw -2729543.192456 + Penalty 3228.854775 = -2726314.337682 nChanged 9 SP:Iteration 45Q (2934.820650 sec): 3 clusters Score: Raw -2729545.731230 + Penalty 3228.854775 = -2726316.876455 nChanged 11 SP:Iteration 46Q (2934.895484 sec): 3 clusters Score: Raw -2729549.197212 + Penalty 3228.854775 = -2726320.342437 nChanged 9 SP:Iteration 47Q (2934.970037 sec): 3 clusters Score: Raw -2729552.132932 + Penalty 3228.854775 = -2726323.278158 nChanged 7 SP:Iteration 48Q (2935.040117 sec): 3 clusters Score: Raw -2729554.563421 + Penalty 3228.854775 = -2726325.708647 nChanged 8 SP:Iteration 49Q (2935.115329 sec): 3 clusters Score: Raw -2729557.809856 + Penalty 3228.854775 = -2726328.955081 nChanged 10 SP:Iteration 50Q (2935.190331 sec): 3 clusters Score: Raw -2729560.309408 + Penalty 3228.854775 = -2726331.454633 nChanged 7 SP:Iteration 51Q (2935.265311 sec): 3 clusters Score: Raw -2729562.326961 + Penalty 3228.854775 = -2726333.472186 nChanged 7 SP:Iteration 52Q (2935.341238 sec): 3 clusters Score: Raw -2729563.688415 + Penalty 3228.854775 = -2726334.833641 nChanged 4 SP:Iteration 53Q (2935.417404 sec): 3 clusters Score: Raw -2729564.296951 + Penalty 3228.854775 = -2726335.442177 nChanged 1 SP:Iteration 54Q (2935.493284 sec): 3 clusters Score: Raw -2729564.526393 + Penalty 3228.854775 = -2726335.671618 nChanged 2 SP:Iteration 55Q (2935.569137 sec): 3 clusters Score: Raw -2729564.873331 + Penalty 3228.854775 = -2726336.018556 nChanged 3 SP:Iteration 56Q (2935.645092 sec): 3 clusters Score: Raw -2729565.301204 + Penalty 3228.854775 = -2726336.446429 nChanged 1 SP:Iteration 57Q (2935.720697 sec): 3 clusters Score: Raw -2729565.491221 + Penalty 3228.854775 = -2726336.636446 nChanged 1 SP:Iteration 58Q (2935.796293 sec): 3 clusters Score: Raw -2729565.808114 + Penalty 3228.854775 = -2726336.953339 nChanged 2 SP:Iteration 59Q (2935.871937 sec): 3 clusters Score: Raw -2729566.123467 + Penalty 3228.854775 = -2726337.268692 nChanged 3 SP:Iteration 60F (2935.943881 sec): 3 clusters Score: Raw -2729567.096421 + Penalty 3228.854775 = -2726338.241646 nChanged 4 SP:Iteration 61Q (2936.027931 sec): 3 clusters Score: Raw -2729567.725629 + Penalty 3228.854775 = -2726338.870855 nChanged 3 SP:Iteration 62Q (2936.103750 sec): 3 clusters Score: Raw -2729568.211685 + Penalty 3228.854775 = -2726339.356910 nChanged 2 SP:Iteration 63Q (2936.179257 sec): 3 clusters Score: Raw -2729568.880905 + Penalty 3228.854775 = -2726340.026130 nChanged 2 SP:Iteration 64Q (2936.254613 sec): 3 clusters Score: Raw -2729569.324763 + Penalty 3228.854775 = -2726340.469988 nChanged 1 SP:Iteration 65Q (2936.330427 sec): 3 clusters Score: Raw -2729569.446940 + Penalty 3228.854775 = -2726340.592165 nChanged 1 SP:Iteration 66Q (2936.405957 sec): 3 clusters Score: Raw -2729569.798271 + Penalty 3228.854775 = -2726340.943496 nChanged 2 SP:Iteration 67Q (2936.481175 sec): 3 clusters Score: Raw -2729570.317985 + Penalty 3228.854775 = -2726341.463210 nChanged 2 SP:Iteration 68Q (2936.556730 sec): 3 clusters Score: Raw -2729570.736992 + Penalty 3228.854775 = -2726341.882217 nChanged 0 SP:Iteration 69F (2936.625718 sec): 3 clusters Score: Raw -2729570.736992 + Penalty 3228.854775 = -2726341.882217 nChanged 0 Trying to split cluster 7 (16257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2936.675997 sec): 2 clusters Score: Raw -2255974.852787 + Penalty 1575.645315 = -2254399.207472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2936.744387 sec): 3 clusters Score: Raw -2246398.381170 + Penalty 3151.290631 = -2243247.090540 nChanged 7277 SP:Iteration 1F (2936.810116 sec): 3 clusters Score: Raw -2250510.330364 + Penalty 3151.290631 = -2247359.039733 nChanged 1042 SP:Iteration 2F (2936.877393 sec): 3 clusters Score: Raw -2251089.035523 + Penalty 3151.290631 = -2247937.744892 nChanged 1089 SP:Iteration 3F (2936.950487 sec): 3 clusters Score: Raw -2251717.485179 + Penalty 3151.290631 = -2248566.194548 nChanged 1022 SP:Iteration 4F (2937.023570 sec): 3 clusters Score: Raw -2252297.321769 + Penalty 3151.290631 = -2249146.031138 nChanged 963 SP:Iteration 5F (2937.097045 sec): 3 clusters Score: Raw -2252865.668604 + Penalty 3151.290631 = -2249714.377973 nChanged 894 SP:Iteration 6F (2937.169865 sec): 3 clusters Score: Raw -2253448.882866 + Penalty 3151.290631 = -2250297.592235 nChanged 773 SP:Iteration 7Q (2937.232772 sec): 3 clusters Score: Raw -2253963.792860 + Penalty 3151.290631 = -2250812.502229 nChanged 679 SP:Iteration 8Q (2937.295198 sec): 3 clusters Score: Raw -2254412.010573 + Penalty 3151.290631 = -2251260.719942 nChanged 542 SP:Iteration 9Q (2937.367255 sec): 3 clusters Score: Raw -2254736.457792 + Penalty 3151.290631 = -2251585.167161 nChanged 469 SP:Iteration 10Q (2937.432655 sec): 3 clusters Score: Raw -2254948.519169 + Penalty 3151.290631 = -2251797.228538 nChanged 335 SP:Iteration 11Q (2937.506358 sec): 3 clusters Score: Raw -2255082.032002 + Penalty 3151.290631 = -2251930.741371 nChanged 272 SP:Iteration 12Q (2937.581134 sec): 3 clusters Score: Raw -2255180.014142 + Penalty 3151.290631 = -2252028.723511 nChanged 233 SP:Iteration 13Q (2937.654174 sec): 3 clusters Score: Raw -2255257.370572 + Penalty 3151.290631 = -2252106.079941 nChanged 228 SP:Iteration 14Q (2937.716330 sec): 3 clusters Score: Raw -2255336.283034 + Penalty 3151.290631 = -2252184.992403 nChanged 218 SP:Iteration 15Q (2937.779486 sec): 3 clusters Score: Raw -2255411.963026 + Penalty 3151.290631 = -2252260.672395 nChanged 210 SP:Iteration 16Q (2937.843142 sec): 3 clusters Score: Raw -2255474.153208 + Penalty 3151.290631 = -2252322.862577 nChanged 178 SP:Iteration 17Q (2937.906392 sec): 3 clusters Score: Raw -2255530.200257 + Penalty 3151.290631 = -2252378.909626 nChanged 172 SP:Iteration 18Q (2937.969678 sec): 3 clusters Score: Raw -2255583.292164 + Penalty 3151.290631 = -2252432.001533 nChanged 163 SP:Iteration 19Q (2938.032879 sec): 3 clusters Score: Raw -2255635.618138 + Penalty 3151.290631 = -2252484.327507 nChanged 167 SP:Iteration 20F (2938.107011 sec): 3 clusters Score: Raw -2255692.893864 + Penalty 3151.290631 = -2252541.603233 nChanged 180 SP:Iteration 21Q (2938.178927 sec): 3 clusters Score: Raw -2255763.982997 + Penalty 3151.290631 = -2252612.692366 nChanged 186 SP:Iteration 22Q (2938.244026 sec): 3 clusters Score: Raw -2255834.022505 + Penalty 3151.290631 = -2252682.731874 nChanged 162 SP:Iteration 23Q (2938.314599 sec): 3 clusters Score: Raw -2255897.132750 + Penalty 3151.290631 = -2252745.842120 nChanged 148 SP:Iteration 24Q (2938.386866 sec): 3 clusters Score: Raw -2255948.708592 + Penalty 3151.290631 = -2252797.417961 nChanged 143 SP:Iteration 25Q (2938.458022 sec): 3 clusters Score: Raw -2256002.369203 + Penalty 3151.290631 = -2252851.078573 nChanged 118 SP:Iteration 26Q (2938.525841 sec): 3 clusters Score: Raw -2256043.392378 + Penalty 3151.290631 = -2252892.101747 nChanged 87 SP:Iteration 27Q (2938.604859 sec): 3 clusters Score: Raw -2256072.459229 + Penalty 3151.290631 = -2252921.168598 nChanged 80 SP:Iteration 28Q (2938.666217 sec): 3 clusters Score: Raw -2256102.311152 + Penalty 3151.290631 = -2252951.020521 nChanged 72 SP:Iteration 29Q (2938.736694 sec): 3 clusters Score: Raw -2256128.824191 + Penalty 3151.290631 = -2252977.533560 nChanged 70 SP:Iteration 30Q (2938.809147 sec): 3 clusters Score: Raw -2256158.293528 + Penalty 3151.290631 = -2253007.002897 nChanged 58 SP:Iteration 31Q (2938.866044 sec): 3 clusters Score: Raw -2256183.482913 + Penalty 3151.290631 = -2253032.192282 nChanged 51 SP:Iteration 32Q (2938.936114 sec): 3 clusters Score: Raw -2256202.951723 + Penalty 3151.290631 = -2253051.661092 nChanged 57 SP:Iteration 33Q (2939.006281 sec): 3 clusters Score: Raw -2256226.080373 + Penalty 3151.290631 = -2253074.789742 nChanged 54 SP:Iteration 34Q (2939.076178 sec): 3 clusters Score: Raw -2256253.065739 + Penalty 3151.290631 = -2253101.775108 nChanged 53 SP:Iteration 35Q (2939.146032 sec): 3 clusters Score: Raw -2256273.076389 + Penalty 3151.290631 = -2253121.785758 nChanged 46 SP:Iteration 36Q (2939.215755 sec): 3 clusters Score: Raw -2256289.811378 + Penalty 3151.290631 = -2253138.520748 nChanged 35 SP:Iteration 37Q (2939.287474 sec): 3 clusters Score: Raw -2256306.179314 + Penalty 3151.290631 = -2253154.888683 nChanged 36 SP:Iteration 38Q (2939.344032 sec): 3 clusters Score: Raw -2256321.753872 + Penalty 3151.290631 = -2253170.463241 nChanged 36 SP:Iteration 39Q (2939.413208 sec): 3 clusters Score: Raw -2256337.414224 + Penalty 3151.290631 = -2253186.123593 nChanged 34 SP:Iteration 40F (2939.482013 sec): 3 clusters Score: Raw -2256355.652041 + Penalty 3151.290631 = -2253204.361410 nChanged 37 SP:Iteration 41Q (2939.551231 sec): 3 clusters Score: Raw -2256370.731409 + Penalty 3151.290631 = -2253219.440779 nChanged 27 SP:Iteration 42Q (2939.611355 sec): 3 clusters Score: Raw -2256379.920925 + Penalty 3151.290631 = -2253228.630294 nChanged 23 SP:Iteration 43Q (2939.682110 sec): 3 clusters Score: Raw -2256388.311476 + Penalty 3151.290631 = -2253237.020845 nChanged 26 SP:Iteration 44Q (2939.756141 sec): 3 clusters Score: Raw -2256400.398793 + Penalty 3151.290631 = -2253249.108162 nChanged 26 SP:Iteration 45Q (2939.824989 sec): 3 clusters Score: Raw -2256412.424401 + Penalty 3151.290631 = -2253261.133770 nChanged 16 SP:Iteration 46Q (2939.890903 sec): 3 clusters Score: Raw -2256418.711644 + Penalty 3151.290631 = -2253267.421013 nChanged 13 SP:Iteration 47Q (2939.959482 sec): 3 clusters Score: Raw -2256423.738402 + Penalty 3151.290631 = -2253272.447771 nChanged 10 SP:Iteration 48Q (2940.030873 sec): 3 clusters Score: Raw -2256427.172254 + Penalty 3151.290631 = -2253275.881623 nChanged 10 SP:Iteration 49Q (2940.102597 sec): 3 clusters Score: Raw -2256431.090251 + Penalty 3151.290631 = -2253279.799620 nChanged 6 SP:Iteration 50Q (2940.168960 sec): 3 clusters Score: Raw -2256432.194886 + Penalty 3151.290631 = -2253280.904255 nChanged 1 SP:Iteration 51Q (2940.231056 sec): 3 clusters Score: Raw -2256432.475903 + Penalty 3151.290631 = -2253281.185273 nChanged 3 SP:Iteration 52Q (2940.302518 sec): 3 clusters Score: Raw -2256433.685532 + Penalty 3151.290631 = -2253282.394901 nChanged 6 SP:Iteration 53Q (2940.380264 sec): 3 clusters Score: Raw -2256436.102924 + Penalty 3151.290631 = -2253284.812293 nChanged 6 SP:Iteration 54Q (2940.455155 sec): 3 clusters Score: Raw -2256437.089715 + Penalty 3151.290631 = -2253285.799084 nChanged 1 SP:Iteration 55Q (2940.524485 sec): 3 clusters Score: Raw -2256437.366355 + Penalty 3151.290631 = -2253286.075724 nChanged 1 SP:Iteration 56Q (2940.591480 sec): 3 clusters Score: Raw -2256437.457040 + Penalty 3151.290631 = -2253286.166410 nChanged 1 SP:Iteration 57Q (2940.660026 sec): 3 clusters Score: Raw -2256437.541962 + Penalty 3151.290631 = -2253286.251331 nChanged 0 SP:Iteration 58F (2940.737731 sec): 3 clusters Score: Raw -2256437.541962 + Penalty 3151.290631 = -2253286.251331 nChanged 0 Trying to split cluster 8 (15296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2940.782700 sec): 2 clusters Score: Raw -1928546.475513 + Penalty 1565.743828 = -1926980.731685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2940.868473 sec): 3 clusters Score: Raw -1919577.992318 + Penalty 3131.487656 = -1916446.504661 nChanged 6809 SP:Iteration 1F (2940.934837 sec): 3 clusters Score: Raw -1923427.056605 + Penalty 3131.487656 = -1920295.568949 nChanged 988 SP:Iteration 2F (2941.000760 sec): 3 clusters Score: Raw -1924073.137710 + Penalty 3131.487656 = -1920941.650053 nChanged 1092 SP:Iteration 3F (2941.068430 sec): 3 clusters Score: Raw -1924909.601118 + Penalty 3131.487656 = -1921778.113462 nChanged 1146 SP:Iteration 4F (2941.133698 sec): 3 clusters Score: Raw -1925806.112075 + Penalty 3131.487656 = -1922674.624418 nChanged 1151 SP:Iteration 5F (2941.200522 sec): 3 clusters Score: Raw -1926580.512817 + Penalty 3131.487656 = -1923449.025161 nChanged 972 SP:Iteration 6F (2941.267354 sec): 3 clusters Score: Raw -1927173.433331 + Penalty 3131.487656 = -1924041.945674 nChanged 825 SP:Iteration 7F (2941.333945 sec): 3 clusters Score: Raw -1927584.226555 + Penalty 3131.487656 = -1924452.738899 nChanged 607 SP:Iteration 8Q (2941.400852 sec): 3 clusters Score: Raw -1927832.193444 + Penalty 3131.487656 = -1924700.705788 nChanged 418 SP:Iteration 9Q (2941.468012 sec): 3 clusters Score: Raw -1927989.296462 + Penalty 3131.487656 = -1924857.808805 nChanged 319 SP:Iteration 10Q (2941.549212 sec): 3 clusters Score: Raw -1928091.419556 + Penalty 3131.487656 = -1924959.931900 nChanged 245 SP:Iteration 11Q (2941.605363 sec): 3 clusters Score: Raw -1928167.996422 + Penalty 3131.487656 = -1925036.508765 nChanged 210 SP:Iteration 12Q (2941.673473 sec): 3 clusters Score: Raw -1928222.384117 + Penalty 3131.487656 = -1925090.896460 nChanged 181 SP:Iteration 13Q (2941.741890 sec): 3 clusters Score: Raw -1928267.143299 + Penalty 3131.487656 = -1925135.655643 nChanged 171 SP:Iteration 14Q (2941.809359 sec): 3 clusters Score: Raw -1928308.727770 + Penalty 3131.487656 = -1925177.240114 nChanged 156 SP:Iteration 15Q (2941.874676 sec): 3 clusters Score: Raw -1928348.230324 + Penalty 3131.487656 = -1925216.742667 nChanged 153 SP:Iteration 16Q (2941.942660 sec): 3 clusters Score: Raw -1928389.691095 + Penalty 3131.487656 = -1925258.203438 nChanged 164 SP:Iteration 17Q (2942.010241 sec): 3 clusters Score: Raw -1928432.518440 + Penalty 3131.487656 = -1925301.030784 nChanged 167 SP:Iteration 18Q (2942.077212 sec): 3 clusters Score: Raw -1928474.767528 + Penalty 3131.487656 = -1925343.279872 nChanged 169 SP:Iteration 19Q (2942.143100 sec): 3 clusters Score: Raw -1928522.011499 + Penalty 3131.487656 = -1925390.523843 nChanged 178 SP:Iteration 20F (2942.210977 sec): 3 clusters Score: Raw -1928575.368917 + Penalty 3131.487656 = -1925443.881260 nChanged 186 SP:Iteration 21Q (2942.268812 sec): 3 clusters Score: Raw -1928630.918325 + Penalty 3131.487656 = -1925499.430668 nChanged 180 SP:Iteration 22Q (2942.337424 sec): 3 clusters Score: Raw -1928684.275932 + Penalty 3131.487656 = -1925552.788276 nChanged 188 SP:Iteration 23Q (2942.405208 sec): 3 clusters Score: Raw -1928748.589129 + Penalty 3131.487656 = -1925617.101472 nChanged 199 SP:Iteration 24Q (2942.473899 sec): 3 clusters Score: Raw -1928819.159864 + Penalty 3131.487656 = -1925687.672208 nChanged 193 SP:Iteration 25Q (2942.547315 sec): 3 clusters Score: Raw -1928890.590090 + Penalty 3131.487656 = -1925759.102433 nChanged 179 SP:Iteration 26Q (2942.616252 sec): 3 clusters Score: Raw -1928958.702132 + Penalty 3131.487656 = -1925827.214476 nChanged 146 SP:Iteration 27Q (2942.690816 sec): 3 clusters Score: Raw -1929014.905087 + Penalty 3131.487656 = -1925883.417431 nChanged 129 SP:Iteration 28Q (2942.760969 sec): 3 clusters Score: Raw -1929066.469409 + Penalty 3131.487656 = -1925934.981753 nChanged 110 SP:Iteration 29Q (2942.826427 sec): 3 clusters Score: Raw -1929110.294700 + Penalty 3131.487656 = -1925978.807043 nChanged 96 SP:Iteration 30Q (2942.898651 sec): 3 clusters Score: Raw -1929151.563135 + Penalty 3131.487656 = -1926020.075478 nChanged 91 SP:Iteration 31Q (2942.968432 sec): 3 clusters Score: Raw -1929185.187146 + Penalty 3131.487656 = -1926053.699490 nChanged 91 SP:Iteration 32Q (2943.041738 sec): 3 clusters Score: Raw -1929213.578713 + Penalty 3131.487656 = -1926082.091056 nChanged 67 SP:Iteration 33Q (2943.113566 sec): 3 clusters Score: Raw -1929234.208499 + Penalty 3131.487656 = -1926102.720843 nChanged 68 SP:Iteration 34Q (2943.191789 sec): 3 clusters Score: Raw -1929256.102014 + Penalty 3131.487656 = -1926124.614358 nChanged 59 SP:Iteration 35Q (2943.252724 sec): 3 clusters Score: Raw -1929274.132716 + Penalty 3131.487656 = -1926142.645060 nChanged 53 SP:Iteration 36Q (2943.325090 sec): 3 clusters Score: Raw -1929286.850893 + Penalty 3131.487656 = -1926155.363237 nChanged 41 SP:Iteration 37Q (2943.389339 sec): 3 clusters Score: Raw -1929296.016958 + Penalty 3131.487656 = -1926164.529301 nChanged 37 SP:Iteration 38Q (2943.448141 sec): 3 clusters Score: Raw -1929305.298568 + Penalty 3131.487656 = -1926173.810911 nChanged 32 SP:Iteration 39Q (2943.506983 sec): 3 clusters Score: Raw -1929313.270388 + Penalty 3131.487656 = -1926181.782732 nChanged 28 SP:Iteration 40F (2943.569143 sec): 3 clusters Score: Raw -1929319.269349 + Penalty 3131.487656 = -1926187.781692 nChanged 22 SP:Iteration 41Q (2943.634246 sec): 3 clusters Score: Raw -1929324.686218 + Penalty 3131.487656 = -1926193.198561 nChanged 21 SP:Iteration 42Q (2943.699466 sec): 3 clusters Score: Raw -1929329.281288 + Penalty 3131.487656 = -1926197.793631 nChanged 19 SP:Iteration 43Q (2943.765452 sec): 3 clusters Score: Raw -1929334.092875 + Penalty 3131.487656 = -1926202.605218 nChanged 20 SP:Iteration 44Q (2943.831601 sec): 3 clusters Score: Raw -1929338.018193 + Penalty 3131.487656 = -1926206.530537 nChanged 15 SP:Iteration 45Q (2943.898195 sec): 3 clusters Score: Raw -1929341.612162 + Penalty 3131.487656 = -1926210.124505 nChanged 11 SP:Iteration 46Q (2943.963564 sec): 3 clusters Score: Raw -1929344.366372 + Penalty 3131.487656 = -1926212.878715 nChanged 13 SP:Iteration 47Q (2944.039071 sec): 3 clusters Score: Raw -1929350.031497 + Penalty 3131.487656 = -1926218.543840 nChanged 20 SP:Iteration 48Q (2944.099334 sec): 3 clusters Score: Raw -1929358.666813 + Penalty 3131.487656 = -1926227.179157 nChanged 23 SP:Iteration 49Q (2944.170054 sec): 3 clusters Score: Raw -1929368.083613 + Penalty 3131.487656 = -1926236.595957 nChanged 27 SP:Iteration 50Q (2944.236355 sec): 3 clusters Score: Raw -1929380.827127 + Penalty 3131.487656 = -1926249.339471 nChanged 38 SP:Iteration 51Q (2944.307704 sec): 3 clusters Score: Raw -1929398.135866 + Penalty 3131.487656 = -1926266.648209 nChanged 33 SP:Iteration 52Q (2944.377022 sec): 3 clusters Score: Raw -1929418.573921 + Penalty 3131.487656 = -1926287.086264 nChanged 35 SP:Iteration 53Q (2944.445133 sec): 3 clusters Score: Raw -1929442.247964 + Penalty 3131.487656 = -1926310.760307 nChanged 33 SP:Iteration 54Q (2944.519693 sec): 3 clusters Score: Raw -1929470.206844 + Penalty 3131.487656 = -1926338.719187 nChanged 39 SP:Iteration 55Q (2944.579496 sec): 3 clusters Score: Raw -1929502.729445 + Penalty 3131.487656 = -1926371.241788 nChanged 37 SP:Iteration 56Q (2944.648612 sec): 3 clusters Score: Raw -1929533.866650 + Penalty 3131.487656 = -1926402.378993 nChanged 37 SP:Iteration 57Q (2944.720303 sec): 3 clusters Score: Raw -1929550.269326 + Penalty 3131.487656 = -1926418.781670 nChanged 28 SP:Iteration 58Q (2944.777908 sec): 3 clusters Score: Raw -1929558.035243 + Penalty 3131.487656 = -1926426.547587 nChanged 11 SP:Iteration 59Q (2944.842796 sec): 3 clusters Score: Raw -1929560.083019 + Penalty 3131.487656 = -1926428.595362 nChanged 5 SP:Iteration 60F (2944.911911 sec): 3 clusters Score: Raw -1929562.794105 + Penalty 3131.487656 = -1926431.306449 nChanged 11 SP:Iteration 61Q (2944.972844 sec): 3 clusters Score: Raw -1929565.440743 + Penalty 3131.487656 = -1926433.953087 nChanged 11 SP:Iteration 62Q (2945.041482 sec): 3 clusters Score: Raw -1929568.339694 + Penalty 3131.487656 = -1926436.852038 nChanged 5 SP:Iteration 63Q (2945.110251 sec): 3 clusters Score: Raw -1929569.882079 + Penalty 3131.487656 = -1926438.394422 nChanged 2 SP:Iteration 64Q (2945.178677 sec): 3 clusters Score: Raw -1929570.108913 + Penalty 3131.487656 = -1926438.621257 nChanged 4 SP:Iteration 65Q (2945.247417 sec): 3 clusters Score: Raw -1929571.174800 + Penalty 3131.487656 = -1926439.687144 nChanged 5 SP:Iteration 66Q (2945.313828 sec): 3 clusters Score: Raw -1929573.232487 + Penalty 3131.487656 = -1926441.744831 nChanged 8 SP:Iteration 67Q (2945.379572 sec): 3 clusters Score: Raw -1929574.882869 + Penalty 3131.487656 = -1926443.395213 nChanged 8 SP:Iteration 68Q (2945.445315 sec): 3 clusters Score: Raw -1929577.294417 + Penalty 3131.487656 = -1926445.806760 nChanged 7 SP:Iteration 69Q (2945.511127 sec): 3 clusters Score: Raw -1929578.523581 + Penalty 3131.487656 = -1926447.035925 nChanged 7 SP:Iteration 70Q (2945.580346 sec): 3 clusters Score: Raw -1929580.256159 + Penalty 3131.487656 = -1926448.768503 nChanged 4 SP:Iteration 71Q (2945.658778 sec): 3 clusters Score: Raw -1929580.971750 + Penalty 3131.487656 = -1926449.484094 nChanged 4 SP:Iteration 72Q (2945.717006 sec): 3 clusters Score: Raw -1929581.382730 + Penalty 3131.487656 = -1926449.895074 nChanged 0 SP:Iteration 73F (2945.781326 sec): 3 clusters Score: Raw -1929581.382730 + Penalty 3131.487656 = -1926449.895074 nChanged 0 Trying to split cluster 9 (6658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2945.813301 sec): 2 clusters Score: Raw -859458.956447 + Penalty 1430.580843 = -858028.375604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2945.873626 sec): 3 clusters Score: Raw -855890.647799 + Penalty 2861.161686 = -853029.486113 nChanged 2724 SP:Iteration 1F (2945.931901 sec): 3 clusters Score: Raw -857403.705945 + Penalty 2861.161686 = -854542.544259 nChanged 463 SP:Iteration 2F (2945.990342 sec): 3 clusters Score: Raw -857637.744489 + Penalty 2861.161686 = -854776.582803 nChanged 384 SP:Iteration 3F (2946.048750 sec): 3 clusters Score: Raw -857834.953562 + Penalty 2861.161686 = -854973.791876 nChanged 309 SP:Iteration 4Q (2946.108018 sec): 3 clusters Score: Raw -857974.328762 + Penalty 2861.161686 = -855113.167076 nChanged 262 SP:Iteration 5Q (2946.166454 sec): 3 clusters Score: Raw -858125.194821 + Penalty 2861.161686 = -855264.033136 nChanged 276 SP:Iteration 6Q (2946.219182 sec): 3 clusters Score: Raw -858306.595362 + Penalty 2861.161686 = -855445.433676 nChanged 294 SP:Iteration 7Q (2946.277635 sec): 3 clusters Score: Raw -858526.591403 + Penalty 2861.161686 = -855665.429717 nChanged 272 SP:Iteration 8Q (2946.336318 sec): 3 clusters Score: Raw -858731.915457 + Penalty 2861.161686 = -855870.753771 nChanged 248 SP:Iteration 9Q (2946.386590 sec): 3 clusters Score: Raw -858929.191445 + Penalty 2861.161686 = -856068.029759 nChanged 207 SP:Iteration 10Q (2946.444540 sec): 3 clusters Score: Raw -859074.263809 + Penalty 2861.161686 = -856213.102123 nChanged 161 SP:Iteration 11Q (2946.502525 sec): 3 clusters Score: Raw -859177.607703 + Penalty 2861.161686 = -856316.446018 nChanged 134 SP:Iteration 12Q (2946.557157 sec): 3 clusters Score: Raw -859254.160565 + Penalty 2861.161686 = -856392.998879 nChanged 96 SP:Iteration 13Q (2946.614885 sec): 3 clusters Score: Raw -859308.924012 + Penalty 2861.161686 = -856447.762326 nChanged 106 SP:Iteration 14Q (2946.672435 sec): 3 clusters Score: Raw -859384.319262 + Penalty 2861.161686 = -856523.157577 nChanged 97 SP:Iteration 15Q (2946.730213 sec): 3 clusters Score: Raw -859452.498431 + Penalty 2861.161686 = -856591.336745 nChanged 75 SP:Iteration 16Q (2946.787083 sec): 3 clusters Score: Raw -859504.913735 + Penalty 2861.161686 = -856643.752049 nChanged 67 SP:Iteration 17Q (2946.850243 sec): 3 clusters Score: Raw -859557.575300 + Penalty 2861.161686 = -856696.413614 nChanged 39 SP:Iteration 18Q (2946.894659 sec): 3 clusters Score: Raw -859594.178994 + Penalty 2861.161686 = -856733.017308 nChanged 24 SP:Iteration 19Q (2946.951555 sec): 3 clusters Score: Raw -859624.302362 + Penalty 2861.161686 = -856763.140676 nChanged 18 SP:Iteration 20F (2947.000013 sec): 3 clusters Score: Raw -859640.015261 + Penalty 2861.161686 = -856778.853575 nChanged 13 SP:Iteration 21Q (2947.051340 sec): 3 clusters Score: Raw -859653.446607 + Penalty 2861.161686 = -856792.284921 nChanged 11 SP:Iteration 22Q (2947.120693 sec): 3 clusters Score: Raw -859662.712513 + Penalty 2861.161686 = -856801.550827 nChanged 10 SP:Iteration 23Q (2947.166167 sec): 3 clusters Score: Raw -859669.665853 + Penalty 2861.161686 = -856808.504168 nChanged 11 SP:Iteration 24Q (2947.211067 sec): 3 clusters Score: Raw -859677.300170 + Penalty 2861.161686 = -856816.138484 nChanged 8 SP:Iteration 25Q (2947.276863 sec): 3 clusters Score: Raw -859682.637398 + Penalty 2861.161686 = -856821.475712 nChanged 4 SP:Iteration 26Q (2947.324297 sec): 3 clusters Score: Raw -859684.479885 + Penalty 2861.161686 = -856823.318199 nChanged 5 SP:Iteration 27Q (2947.371228 sec): 3 clusters Score: Raw -859686.039855 + Penalty 2861.161686 = -856824.878169 nChanged 3 SP:Iteration 28Q (2947.428881 sec): 3 clusters Score: Raw -859687.089590 + Penalty 2861.161686 = -856825.927904 nChanged 0 SP:Iteration 29F (2947.487310 sec): 3 clusters Score: Raw -859687.089590 + Penalty 2861.161686 = -856825.927904 nChanged 0 Trying to split cluster 10 (9220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2947.523506 sec): 2 clusters Score: Raw -1258743.899241 + Penalty 1483.483676 = -1257260.415565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2947.575811 sec): 3 clusters Score: Raw -1253537.758133 + Penalty 2966.967353 = -1250570.790780 nChanged 3984 SP:Iteration 1F (2947.632015 sec): 3 clusters Score: Raw -1255775.299265 + Penalty 2966.967353 = -1252808.331912 nChanged 618 SP:Iteration 2F (2947.690513 sec): 3 clusters Score: Raw -1256106.273736 + Penalty 2966.967353 = -1253139.306383 nChanged 571 SP:Iteration 3F (2947.744652 sec): 3 clusters Score: Raw -1256459.518956 + Penalty 2966.967353 = -1253492.551604 nChanged 556 SP:Iteration 4F (2947.803601 sec): 3 clusters Score: Raw -1256818.907432 + Penalty 2966.967353 = -1253851.940079 nChanged 497 SP:Iteration 5F (2947.863249 sec): 3 clusters Score: Raw -1257140.181176 + Penalty 2966.967353 = -1254173.213823 nChanged 451 SP:Iteration 6Q (2947.930868 sec): 3 clusters Score: Raw -1257460.524060 + Penalty 2966.967353 = -1254493.556707 nChanged 444 SP:Iteration 7Q (2947.979917 sec): 3 clusters Score: Raw -1257795.254601 + Penalty 2966.967353 = -1254828.287248 nChanged 344 SP:Iteration 8Q (2948.042864 sec): 3 clusters Score: Raw -1258051.164530 + Penalty 2966.967353 = -1255084.197177 nChanged 296 SP:Iteration 9Q (2948.096043 sec): 3 clusters Score: Raw -1258269.609155 + Penalty 2966.967353 = -1255302.641803 nChanged 229 SP:Iteration 10Q (2948.159856 sec): 3 clusters Score: Raw -1258429.633388 + Penalty 2966.967353 = -1255462.666035 nChanged 175 SP:Iteration 11Q (2948.223375 sec): 3 clusters Score: Raw -1258563.683503 + Penalty 2966.967353 = -1255596.716150 nChanged 154 SP:Iteration 12Q (2948.280027 sec): 3 clusters Score: Raw -1258682.895823 + Penalty 2966.967353 = -1255715.928470 nChanged 131 SP:Iteration 13Q (2948.341356 sec): 3 clusters Score: Raw -1258780.173202 + Penalty 2966.967353 = -1255813.205849 nChanged 80 SP:Iteration 14Q (2948.390982 sec): 3 clusters Score: Raw -1258837.372736 + Penalty 2966.967353 = -1255870.405383 nChanged 72 SP:Iteration 15Q (2948.442568 sec): 3 clusters Score: Raw -1258881.208880 + Penalty 2966.967353 = -1255914.241527 nChanged 49 SP:Iteration 16Q (2948.499766 sec): 3 clusters Score: Raw -1258920.510541 + Penalty 2966.967353 = -1255953.543189 nChanged 39 SP:Iteration 17Q (2948.555254 sec): 3 clusters Score: Raw -1258948.428797 + Penalty 2966.967353 = -1255981.461444 nChanged 45 SP:Iteration 18Q (2948.614723 sec): 3 clusters Score: Raw -1258970.538416 + Penalty 2966.967353 = -1256003.571063 nChanged 38 SP:Iteration 19Q (2948.676105 sec): 3 clusters Score: Raw -1258990.292657 + Penalty 2966.967353 = -1256023.325304 nChanged 28 SP:Iteration 20F (2948.737846 sec): 3 clusters Score: Raw -1259005.237421 + Penalty 2966.967353 = -1256038.270068 nChanged 20 SP:Iteration 21Q (2948.788480 sec): 3 clusters Score: Raw -1259015.117381 + Penalty 2966.967353 = -1256048.150029 nChanged 21 SP:Iteration 22Q (2948.845543 sec): 3 clusters Score: Raw -1259024.512771 + Penalty 2966.967353 = -1256057.545418 nChanged 20 SP:Iteration 23Q (2948.909054 sec): 3 clusters Score: Raw -1259035.373819 + Penalty 2966.967353 = -1256068.406466 nChanged 18 SP:Iteration 24Q (2948.951978 sec): 3 clusters Score: Raw -1259043.404900 + Penalty 2966.967353 = -1256076.437547 nChanged 12 SP:Iteration 25Q (2949.013038 sec): 3 clusters Score: Raw -1259048.050666 + Penalty 2966.967353 = -1256081.083313 nChanged 14 SP:Iteration 26Q (2949.057460 sec): 3 clusters Score: Raw -1259052.988854 + Penalty 2966.967353 = -1256086.021502 nChanged 7 SP:Iteration 27Q (2949.115198 sec): 3 clusters Score: Raw -1259055.677420 + Penalty 2966.967353 = -1256088.710067 nChanged 6 SP:Iteration 28Q (2949.174627 sec): 3 clusters Score: Raw -1259057.835388 + Penalty 2966.967353 = -1256090.868035 nChanged 3 SP:Iteration 29Q (2949.245363 sec): 3 clusters Score: Raw -1259058.659919 + Penalty 2966.967353 = -1256091.692567 nChanged 2 SP:Iteration 30Q (2949.301090 sec): 3 clusters Score: Raw -1259059.456343 + Penalty 2966.967353 = -1256092.488990 nChanged 3 SP:Iteration 31Q (2949.366621 sec): 3 clusters Score: Raw -1259059.875790 + Penalty 2966.967353 = -1256092.908438 nChanged 0 SP:Iteration 32F (2949.428828 sec): 3 clusters Score: Raw -1259059.875790 + Penalty 2966.967353 = -1256092.908438 nChanged 0 Trying to split cluster 11 (13811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2949.474756 sec): 2 clusters Score: Raw -1817551.681756 + Penalty 1549.148356 = -1816002.533399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2949.546224 sec): 3 clusters Score: Raw -1809599.085312 + Penalty 3098.296713 = -1806500.788599 nChanged 6035 SP:Iteration 1F (2949.618502 sec): 3 clusters Score: Raw -1812890.651402 + Penalty 3098.296713 = -1809792.354689 nChanged 717 SP:Iteration 2F (2949.690003 sec): 3 clusters Score: Raw -1813158.991770 + Penalty 3098.296713 = -1810060.695057 nChanged 636 SP:Iteration 3Q (2949.751485 sec): 3 clusters Score: Raw -1813383.794480 + Penalty 3098.296713 = -1810285.497767 nChanged 584 SP:Iteration 4Q (2949.822175 sec): 3 clusters Score: Raw -1813593.525664 + Penalty 3098.296713 = -1810495.228951 nChanged 511 SP:Iteration 5Q (2949.900614 sec): 3 clusters Score: Raw -1813792.983638 + Penalty 3098.296713 = -1810694.686925 nChanged 485 SP:Iteration 6Q (2949.971186 sec): 3 clusters Score: Raw -1813985.623934 + Penalty 3098.296713 = -1810887.327221 nChanged 506 SP:Iteration 7Q (2950.040062 sec): 3 clusters Score: Raw -1814198.648584 + Penalty 3098.296713 = -1811100.351871 nChanged 544 SP:Iteration 8Q (2950.111528 sec): 3 clusters Score: Raw -1814431.610073 + Penalty 3098.296713 = -1811333.313360 nChanged 515 SP:Iteration 9Q (2950.184037 sec): 3 clusters Score: Raw -1814665.964801 + Penalty 3098.296713 = -1811567.668088 nChanged 487 SP:Iteration 10Q (2950.255265 sec): 3 clusters Score: Raw -1814904.473258 + Penalty 3098.296713 = -1811806.176545 nChanged 476 SP:Iteration 11Q (2950.328586 sec): 3 clusters Score: Raw -1815150.648210 + Penalty 3098.296713 = -1812052.351497 nChanged 473 SP:Iteration 12Q (2950.400681 sec): 3 clusters Score: Raw -1815426.708540 + Penalty 3098.296713 = -1812328.411827 nChanged 468 SP:Iteration 13Q (2950.463651 sec): 3 clusters Score: Raw -1815761.976115 + Penalty 3098.296713 = -1812663.679402 nChanged 472 SP:Iteration 14Q (2950.526486 sec): 3 clusters Score: Raw -1816076.271764 + Penalty 3098.296713 = -1812977.975051 nChanged 384 SP:Iteration 15Q (2950.609537 sec): 3 clusters Score: Raw -1816286.767445 + Penalty 3098.296713 = -1813188.470732 nChanged 314 SP:Iteration 16Q (2950.679294 sec): 3 clusters Score: Raw -1816439.823403 + Penalty 3098.296713 = -1813341.526690 nChanged 259 SP:Iteration 17Q (2950.737689 sec): 3 clusters Score: Raw -1816564.060936 + Penalty 3098.296713 = -1813465.764223 nChanged 212 SP:Iteration 18Q (2950.817247 sec): 3 clusters Score: Raw -1816663.142915 + Penalty 3098.296713 = -1813564.846202 nChanged 180 SP:Iteration 19Q (2950.887385 sec): 3 clusters Score: Raw -1816730.600561 + Penalty 3098.296713 = -1813632.303848 nChanged 164 SP:Iteration 20F (2950.953590 sec): 3 clusters Score: Raw -1816785.140254 + Penalty 3098.296713 = -1813686.843541 nChanged 146 SP:Iteration 21Q (2951.019576 sec): 3 clusters Score: Raw -1816830.402089 + Penalty 3098.296713 = -1813732.105376 nChanged 121 SP:Iteration 22Q (2951.077947 sec): 3 clusters Score: Raw -1816871.789719 + Penalty 3098.296713 = -1813773.493006 nChanged 136 SP:Iteration 23Q (2951.151099 sec): 3 clusters Score: Raw -1816929.941783 + Penalty 3098.296713 = -1813831.645070 nChanged 138 SP:Iteration 24Q (2951.209559 sec): 3 clusters Score: Raw -1816987.110222 + Penalty 3098.296713 = -1813888.813510 nChanged 131 SP:Iteration 25Q (2951.277286 sec): 3 clusters Score: Raw -1817042.801513 + Penalty 3098.296713 = -1813944.504800 nChanged 124 SP:Iteration 26Q (2951.342965 sec): 3 clusters Score: Raw -1817090.313434 + Penalty 3098.296713 = -1813992.016721 nChanged 140 SP:Iteration 27Q (2951.411041 sec): 3 clusters Score: Raw -1817143.966454 + Penalty 3098.296713 = -1814045.669741 nChanged 132 SP:Iteration 28Q (2951.482529 sec): 3 clusters Score: Raw -1817198.359100 + Penalty 3098.296713 = -1814100.062387 nChanged 127 SP:Iteration 29Q (2951.550476 sec): 3 clusters Score: Raw -1817248.294322 + Penalty 3098.296713 = -1814149.997609 nChanged 126 SP:Iteration 30Q (2951.617191 sec): 3 clusters Score: Raw -1817298.825158 + Penalty 3098.296713 = -1814200.528446 nChanged 124 SP:Iteration 31Q (2951.688519 sec): 3 clusters Score: Raw -1817345.528130 + Penalty 3098.296713 = -1814247.231417 nChanged 103 SP:Iteration 32Q (2951.747013 sec): 3 clusters Score: Raw -1817382.050962 + Penalty 3098.296713 = -1814283.754249 nChanged 90 SP:Iteration 33Q (2951.820170 sec): 3 clusters Score: Raw -1817410.825784 + Penalty 3098.296713 = -1814312.529071 nChanged 82 SP:Iteration 34Q (2951.888098 sec): 3 clusters Score: Raw -1817436.399599 + Penalty 3098.296713 = -1814338.102886 nChanged 74 SP:Iteration 35Q (2951.948672 sec): 3 clusters Score: Raw -1817457.869943 + Penalty 3098.296713 = -1814359.573230 nChanged 45 SP:Iteration 36Q (2952.027689 sec): 3 clusters Score: Raw -1817468.549103 + Penalty 3098.296713 = -1814370.252390 nChanged 40 SP:Iteration 37Q (2952.085533 sec): 3 clusters Score: Raw -1817475.733188 + Penalty 3098.296713 = -1814377.436475 nChanged 25 SP:Iteration 38Q (2952.165459 sec): 3 clusters Score: Raw -1817480.212806 + Penalty 3098.296713 = -1814381.916093 nChanged 21 SP:Iteration 39Q (2952.234524 sec): 3 clusters Score: Raw -1817483.805058 + Penalty 3098.296713 = -1814385.508345 nChanged 26 SP:Iteration 40F (2952.305783 sec): 3 clusters Score: Raw -1817488.236775 + Penalty 3098.296713 = -1814389.940062 nChanged 30 SP:Iteration 41Q (2952.348977 sec): 3 clusters Score: Raw -1817493.377364 + Penalty 3098.296713 = -1814395.080651 nChanged 30 SP:Iteration 42Q (2952.410193 sec): 3 clusters Score: Raw -1817499.008096 + Penalty 3098.296713 = -1814400.711383 nChanged 19 SP:Iteration 43Q (2952.485860 sec): 3 clusters Score: Raw -1817502.494755 + Penalty 3098.296713 = -1814404.198042 nChanged 24 SP:Iteration 44Q (2952.550322 sec): 3 clusters Score: Raw -1817507.130804 + Penalty 3098.296713 = -1814408.834091 nChanged 24 SP:Iteration 45Q (2952.615136 sec): 3 clusters Score: Raw -1817512.023215 + Penalty 3098.296713 = -1814413.726502 nChanged 27 SP:Iteration 46Q (2952.673566 sec): 3 clusters Score: Raw -1817518.166433 + Penalty 3098.296713 = -1814419.869720 nChanged 29 SP:Iteration 47Q (2952.742372 sec): 3 clusters Score: Raw -1817526.332624 + Penalty 3098.296713 = -1814428.035911 nChanged 31 SP:Iteration 48Q (2952.798190 sec): 3 clusters Score: Raw -1817533.831348 + Penalty 3098.296713 = -1814435.534635 nChanged 34 SP:Iteration 49Q (2952.872494 sec): 3 clusters Score: Raw -1817539.979420 + Penalty 3098.296713 = -1814441.682707 nChanged 27 SP:Iteration 50Q (2952.923540 sec): 3 clusters Score: Raw -1817544.067005 + Penalty 3098.296713 = -1814445.770292 nChanged 20 SP:Iteration 51Q (2952.991036 sec): 3 clusters Score: Raw -1817547.063129 + Penalty 3098.296713 = -1814448.766416 nChanged 18 SP:Iteration 52Q (2953.059528 sec): 3 clusters Score: Raw -1817550.285536 + Penalty 3098.296713 = -1814451.988823 nChanged 20 SP:Iteration 53Q (2953.129972 sec): 3 clusters Score: Raw -1817553.764769 + Penalty 3098.296713 = -1814455.468056 nChanged 15 SP:Iteration 54Q (2953.196587 sec): 3 clusters Score: Raw -1817556.666155 + Penalty 3098.296713 = -1814458.369442 nChanged 15 SP:Iteration 55Q (2953.262930 sec): 3 clusters Score: Raw -1817559.073169 + Penalty 3098.296713 = -1814460.776456 nChanged 13 SP:Iteration 56Q (2953.330852 sec): 3 clusters Score: Raw -1817560.790992 + Penalty 3098.296713 = -1814462.494279 nChanged 9 SP:Iteration 57Q (2953.399056 sec): 3 clusters Score: Raw -1817561.937018 + Penalty 3098.296713 = -1814463.640306 nChanged 5 SP:Iteration 58Q (2953.466846 sec): 3 clusters Score: Raw -1817562.542566 + Penalty 3098.296713 = -1814464.245854 nChanged 4 SP:Iteration 59Q (2953.534770 sec): 3 clusters Score: Raw -1817563.063059 + Penalty 3098.296713 = -1814464.766347 nChanged 5 SP:Iteration 60F (2953.592787 sec): 3 clusters Score: Raw -1817563.866423 + Penalty 3098.296713 = -1814465.569710 nChanged 7 SP:Iteration 61Q (2953.665037 sec): 3 clusters Score: Raw -1817565.281373 + Penalty 3098.296713 = -1814466.984660 nChanged 12 SP:Iteration 62Q (2953.730191 sec): 3 clusters Score: Raw -1817567.222730 + Penalty 3098.296713 = -1814468.926017 nChanged 11 SP:Iteration 63Q (2953.796233 sec): 3 clusters Score: Raw -1817569.008127 + Penalty 3098.296713 = -1814470.711414 nChanged 14 SP:Iteration 64Q (2953.852770 sec): 3 clusters Score: Raw -1817571.497804 + Penalty 3098.296713 = -1814473.201091 nChanged 12 SP:Iteration 65Q (2953.916058 sec): 3 clusters Score: Raw -1817573.934946 + Penalty 3098.296713 = -1814475.638233 nChanged 9 SP:Iteration 66Q (2953.985275 sec): 3 clusters Score: Raw -1817575.390257 + Penalty 3098.296713 = -1814477.093544 nChanged 6 SP:Iteration 67Q (2954.040387 sec): 3 clusters Score: Raw -1817576.403420 + Penalty 3098.296713 = -1814478.106707 nChanged 4 SP:Iteration 68Q (2954.105063 sec): 3 clusters Score: Raw -1817577.091183 + Penalty 3098.296713 = -1814478.794470 nChanged 7 SP:Iteration 69Q (2954.158586 sec): 3 clusters Score: Raw -1817578.064041 + Penalty 3098.296713 = -1814479.767328 nChanged 5 SP:Iteration 70Q (2954.232415 sec): 3 clusters Score: Raw -1817579.184047 + Penalty 3098.296713 = -1814480.887334 nChanged 6 SP:Iteration 71Q (2954.297509 sec): 3 clusters Score: Raw -1817580.117461 + Penalty 3098.296713 = -1814481.820748 nChanged 3 SP:Iteration 72Q (2954.364601 sec): 3 clusters Score: Raw -1817580.788507 + Penalty 3098.296713 = -1814482.491794 nChanged 5 SP:Iteration 73Q (2954.432598 sec): 3 clusters Score: Raw -1817581.352262 + Penalty 3098.296713 = -1814483.055549 nChanged 3 SP:Iteration 74Q (2954.500510 sec): 3 clusters Score: Raw -1817581.663599 + Penalty 3098.296713 = -1814483.366886 nChanged 2 SP:Iteration 75Q (2954.568695 sec): 3 clusters Score: Raw -1817582.399619 + Penalty 3098.296713 = -1814484.102906 nChanged 4 SP:Iteration 76Q (2954.636787 sec): 3 clusters Score: Raw -1817583.441111 + Penalty 3098.296713 = -1814485.144398 nChanged 5 SP:Iteration 77Q (2954.695373 sec): 3 clusters Score: Raw -1817584.038928 + Penalty 3098.296713 = -1814485.742215 nChanged 4 SP:Iteration 78Q (2954.764646 sec): 3 clusters Score: Raw -1817584.368082 + Penalty 3098.296713 = -1814486.071369 nChanged 3 SP:Iteration 79Q (2954.829287 sec): 3 clusters Score: Raw -1817584.591476 + Penalty 3098.296713 = -1814486.294764 nChanged 1 SP:Iteration 80F (2954.897559 sec): 3 clusters Score: Raw -1817584.713030 + Penalty 3098.296713 = -1814486.416317 nChanged 0 Trying to split cluster 12 (70776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2955.024141 sec): 2 clusters Score: Raw -9527994.102564 + Penalty 1814.682226 = -9526179.420337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2955.189584 sec): 3 clusters Score: Raw -9482408.457787 + Penalty 3629.364453 = -9478779.093335 nChanged 33533 SP:Iteration 1F (2955.354478 sec): 3 clusters Score: Raw -9501846.706052 + Penalty 3629.364453 = -9498217.341600 nChanged 2515 SP:Iteration 2Q (2955.523027 sec): 3 clusters Score: Raw -9502604.014223 + Penalty 3629.364453 = -9498974.649770 nChanged 2689 SP:Iteration 3Q (2955.707390 sec): 3 clusters Score: Raw -9503675.462563 + Penalty 3629.364453 = -9500046.098110 nChanged 3222 SP:Iteration 4Q (2955.876587 sec): 3 clusters Score: Raw -9505248.720086 + Penalty 3629.364453 = -9501619.355633 nChanged 3733 SP:Iteration 5F (2956.037664 sec): 3 clusters Score: Raw -9507451.012811 + Penalty 3629.364453 = -9503821.648358 nChanged 4237 SP:Iteration 6F (2956.200054 sec): 3 clusters Score: Raw -9510311.994220 + Penalty 3629.364453 = -9506682.629767 nChanged 4558 SP:Iteration 7F (2956.352533 sec): 3 clusters Score: Raw -9513644.114145 + Penalty 3629.364453 = -9510014.749692 nChanged 4503 SP:Iteration 8F (2956.532161 sec): 3 clusters Score: Raw -9517062.074312 + Penalty 3629.364453 = -9513432.709859 nChanged 3917 SP:Iteration 9F (2956.697054 sec): 3 clusters Score: Raw -9519986.949436 + Penalty 3629.364453 = -9516357.584983 nChanged 3262 SP:Iteration 10Q (2956.854170 sec): 3 clusters Score: Raw -9522242.725061 + Penalty 3629.364453 = -9518613.360609 nChanged 2579 SP:Iteration 11Q (2957.019216 sec): 3 clusters Score: Raw -9523862.971924 + Penalty 3629.364453 = -9520233.607471 nChanged 2009 SP:Iteration 12Q (2957.188508 sec): 3 clusters Score: Raw -9525016.446893 + Penalty 3629.364453 = -9521387.082440 nChanged 1603 SP:Iteration 13Q (2957.345995 sec): 3 clusters Score: Raw -9525854.800898 + Penalty 3629.364453 = -9522225.436445 nChanged 1331 SP:Iteration 14Q (2957.502170 sec): 3 clusters Score: Raw -9526504.571948 + Penalty 3629.364453 = -9522875.207495 nChanged 1142 SP:Iteration 15Q (2957.647852 sec): 3 clusters Score: Raw -9527066.743553 + Penalty 3629.364453 = -9523437.379101 nChanged 926 SP:Iteration 16Q (2957.811000 sec): 3 clusters Score: Raw -9527493.228164 + Penalty 3629.364453 = -9523863.863711 nChanged 760 SP:Iteration 17Q (2957.961088 sec): 3 clusters Score: Raw -9527832.750039 + Penalty 3629.364453 = -9524203.385586 nChanged 654 SP:Iteration 18Q (2958.108424 sec): 3 clusters Score: Raw -9528109.904211 + Penalty 3629.364453 = -9524480.539758 nChanged 503 SP:Iteration 19Q (2958.257868 sec): 3 clusters Score: Raw -9528310.297478 + Penalty 3629.364453 = -9524680.933025 nChanged 389 SP:Iteration 20F (2958.424451 sec): 3 clusters Score: Raw -9528449.550099 + Penalty 3629.364453 = -9524820.185647 nChanged 300 SP:Iteration 21Q (2958.568447 sec): 3 clusters Score: Raw -9528546.828794 + Penalty 3629.364453 = -9524917.464341 nChanged 239 SP:Iteration 22Q (2958.718763 sec): 3 clusters Score: Raw -9528622.289952 + Penalty 3629.364453 = -9524992.925499 nChanged 196 SP:Iteration 23Q (2958.863884 sec): 3 clusters Score: Raw -9528678.730136 + Penalty 3629.364453 = -9525049.365683 nChanged 152 SP:Iteration 24Q (2959.004721 sec): 3 clusters Score: Raw -9528720.007041 + Penalty 3629.364453 = -9525090.642588 nChanged 136 SP:Iteration 25Q (2959.149148 sec): 3 clusters Score: Raw -9528757.321987 + Penalty 3629.364453 = -9525127.957534 nChanged 119 SP:Iteration 26Q (2959.296452 sec): 3 clusters Score: Raw -9528786.906198 + Penalty 3629.364453 = -9525157.541745 nChanged 92 SP:Iteration 27Q (2959.428231 sec): 3 clusters Score: Raw -9528809.431833 + Penalty 3629.364453 = -9525180.067380 nChanged 84 SP:Iteration 28Q (2959.577686 sec): 3 clusters Score: Raw -9528829.090431 + Penalty 3629.364453 = -9525199.725978 nChanged 69 SP:Iteration 29Q (2959.715280 sec): 3 clusters Score: Raw -9528844.635172 + Penalty 3629.364453 = -9525215.270719 nChanged 58 SP:Iteration 30Q (2959.861729 sec): 3 clusters Score: Raw -9528857.165192 + Penalty 3629.364453 = -9525227.800739 nChanged 44 SP:Iteration 31Q (2960.003159 sec): 3 clusters Score: Raw -9528863.820150 + Penalty 3629.364453 = -9525234.455697 nChanged 31 SP:Iteration 32Q (2960.146089 sec): 3 clusters Score: Raw -9528868.687113 + Penalty 3629.364453 = -9525239.322660 nChanged 24 SP:Iteration 33Q (2960.284038 sec): 3 clusters Score: Raw -9528872.709766 + Penalty 3629.364453 = -9525243.345313 nChanged 22 SP:Iteration 34Q (2960.427205 sec): 3 clusters Score: Raw -9528876.335889 + Penalty 3629.364453 = -9525246.971436 nChanged 21 SP:Iteration 35Q (2960.563510 sec): 3 clusters Score: Raw -9528879.481726 + Penalty 3629.364453 = -9525250.117274 nChanged 16 SP:Iteration 36Q (2960.709485 sec): 3 clusters Score: Raw -9528882.098563 + Penalty 3629.364453 = -9525252.734111 nChanged 15 SP:Iteration 37Q (2960.860038 sec): 3 clusters Score: Raw -9528883.711397 + Penalty 3629.364453 = -9525254.346944 nChanged 5 SP:Iteration 38Q (2961.002139 sec): 3 clusters Score: Raw -9528884.211022 + Penalty 3629.364453 = -9525254.846569 nChanged 5 SP:Iteration 39Q (2961.142288 sec): 3 clusters Score: Raw -9528884.935043 + Penalty 3629.364453 = -9525255.570591 nChanged 4 SP:Iteration 40F (2961.294525 sec): 3 clusters Score: Raw -9528885.249866 + Penalty 3629.364453 = -9525255.885413 nChanged 3 SP:Iteration 41Q (2961.435523 sec): 3 clusters Score: Raw -9528885.576819 + Penalty 3629.364453 = -9525256.212366 nChanged 6 SP:Iteration 42Q (2961.576733 sec): 3 clusters Score: Raw -9528886.317580 + Penalty 3629.364453 = -9525256.953127 nChanged 8 SP:Iteration 43Q (2961.720055 sec): 3 clusters Score: Raw -9528887.386328 + Penalty 3629.364453 = -9525258.021875 nChanged 8 SP:Iteration 44Q (2961.861419 sec): 3 clusters Score: Raw -9528888.317190 + Penalty 3629.364453 = -9525258.952738 nChanged 12 SP:Iteration 45Q (2961.992691 sec): 3 clusters Score: Raw -9528890.378015 + Penalty 3629.364453 = -9525261.013563 nChanged 16 SP:Iteration 46Q (2962.133100 sec): 3 clusters Score: Raw -9528893.327675 + Penalty 3629.364453 = -9525263.963222 nChanged 24 SP:Iteration 47Q (2962.273832 sec): 3 clusters Score: Raw -9528897.106663 + Penalty 3629.364453 = -9525267.742210 nChanged 20 SP:Iteration 48Q (2962.421020 sec): 3 clusters Score: Raw -9528899.946872 + Penalty 3629.364453 = -9525270.582419 nChanged 11 SP:Iteration 49Q (2962.557890 sec): 3 clusters Score: Raw -9528902.134286 + Penalty 3629.364453 = -9525272.769833 nChanged 16 SP:Iteration 50Q (2962.704066 sec): 3 clusters Score: Raw -9528904.763754 + Penalty 3629.364453 = -9525275.399302 nChanged 13 SP:Iteration 51Q (2962.853574 sec): 3 clusters Score: Raw -9528906.491947 + Penalty 3629.364453 = -9525277.127494 nChanged 7 SP:Iteration 52Q (2962.991230 sec): 3 clusters Score: Raw -9528907.564538 + Penalty 3629.364453 = -9525278.200085 nChanged 11 SP:Iteration 53Q (2963.123148 sec): 3 clusters Score: Raw -9528909.722238 + Penalty 3629.364453 = -9525280.357785 nChanged 19 SP:Iteration 54Q (2963.255438 sec): 3 clusters Score: Raw -9528912.176038 + Penalty 3629.364453 = -9525282.811585 nChanged 11 SP:Iteration 55Q (2963.398705 sec): 3 clusters Score: Raw -9528913.354577 + Penalty 3629.364453 = -9525283.990124 nChanged 11 SP:Iteration 56Q (2963.530207 sec): 3 clusters Score: Raw -9528914.786874 + Penalty 3629.364453 = -9525285.422421 nChanged 4 SP:Iteration 57Q (2963.680032 sec): 3 clusters Score: Raw -9528915.238963 + Penalty 3629.364453 = -9525285.874511 nChanged 6 SP:Iteration 58Q (2963.823061 sec): 3 clusters Score: Raw -9528916.063508 + Penalty 3629.364453 = -9525286.699056 nChanged 5 SP:Iteration 59Q (2963.961416 sec): 3 clusters Score: Raw -9528916.777313 + Penalty 3629.364453 = -9525287.412860 nChanged 2 SP:Iteration 60F (2964.121283 sec): 3 clusters Score: Raw -9528917.001656 + Penalty 3629.364453 = -9525287.637204 nChanged 2 SP:Iteration 61Q (2964.261818 sec): 3 clusters Score: Raw -9528917.250460 + Penalty 3629.364453 = -9525287.886007 nChanged 0 SP:Iteration 62F (2964.421040 sec): 3 clusters Score: Raw -9528917.250460 + Penalty 3629.364453 = -9525287.886007 nChanged 0 Trying to split cluster 13 (18609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2964.462872 sec): 2 clusters Score: Raw -2474322.913467 + Penalty 1597.602600 = -2472725.310867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2964.549519 sec): 3 clusters Score: Raw -2463191.587978 + Penalty 3195.205199 = -2459996.382779 nChanged 8334 SP:Iteration 1F (2964.627830 sec): 3 clusters Score: Raw -2468044.130493 + Penalty 3195.205199 = -2464848.925293 nChanged 1230 SP:Iteration 2F (2964.686381 sec): 3 clusters Score: Raw -2468833.454134 + Penalty 3195.205199 = -2465638.248934 nChanged 1345 SP:Iteration 3F (2964.771837 sec): 3 clusters Score: Raw -2469901.019950 + Penalty 3195.205199 = -2466705.814750 nChanged 1498 SP:Iteration 4F (2964.840480 sec): 3 clusters Score: Raw -2471257.177791 + Penalty 3195.205199 = -2468061.972591 nChanged 1521 SP:Iteration 5F (2964.925578 sec): 3 clusters Score: Raw -2472683.979913 + Penalty 3195.205199 = -2469488.774714 nChanged 1377 SP:Iteration 6F (2964.995353 sec): 3 clusters Score: Raw -2473719.545604 + Penalty 3195.205199 = -2470524.340405 nChanged 968 SP:Iteration 7F (2965.071702 sec): 3 clusters Score: Raw -2474252.338680 + Penalty 3195.205199 = -2471057.133480 nChanged 558 SP:Iteration 8Q (2965.152713 sec): 3 clusters Score: Raw -2474483.219401 + Penalty 3195.205199 = -2471288.014202 nChanged 376 SP:Iteration 9Q (2965.220885 sec): 3 clusters Score: Raw -2474620.637172 + Penalty 3195.205199 = -2471425.431972 nChanged 288 SP:Iteration 10Q (2965.290930 sec): 3 clusters Score: Raw -2474708.717219 + Penalty 3195.205199 = -2471513.512020 nChanged 230 SP:Iteration 11Q (2965.367654 sec): 3 clusters Score: Raw -2474772.772432 + Penalty 3195.205199 = -2471577.567232 nChanged 179 SP:Iteration 12Q (2965.440990 sec): 3 clusters Score: Raw -2474815.617681 + Penalty 3195.205199 = -2471620.412481 nChanged 141 SP:Iteration 13Q (2965.516729 sec): 3 clusters Score: Raw -2474840.421125 + Penalty 3195.205199 = -2471645.215925 nChanged 98 SP:Iteration 14Q (2965.583987 sec): 3 clusters Score: Raw -2474854.749790 + Penalty 3195.205199 = -2471659.544590 nChanged 78 SP:Iteration 15Q (2965.662336 sec): 3 clusters Score: Raw -2474862.891494 + Penalty 3195.205199 = -2471667.686295 nChanged 53 SP:Iteration 16Q (2965.740320 sec): 3 clusters Score: Raw -2474871.564692 + Penalty 3195.205199 = -2471676.359492 nChanged 60 SP:Iteration 17Q (2965.818364 sec): 3 clusters Score: Raw -2474879.816318 + Penalty 3195.205199 = -2471684.611119 nChanged 56 SP:Iteration 18Q (2965.894476 sec): 3 clusters Score: Raw -2474887.922254 + Penalty 3195.205199 = -2471692.717054 nChanged 57 SP:Iteration 19Q (2965.972605 sec): 3 clusters Score: Raw -2474894.461012 + Penalty 3195.205199 = -2471699.255813 nChanged 47 SP:Iteration 20F (2966.056318 sec): 3 clusters Score: Raw -2474900.114315 + Penalty 3195.205199 = -2471704.909115 nChanged 40 SP:Iteration 21Q (2966.136001 sec): 3 clusters Score: Raw -2474906.635892 + Penalty 3195.205199 = -2471711.430693 nChanged 42 SP:Iteration 22Q (2966.206345 sec): 3 clusters Score: Raw -2474911.298785 + Penalty 3195.205199 = -2471716.093586 nChanged 39 SP:Iteration 23Q (2966.275794 sec): 3 clusters Score: Raw -2474916.992966 + Penalty 3195.205199 = -2471721.787767 nChanged 51 SP:Iteration 24Q (2966.346630 sec): 3 clusters Score: Raw -2474922.445573 + Penalty 3195.205199 = -2471727.240373 nChanged 34 SP:Iteration 25Q (2966.412417 sec): 3 clusters Score: Raw -2474926.100483 + Penalty 3195.205199 = -2471730.895283 nChanged 29 SP:Iteration 26Q (2966.491493 sec): 3 clusters Score: Raw -2474929.184872 + Penalty 3195.205199 = -2471733.979673 nChanged 27 SP:Iteration 27Q (2966.561697 sec): 3 clusters Score: Raw -2474931.262090 + Penalty 3195.205199 = -2471736.056890 nChanged 20 SP:Iteration 28Q (2966.638656 sec): 3 clusters Score: Raw -2474932.659317 + Penalty 3195.205199 = -2471737.454118 nChanged 9 SP:Iteration 29Q (2966.724088 sec): 3 clusters Score: Raw -2474933.011801 + Penalty 3195.205199 = -2471737.806601 nChanged 8 SP:Iteration 30Q (2966.801991 sec): 3 clusters Score: Raw -2474933.466580 + Penalty 3195.205199 = -2471738.261380 nChanged 6 SP:Iteration 31Q (2966.874409 sec): 3 clusters Score: Raw -2474933.797605 + Penalty 3195.205199 = -2471738.592405 nChanged 8 SP:Iteration 32Q (2966.944285 sec): 3 clusters Score: Raw -2474934.246326 + Penalty 3195.205199 = -2471739.041126 nChanged 7 SP:Iteration 33Q (2967.020298 sec): 3 clusters Score: Raw -2474934.673054 + Penalty 3195.205199 = -2471739.467854 nChanged 11 SP:Iteration 34Q (2967.099212 sec): 3 clusters Score: Raw -2474935.432628 + Penalty 3195.205199 = -2471740.227428 nChanged 7 SP:Iteration 35Q (2967.177379 sec): 3 clusters Score: Raw -2474936.114404 + Penalty 3195.205199 = -2471740.909204 nChanged 5 SP:Iteration 36Q (2967.252748 sec): 3 clusters Score: Raw -2474936.398534 + Penalty 3195.205199 = -2471741.193334 nChanged 5 SP:Iteration 37Q (2967.329265 sec): 3 clusters Score: Raw -2474936.816605 + Penalty 3195.205199 = -2471741.611405 nChanged 10 SP:Iteration 38Q (2967.401856 sec): 3 clusters Score: Raw -2474937.440568 + Penalty 3195.205199 = -2471742.235368 nChanged 10 SP:Iteration 39Q (2967.477499 sec): 3 clusters Score: Raw -2474938.036097 + Penalty 3195.205199 = -2471742.830897 nChanged 13 SP:Iteration 40F (2967.544493 sec): 3 clusters Score: Raw -2474938.823853 + Penalty 3195.205199 = -2471743.618653 nChanged 3 SP:Iteration 41Q (2967.630043 sec): 3 clusters Score: Raw -2474938.946278 + Penalty 3195.205199 = -2471743.741079 nChanged 3 SP:Iteration 42Q (2967.693717 sec): 3 clusters Score: Raw -2474939.143343 + Penalty 3195.205199 = -2471743.938143 nChanged 8 SP:Iteration 43Q (2967.764985 sec): 3 clusters Score: Raw -2474939.725291 + Penalty 3195.205199 = -2471744.520092 nChanged 7 SP:Iteration 44Q (2967.834052 sec): 3 clusters Score: Raw -2474940.441916 + Penalty 3195.205199 = -2471745.236716 nChanged 8 SP:Iteration 45Q (2967.911401 sec): 3 clusters Score: Raw -2474941.220681 + Penalty 3195.205199 = -2471746.015482 nChanged 14 SP:Iteration 46Q (2967.994257 sec): 3 clusters Score: Raw -2474942.258261 + Penalty 3195.205199 = -2471747.053061 nChanged 11 SP:Iteration 47Q (2968.073444 sec): 3 clusters Score: Raw -2474943.123554 + Penalty 3195.205199 = -2471747.918354 nChanged 6 SP:Iteration 48Q (2968.155270 sec): 3 clusters Score: Raw -2474943.764712 + Penalty 3195.205199 = -2471748.559512 nChanged 7 SP:Iteration 49Q (2968.241685 sec): 3 clusters Score: Raw -2474944.131799 + Penalty 3195.205199 = -2471748.926599 nChanged 10 SP:Iteration 50Q (2968.309515 sec): 3 clusters Score: Raw -2474944.993906 + Penalty 3195.205199 = -2471749.788707 nChanged 12 SP:Iteration 51Q (2968.392796 sec): 3 clusters Score: Raw -2474945.934291 + Penalty 3195.205199 = -2471750.729091 nChanged 14 SP:Iteration 52Q (2968.474069 sec): 3 clusters Score: Raw -2474947.038321 + Penalty 3195.205199 = -2471751.833121 nChanged 13 SP:Iteration 53Q (2968.548102 sec): 3 clusters Score: Raw -2474947.769928 + Penalty 3195.205199 = -2471752.564729 nChanged 11 SP:Iteration 54Q (2968.613181 sec): 3 clusters Score: Raw -2474948.957704 + Penalty 3195.205199 = -2471753.752504 nChanged 12 SP:Iteration 55Q (2968.698942 sec): 3 clusters Score: Raw -2474949.930588 + Penalty 3195.205199 = -2471754.725389 nChanged 13 SP:Iteration 56Q (2968.761350 sec): 3 clusters Score: Raw -2474951.150818 + Penalty 3195.205199 = -2471755.945618 nChanged 14 SP:Iteration 57Q (2968.838151 sec): 3 clusters Score: Raw -2474952.350289 + Penalty 3195.205199 = -2471757.145089 nChanged 10 SP:Iteration 58Q (2968.914893 sec): 3 clusters Score: Raw -2474953.105174 + Penalty 3195.205199 = -2471757.899975 nChanged 10 SP:Iteration 59Q (2968.991548 sec): 3 clusters Score: Raw -2474953.823345 + Penalty 3195.205199 = -2471758.618146 nChanged 9 SP:Iteration 60F (2969.068724 sec): 3 clusters Score: Raw -2474954.511904 + Penalty 3195.205199 = -2471759.306704 nChanged 9 SP:Iteration 61Q (2969.145054 sec): 3 clusters Score: Raw -2474954.942980 + Penalty 3195.205199 = -2471759.737780 nChanged 5 SP:Iteration 62Q (2969.221005 sec): 3 clusters Score: Raw -2474955.269850 + Penalty 3195.205199 = -2471760.064651 nChanged 6 SP:Iteration 63Q (2969.298121 sec): 3 clusters Score: Raw -2474955.538131 + Penalty 3195.205199 = -2471760.332931 nChanged 2 SP:Iteration 64Q (2969.364059 sec): 3 clusters Score: Raw -2474955.610901 + Penalty 3195.205199 = -2471760.405701 nChanged 1 SP:Iteration 65Q (2969.434883 sec): 3 clusters Score: Raw -2474955.631484 + Penalty 3195.205199 = -2471760.426284 nChanged 0 SP:Iteration 66F (2969.512285 sec): 3 clusters Score: Raw -2474955.631484 + Penalty 3195.205199 = -2471760.426284 nChanged 0 Trying to split cluster 14 (3863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2969.539094 sec): 2 clusters Score: Raw -527368.889344 + Penalty 1342.119896 = -526026.769448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2969.593366 sec): 3 clusters Score: Raw -525473.591451 + Penalty 2684.239793 = -522789.351658 nChanged 1505 SP:Iteration 1F (2969.636117 sec): 3 clusters Score: Raw -526300.052658 + Penalty 2684.239793 = -523615.812865 nChanged 294 SP:Iteration 2F (2969.689676 sec): 3 clusters Score: Raw -526469.227504 + Penalty 2684.239793 = -523784.987711 nChanged 212 SP:Iteration 3F (2969.743305 sec): 3 clusters Score: Raw -526584.340247 + Penalty 2684.239793 = -523900.100454 nChanged 162 SP:Iteration 4Q (2969.796557 sec): 3 clusters Score: Raw -526658.371047 + Penalty 2684.239793 = -523974.131254 nChanged 119 SP:Iteration 5Q (2969.849960 sec): 3 clusters Score: Raw -526711.966029 + Penalty 2684.239793 = -524027.726236 nChanged 111 SP:Iteration 6Q (2969.903482 sec): 3 clusters Score: Raw -526759.034294 + Penalty 2684.239793 = -524074.794501 nChanged 83 SP:Iteration 7Q (2969.956842 sec): 3 clusters Score: Raw -526795.237229 + Penalty 2684.239793 = -524110.997436 nChanged 80 SP:Iteration 8Q (2970.010371 sec): 3 clusters Score: Raw -526831.538991 + Penalty 2684.239793 = -524147.299198 nChanged 85 SP:Iteration 9Q (2970.053416 sec): 3 clusters Score: Raw -526876.986002 + Penalty 2684.239793 = -524192.746209 nChanged 86 SP:Iteration 10Q (2970.106754 sec): 3 clusters Score: Raw -526914.435797 + Penalty 2684.239793 = -524230.196004 nChanged 84 SP:Iteration 11Q (2970.160238 sec): 3 clusters Score: Raw -526951.560699 + Penalty 2684.239793 = -524267.320906 nChanged 62 SP:Iteration 12Q (2970.214031 sec): 3 clusters Score: Raw -526980.499406 + Penalty 2684.239793 = -524296.259613 nChanged 79 SP:Iteration 13Q (2970.268109 sec): 3 clusters Score: Raw -527020.598331 + Penalty 2684.239793 = -524336.358538 nChanged 75 SP:Iteration 14Q (2970.321050 sec): 3 clusters Score: Raw -527049.034739 + Penalty 2684.239793 = -524364.794946 nChanged 51 SP:Iteration 15Q (2970.386678 sec): 3 clusters Score: Raw -527068.370611 + Penalty 2684.239793 = -524384.130818 nChanged 48 SP:Iteration 16Q (2970.430232 sec): 3 clusters Score: Raw -527087.845973 + Penalty 2684.239793 = -524403.606180 nChanged 50 SP:Iteration 17Q (2970.483656 sec): 3 clusters Score: Raw -527109.405862 + Penalty 2684.239793 = -524425.166069 nChanged 42 SP:Iteration 18Q (2970.536988 sec): 3 clusters Score: Raw -527124.470797 + Penalty 2684.239793 = -524440.231004 nChanged 48 SP:Iteration 19Q (2970.590195 sec): 3 clusters Score: Raw -527142.812258 + Penalty 2684.239793 = -524458.572465 nChanged 48 SP:Iteration 20F (2970.643913 sec): 3 clusters Score: Raw -527165.255650 + Penalty 2684.239793 = -524481.015857 nChanged 54 SP:Iteration 21Q (2970.697433 sec): 3 clusters Score: Raw -527185.158380 + Penalty 2684.239793 = -524500.918587 nChanged 58 SP:Iteration 22Q (2970.750771 sec): 3 clusters Score: Raw -527210.610232 + Penalty 2684.239793 = -524526.370440 nChanged 49 SP:Iteration 23Q (2970.804353 sec): 3 clusters Score: Raw -527225.768760 + Penalty 2684.239793 = -524541.528967 nChanged 40 SP:Iteration 24Q (2970.858086 sec): 3 clusters Score: Raw -527239.216645 + Penalty 2684.239793 = -524554.976852 nChanged 37 SP:Iteration 25Q (2970.911557 sec): 3 clusters Score: Raw -527254.566145 + Penalty 2684.239793 = -524570.326352 nChanged 38 SP:Iteration 26Q (2970.965156 sec): 3 clusters Score: Raw -527269.110704 + Penalty 2684.239793 = -524584.870912 nChanged 27 SP:Iteration 27Q (2971.019044 sec): 3 clusters Score: Raw -527281.080591 + Penalty 2684.239793 = -524596.840798 nChanged 32 SP:Iteration 28Q (2971.072208 sec): 3 clusters Score: Raw -527291.567504 + Penalty 2684.239793 = -524607.327711 nChanged 30 SP:Iteration 29Q (2971.125683 sec): 3 clusters Score: Raw -527302.430991 + Penalty 2684.239793 = -524618.191198 nChanged 29 SP:Iteration 30Q (2971.179161 sec): 3 clusters Score: Raw -527313.205015 + Penalty 2684.239793 = -524628.965222 nChanged 23 SP:Iteration 31Q (2971.232637 sec): 3 clusters Score: Raw -527324.662685 + Penalty 2684.239793 = -524640.422892 nChanged 39 SP:Iteration 32Q (2971.276178 sec): 3 clusters Score: Raw -527339.783214 + Penalty 2684.239793 = -524655.543421 nChanged 38 SP:Iteration 33Q (2971.329730 sec): 3 clusters Score: Raw -527350.271900 + Penalty 2684.239793 = -524666.032107 nChanged 25 SP:Iteration 34Q (2971.383354 sec): 3 clusters Score: Raw -527357.356612 + Penalty 2684.239793 = -524673.116819 nChanged 19 SP:Iteration 35Q (2971.449598 sec): 3 clusters Score: Raw -527363.615581 + Penalty 2684.239793 = -524679.375789 nChanged 22 SP:Iteration 36Q (2971.495039 sec): 3 clusters Score: Raw -527374.144035 + Penalty 2684.239793 = -524689.904242 nChanged 20 SP:Iteration 37Q (2971.538460 sec): 3 clusters Score: Raw -527381.874081 + Penalty 2684.239793 = -524697.634288 nChanged 18 SP:Iteration 38Q (2971.581326 sec): 3 clusters Score: Raw -527387.393534 + Penalty 2684.239793 = -524703.153741 nChanged 19 SP:Iteration 39Q (2971.634975 sec): 3 clusters Score: Raw -527392.969794 + Penalty 2684.239793 = -524708.730002 nChanged 24 SP:Iteration 40F (2971.688431 sec): 3 clusters Score: Raw -527399.320522 + Penalty 2684.239793 = -524715.080729 nChanged 18 SP:Iteration 41Q (2971.754392 sec): 3 clusters Score: Raw -527403.847531 + Penalty 2684.239793 = -524719.607738 nChanged 17 SP:Iteration 42Q (2971.795867 sec): 3 clusters Score: Raw -527409.549312 + Penalty 2684.239793 = -524725.309519 nChanged 16 SP:Iteration 43Q (2971.850740 sec): 3 clusters Score: Raw -527414.387790 + Penalty 2684.239793 = -524730.147997 nChanged 12 SP:Iteration 44Q (2971.898893 sec): 3 clusters Score: Raw -527417.619902 + Penalty 2684.239793 = -524733.380109 nChanged 8 SP:Iteration 45Q (2971.952443 sec): 3 clusters Score: Raw -527419.318348 + Penalty 2684.239793 = -524735.078555 nChanged 8 SP:Iteration 46Q (2972.017946 sec): 3 clusters Score: Raw -527421.061882 + Penalty 2684.239793 = -524736.822090 nChanged 5 SP:Iteration 47Q (2972.061869 sec): 3 clusters Score: Raw -527421.861807 + Penalty 2684.239793 = -524737.622014 nChanged 3 SP:Iteration 48Q (2972.116763 sec): 3 clusters Score: Raw -527422.508149 + Penalty 2684.239793 = -524738.268356 nChanged 2 SP:Iteration 49Q (2972.170111 sec): 3 clusters Score: Raw -527422.923132 + Penalty 2684.239793 = -524738.683339 nChanged 0 SP:Iteration 50F (2972.223749 sec): 3 clusters Score: Raw -527422.923132 + Penalty 2684.239793 = -524738.683339 nChanged 0 Trying to split cluster 15 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2972.238652 sec): 2 clusters Score: Raw -56207.817028 + Penalty 1008.240636 = -55199.576391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2972.288130 sec): 3 clusters Score: Raw -56287.135213 + Penalty 2016.481273 = -54270.653940 nChanged 127 SP:Iteration 1F (2972.334582 sec): 3 clusters Score: Raw -56462.642505 + Penalty 2016.481273 = -54446.161232 nChanged 34 SP:Iteration 2F (2972.383893 sec): 3 clusters Score: Raw -56520.554739 + Penalty 2016.481273 = -54504.073466 nChanged 20 SP:Iteration 3Q (2972.430531 sec): 3 clusters Score: Raw -56551.132987 + Penalty 2016.481273 = -54534.651714 nChanged 23 SP:Iteration 4Q (2972.479671 sec): 3 clusters Score: Raw -56581.664485 + Penalty 2016.481273 = -54565.183212 nChanged 12 SP:Iteration 5Q (2972.529054 sec): 3 clusters Score: Raw -56607.065692 + Penalty 2016.481273 = -54590.584419 nChanged 12 SP:Iteration 6Q (2972.573217 sec): 3 clusters Score: Raw -56624.234735 + Penalty 2016.481273 = -54607.753462 nChanged 11 SP:Iteration 7Q (2972.622309 sec): 3 clusters Score: Raw -56638.967641 + Penalty 2016.481273 = -54622.486368 nChanged 13 SP:Iteration 8Q (2972.669527 sec): 3 clusters Score: Raw -56703.754093 + Penalty 2016.481273 = -54687.272820 nChanged 22 SP:Iteration 9Q (2972.718670 sec): 3 clusters Score: Raw -56735.754532 + Penalty 2016.481273 = -54719.273259 nChanged 8 SP:Iteration 10Q (2972.767699 sec): 3 clusters Score: Raw -56745.662178 + Penalty 2016.481273 = -54729.180905 nChanged 2 SP:Iteration 11Q (2972.811372 sec): 3 clusters Score: Raw -56749.486486 + Penalty 2016.481273 = -54733.005213 nChanged 3 SP:Iteration 12Q (2972.857548 sec): 3 clusters Score: Raw -56753.547806 + Penalty 2016.481273 = -54737.066533 nChanged 2 SP:Iteration 13Q (2972.895362 sec): 3 clusters Score: Raw -56755.684595 + Penalty 2016.481273 = -54739.203322 nChanged 2 SP:Iteration 14Q (2972.944417 sec): 3 clusters Score: Raw -56757.569033 + Penalty 2016.481273 = -54741.087760 nChanged 1 SP:Iteration 15Q (2972.993457 sec): 3 clusters Score: Raw -56759.276827 + Penalty 2016.481273 = -54742.795554 nChanged 0 SP:Iteration 16F (2973.042532 sec): 3 clusters Score: Raw -56759.276827 + Penalty 2016.481273 = -54742.795554 nChanged 0 Trying to split cluster 16 (12303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2973.085429 sec): 2 clusters Score: Raw -1673689.349464 + Penalty 1530.359742 = -1672158.989722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2973.155554 sec): 3 clusters Score: Raw -1666607.939183 + Penalty 3060.719485 = -1663547.219698 nChanged 5373 SP:Iteration 1F (2973.219199 sec): 3 clusters Score: Raw -1669858.895220 + Penalty 3060.719485 = -1666798.175735 nChanged 916 SP:Iteration 2F (2973.288508 sec): 3 clusters Score: Raw -1670530.032230 + Penalty 3060.719485 = -1667469.312745 nChanged 902 SP:Iteration 3F (2973.357431 sec): 3 clusters Score: Raw -1671284.118003 + Penalty 3060.719485 = -1668223.398518 nChanged 944 SP:Iteration 4F (2973.426405 sec): 3 clusters Score: Raw -1672113.650582 + Penalty 3060.719485 = -1669052.931097 nChanged 874 SP:Iteration 5F (2973.495288 sec): 3 clusters Score: Raw -1672890.784563 + Penalty 3060.719485 = -1669830.065079 nChanged 743 SP:Iteration 6F (2973.552319 sec): 3 clusters Score: Raw -1673571.608444 + Penalty 3060.719485 = -1670510.888960 nChanged 600 SP:Iteration 7Q (2973.612741 sec): 3 clusters Score: Raw -1674038.672638 + Penalty 3060.719485 = -1670977.953154 nChanged 432 SP:Iteration 8Q (2973.673104 sec): 3 clusters Score: Raw -1674293.188876 + Penalty 3060.719485 = -1671232.469391 nChanged 286 SP:Iteration 9Q (2973.729789 sec): 3 clusters Score: Raw -1674428.384576 + Penalty 3060.719485 = -1671367.665092 nChanged 197 SP:Iteration 10Q (2973.795200 sec): 3 clusters Score: Raw -1674498.902504 + Penalty 3060.719485 = -1671438.183019 nChanged 149 SP:Iteration 11Q (2973.855159 sec): 3 clusters Score: Raw -1674560.707977 + Penalty 3060.719485 = -1671499.988492 nChanged 146 SP:Iteration 12Q (2973.916036 sec): 3 clusters Score: Raw -1674610.146327 + Penalty 3060.719485 = -1671549.426842 nChanged 119 SP:Iteration 13Q (2973.975936 sec): 3 clusters Score: Raw -1674647.665051 + Penalty 3060.719485 = -1671586.945566 nChanged 103 SP:Iteration 14Q (2974.043896 sec): 3 clusters Score: Raw -1674679.200797 + Penalty 3060.719485 = -1671618.481312 nChanged 99 SP:Iteration 15Q (2974.111471 sec): 3 clusters Score: Raw -1674712.497700 + Penalty 3060.719485 = -1671651.778216 nChanged 96 SP:Iteration 16Q (2974.172864 sec): 3 clusters Score: Raw -1674743.512546 + Penalty 3060.719485 = -1671682.793062 nChanged 88 SP:Iteration 17Q (2974.234893 sec): 3 clusters Score: Raw -1674774.338344 + Penalty 3060.719485 = -1671713.618859 nChanged 87 SP:Iteration 18Q (2974.297516 sec): 3 clusters Score: Raw -1674803.780429 + Penalty 3060.719485 = -1671743.060944 nChanged 85 SP:Iteration 19Q (2974.359314 sec): 3 clusters Score: Raw -1674834.227935 + Penalty 3060.719485 = -1671773.508450 nChanged 85 SP:Iteration 20F (2974.421910 sec): 3 clusters Score: Raw -1674866.317987 + Penalty 3060.719485 = -1671805.598502 nChanged 77 SP:Iteration 21Q (2974.489127 sec): 3 clusters Score: Raw -1674894.352414 + Penalty 3060.719485 = -1671833.632929 nChanged 78 SP:Iteration 22Q (2974.556296 sec): 3 clusters Score: Raw -1674925.294003 + Penalty 3060.719485 = -1671864.574519 nChanged 61 SP:Iteration 23Q (2974.615097 sec): 3 clusters Score: Raw -1674943.140613 + Penalty 3060.719485 = -1671882.421128 nChanged 49 SP:Iteration 24Q (2974.674895 sec): 3 clusters Score: Raw -1674954.401746 + Penalty 3060.719485 = -1671893.682261 nChanged 34 SP:Iteration 25Q (2974.741908 sec): 3 clusters Score: Raw -1674964.127136 + Penalty 3060.719485 = -1671903.407651 nChanged 41 SP:Iteration 26Q (2974.808240 sec): 3 clusters Score: Raw -1674972.857352 + Penalty 3060.719485 = -1671912.137867 nChanged 36 SP:Iteration 27Q (2974.874827 sec): 3 clusters Score: Raw -1674981.741700 + Penalty 3060.719485 = -1671921.022216 nChanged 26 SP:Iteration 28Q (2974.938452 sec): 3 clusters Score: Raw -1674987.469442 + Penalty 3060.719485 = -1671926.749957 nChanged 23 SP:Iteration 29Q (2974.998667 sec): 3 clusters Score: Raw -1674993.310400 + Penalty 3060.719485 = -1671932.590915 nChanged 27 SP:Iteration 30Q (2975.059056 sec): 3 clusters Score: Raw -1674999.349517 + Penalty 3060.719485 = -1671938.630033 nChanged 17 SP:Iteration 31Q (2975.119542 sec): 3 clusters Score: Raw -1675002.617246 + Penalty 3060.719485 = -1671941.897762 nChanged 18 SP:Iteration 32Q (2975.180369 sec): 3 clusters Score: Raw -1675007.217460 + Penalty 3060.719485 = -1671946.497976 nChanged 20 SP:Iteration 33Q (2975.240976 sec): 3 clusters Score: Raw -1675013.695983 + Penalty 3060.719485 = -1671952.976499 nChanged 17 SP:Iteration 34Q (2975.301951 sec): 3 clusters Score: Raw -1675016.175936 + Penalty 3060.719485 = -1671955.456452 nChanged 8 SP:Iteration 35Q (2975.363265 sec): 3 clusters Score: Raw -1675017.351347 + Penalty 3060.719485 = -1671956.631862 nChanged 6 SP:Iteration 36Q (2975.423795 sec): 3 clusters Score: Raw -1675018.103906 + Penalty 3060.719485 = -1671957.384422 nChanged 8 SP:Iteration 37Q (2975.484161 sec): 3 clusters Score: Raw -1675019.511175 + Penalty 3060.719485 = -1671958.791690 nChanged 7 SP:Iteration 38Q (2975.544992 sec): 3 clusters Score: Raw -1675020.464674 + Penalty 3060.719485 = -1671959.745189 nChanged 6 SP:Iteration 39Q (2975.605942 sec): 3 clusters Score: Raw -1675021.429851 + Penalty 3060.719485 = -1671960.710366 nChanged 5 SP:Iteration 40F (2975.666750 sec): 3 clusters Score: Raw -1675022.210321 + Penalty 3060.719485 = -1671961.490837 nChanged 4 SP:Iteration 41Q (2975.727541 sec): 3 clusters Score: Raw -1675022.601648 + Penalty 3060.719485 = -1671961.882163 nChanged 2 SP:Iteration 42Q (2975.788241 sec): 3 clusters Score: Raw -1675023.339961 + Penalty 3060.719485 = -1671962.620477 nChanged 5 SP:Iteration 43Q (2975.848931 sec): 3 clusters Score: Raw -1675024.470493 + Penalty 3060.719485 = -1671963.751009 nChanged 3 SP:Iteration 44Q (2975.909632 sec): 3 clusters Score: Raw -1675025.296099 + Penalty 3060.719485 = -1671964.576615 nChanged 8 SP:Iteration 45Q (2975.970289 sec): 3 clusters Score: Raw -1675026.737505 + Penalty 3060.719485 = -1671966.018021 nChanged 6 SP:Iteration 46Q (2976.031133 sec): 3 clusters Score: Raw -1675027.698447 + Penalty 3060.719485 = -1671966.978963 nChanged 6 SP:Iteration 47Q (2976.091875 sec): 3 clusters Score: Raw -1675028.689271 + Penalty 3060.719485 = -1671967.969786 nChanged 5 SP:Iteration 48Q (2976.152463 sec): 3 clusters Score: Raw -1675029.315954 + Penalty 3060.719485 = -1671968.596470 nChanged 1 SP:Iteration 49Q (2976.212640 sec): 3 clusters Score: Raw -1675029.416554 + Penalty 3060.719485 = -1671968.697070 nChanged 1 SP:Iteration 50Q (2976.282613 sec): 3 clusters Score: Raw -1675029.494963 + Penalty 3060.719485 = -1671968.775479 nChanged 0 SP:Iteration 51F (2976.341432 sec): 3 clusters Score: Raw -1675029.494963 + Penalty 3060.719485 = -1671968.775479 nChanged 0 Trying to split cluster 17 (19720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2976.387372 sec): 2 clusters Score: Raw -2599968.374899 + Penalty 1607.025652 = -2598361.349247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2976.453321 sec): 3 clusters Score: Raw -2588040.469154 + Penalty 3214.051304 = -2584826.417850 nChanged 8865 SP:Iteration 1F (2976.530304 sec): 3 clusters Score: Raw -2593069.484612 + Penalty 3214.051304 = -2589855.433308 nChanged 1089 SP:Iteration 2F (2976.612731 sec): 3 clusters Score: Raw -2593551.786992 + Penalty 3214.051304 = -2590337.735688 nChanged 1142 SP:Iteration 3F (2976.688684 sec): 3 clusters Score: Raw -2594141.120701 + Penalty 3214.051304 = -2590927.069397 nChanged 1236 SP:Iteration 4F (2976.770587 sec): 3 clusters Score: Raw -2594944.308887 + Penalty 3214.051304 = -2591730.257583 nChanged 1451 SP:Iteration 5F (2976.846912 sec): 3 clusters Score: Raw -2596029.399455 + Penalty 3214.051304 = -2592815.348151 nChanged 1470 SP:Iteration 6F (2976.928817 sec): 3 clusters Score: Raw -2597295.310148 + Penalty 3214.051304 = -2594081.258843 nChanged 1218 SP:Iteration 7F (2977.008811 sec): 3 clusters Score: Raw -2598373.102843 + Penalty 3214.051304 = -2595159.051539 nChanged 823 SP:Iteration 8Q (2977.080875 sec): 3 clusters Score: Raw -2599127.009250 + Penalty 3214.051304 = -2595912.957946 nChanged 482 SP:Iteration 9Q (2977.162939 sec): 3 clusters Score: Raw -2599573.434821 + Penalty 3214.051304 = -2596359.383517 nChanged 275 SP:Iteration 10Q (2977.238771 sec): 3 clusters Score: Raw -2599836.027832 + Penalty 3214.051304 = -2596621.976528 nChanged 153 SP:Iteration 11Q (2977.316367 sec): 3 clusters Score: Raw -2600000.288833 + Penalty 3214.051304 = -2596786.237529 nChanged 107 SP:Iteration 12Q (2977.388850 sec): 3 clusters Score: Raw -2600121.091430 + Penalty 3214.051304 = -2596907.040126 nChanged 70 SP:Iteration 13Q (2977.460221 sec): 3 clusters Score: Raw -2600173.516840 + Penalty 3214.051304 = -2596959.465536 nChanged 39 SP:Iteration 14Q (2977.514096 sec): 3 clusters Score: Raw -2600200.533580 + Penalty 3214.051304 = -2596986.482276 nChanged 29 SP:Iteration 15Q (2977.587443 sec): 3 clusters Score: Raw -2600220.750280 + Penalty 3214.051304 = -2597006.698976 nChanged 24 SP:Iteration 16Q (2977.668650 sec): 3 clusters Score: Raw -2600236.902515 + Penalty 3214.051304 = -2597022.851211 nChanged 22 SP:Iteration 17Q (2977.740742 sec): 3 clusters Score: Raw -2600254.352308 + Penalty 3214.051304 = -2597040.301004 nChanged 12 SP:Iteration 18Q (2977.812020 sec): 3 clusters Score: Raw -2600264.617549 + Penalty 3214.051304 = -2597050.566245 nChanged 7 SP:Iteration 19Q (2977.884140 sec): 3 clusters Score: Raw -2600271.808684 + Penalty 3214.051304 = -2597057.757380 nChanged 8 SP:Iteration 20F (2977.967135 sec): 3 clusters Score: Raw -2600277.929760 + Penalty 3214.051304 = -2597063.878455 nChanged 8 SP:Iteration 21Q (2978.041716 sec): 3 clusters Score: Raw -2600283.282552 + Penalty 3214.051304 = -2597069.231248 nChanged 6 SP:Iteration 22Q (2978.116363 sec): 3 clusters Score: Raw -2600286.368154 + Penalty 3214.051304 = -2597072.316850 nChanged 6 SP:Iteration 23Q (2978.190662 sec): 3 clusters Score: Raw -2600290.217849 + Penalty 3214.051304 = -2597076.166545 nChanged 8 SP:Iteration 24Q (2978.265188 sec): 3 clusters Score: Raw -2600295.805175 + Penalty 3214.051304 = -2597081.753871 nChanged 5 SP:Iteration 25Q (2978.339625 sec): 3 clusters Score: Raw -2600299.690004 + Penalty 3214.051304 = -2597085.638700 nChanged 5 SP:Iteration 26Q (2978.414145 sec): 3 clusters Score: Raw -2600303.219844 + Penalty 3214.051304 = -2597089.168540 nChanged 4 SP:Iteration 27Q (2978.482066 sec): 3 clusters Score: Raw -2600304.990995 + Penalty 3214.051304 = -2597090.939691 nChanged 3 SP:Iteration 28Q (2978.550357 sec): 3 clusters Score: Raw -2600306.308491 + Penalty 3214.051304 = -2597092.257187 nChanged 3 SP:Iteration 29Q (2978.619390 sec): 3 clusters Score: Raw -2600307.688264 + Penalty 3214.051304 = -2597093.636960 nChanged 0 SP:Iteration 30F (2978.700618 sec): 3 clusters Score: Raw -2600307.688264 + Penalty 3214.051304 = -2597093.636960 nChanged 0 Trying to split cluster 18 (2379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2978.729656 sec): 2 clusters Score: Raw -299592.774115 + Penalty 1263.345770 = -298329.428344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2978.770112 sec): 3 clusters Score: Raw -298552.764948 + Penalty 2526.691541 = -296026.073407 nChanged 858 SP:Iteration 1F (2978.821819 sec): 3 clusters Score: Raw -299137.776586 + Penalty 2526.691541 = -296611.085045 nChanged 228 SP:Iteration 2F (2978.883684 sec): 3 clusters Score: Raw -299329.144930 + Penalty 2526.691541 = -296802.453389 nChanged 165 SP:Iteration 3F (2978.928242 sec): 3 clusters Score: Raw -299477.486763 + Penalty 2526.691541 = -296950.795222 nChanged 137 SP:Iteration 4F (2978.972926 sec): 3 clusters Score: Raw -299624.871048 + Penalty 2526.691541 = -297098.179507 nChanged 125 SP:Iteration 5F (2979.023615 sec): 3 clusters Score: Raw -299756.372745 + Penalty 2526.691541 = -297229.681204 nChanged 104 SP:Iteration 6Q (2979.078720 sec): 3 clusters Score: Raw -299855.010973 + Penalty 2526.691541 = -297328.319432 nChanged 86 SP:Iteration 7Q (2979.083174 sec): 3 clusters Score: Raw -299928.687655 + Penalty 2526.691541 = -297401.996114 nChanged 63 SP:Iteration 8Q (2979.095101 sec): 3 clusters Score: Raw -299980.473069 + Penalty 2526.691541 = -297453.781528 nChanged 50 SP:Iteration 9Q (2979.106654 sec): 3 clusters Score: Raw -300016.841495 + Penalty 2526.691541 = -297490.149954 nChanged 44 SP:Iteration 10Q (2979.118242 sec): 3 clusters Score: Raw -300050.003091 + Penalty 2526.691541 = -297523.311551 nChanged 37 SP:Iteration 11Q (2979.129665 sec): 3 clusters Score: Raw -300079.044886 + Penalty 2526.691541 = -297552.353345 nChanged 37 SP:Iteration 12Q (2979.141177 sec): 3 clusters Score: Raw -300102.955143 + Penalty 2526.691541 = -297576.263602 nChanged 27 SP:Iteration 13Q (2979.152548 sec): 3 clusters Score: Raw -300119.055050 + Penalty 2526.691541 = -297592.363509 nChanged 26 SP:Iteration 14Q (2979.164109 sec): 3 clusters Score: Raw -300140.116821 + Penalty 2526.691541 = -297613.425281 nChanged 28 SP:Iteration 15Q (2979.177315 sec): 3 clusters Score: Raw -300154.271512 + Penalty 2526.691541 = -297627.579972 nChanged 20 SP:Iteration 16Q (2979.189227 sec): 3 clusters Score: Raw -300162.792602 + Penalty 2526.691541 = -297636.101061 nChanged 12 SP:Iteration 17Q (2979.200651 sec): 3 clusters Score: Raw -300167.535899 + Penalty 2526.691541 = -297640.844358 nChanged 10 SP:Iteration 18Q (2979.212053 sec): 3 clusters Score: Raw -300169.959606 + Penalty 2526.691541 = -297643.268065 nChanged 5 SP:Iteration 19Q (2979.223522 sec): 3 clusters Score: Raw -300171.850501 + Penalty 2526.691541 = -297645.158960 nChanged 5 SP:Iteration 20F (2979.235172 sec): 3 clusters Score: Raw -300174.014842 + Penalty 2526.691541 = -297647.323301 nChanged 6 SP:Iteration 21Q (2979.246542 sec): 3 clusters Score: Raw -300175.504340 + Penalty 2526.691541 = -297648.812799 nChanged 1 SP:Iteration 22Q (2979.258181 sec): 3 clusters Score: Raw -300175.898436 + Penalty 2526.691541 = -297649.206895 nChanged 1 SP:Iteration 23Q (2979.271687 sec): 3 clusters Score: Raw -300176.331924 + Penalty 2526.691541 = -297649.640383 nChanged 1 SP:Iteration 24Q (2979.283506 sec): 3 clusters Score: Raw -300177.202398 + Penalty 2526.691541 = -297650.510857 nChanged 4 SP:Iteration 25Q (2979.295064 sec): 3 clusters Score: Raw -300180.030647 + Penalty 2526.691541 = -297653.339106 nChanged 2 SP:Iteration 26Q (2979.306422 sec): 3 clusters Score: Raw -300180.213900 + Penalty 2526.691541 = -297653.522359 nChanged 0 SP:Iteration 27F (2979.318070 sec): 3 clusters Score: Raw -300180.213900 + Penalty 2526.691541 = -297653.522359 nChanged 0 Trying to split cluster 19 (2000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2979.347056 sec): 2 clusters Score: Raw -257505.875936 + Penalty 1235.146650 = -256270.729287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2979.351077 sec): 3 clusters Score: Raw -256602.110606 + Penalty 2470.293299 = -254131.817306 nChanged 728 SP:Iteration 1F (2979.361253 sec): 3 clusters Score: Raw -257048.794357 + Penalty 2470.293299 = -254578.501058 nChanged 177 SP:Iteration 2F (2979.371219 sec): 3 clusters Score: Raw -257177.620269 + Penalty 2470.293299 = -254707.326969 nChanged 84 SP:Iteration 3Q (2979.381147 sec): 3 clusters Score: Raw -257238.511171 + Penalty 2470.293299 = -254768.217872 nChanged 58 SP:Iteration 4Q (2979.391066 sec): 3 clusters Score: Raw -257280.031011 + Penalty 2470.293299 = -254809.737712 nChanged 47 SP:Iteration 5Q (2979.400899 sec): 3 clusters Score: Raw -257308.958101 + Penalty 2470.293299 = -254838.664802 nChanged 43 SP:Iteration 6Q (2979.410822 sec): 3 clusters Score: Raw -257330.743183 + Penalty 2470.293299 = -254860.449883 nChanged 31 SP:Iteration 7Q (2979.420722 sec): 3 clusters Score: Raw -257350.354772 + Penalty 2470.293299 = -254880.061473 nChanged 36 SP:Iteration 8Q (2979.430636 sec): 3 clusters Score: Raw -257368.804865 + Penalty 2470.293299 = -254898.511566 nChanged 28 SP:Iteration 9Q (2979.446411 sec): 3 clusters Score: Raw -257386.100401 + Penalty 2470.293299 = -254915.807101 nChanged 23 SP:Iteration 10Q (2979.456691 sec): 3 clusters Score: Raw -257398.816913 + Penalty 2470.293299 = -254928.523613 nChanged 20 SP:Iteration 11Q (2979.466567 sec): 3 clusters Score: Raw -257407.021557 + Penalty 2470.293299 = -254936.728257 nChanged 14 SP:Iteration 12Q (2979.476494 sec): 3 clusters Score: Raw -257414.521134 + Penalty 2470.293299 = -254944.227834 nChanged 16 SP:Iteration 13Q (2979.486360 sec): 3 clusters Score: Raw -257422.781164 + Penalty 2470.293299 = -254952.487864 nChanged 11 SP:Iteration 14Q (2979.496245 sec): 3 clusters Score: Raw -257431.323587 + Penalty 2470.293299 = -254961.030287 nChanged 10 SP:Iteration 15Q (2979.506138 sec): 3 clusters Score: Raw -257438.228129 + Penalty 2470.293299 = -254967.934830 nChanged 11 SP:Iteration 16Q (2979.516013 sec): 3 clusters Score: Raw -257442.748212 + Penalty 2470.293299 = -254972.454912 nChanged 9 SP:Iteration 17Q (2979.525885 sec): 3 clusters Score: Raw -257446.056542 + Penalty 2470.293299 = -254975.763243 nChanged 11 SP:Iteration 18Q (2979.536032 sec): 3 clusters Score: Raw -257450.455198 + Penalty 2470.293299 = -254980.161899 nChanged 11 SP:Iteration 19Q (2979.546247 sec): 3 clusters Score: Raw -257455.673631 + Penalty 2470.293299 = -254985.380332 nChanged 11 SP:Iteration 20F (2979.556134 sec): 3 clusters Score: Raw -257459.173934 + Penalty 2470.293299 = -254988.880635 nChanged 4 SP:Iteration 21Q (2979.566002 sec): 3 clusters Score: Raw -257460.089932 + Penalty 2470.293299 = -254989.796633 nChanged 1 SP:Iteration 22Q (2979.575803 sec): 3 clusters Score: Raw -257460.451288 + Penalty 2470.293299 = -254990.157989 nChanged 0 SP:Iteration 23F (2979.585640 sec): 3 clusters Score: Raw -257460.451288 + Penalty 2470.293299 = -254990.157989 nChanged 0 Time taken for this iteration:1606.775721 seconds. 21->20 Clusters: Score -57335219.865791, best is -57336930.221576 Main iterations: 506 (time per iteration =2134.372029 ms) Total iterations: 15626 (time per iteration =69.115080 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 424076882688.000000 (time per metric unit =2.546690ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 10177845184512.000000 (time per metric unit=106.112073ps) That took 1079.992247 seconds.